Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-03-14<\/title><\/p>\n<style>\n \/* --- \u5168\u5c40\u91cd\u7f6e\u4e0e\u5b57\u4f53 --- *\/\n :root {\n --ph-orange: #FF6154;\n --text-main: #21293C;\n --text-secondary: #4B587C;\n --bg-ai: #F7F7F9;\n --border-color: #E6E6E6;\n }<\/p>\n<p> body {\n font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif;\n color: var(--text-main);\n background-color: #ffffff;\n line-height: 1.6;\n margin: 0;\n padding: 20px;\n }<\/p>\n<p> .container {\n max-width: 800px;\n margin: 0 auto;\n }<\/p>\n<p> \/* --- \u5361\u7247\u6837\u5f0f --- *\/\n .app-card {\n border-bottom: 1px solid var(--border-color);\n padding-bottom: 40px;\n margin-bottom: 40px;\n }<\/p>\n<p> \/* --- 1. \u5934\u90e8\u533a\u57df --- *\/\n .app-header {\n display: flex;\n align-items: flex-start;\n gap: 16px;\n margin-bottom: 20px;\n }<\/p>\n<p> .rank {\n font-size: 24px;\n font-weight: 300;\n color: #999;\n min-width: 30px;\n padding-top: 4px;\n }<\/p>\n<p> .title-group {\n flex: 1;\n }<\/p>\n<p> .app-title {\n font-size: 24px;\n font-weight: 800;\n margin: 0 0 4px 0;\n color: var(--text-main);\n text-decoration: none;\n display: inline-block;\n }<\/p>\n<p> .app-title:hover {\n color: var(--ph-orange);\n text-decoration: underline;\n }<\/p>\n<p> .vote-btn {\n display: flex;\n flex-direction: column;\n align-items: center;\n justify-content: center;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 8px 12px;\n background: #fff;\n min-width: 60px;\n box-shadow: 0 1px 2px rgba(0,0,0,0.05);\n }<\/p>\n<p> .vote-arrow {\n color: var(--ph-orange);\n font-size: 14px;\n margin-bottom: -2px;\n }<\/p>\n<p> .vote-count {\n font-weight: 600;\n font-size: 14px;\n }<\/p>\n<p> \/* --- 2. \u5347\u7ea7\u7248\u5a92\u4f53\u753b\u5eca (\u5173\u952e\u4fee\u6539) --- *\/\n .media-gallery {\n display: flex;\n gap: 16px;\n overflow-x: auto; \/* \u5141\u8bb8\u6a2a\u5411\u6eda\u52a8 *\/\n padding-bottom: 16px; \/* \u7559\u51fa\u6eda\u52a8\u7a7a\u95f4 *\/\n scroll-snap-type: x mandatory; \/* \u6eda\u52a8\u5438\u9644\u6548\u679c *\/\n -webkit-overflow-scrolling: touch; \/* iOS \u5e73\u6ed1\u6eda\u52a8 *\/\n margin-bottom: 20px;<\/p>\n<p> \/* \u9690\u85cf\u9ed8\u8ba4\u6eda\u52a8\u6761\u4f46\u4fdd\u7559\u529f\u80fd (Firefox) *\/\n scrollbar-width: thin;\n scrollbar-color: #ddd transparent;\n }<\/p>\n<p> \/* Webkit \u6eda\u52a8\u6761\u6837\u5f0f\u4f18\u5316 *\/\n .media-gallery::-webkit-scrollbar {\n height: 6px;\n }\n .media-gallery::-webkit-scrollbar-track {\n background: transparent;\n }\n .media-gallery::-webkit-scrollbar-thumb {\n background-color: #eee;\n border-radius: 10px;\n }<\/p>\n<p> .media-item-wrapper {\n flex: 0 0 auto; \/* \u9632\u6b62\u88ab\u538b\u7f29 *\/\n width: 80%; \/* \u79fb\u52a8\u7aef\u9ed8\u8ba4\u9732\u51fa\u4e00\u70b9\u4e0b\u4e00\u5f20\uff0c\u63d0\u793a\u53ef\u6ed1\u52a8 *\/\n max-width: 500px; \/* \u684c\u9762\u7aef\u6700\u5927\u5bbd\u5ea6 *\/\n aspect-ratio: 16\/9; \/* \u7edf\u4e00\u6bd4\u4f8b *\/<\/p>\n<p> position: relative;\n border-radius: 12px;\n overflow: hidden;\n border: 1px solid rgba(0,0,0,0.08);\n background-color: #f5f5f5;\n scroll-snap-align: center; \/* \u6eda\u52a8\u505c\u6b62\u65f6\u5c45\u4e2d *\/\n }<\/p>\n<p> .media-content {\n width: 100%;\n height: 100%;\n object-fit: cover; \/* \u586b\u5145\u5bb9\u5668 *\/\n display: block;\n cursor: pointer;\n }<\/p>\n<p> \/* \u89c6\u9891\u6807\u7b7e\u7279\u6b8a\u5904\u7406 *\/\n video.media-content {\n background-color: #000;\n cursor: pointer;\n }<\/p>\n<p> \/* \u5982\u679c\u53ea\u67091\u4e2a\u5a92\u4f53\uff0c\u4e0d\u8981\u6eda\u52a8\uff0c\u4e14\u5bbd\u5ea6\u81ea\u9002\u5e94 *\/\n .media-gallery.single-item .media-item-wrapper {\n width: 100%;\n max-width: 100%;\n }<\/p>\n<p> \/* --- 3. \u63cf\u8ff0\u4e0e\u6807\u7b7e --- *\/\n .one-liner {\n font-size: 18px;\n color: var(--text-secondary);\n margin-bottom: 12px;\n font-weight: 500;\n }<\/p>\n<p> .tags-container {\n display: flex;\n flex-wrap: wrap;\n gap: 8px;\n margin-bottom: 24px;\n }<\/p>\n<p> .tag {\n font-size: 12px;\n color: var(--text-secondary);\n background-color: #F2F2F2;\n padding: 4px 10px;\n border-radius: 20px;\n font-weight: 600;\n text-transform: uppercase;\n }<\/p>\n<p> \/* --- 4. AI \u6458\u8981\u533a --- *\/\n .ai-section {\n background-color: var(--bg-ai);\n border-radius: 12px;\n padding: 20px;\n margin-bottom: 20px;\n border-left: 4px solid var(--ph-orange);\n }<\/p>\n<p> .ai-title {\n font-size: 14px;\n font-weight: 700;\n color: var(--text-main);\n margin: 0 0 12px 0;\n display: flex;\n align-items: center;\n gap: 6px;\n }<\/p>\n<p> .ai-content {\n font-size: 15px;\n color: #333;\n margin-bottom: 0;\n line-height: 1.7;\n }<\/p>\n<p> \/* --- 5. \u8bc4\u8bba\u533a --- *\/\n .reviews-section {\n margin-top: 10px;\n }<\/p>\n<p> .review-item {\n display: flex;\n gap: 10px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .review-avatar {\n font-size: 18px;\n margin-top: 2px;\n min-width: 24px;\n }<\/p>\n<p> .review-bubble {\n background: #fff;\n border: 1px solid var(--border-color);\n padding: 8px 12px;\n border-radius: 0 12px 12px 12px;\n color: var(--text-secondary);\n line-height: 1.5;\n }<\/p>\n<p> .review-author {\n font-weight: 700;\n color: var(--text-main);\n margin-right: 4px;\n font-style: normal;\n }<\/p>\n<p> .comments-section {\n margin-top: 30px;\n border-top: 1px solid var(--border-color);\n padding-top: 20px;\n }<\/p>\n<p> .comments-toggle {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 12px 20px;\n cursor: pointer;\n display: flex;\n justify-content: space-between;\n align-items: center;\n width: 100%;\n font-size: 14px;\n font-weight: 600;\n color: var(--text-main);\n transition: all 0.3s ease;\n }<\/p>\n<p> .comments-toggle:hover {\n background-color: #e9ecef;\n }<\/p>\n<p> .comments-toggle .toggle-arrow {\n font-size: 18px;\n transition: transform 0.3s ease;\n }<\/p>\n<p> .comments-toggle.open .toggle-arrow {\n transform: rotate(180deg);\n }<\/p>\n<p> .comments-container {\n max-height: 0;\n overflow: hidden;\n transition: max-height 0.5s ease;\n margin-top: 15px;\n }<\/p>\n<p> .comments-container.open {\n max-height: 800px;\n overflow: auto;\n }<\/p>\n<p> .comment-item {\n background-color: #fff;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 16px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .comment-header {\n display: flex;\n justify-content: space-between;\n align-items: flex-start;\n margin-bottom: 8px;\n }<\/p>\n<p> .comment-author {\n font-weight: 600;\n color: var(--text-main);\n margin-right: 8px;\n }<\/p>\n<p> .comment-content {\n color: var(--text-secondary);\n line-height: 1.5;\n margin-bottom: 10px;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> .comment-content p {\n margin: 0;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> \/* \u4f18\u5316\u8868\u60c5\u7b26\u53f7\u663e\u793a *\/\n .emoji {\n display: inline;\n max-width: 15px;\n overflow-wrap: normal;\n }<\/p>\n<p> .comment-actions {\n display: flex;\n align-items: center;\n gap: 16px;\n font-size: 12px;\n color: var(--text-secondary);\n }<\/p>\n<p> .comment-vote {\n display: flex;\n align-items: center;\n gap: 4px;\n cursor: pointer;\n }<\/p>\n<p> .comment-replies {\n margin-top: 12px;\n margin-left: 20px;\n padding-left: 12px;\n border-left: 2px solid var(--border-color);\n }<\/p>\n<p> .reply-item {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 6px;\n padding: 12px;\n margin-bottom: 8px;\n font-size: 13px;\n }<\/p>\n<p> .reply-content {\n color: var(--text-secondary);\n line-height: 1.4;\n margin-bottom: 6px;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }<\/p>\n<p> \/* --- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846\u6837\u5f0f --- *\/\n .modal {\n display: none;\n position: fixed;\n z-index: 1000;\n left: 0;\n top: 0;\n width: 100%;\n height: 100%;\n background-color: rgba(0, 0, 0, 0.9);\n overflow: auto;\n transition: opacity 0.3s ease;\n }<\/p>\n<p> .modal-content {\n display: block;\n max-width: 90%;\n max-height: 90vh;\n margin: 5vh auto;\n object-fit: contain;\n animation: zoom 0.3s;\n }<\/p>\n<p> @keyframes zoom {\n from {transform: scale(0.8); opacity: 0;}\n to {transform: scale(1); opacity: 1;}\n }<\/p>\n<p> .close {\n position: absolute;\n top: 20px;\n right: 35px;\n color: #fff;\n font-size: 40px;\n font-weight: bold;\n transition: 0.3s;\n cursor: pointer;\n \/* \u6dfb\u52a0\u89e6\u63a7\u4f18\u5316 *\/\n padding: 10px;\n line-height: 1;\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> .close:hover,\n .close:focus {\n color: #bbb;\n text-decoration: none;\n }<\/p>\n<p> \/* \u89c6\u9891\u70b9\u51fb\u63d0\u793a\u6837\u5f0f *\/\n .video-overlay {\n position: absolute;\n top: 0;\n left: 0;\n width: 100%;\n height: 100%;\n display: flex;\n align-items: center;\n justify-content: center;\n background-color: rgba(0, 0, 0, 0.2);\n opacity: 0;\n transition: opacity 0.3s ease;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n touch-action: manipulation;\n cursor: pointer;\n }<\/p>\n<p> .media-item-wrapper:hover .video-overlay {\n opacity: 1;\n }<\/p>\n<p> \/* \u4e3a\u89e6\u6478\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u6548\u679c *\/\n .media-item-wrapper:active .video-overlay {\n opacity: 0.8;\n }<\/p>\n<p> .play-icon {\n width: 80px;\n height: 80px;\n background-color: rgba(255, 255, 255, 0.9);\n border-radius: 50%;\n display: flex;\n align-items: center;\n justify-content: center;\n color: var(--ph-orange);\n font-size: 24px;\n font-weight: bold;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }\n <\/style>\n<p><\/head><br \/>\n<body><\/p>\n<div class=\"container\">\n<h1 style=\"text-align:center; margin-bottom:40px; font-weight:900;\">PH\u70ed\u699c | 2026-03-14<\/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\/IV44YJPFIDYSKI\" class=\"app-title\">Agent 37<\/a><\/p>\n<div class=\"one-liner\">Your own OpenClaw instance for $3.99\/mo<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">352<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u63d0\u4f9b\u5168\u6258\u7ba1\u3001\u9694\u79bb\u7684OpenClaw AI\u4ee3\u7406\u5bb9\u5668\u7684\u670d\u52a1\uff0c\u4ee5\u6781\u4f4e\u6210\u672c\u548c60\u79d2\u5feb\u901f\u90e8\u7f72\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u642d\u5efa\u548c\u7ba1\u7406AI\u4ee3\u7406\u57fa\u7840\u8bbe\u65bd\u65f6\u9762\u4e34\u7684\u590d\u6742\u914d\u7f6e\u548c\u8017\u65f6\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\/ee8c7cc4-0fa5-4a93-bfee-9b48df015e48.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\/fb38a1dd-5c64-47a6-adf9-2e4f6b05610b.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\/a05598cd-e1e5-4fd0-afc7-37c8f0ceda1e.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\/7879d71f-410c-4405-a238-d0c2c2e769cd.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\/136f9324-5af9-407e-8d7c-827b6a3eaa10.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\/c146330f-0a09-4ac3-aa07-712aad599d26.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/TlIQPDtvcGA?si=fKdz7wrz39O0328e\"><source src=\"https:\/\/youtu.be\/TlIQPDtvcGA?si=fKdz7wrz39O0328e\" 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\">AI\u4ee3\u7406\u6258\u7ba1<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u65e0\u670d\u52a1\u5668\u8fd0\u7ef4<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6210\u672c\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u5feb\u901f\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u5e94\u7528\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u5bb9\u5668\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u6846\u67b6\u6258\u7ba1<\/span><br \/>\n <span class=\"tag\">\u6309\u9700\u8ba2\u9605<\/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\u6781\u9ad8\u7684\u6027\u4ef7\u6bd4\u548c\u6d88\u9664\u8fd0\u7ef4\u6469\u64e6\u7684\u4ef7\u503c\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\uff1a\u8d44\u6e90\u6269\u5c55\u6027\uff08\u5de5\u4f5c\u8d1f\u8f7d\u589e\u52a0\u5982\u4f55\u5904\u7406\uff09\u3001\u6570\u636e\u6301\u4e45\u6027\u3001\u5185\u7f6e\u8c03\u5ea6\u529f\u80fd\uff08\u5982Cron\uff09\u3001OAuth\u4ee4\u724c\u5237\u65b0\u673a\u5236\u4ee5\u53ca\u957f\u671f\u8fd0\u884c\u7a33\u5b9a\u6027\u3002\u5f00\u53d1\u8005\u5bf9\u6280\u672f\u5b9e\u73b0\u548c\u5546\u4e1a\u6a21\u5f0f\uff08\u5982\u4f55\u7ef4\u6301\u4f4e\u4ef7\uff09\u8868\u793a\u597d\u5947\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 Agent 37\u7684\u672c\u8d28\uff0c\u5e76\u975e\u6280\u672f\u521b\u65b0\uff0c\u800c\u662f\u5bf9\u73b0\u6709\u5f00\u6e90\u5de5\u5177\u94fe\uff08OpenClaw\uff09\u548c\u4e91\u8d44\u6e90\u8fdb\u884c\u6781\u81f4\u6548\u7387\u91cd\u7ec4\u540e\uff0c\u63a8\u51fa\u7684\u201c\u5f00\u53d1\u8005\u4f53\u9a8c\u201d\u4ea7\u54c1\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u7cbe\u51c6\u72d9\u51fb\u4e86\u4e00\u4e2a\u7f1d\u9699\u5e02\u573a\uff1a\u90a3\u4e9b\u6709\u80fd\u529b\u7f16\u5199AI\u4ee3\u7406\u903b\u8f91\u3001\u5374\u4e0d\u613f\u6216\u8017\u65f6\u4e8e\u57fa\u7840\u8bbe\u65bd\u8fd0\u7ef4\u7684\u4e2a\u4f53\u5f00\u53d1\u8005\u6216\u5c0f\u56e2\u961f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7280\u5229\u5730\u6293\u4f4f\u4e86\u4e24\u4e2a\u6838\u5fc3\u75db\u70b9\uff1a**\u65f6\u95f4\u6210\u672c**\u4e0e**\u8ba4\u77e5\u95e8\u69db**\u3002\u5c06105\u5206\u949f\u7684\u914d\u7f6e\u538b\u7f29\u81f360\u79d2\uff0c\u4e0d\u4ec5\u662f\u6548\u7387\u63d0\u5347\uff0c\u66f4\u662f\u5c06\u9879\u76ee\u542f\u52a8\u7684\u5fc3\u7406\u963b\u529b\u964d\u81f3\u6700\u4f4e\uff0c\u76f4\u63a5\u5bf9\u6297\u201c\u62d6\u5ef6\u75c7\u201d\u3002\u800c\u9884\u96c6\u6210850+\u5e94\u7528\uff0c\u5219\u89e3\u51b3\u4e86\u96c6\u6210\u9636\u6bb5\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u7684\u7e41\u7410\uff0c\u8fd9\u624d\u662f\u81ea\u52a8\u5316\u9879\u76ee\u4eceDemo\u8d70\u5411\u53ef\u7528\u7684\u5173\u952e\u58c1\u5792\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u548c\u957f\u671f\u80fd\u529b\u9762\u4e34\u5c16\u9510\u62f7\u95ee\u3002\u6bcf\u67083.99\u7f8e\u5143\u7684\u5b9a\u4ef7\uff0c\u5982\u540c\u4e00\u4e2a\u6fc0\u8fdb\u7684\u7528\u6237\u83b7\u53d6\u94a9\u5b50\uff0c\u5176\u53ef\u6301\u7eed\u6027\u5b8c\u5168\u5efa\u7acb\u5728\u56e2\u961f\u58f0\u79f0\u7684\u201c\u8d85\u8fc750%\u7684\u6bdb\u5229\u7387\u201d\u4e0a\u3002\u8fd9\u66b4\u9732\u4e86\u4f20\u7edf\u4e91\u670d\u52a1\u5546\u7684\u5de8\u5927\u6ea2\u4ef7\u7a7a\u95f4\uff0c\u4e5f\u610f\u5473\u7740Agent 37\u7684\u62a4\u57ce\u6cb3\u5728\u4e8e\u5176\u7cbe\u7b97\u540e\u7684\u8d44\u6e90\u8c03\u5ea6\u4e0e\u8fd0\u7ef4\u81ea\u52a8\u5316\u6548\u7387\uff0c\u8fd9\u672c\u8eab\u662f\u8106\u5f31\u7684\u3002\u4e00\u65e6\u89c4\u6a21\u6269\u5927\uff0c\u8d44\u6e90\u9694\u79bb\u3001\u5ba2\u6237\u652f\u6301\u3001\u5b89\u5168\u5408\u89c4\u7684\u6210\u672c\u5c06\u975e\u7ebf\u6027\u4e0a\u5347\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8bc4\u8bba\u4e2d\u7684\u95ee\u9898\u63ed\u793a\u4e86\u4ea7\u54c1\u5f53\u524d\u7684\u201c\u5b9e\u9a8c\u6027\u201d\u5b9a\u4f4d\uff1a\u786c\u6027\u8d44\u6e90\u4e0a\u9650\u3001\u5bf9\u91cd\u542f\u7684\u62ab\u9732\u3001\u5bf9\u6269\u5c55\u8def\u5f84\u7684\u6a21\u7cca\uff0c\u90fd\u8868\u660e\u5b83\u6700\u9002\u5408\u8f7b\u91cf\u7ea7\u3001\u975e\u5173\u952e\u7684\u80cc\u666f\u4efb\u52a1\u3002\u5b83\u4e0d\u662f\u4e00\u4e2a\u4f01\u4e1a\u7ea7\u5e73\u53f0\uff0c\u800c\u662f\u4e00\u4e2a\u201c\u81ea\u52a8\u5316\u526f\u9a7e\u9a76\u6c99\u76d2\u201d\u3002\u5b83\u7684\u6210\u529f\u4e0d\u5728\u4e8e\u6280\u672f\u591a\u9886\u5148\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u5728\u7528\u6237\u56e0\u8d44\u6e90\u9650\u5236\u800c\u201c\u6ea2\u51fa\u201d\u5230\u66f4\u8d35\u8ba1\u5212\u4e4b\u524d\uff0c\u5efa\u7acb\u8d77\u8db3\u591f\u7684\u4f53\u9a8c\u7c98\u6027\u548c\u7f51\u7edc\u6548\u5e94\u3002\u8fd9\u662f\u4e00\u573a\u4e0e\u7528\u6237\u589e\u957f\u901f\u5ea6\u548c\u6210\u672c\u63a7\u5236\u80fd\u529b\u7684\u7cbe\u51c6\u8d5b\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\">Agent 37<\/span>\n <\/div>\n<div class=\"comment-content\">Why pay $20\/mo for basic hosting? Agent37 gives you a fully managed, isolated OpenClaw container (1 vCPU + 4GB RAM) with full terminal access for just $3.99\/mo. We used our DevOps chops to pass the server savings directly to you. Live in 30 seconds. Connect your agent to Gmail, Slack, and 850+ apps instantly. Get full terminal shell access and run background tasks, market scanners, and workflows 24\/7 without breaking the bank.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! I\u2019m Amanda, maker at Agent 37 the easiest way to launch your own OpenClaw AI agent instance without server headaches.<\/p>\n<\/p>\n<p>If you\u2019ve ever tried building AI agents that handle real tasks like emailing from Gmail, posting to Slack, or running scripts, you know the pain: hours (or days) wrestling with VPS setup, Docker installs, SSL certs, and API configs. We cut that to 60 seconds flat.<\/p>\n<\/p>\n<p><strong>How It Works<\/strong><\/p>\n<p>Pick a plan and checkout. In 60 seconds, you get a private container with full web dashboard, TTYD terminal access, and 850+ apps pre-connected (Gmail, Slack, Notion). Bring your Claude\/OpenAI keys and start building agents immediately.<\/p>\n<\/p>\n<p><strong>Key Features<\/strong><\/p>\n<p>\u2022 Live monitoring and chat interventions from browser<\/p>\n<p>\u2022 No Docker\/SSL\/API config\u2014everything pre-wired<\/p>\n<p>\u2022 Scales from solo testing to production workflows<\/p>\n<p>\u2022 Secure isolation on shared infrastructure<\/p>\n<\/p>\n<p><strong>Why Different<\/strong><\/p>\n<p>Traditional VPS setup takes 105+ minutes of Docker installs and cert fiddling. We handle infrastructure completely you just build and automate.<\/p>\n<p>Try <a href=\"http:\/\/agent37.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">agent37.com<\/a> and tell us: what\u2019s your first automation? Drop feedback or questions below, we\u2019re here to answer everything!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>88<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@amanda_silmon\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amanda_silmon<\/a> <a href=\"https:\/\/www.producthunt.com\/@fmerian\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"fmerian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fmerian<\/a> congrats on your launch!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@amanda_silmon\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amanda_silmon<\/a> Cheers on your amaizng and interesting luanch. Best of luck! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@amanda_silmon\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amanda_silmon<\/a> as a developer I have one question, is it with SSD along with 1CPU + 4gb dedicated server like we use VPS?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Curious how the platform handles scaling if someone starts running heavier workloads or multiple agents.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@christian_onochie\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@christian_onochie<\/a> Yup, this even happens unintentionally sometimes, but we have max caps on container resource usage to circumvent this.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The pricing-to-value ratio here is hard to beat. As someone building an AI-powered SaaS myself, I know how much time goes into infrastructure setup before you even write a line of agent logic. The 850+ pre-connected integrations is what stands out to me; that’s usually where the real friction lives, not just the container setup but wiring everything together.<\/p>\n<p>Quick question: for agents that need to run on a schedule (like pulling data from an API every hour and processing it), is there a built-in cron\/scheduler, or would you set that up yourself inside the terminal?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As a non-tech guy, this is exactly what people like me need. I also like the approach: “95 spots left at $3.99\/mo then $9.99\/mo for new signups”, I see what you did here \ud83d\ude09 . If Agent 37 would be a stock, I would buy it right away. Good luck to the team.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@davitausberlin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davitausberlin<\/a> Hahaha, thank you <3 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Cutting the VPS-to-running-agent setup from 105 minutes to 60 seconds removes the exact friction that kills most automation side projects before they produce any value. At $3.99\/mo with 1 vCPU and 4GB RAM, what happens when an agent workflow spikes \u2014 is there burst capacity, or does the container hard-cap and queue tasks?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@svyat_dvoretski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@svyat_dvoretski<\/a> Yes, exactly! And yup the container has hard-cap on resources like vCPU and RAM, so there shouldn’t be a noisy neighbor problem. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love these types of clearly super useful projects, Best of luck! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@demetre_mildiani1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@demetre_mildiani1<\/a> Thank you \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">@amanda_silmon @fmerian Congrats on the launch. Curious about the infrastructure layer behind this. When workflows scale across many users, are you running each agent inside ephemeral containers or maintaining persistent environments with state management? Handling isolation and resource allocation for AI agents seems like a tricky part of the stack.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the idea of removing all the DevOps friction from running AI agents. The $3.99\/mo price point is impressive for a dedicated container with full terminal access.<\/p>\n<\/p>\n<p>Curious about data persistence \u2014 if I’m running a background workflow that builds up state over time (like a market scanner), does the container’s storage persist across restarts, and is there a storage limit?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Just booked a spot. Congrats on launching, very promising product. Good luck, team.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@muntasir_rashid\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@muntasir_rashid<\/a> Thank you for the support <3 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Setting up infrastructure is usually the most frustrating part of experimenting with AI agents, so turning that into a 60-second setup is a really nice improvement.<\/p>\n<p>Being able to spin up a private OpenClaw instance with integrations already wired in should make it much easier for developers to start building automations quickly.<\/p>\n<p>Curious what kinds of real workflows people are already running on their Agent 37 instances.<\/p>\n<p>Congrats on the launch.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>$3.99 for a managed container with terminal access is wild. Honest question what’s the uptime been looking like so far, and is there a story for when someone outgrows the 1 vCPU \/ 4GB setup? That’s usually where cheap hosting falls apart<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@samet_sezer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samet_sezer<\/a> Thanks! So far it’s been pretty good. We do weekly updates where we update instances to latest openclaw version and so it needs to reboot and restart the gateway, so there’s that. <\/p>\n<p>Some usecases where you’d move beyond Basic instance is when you want to create many agents within openclaw and need more CPU\/RAM resources, same for things like heavy browser use. Also the basic instance comes with limited LLM Search api calls, like Brave, App Integration Composio Calls etc. so whenever you hit those limits you might want to upgrade to unlock more usage resources.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congrats on the launch!<br \/>\nCan I pay 3.99 and not bring my api key ?<\/div>\n<div class=\"comment-actions\">\n<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\/@dan_pak\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dan_pak<\/a> Thanks, you can bring your own API key, it even works with your own chatGpt or Claude subscription. On top of that we give about a dollar worth of free tokens with the subscription \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\">@vishnukool that\u2019s good enough, great job!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hosting open-source agent frameworks usually means babysitting Docker containers and dreading AWS bills, so getting an OpenClaw instance down to a flat $3.99 monthly is a massive win. I am genuinely curious how you are managing the compute overhead on the backend without bleeding cash at that tier. This seems perfect for spinning up a quick background scraper for data pipelines without touching any infrastructure code.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@y_taka\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@y_taka<\/a> We have more than 50% margin even at this price, so fortunately, we’re not bleeding cash with growth. We basically rent VPS\/BareMetal and do this from the ground up. Most people are surprised at how much margin, AWS and similar providers have on this. It’s actually pretty huge and we’re basically exploiting that.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@y_taka\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@y_taka<\/a> How does Agent 37 handle OAuth token refresh for connected services like Gmail and Slack? In my experience running similar setups, that’s the part that breaks quietly after a few weeks unattended.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting pricing. $3.99 for a managed OpenClaw instance sounds pretty accessible for developers who want to experiment without managing infrastructure. Curious how you’re handling scaling and resource isolation as usage grows.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@farhad_asbaghipour\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@farhad_asbaghipour<\/a> We enforce hard caps on resource usage like CPU and RAM, so that there isn’t a noisy neighbor problem, but also have monitoring and alerts on host statuses. Devops has been my background so it helps tackle these issues.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Amanda, that 105 minutes of Docker installs and cert fiddling is painfully accurate. Was there a specific project where you were supposed to be building an agent but spent the whole day just fighting with infrastructure?<\/div>\n<div class=\"comment-actions\">\n<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\/@vouchy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vouchy<\/a> I can speak from my experience, I wanted to build something that tweets regularly but by taking inputs from my personal diary in Notion. And the friction of setting all this up was very high. And that is also one of the things we’re solving with agent37, where we make things like connecting to Notion and Twitter etc. a button click with pre-configured integrations via Composio<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 very promising product! I hope it does really well.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vincentpruv\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vincentpruv<\/a> Thank you, appreciate the kind word \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\">#2<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/Q5ZXZY2T4OM2M4\" class=\"app-title\">Struct<\/a><\/p>\n<div class=\"one-liner\">AI agent that root-causes engineering alerts<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">273<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Struct\u662f\u4e00\u6b3eAI\u667a\u80fd\u4f53\uff0c\u80fd\u5728\u51e0\u5206\u949f\u5185\u81ea\u52a8\u6839\u56e0\u5206\u6790\u5de5\u7a0b\u544a\u8b66\uff0c\u901a\u8fc7\u5173\u8054\u65e5\u5fd7\u3001\u6307\u6807\u3001\u8ffd\u8e2a\u548c\u4ee3\u7801\uff0c\u5e2e\u52a9\u5de5\u7a0b\u5e08\u5feb\u901f\u5b9a\u4f4d\u548c\u89e3\u51b3\u7ebf\u4e0a\u4e8b\u6545\uff0c\u51cf\u8f7bon-call\u8d1f\u62c5\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d9792749-4014-4577-b439-f7ce0fd0571c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/60e4486a-16be-4c0b-82ea-39cd8f269488.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/163e75bd-41f2-4fd9-8111-e920a19a81d4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/09c27829-a2bc-43cf-b288-3fd739fdf168.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8f266572-0457-46ae-a365-0fa1fbe93208.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\/188219b6-f19f-48ca-9937-fa569c638a2d.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=RhKsGDae0Lo\"><source src=\"https:\/\/www.youtube.com\/watch?v=RhKsGDae0Lo\" 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\">Software Engineering<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8fd0\u7ef4<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u544a\u8b66<\/span><br \/>\n <span class=\"tag\">\u6839\u56e0\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c2\u6d4b\u6027<\/span><br \/>\n <span class=\"tag\">\u4e8b\u6545\u54cd\u5e94<\/span><br \/>\n <span class=\"tag\">DevOps<\/span><br \/>\n <span class=\"tag\">AI\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">SRE\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u8fd0\u7ef4<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8fd0\u7ef4\u5de5\u4f5c\u6d41<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u544a\u8b66\u75b2\u52b3\u3001\u7f29\u77ed\u4e8b\u6545\u6392\u67e5\u65f6\u95f4\u7684\u6838\u5fc3\u4ef7\u503c\u3002\u4e3b\u8981\u95ee\u9898\u805a\u7126\u4e8e\uff1a\u5904\u7406\u7b2c\u4e09\u65b9\u670d\u52a1\u6545\u969c\u7b49\u5916\u90e8\u6839\u56e0\u7684\u80fd\u529b\u3001\u5728\u591a\u670d\u52a1\u590d\u6742\u67b6\u6784\u4e0b\u7684\u5b9e\u9645\u6548\u679c\u3001\u4ee5\u53ca\u5bf9\u5c0f\u56e2\u961f\u7684\u9002\u7528\u6027\u3002\u5b98\u65b9\u56de\u590d\u8bc1\u5b9e\u5176\u53ef\u901a\u8fc7\u7f51\u7edc\u7814\u7a76\u8bc6\u522b\u7b2c\u4e09\u65b9\u95ee\u9898\uff0c\u5e76\u5728\u591a\u670d\u52a1\u573a\u666f\u4e0b\u901a\u8fc7\u5173\u8054ID\u7b49\u6280\u672f\u51cf\u5c1180%\u7684\u6392\u67e5\u65f6\u95f4\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 Struct\u7684\u91ce\u5fc3\u5e76\u975e\u7b80\u5355\u6574\u5408\u53ef\u89c2\u6d4b\u6027\u6570\u636e\uff0c\u800c\u662f\u8bd5\u56fe\u5c01\u88c5\u5e76\u81ea\u52a8\u5316\u8d44\u6df1\u5de5\u7a0b\u5e08\u7684\u201c\u7834\u6848\u201d\u903b\u8f91\u2014\u2014\u4ece\u5047\u8bbe\u751f\u6210\u3001\u8bc1\u636e\u94fe\u8ffd\u6eaf\u5230\u6700\u7ec8\u5f52\u56e0\u3002\u5176\u5ba3\u79f0\u7684\u201c\u8bb0\u5fc6\u67b6\u6784\u8c03\u8bd5\u6a21\u5f0f\u201d\u662f\u6f5c\u5728\u7684\u6280\u672f\u58c1\u5792\uff0c\u65e8\u5728\u89e3\u51b3\u56e2\u961f\u77e5\u8bc6\u968f\u4eba\u5458\u66f4\u8fed\u6d41\u5931\u7684\u75fc\u75be\u3002\u4ea7\u54c1\u5c06\u4ef7\u503c\u76f4\u63a5\u951a\u5b9a\u5728\u201c\u4ece\u544a\u8b66\u5230\u6839\u56e0\u201d\u8fd9\u4e00\u6700\u8017\u65f6\u7684\u73af\u8282\uff0c\u610f\u56fe\u6210\u4e3aAI\u9a71\u52a8\u5f00\u53d1\u5de5\u4f5c\u6d41\u4e2d\u627f\u4e0a\u542f\u4e0b\u7684\u5173\u952e\u4e00\u73af\uff1a\u4e0a\u6e38\u627f\u63a5\u5404\u7c7b\u544a\u8b66\uff0c\u4e0b\u6e38\u5219\u53ef\u4e00\u952e\u5bf9\u63a5Claude Code\u7b49\u7f16\u7801\u667a\u80fd\u4f53\u5b9e\u65bd\u4fee\u590d\uff0c\u6784\u5efa\u81ea\u52a8\u5316\u95ed\u73af\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\u201c\u4fe1\u566a\u6bd4\u201d\u7684\u63a7\u5236\u3002AI\u5728\u590d\u6742\u5206\u5e03\u5f0f\u7cfb\u7edf\u4e2d\u8fdb\u884c\u56e0\u679c\u63a8\u65ad\uff0c\u6781\u6613\u9677\u5165\u8fc7\u5ea6\u89e3\u8bfb\u6216\u9057\u6f0f\u5173\u952e\u7ebf\u7d22\u7684\u9677\u9631\uff0c\u5c24\u5176\u5728\u6d89\u53ca\u5f02\u6b65\u3001\u6d88\u606f\u961f\u5217\u7b49\u975e\u76f4\u63a5\u56e0\u679c\u7684\u573a\u666f\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u5916\u90e8\u6839\u56e0\u548c\u591a\u670d\u52a1\u6392\u67e5\u7684\u63d0\u95ee\uff0c\u6070\u6070\u51fb\u4e2d\u4e86\u6b64\u7c7b\u4ea7\u54c1\u53ef\u9760\u6027\u7684\u6838\u5fc3\u3002\u5f53\u524d80%\u7684\u6392\u67e5\u65f6\u95f4\u51cf\u5c11\u6216\u8bb8\u6765\u81ea\u5bf9\u6a21\u5f0f\u5316\u3001\u9ad8\u9891\u95ee\u9898\u7684\u6709\u6548\u5904\u7406\uff0c\u4f46\u5bf9\u4e8e\u90a3\u4e9b\u771f\u6b63\u5bfc\u81f4\u6df1\u591c\u7d27\u6025\u547c\u53eb\u7684\u3001\u7f55\u89c1\u7684\u201c\u8be1\u5f02\u201d\u6545\u969c\uff0cAI\u662f\u5426\u5177\u5907\u8db3\u591f\u7684\u6d1e\u5bdf\u529b\u548c\u5224\u65ad\u529b\uff0c\u4ecd\u9700\u5728\u66f4\u590d\u6742\u7684\u751f\u4ea7\u73af\u5883\u4e2d\u7ecf\u53d7\u8003\u9a8c\u3002\u82e5\u5176\u80fd\u6301\u7eed\u5b66\u4e60\u5e76\u56fa\u5316\u5404\u7c7b\u201c\u8fb9\u7f18\u6848\u4f8b\u201d\u7684\u6392\u67e5\u8def\u5f84\uff0c\u5176\u4ef7\u503c\u5c06\u4ece\u201c\u6548\u7387\u5de5\u5177\u201d\u5347\u7ef4\u4e3a\u7ec4\u7ec7\u7684\u201c\u7cfb\u7edf\u6027\u77e5\u8bc6\u8d44\u4ea7\u201d\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Struct<\/span>\n <\/div>\n<div class=\"comment-content\">Struct is an AI agent that root-causes engineering alerts using logs, metrics, traces, and code. Resolve incidents faster with a composable, customizable system that deploys in minutes and works with your existing DevOps workflows.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Hunters!<\/p>\n<\/p>\n<p>We’re Deepan and Nimesh, co-founders of Struct. Today we’re excited to launch the on-call agent every team deserves — for free!<\/p>\n<\/p>\n<p>If you’ve been on-call, you know the drill: alert fires, you open Datadog (or Grafana, or whatever), hunt for spikes, grep through logs and code, loop in a senior engineer…rinse & repeat. Meanwhile, noisy alerts never get tuned and customer issues slip through.<\/p>\n<\/p>\n<p>Struct gets you from alert \u2192 root cause before you even open your laptop.<\/p>\n<\/p>\n<p>Within minutes of an alert firing, Struct:<\/p>\n<\/p>\n<p>\u2705 Pulls relevant metrics, logs, traces, monitors, and code<\/p>\n<p>\u2705 Does a regression analysis and correlates anomalies and spikes<\/p>\n<p>\u2705 Replies with with a root cause, impact summary, and pattern analysis<\/p>\n<p>\u2705 Drafts a full incident report with dynamically generated charts, timelines, and commit histories<\/p>\n<\/p>\n<p>Dive deeper in Slack or our app. Or handoff the full context to your favorite coding agent to ship a fix in one-click.<\/p>\n<\/p>\n<p>We built Struct for lean teams without an SRE, and orgs going all-in on AI dev workflows \u2014 companies like FERMAT and Arcana already use Struct to auto-investigate thousands of alerts monthly and give every engineer the context to handle incidents on their own.<\/p>\n<\/p>\n<p>Five minute set up, integrates with every leading observability platform plus Slack, GitHub, Linear, Claude Code, and fully SOC 2 Type II and HIPAA compliant.<\/p>\n<\/p>\n<p>Get started free at <a href=\"http:\/\/struct.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>struct.ai<\/strong><\/a> \u2014 no credit card required.<\/p>\n<\/p>\n<p>Questions? Hit us in the comments – we’ll be around all day. Or shoot us an email at <a href=\"mailto:founders@struct.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">founders@struct.ai<\/a>.<\/p>\n<\/p>\n<p>And as a special thanks to the Product Hunt community, if you upgrade to a paid plan, use promo code HUNTSTRUCT for 20% off for the next 3 months! \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>12<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@deepan_m\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@deepan_m<\/a> Cross-service correlation is where this gets hard to build, especially when telemetry sources have different retention and sampling rates. Struct memorizing debugging patterns per architecture is the compounding part… most teams lose that knowledge every oncall rotation.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@deepan_m\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@deepan_m<\/a> this is so cool! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Alert fatigue is the thing nobody warns you about until you’re waking up at 4 am to a page that turns out to be nothing. If this can automatically trace an alert back to its root cause, that saves hours of digging through logs and dashboards. I’ve had incidents where the alert fired on a symptom three layers removed from the actual problem. How does it handle cases where the root cause is outside your codebase, like a third-party API degradation or a DNS issue?<\/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\/@aitubespark\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aitubespark<\/a> thanks for the question. the short answer is that it works surprisingly well! <\/p>\n<p>because it’s able to autonomously do web research, it can actually, for example, pull up status pages for third party services. it can often also identify flakiness vs. more serious regressions in third party APIs by examining patterns of failed and successful calls. last week, it actually identified a serious degradation in slack’s web_mention webhook hours before they updated their status page. <\/p>\n<\/p>\n<p>the caveat is that it’s limited by the context that it has access to.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@aitubespark\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aitubespark<\/a> Could not agree more. Our agent operates iteratively, coming up with hypotheses, challenging them, and looking for evidence to validate or invalidate them at every layer. When it identifies degradation of third party services, it validates against authoritative sources, like status pages, to confirm outages.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great team!! I still remember the all-nighters we pulled dealing with both sides of the problem: noisy alerts and critical ones getting missed and escalated by customers. Using Struct has been a game changer!<\/p>\n<\/p>\n<p>Would love to hear more on the roadmap ahead though <a href=\"https:\/\/www.producthunt.com\/@nimeshmc\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"nimeshmc\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nimeshmc<\/a> <a href=\"https:\/\/www.producthunt.com\/@deepan_m\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"deepan_m\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@deepan_m<\/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\/@deepan_m\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@deepan_m<\/a> <a href=\"https:\/\/www.producthunt.com\/@kabra_sidhant\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kabra_sidhant<\/a> So glad we’ve been able to save you guys engineering time. We’ve got a crazy roadmap coming up. To name a few:<\/p>\n<ul>\n<li>\n<p>Autonomous awareness of past & ongoing incidents<\/p>\n<\/li>\n<li>\n<p>Reducing alert noise<\/p>\n<\/li>\n<li>\n<p>Incident triage for agents<\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 team!<\/p>\n<p>We signed up with them early on and have been a fan since. It’s a game changer in terms, helps team ship fixes instantly and reduces the nightmare that on-call is<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@tarush_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tarush_<\/a> Thanks so much Tarush! Keep crushing it — we’re loving supporting you guys on your meteoric rise!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 awesome! It would be great to manage my Sentry anxiety and take work off my plate. Are you all mostly for enterprise or does it work for small teams, too?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@abbygrills\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abbygrills<\/a> absolutely! we built our self-service tier so small teams can get set up and running in <10 minutes for free. if you have any issues getting set up, just reach out.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really great team and product! We\u2019ve been working with them through beta and it\u2019s been an incredible experience. Huge 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\/@gil_feig\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gil_feig<\/a> It’s been amazing partnering with you as well! Thank you so much for your support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The gap between “alert fires” and “engineer understands what actually broke” is where most incident response time gets wasted \u2014 correlating metrics, logs, and traces across services is exactly the kind of tedious cross-referencing that AI should handle. The one-click handoff to a coding agent to ship the fix is a compelling end-to-end vision \u2014 how well does that work today for non-trivial root causes that span multiple services?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@svyat_dvoretski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@svyat_dvoretski<\/a> Great question! Multiple services is exactly where this becomes so powerful. Struct is able to string together logs across different services from different observability providers using encoded correlation techniques (e.g. querying by correlation ids, querying for known logs, sifting through a time range, etc.) which is ordinarily a tedious process. It constructs a timeline of the issue and iteratively goes deeper to establish a definitive root cause. It memorizes successful debugging techniques for each customer’s unique architecture, which makes it get even better over time. Our customers working at a large scale with many services are already reporting an 80% reduction in triage time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>killer team, super excited to see what they do!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@david_garnitz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@david_garnitz<\/a> thanks David! That means a lot to us.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is awesome!! Congrats on the amazing 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\/@arjun_lalwani1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arjun_lalwani1<\/a> thanks Arjun!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Huge launch, incredible product. Amazing work guys. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@gb_cov_cat\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gb_cov_cat<\/a> thanks Gabriel! Appreciate your support. Would love any feedback you have!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We have been using Struct at Lekondo and its ability to understand the codebase and find actual bugs based on errors and alerts has been really impressive!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@diogo_tandeta_tartarotti\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@diogo_tandeta_tartarotti<\/a> Thanks Diogo! Really cool to see how fast we\u2019ve been able to get it working for your team.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats <a href=\"https:\/\/www.producthunt.com\/@deepan_m\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"deepan_m\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@deepan_m<\/a> and <a href=\"https:\/\/www.producthunt.com\/@nimeshmc\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"nimeshmc\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nimeshmc<\/a>! We’ve been piloting Struct for the past couple months. It’s been fun working alongside them and watching the product transform.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@deepan_m\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@deepan_m<\/a> <a href=\"https:\/\/www.producthunt.com\/@william_namen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@william_namen<\/a> thanks William! Your feedback has been so instrumental to how much better Struct has gotten the past few weeks<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I wish I had this years ago! Congrats on the launch guys, this will be an incredibly useful tool for teams of all sizes. Excited to see where you take it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@dgattey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dgattey<\/a> thanks Dylan! Such an unlock to enable teams to focus on what matters to their growth.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 – we are very happy users !<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@aditya_lahiri\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aditya_lahiri<\/a> Excited to support you guys and your product’s growing scale!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Excited for this launch, we’ve been in Structs alpha, very impressed with Nimesh and Deepan, and Struct’s capabilities. Its now my go to to triage alerts that are complex and stateful. Its a key piece of our infrastructure at Fermat as shipping velocity increases rapidly with coding agents.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@shreyas_kumar4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shreyas_kumar4<\/a> we\u2019re so excited to be able to help you tackle this new bottleneck of ensuring your code is working well in production, now that your dev output has exploded!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great product that we\u2019re really enjoying using. Congrats on the launch!! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ay_ush\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ay_ush<\/a> We’re so glad you guys are loving the product! Amazing customers also working on a great product \u2764\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’m a software developer who works with AI. Could you give me a specific example of how your software could help me? I’ve read through your site, but I don’t quite understand what exactly you do.<\/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\/@daniyar_abdukarimov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniyar_abdukarimov<\/a> Hi Daniyar! Of course. Many customers have a slack channel that they have alerts posted to when their monitoring tells them something might be wrong. We monitor that, investigating each one based on your code and the logs + metrics outputted in production and deliver an understanding of how it is impacting your customers and what specifically caused the issue. One example:<\/p>\n<ul>\n<li>\n<p>Alert comes in: out of memory crash occurred<\/p>\n<\/li>\n<li>\n<p>Struct pulls the logs + metrics relevant to this alert and correlates it with what your code does<\/p>\n<\/li>\n<li>\n<p>In 5 minutes, it posts a message back to the Slack thread with “Commit abcd1234 introduced a memory leak in the caching layer that increased memory usage over 30 minutes, eventually causing container restarts. 214 users received 5xx errors during container restarts.”<\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 Struct actually build a dependency graph across your infra or just pattern-match on the alert text? I’ve got microservices that can fail in three different systems depending on the blast radius, and I’m curious if it traces downstream impacts or just points to the loudest screaming dashboard.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@lliora\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lliora<\/a> Yes! It builds an internal understanding of how your services work together by utilizing your code and observability data. This isn’t a simple surface level attempt at pattern matching known exceptions and alerted symptoms. Our agents trace through what actually happened in production, going iteratively through layers of services until they find definitive evidence of the root cause. Most of our customers have several services deployed in production with observability data in different places. We tie them all together.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 runs a production SaaS on Render with Sentry for error tracking, the alert-to-root-cause gap is real. I’ve spent more time correlating Sentry exceptions with Render logs and Supabase query patterns than I’d like to admit.<\/p>\n<p>The fact that it drafts incident reports with timelines and commit histories is the part that caught my attention. That’s usually the thing that gets skipped because everyone’s too relieved the fire is out.<\/p>\n<p>Does it work with Sentry as an observability source, or is it primarily geared toward Datadog\/Grafana-style platforms?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on your launch guys! Can you share any creative ways you’ve seen teams get value from Struct, or ways that surprised 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@adam_suskin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adam_suskin<\/a> Thanks Adam! Our customers are pretty awesome: some of them are using it to debug why their agents are going off the rails by pointing us to their agents\u2019 traces as logs and asking Struct to analyze them!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">We\u2019ve been early users and using Struct for our Eng alerts channel. It\u2019s a game changer for quickly getting to the bottom of issues, especially when time is tight on an urgent issue. It\u2019s helped on several issues to quickly rule out things that the on call engineer would have had to manually check. The team is also really receptive to feedback and iterates quickly. Give Struct a try!<\/div>\n<div class=\"comment-actions\">\n<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\/@kurtjheinrich\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kurtjheinrich<\/a> Thanks Kurt! So glad we’ve been able to help you guys with your oncall process!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! Curious how you’d position this vs the AI SRE features that observability platforms are starting to bake in natively (e.g. Better Stack’s AI incident summaries). The key difference I’m guessing is that those are limited to the data within their own platform, while Struct can pull from logs + metrics + traces + code across multiple tools and actually trace the root cause end to end?<\/p>\n<p>If that’s the case, the composability angle is the real moat here, most real-world incidents span 3-4 tools and no single vendor sees the full picture. Nice work!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@maks_bilski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maks_bilski<\/a> the composability is a critical part of what makes this fantastic, as you said. It makes it possible to actually analyze issues across services, cloud boundaries, etc.<\/p>\n<\/p>\n<p>Other important pieces unique to our platform: we are able to utilize historical and ongoing alerts to evaluate patterns and better root cause the real underlying issues, and you can use our MCP to pull context from historical incident analyses to inform projects in claude code, cursor, etc.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is exactly what on-call engineers need. The gap between “alert fires” and “understanding what actually broke” is where most incident response time gets wasted, and automating that correlation across logs, metrics, and traces is a huge win.<\/p>\n<\/p>\n<p>How does Struct handle alert deduplication when multiple monitors fire for the same underlying issue? Does it group them into a single investigation automatically?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@borrellr_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@borrellr_<\/a> yes you got it! Our agent has access to the ongoing stream of alerts and is able to evaluate historical and ongoing patterns to pull together multiple signals that inform the actual underlying root cause.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 Struct users, can confirm this saves us tons of time for bug fixes that come up. Super nice that it lets you customize all of your pre\/post checkout hooks so that it works with all of your pre-commit hooks, making it provide super high quality PRs<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@mrooters\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mrooters<\/a> thanks Matt! Your feedback has been so critical to our product refinement. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Debugging production alerts usually takes much longer than the actual fix because engineers have to jump between logs, metrics, and traces to understand what happened. A tool that can automatically correlate those signals and suggest the root cause sounds extremely useful.<\/p>\n<p>I like the idea of fitting into existing observability workflows instead of forcing teams to change their stack.<\/p>\n<p>Curious how Struct handles complex incidents where multiple services fail at the same time.<\/p>\n<p>Congrats on the launch.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alamenigma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alamenigma<\/a> Glad you like the approach! Our agent searches across observability data (logs, metrics, traces) for all services in a methodical approach that leverages debugging references like correlation ids and expected logs from the code in a time range to get a holistic understanding of what happened.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#3<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/PCKJ6ZRWBW2OPD\" class=\"app-title\">Lemon<\/a><\/p>\n<div class=\"one-liner\">Voice-Powered AI Agent That Turns Voice Into Done Tasks<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">272<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Lemon\u662f\u4e00\u6b3e\u901a\u8fc7Fn\u952e\u5168\u5c40\u5524\u9192\u7684AI\u8bed\u97f3\u52a9\u624b\uff0c\u65e8\u5728\u5e2e\u52a9\u77e5\u8bc6\u5de5\u4f5c\u8005\u901a\u8fc7\u8bed\u97f3\u6307\u4ee4\u5feb\u901f\u5b8c\u6210\u90ae\u4ef6\u56de\u590d\u3001\u6587\u6863\u521b\u5efa\u3001\u7f51\u7edc\u641c\u7d22\u7b49\u4efb\u52a1\uff0c\u65e0\u9700\u5207\u6362\u5e94\u7528\u6216\u6807\u7b7e\u9875\uff0c\u4ece\u800c\u89e3\u51b3\u9891\u7e41\u4e0a\u4e0b\u6587\u5207\u6362\u5bfc\u81f4\u7684\u6548\u7387\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/13211099-dfe1-4c7d-8339-e582c55d044b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/353c7e2b-587e-4853-b968-1dfb462bc8f8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e16815d9-2f3d-454a-ad68-80ae9cf2b18d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4fc8f923-bf1d-4bc4-a7e7-3e9cdff24e78.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/96f90262-0500-4ced-8d73-74ce85baf4a9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5c4dc02c-5662-4bf5-a67c-fa3308559473.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\/ff725bd7-c24e-4805-8785-e395dfe0f250.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/jsGUKqNZxfE?si=TaP1oJSGt9rzmp4Y\"><source src=\"https:\/\/youtu.be\/jsGUKqNZxfE?si=TaP1oJSGt9rzmp4Y\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Task Management<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8bed\u97f3\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u5de5\u4f5c\u8005<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u5207\u6362<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u6307\u4ee4<\/span><br \/>\n <span class=\"tag\">\u6d41\u7a0b\u72b6\u6001<\/span><br \/>\n <span class=\"tag\">\u90ae\u4ef6\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u5168\u5c40\u5524\u9192<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\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\u8d5e\u8d4f\u5176\u901a\u8fc7Fn\u952e\u5524\u9192\u3001\u65e0\u9700\u5207\u6362\u6807\u7b7e\u7684\u8bbe\u8ba1\uff0c\u8ba4\u4e3a\u5176\u663e\u8457\u51cf\u5c11\u4e86\u4e0a\u4e0b\u6587\u5207\u6362\uff0c\u63d0\u5347\u4e86\u5199\u4f5c\u3001\u641c\u7d22\u548c\u90ae\u4ef6\u56de\u590d\u6548\u7387\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u8bed\u97f3\u8bc6\u522b\u5728\u5608\u6742\u73af\u5883\u6216\u4e13\u4e1a\u672f\u8bed\u4e0b\u7684\u51c6\u786e\u6027\u3001\u591a\u8bed\u8a00\u652f\u6301\u3001\u9690\u79c1\u5b89\u5168\u3001\u5b9a\u4ef7\u7b56\u7565\u3001\u7cfb\u7edf\u517c\u5bb9\u6027\uff0c\u4ee5\u53caAI\u5199\u4f5c\u98ce\u683c\u80fd\u5426\u4e2a\u6027\u5316\u6a21\u4eff\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 Lemon\u7684\u91ce\u5fc3\u5e76\u975e\u505a\u4e00\u4e2a\u66f4\u806a\u660e\u7684Siri\uff0c\u800c\u662f\u8bd5\u56fe\u6210\u4e3a\u64cd\u4f5c\u7cfb\u7edf\u7684\u201c\u8bed\u97f3\u5c42\u201d\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u8bed\u97f3\u8bc6\u522b\u6216\u5927\u6a21\u578b\u80fd\u529b\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u901a\u8fc7\u4e00\u4e2a\u5168\u5c40\u70ed\u952e\uff08Fn\uff09\u5b9e\u73b0\u7684\u3001\u8fd1\u4e4e\u96f6\u6469\u64e6\u7684\u8c03\u7528\u65b9\u5f0f\u3002\u8fd9\u7cbe\u51c6\u5730\u523a\u4e2d\u4e86\u73b0\u4ee3\u77e5\u8bc6\u5de5\u4f5c\u7684\u963f\u5580\u7409\u65af\u4e4b\u8e35\uff1a\u788e\u7247\u5316\u4e0e\u4e0a\u4e0b\u6587\u5207\u6362\u6210\u672c\u3002\u4ea7\u54c1\u5c06\u201c\u8bed\u97f3\u201d\u5b9a\u4f4d\u4e3a\u4e00\u79cd\u8d85\u8d8aGUI\uff08\u56fe\u5f62\u754c\u9762\uff09\u7684\u3001\u66f4\u672c\u80fd\u7684\u8f93\u5165\u548c\u6307\u4ee4\u5a92\u4ecb\uff0c\u65e8\u5728\u8ba9\u7528\u6237\u505c\u7559\u5728\u201c\u5fc3\u6d41\u201d\u72b6\u6001\u4e2d\u5b8c\u6210\u8de8\u5e94\u7528\u4efb\u52a1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u6e05\u6670\u3002\u9996\u5148\uff0c\u662f\u201c\u63a7\u5236\u611f\u201d\u4e0e\u201c\u53ef\u9760\u6027\u201d\u7684\u7ecf\u5178\u77db\u76fe\u3002\u8bed\u97f3\u4ea4\u4e92\u5728\u521b\u4f5c\u7c7b\u4efb\u52a1\uff08\u5982\u5199\u90ae\u4ef6\uff09\u4e2d\uff0c\u7528\u6237\u5bf9\u98ce\u683c\u3001\u8bed\u8c03\u7684\u63a7\u5236\u9700\u6c42\u6781\u9ad8\uff0c\u76ee\u524d\u7684\u201c\u544a\u77e5\u8bb0\u5fc6\u201d\u6a21\u5f0f\u80fd\u5426\u8fbe\u5230\u5ab2\u7f8e\u624b\u52a8\u6253\u78e8\u7684\u7cbe\u7ec6\u5ea6\uff0c\u5b58\u7591\u3002\u5176\u6b21\uff0c\u5176\u201c\u5168\u5c40\u5524\u9192\u201d\u548c\u201c\u8bbf\u95ee\u4e00\u5207\u201d\u7684\u7279\u6027\uff0c\u5c06\u9690\u79c1\u4e0e\u5b89\u5168\u95ee\u9898\u65e0\u9650\u653e\u5927\uff0c\u8fd9\u5fc5\u987b\u901a\u8fc7\u6781\u5176\u900f\u660e\u7684\u6570\u636e\u653f\u7b56\u548c\u672c\u5730\u5316\u5904\u7406\u80fd\u529b\u6765\u5316\u89e3\u3002\u6700\u540e\uff0c\u5176\u573a\u666f\u76ee\u524d\u4ecd\u805a\u7126\u4e8e\u201c\u4fe1\u606f\u4ea7\u51fa\u4e0e\u68c0\u7d22\u201d\uff0c\u8fd9\u4f7f\u5176\u4e0e\u73b0\u6709\u7684\u5199\u4f5cAI\u548c\u641c\u7d22\u5f15\u64ce\u52a9\u624b\u5b58\u5728\u91cd\u53e0\u533a\u3002\u771f\u6b63\u7684\u58c1\u5792\u5728\u4e8e\u80fd\u5426\u5c06\u8bed\u97f3\u6307\u4ee4\u6df1\u5ea6\u6574\u5408\u8fdb\u66f4\u590d\u6742\u7684\u4e1a\u52a1\u6d41\u7a0b\uff08\u5982\u6570\u636e\u5206\u6790\u3001\u9879\u76ee\u7ba1\u7406\uff09\uff0c\u5e76\u5efa\u7acb\u8d77\u5f00\u53d1\u8005\u751f\u6001\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cLemon\u662f\u5728\u8d4c\u4e00\u4e2a\u4ea4\u4e92\u8303\u5f0f\u7684\u8f6c\u53d8\uff1a\u4ece\u201c\u624b\u52a8\u70b9\u9009\u201d\u5230\u201c\u8bed\u97f3\u4f7f\u80fd\u201d\u3002\u5b83\u82e5\u6210\u529f\uff0c\u4e0d\u4f1a\u53ea\u662f\u4e00\u4e2a\u597d\u7528\u7684\u5de5\u5177\uff0c\u800c\u4f1a\u6210\u4e3a\u6570\u5b57\u5de5\u4f5c\u73af\u5883\u4e2d\u7684\u4e00\u79cd\u65b0\u4e60\u60ef\u3002\u4f46\u5176\u5f53\u524d\u7248\u672c\u66f4\u50cf\u4e00\u4e2a\u950b\u5229\u7684\u201c\u7279\u5316\u5de5\u5177\u201d\uff0c\u800c\u975e\u901a\u7528\u5e73\u53f0\u3002\u4e0b\u4e00\u6b65\uff0c\u9700\u5728\u4e2a\u6027\u5316\u3001\u53ef\u9760\u6027\u3001\u5b89\u5168\u4fe1\u4efb\u53ca\u573a\u666f\u62d3\u5c55\u4e0a\u6784\u7b51\u66f4\u6df1\u7684\u62a4\u57ce\u6cb3\uff0c\u5426\u5219\u6781\u6613\u88ab\u96c6\u6210\u4e86\u7c7b\u4f3c\u529f\u80fd\u7684\u64cd\u4f5c\u7cfb\u7edf\u6216\u529e\u516c\u5957\u4ef6\u964d\u7ef4\u6253\u51fb\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\">Lemon<\/span>\n <\/div>\n<div class=\"comment-content\">Lemon is an AI voice assistant that works everywhere. Press Fn key, speak, and complete tasks. Reply to emails 12x faster, create documents, search the internet without leaving your flow state, and delegate work with just a voice command. Built for knowledge workers drowning in context switching. No new tabs. Pure flow state. Much more is coming – Follow us on twitter or sign-up at our website.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “press fn and speak” approach with no tab switching addresses the core productivity killer for knowledge workers \u2014 context switching between tools costs far more than the actual task execution. Replying to emails 12x faster via voice is a bold claim \u2014 does Lemon match your writing tone from previous emails, or does it need manual style training to avoid sounding robotic?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@svyat_dvoretski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@svyat_dvoretski<\/a> it has memory you can tell it to write a certain way and it rememvers<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>been using it for almost 2 weeks and this is one of the most unique AI products i’ve used. kind of like siri if it actually worked. best for writing and searching things quickly.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Been using this for a week now. The context switching used to kill half my day, jumping between tabs just to do things I could describe out loud in 10 seconds. This actually closes the gap between speaking and tasks getting done. Not going back.<\/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>there are a lot of different AI voice tools out there but this one is the best for responding to emails and messages<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@awaiskhanli\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@awaiskhanli<\/a> Thanks man<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice video! AI produced?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>It’s OpenClaw with key for recording voice? or? Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mcarmonas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mcarmonas<\/a> You should try the thinking mode.. working on more use-cases for it <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Once you start using Lemon it\u2019s hard to go back. I used to write\/edit all my work in Claude and then copy it to another window. I was switching tabs hundreds of times a day without really thinking about it. Lemon eliminates that entirely. Trying Lemon for the first time really felt like a ChatGPT or iPhone moment. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>changed all my workflows and productivity within days. Big fan.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Think + Write + Search with just FN.<\/p>\n<\/p>\n<p>Check it out at <a href=\"https:\/\/heylemon.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">heylemon.ai<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Heym kudos to you and your team. A quick q; how do you handle voice command accuracy in noisy environments or with technical jargon? Any training tips for knowledge workers to hit that flow state faster?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@swati_paliwal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@swati_paliwal<\/a> Hey we have tried to optimize it for background noise but love to see what your experience is. <\/p>\n<\/p>\n<p>I personally have found it really good for all types of messaging, doing research and writing PRDs, and lastly leveraging preferences to ensure it knows my style.<\/p>\n<\/p>\n<p>Pro tip: You can copy paste stuff that is not on your screen even and ask it to edit it or save it in memory and go do something with it somewhere else<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey love this project and absolutely love the user experience especially on Mac. I’m not sure how Windows feel, but as someone who’s been in development for twenty plus years and has a good sense all round. You guys have done an excellent job. So kudos for that and congratulations on the launch. Some questions if I may. There is no sign of any pricing. How does it work? Since it has pretty much access to everything on my computer, I would like to learn more about privacy and security.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Voice very popular these days. Might check what you are doing for a bit tomorrow. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019ve been using Lemon for the past two weeks as a marketer, and it\u2019s become surprisingly useful in my daily workflow. A lot of my work involves writing ad copy, brainstorming angles, summarizing research, and drafting quick responses, and Lemon makes that much faster. Being able to just press the fn key, say what I want, and instantly get structured output without switching tabs feels really natural. It\u2019s helped me stay in flow while working instead of constantly jumping between tools.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What’s the minimum system requirement for Mac ? Not working on mine<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Are different languages supported? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Where is the Pricing information? Thank you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The Fn key as a universal trigger is a smart design choice. Most voice tools force you to switch context just to activate them, which defeats the purpose. Keeping it at the OS level means it actually fits into a real workflow instead of interrupting it.<\/p>\n<p>Curious about the email reply speed claim (12x faster): is that based on actual user benchmarks, or is it a rough estimate? Also, does it work with any email client or specific ones like Gmail\/Outlook?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>been using this for a while. this is actually one of the most practical AI app out there. literally can’t live without it any more<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’m actually leaving this review using Lemon. Been using it for about the last two and a half weeks and definitely saved a lot of time. All the time, going between tabs, typing, and maybe copying and pasting the problems from my CLI terminal over into my Claude chat. So, so far, I’m impressed and look forward to using it in the future. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Impressive, congrats! <\/p>\n<\/p>\n<p>Do you plan to add multi-language support?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats! Context switching is genuinely one of the biggest focus killers. Does it work across any app or do you need to set up integrations per tool?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Voice feels like a very natural interface for AI agents, especially for quick tasks where typing slows things down.<\/p>\n<p>Turning spoken instructions directly into completed actions is a really interesting direction.<\/p>\n<p>Curious what kinds of tasks users are automating the most with Lemon so far.<\/p>\n<p>Congrats on the launch.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#4<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/FGHM3WZLUUAORW\" class=\"app-title\">Socra<\/a><\/p>\n<div class=\"one-liner\">From Curiosity to Mastery: Socrates-Powered Learning<\/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>\u4e00\u6b3e\u57fa\u4e8e\u82cf\u683c\u62c9\u5e95\u95ee\u7b54\u6cd5\u7684AI\u5b66\u4e60\u5e73\u53f0\uff0c\u901a\u8fc7\u81ea\u9002\u5e94\u5bf9\u8bdd\u4e0e\u4e2a\u6027\u5316\u8f85\u5bfc\uff0c\u5f15\u5bfc\u7528\u6237\u4ece\u597d\u5947\u8d70\u5411\u7cbe\u901a\uff0c\u89e3\u51b3\u88ab\u52a8\u83b7\u53d6\u4fe1\u606f\u5bfc\u81f4\u7684\u7406\u89e3\u6d45\u5c42\u4e0e\u77e5\u8bc6\u7559\u5b58\u7387\u4f4e\u7684\u95ee\u9898\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\/ee84cbbf-34a7-48da-b309-8bd57bfb3e4b.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=44LdAVmXCL8\"><source src=\"https:\/\/www.youtube.com\/watch?v=44LdAVmXCL8\" 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\/f43b63a8-39cd-4bd6-9b34-2328d8f95dcf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/728e3c54-9cc7-4592-b751-d9ddbebf0630.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0173bfbb-dd0e-48b0-a7a0-3def1f9d7847.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/156fc5ca-edac-42ed-9d7b-1b859ec8844f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8336d6c4-62a0-435e-b1e7-8a7d4dfdefab.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\">Android<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Education<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5b66\u4e60\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u82cf\u683c\u62c9\u5e95\u6559\u5b66\u6cd5<\/span><br \/>\n <span class=\"tag\">\u81ea\u9002\u5e94\u8f85\u5bfc<\/span><br \/>\n <span class=\"tag\">\u4e3b\u52a8\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u7ed3\u6784\u5316<\/span><br \/>\n <span class=\"tag\">\u6559\u80b2\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">\u601d\u7ef4\u8bad\u7ec3<\/span><br \/>\n <span class=\"tag\">\u6280\u80fd\u638c\u63e1<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u201c\u4e3b\u52a8\u5b66\u4e60\u201d\u7406\u5ff5\u4e0e\u8d39\u66fc\u5bfc\u5e08\u6a21\u5f0f\uff0c\u8ba4\u4e3a\u5176\u901a\u8fc7\u63d0\u95ee\u4fc3\u8fdb\u6df1\u5ea6\u601d\u8003\u662f\u6838\u5fc3\u4ef7\u503c\u3002\u4e3b\u8981\u7591\u95ee\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u4e0e\u901a\u7528AI\u63d0\u793a\u626e\u6f14\u5bfc\u5e08\u7684\u5dee\u5f02\u5316\u4f18\u52bf\u3001\u77e5\u8bc6\u4ea7\u7269\u662f\u5426\u5305\u542b\u9519\u8bef\u4fee\u6b63\u8fc7\u7a0b\u3001\u957f\u671f\u5b66\u4e60\u5f31\u9879\u8ffd\u8e2a\u80fd\u529b\uff0c\u4ee5\u53ca\u4e3b\u9875\u6f14\u793a\u8fc7\u4e8e\u7b80\u5355\u672a\u80fd\u4f53\u73b0\u4ea7\u54c1\u771f\u5b9e\u6df1\u5ea6\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Socra\u7684\u91ce\u5fc3\u5728\u4e8e\u5bf9\u6297AI\u65f6\u4ee3\u65e5\u76ca\u666e\u904d\u7684\u201c\u77e5\u8bc6\u5feb\u9910\u5316\u201d\u75c7\u72b6\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u5e76\u975e\u521b\u9020\u4e86\u201c\u82cf\u683c\u62c9\u5e95\u5f0f\u5bf9\u8bdd\u201d\u8fd9\u4e00\u4ea4\u4e92\u5f62\u5f0f\u2014\u2014\u4efb\u4f55\u9ad8\u7ea7LLM\u901a\u8fc7\u7cbe\u5de7\u63d0\u793a\u8bcd\u90fd\u80fd\u6a21\u62df\u2014\u2014\u800c\u5728\u4e8e\u6784\u5efa\u4e86\u4e00\u4e2a**\u4ee5\u638c\u63e1\u4e3a\u76ee\u6807\u3001\u800c\u975e\u4ee5\u7b54\u6848\u4e3a\u7ec8\u70b9\u7684\u5b66\u4e60\u7cfb\u7edf**\u3002\u8fd9\u4f53\u73b0\u5728\u4e09\u4e2a\u7ed3\u6784\u5316\u5c42\u9762\uff1a\u4e00\u662f\u5bf9\u8bdd\u7684\u7ed3\u6784\u5316\uff0c\u901a\u8fc7\u9884\u8bbe\u5b66\u4e60\u76ee\u6807\u9632\u6b62\u5bf9\u8bdd\u6563\u9038\uff0c\u5c06\u968f\u673a\u7684\u542f\u53d1\u5f15\u5bfc\u4e3a\u5b9a\u5411\u7684\u63a2\u7d22\uff1b\u4e8c\u662f\u8f93\u51fa\u7684\u7ed3\u6784\u5316\uff0c\u5c06\u975e\u7ebf\u6027\u7684\u5bf9\u8bdd\u5373\u65f6\u6c89\u6dc0\u4e3a\u53ef\u590d\u7528\u7684\u77e5\u8bc6\u8d44\u4ea7\uff08\u5907\u5fd8\u5f55\u3001\u5b66\u4e60\u6307\u5357\uff09\uff0c\u5b8c\u6210\u4e86\u4ece\u8fc7\u7a0b\u5230\u7ed3\u679c\u7684\u95ed\u73af\uff1b\u4e09\u662f\u8bc4\u4f30\u7684\u7ed3\u6784\u5316\uff0c\u8d39\u66fc\u6a21\u5f0f\u672c\u8d28\u4e0a\u662f\u5c06\u7406\u89e3\u6f0f\u6d1e\u7684\u63a2\u6d4b\u673a\u5236\u4ea7\u54c1\u5316\uff0c\u5176\u5ba3\u79f0\u7684\u8ffd\u8e2a\u7528\u6237\u8584\u5f31\u73af\u8282\uff0c\u6697\u793a\u5176\u6b63\u5c1d\u8bd5\u6784\u5efa\u8de8\u4f1a\u8bdd\u7684\u201c\u5143\u8ba4\u77e5\u6a21\u578b\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6838\u5fc3\u8d28\u7591\u4e5f\u5728\u4e8e\u6b64\uff1a\u8fd9\u4e9b\u201c\u7ed3\u6784\u5316\u201d\u5c42\u7a76\u7adf\u6709\u591a\u539a\uff1f\u5982\u679c\u5176\u77e5\u8bc6\u4ea7\u7269\u4ec5\u662f\u5bf9\u8bdd\u5185\u5bb9\u7684\u6e05\u6d17\u4e0e\u6458\u8981\uff0c\u800c\u975e\u5c55\u73b0\u601d\u7ef4\u6f14\u53d8\u7684\u201c\u5b66\u4e60\u5386\u7a0b\u5730\u56fe\u201d\uff0c\u5219\u5176\u6df1\u5ea6\u5927\u6253\u6298\u6263\u3002\u65e9\u671f\u6f14\u793a\u66b4\u9732\u7684\u201c\u903b\u8f91\u9e3f\u6c9f\u201d\u98ce\u9669\uff0c\u6b63\u662f\u4ea7\u54c1\u7406\u5ff5\u5148\u8fdb\u6027\u4e0e\u5de5\u7a0b\u5b9e\u73b0\u5ea6\u53ef\u80fd\u8131\u8282\u7684\u7f29\u5f71\u3002Socra\u7684\u6311\u6218\u5728\u4e8e\uff0c\u5b83\u5fc5\u987b\u8bc1\u660e\u81ea\u5df1\u4e0d\u662f\u4e00\u4e2a\u62e5\u6709\u66f4\u597d\u63d0\u793a\u8bcd\u7684\u804a\u5929\u524d\u7aef\uff0c\u800c\u662f\u4e00\u4e2a\u80fd\u771f\u6b63\u5efa\u6a21\u5b66\u4e60\u8005\u8ba4\u77e5\u72b6\u6001\u3001\u5e76\u63d0\u4f9b\u52a8\u6001\u5e72\u9884\u7684\u667a\u80fd\u7cfb\u7edf\u3002\u5426\u5219\uff0c\u5b83\u6781\u6613\u88ab\u4e00\u4e2a\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u63d0\u793a\u6a21\u677f\u6240\u66ff\u4ee3\u3002\u5176\u6210\u8d25\u5173\u952e\u5728\u4e8e\uff0c\u80fd\u5426\u5c06\u6559\u80b2\u5b66\u7406\u8bba\u4e0eAI\u7684\u6301\u7eed\u8ffd\u8e2a\u3001\u8bc4\u4f30\u80fd\u529b\u6df1\u5ea6\u8026\u5408\uff0c\u6253\u9020\u51fa\u901a\u7528\u804a\u5929\u673a\u5668\u4eba\u65e0\u6cd5\u8f7b\u6613\u590d\u5236\u7684\u201c\u5b66\u4e60\u811a\u624b\u67b6\u201d\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Socra<\/span>\n <\/div>\n<div class=\"comment-content\">Experience a revolutionary AI learning & thinking platform with Socratic dialogue and adaptive tutoring. Socra transforms conversations into structured knowledge through interactive questioning, goal-oriented learning, and personalized feedback. Build deep understanding with your AI thought partner.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey, Product Hunt!<br \/>\nI am Wood, founder & developer of Socra AI.<\/p>\n<p>Socra is an AI learning platform that uses adaptive Socratic dialogue and personalized tutoring to guide users from curiosity to mastery.<\/p>\n<p>\ud83d\udc4b What inspired me to build Socra?<\/p>\n<p>The inspiration stemmed from recognizing a fundamental limitation in existing AI tools: they often provide passive answers rather than actively fostering deep understanding. We saw people using chatbots just to get quick facts, bypassing the critical thinking process essential for true mastery. We wanted to build an AI that acts like a true mentor, using the time-tested Socratic method to guide users from curiosity to profound comprehension, much like a great human tutor would.<\/p>\n<p>\ud83d\udc4b What problems are we trying to solve with Socra?<\/p>\n<p>We are solving the problem of superficial learning and passive knowledge consumption. Traditional AI often leads to knowledge retention failure because it shortcuts critical thinking. Socra addresses this by replacing instant answers with adaptive, purposeful dialogue. We solve the challenge of turning fleeting insights into durable knowledge by immediately structuring learning sessions into tangible knowledge products (memos, guides) and ensuring users actively construct their understanding through challenge and reflection.<\/p>\n<p>\ud83d\udc4b What you can do with Socra?<\/p>\n<p>With Socra, you can:<br \/>\n\u2705 Engage in Socratic Dialogue: Receive personalized, adaptive tutoring that uses strategic questioning to build critical thinking skills rather than just delivering answers.<br \/>\n\u2705 Achieve Goal-Oriented Learning: Define clear educational milestones and follow a focused, gamified roadmap designed for efficiency and progress tracking.<br \/>\n\u2705 Generate Instant Knowledge Products: Transform interactive learning sessions into structured summaries, study guides, blog posts, or podcast scripts\u2014instantly turning conversation into reusable assets.<br \/>\n\u2705 Master Concepts Via Active Recall: Utilize powerful techniques like the Feynman Tutor mode, where the AI actively probes your understanding gaps to solidify long-term retention.<br \/>\n\u2705 Design and Share Learning Paths: Educators and professionals can create specific, targeted conversational plans for customized teaching or training experiences.<\/p>\n<p>Whether you’re a student, teacher, professional, or simply someone who has curiosity to mastery something, think deeper, Socra is for you. \ud83d\udc4b<\/p>\n<p>Try Socra for free and let me know what you think! \ud83d\ude80<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@peng_wood\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peng_wood<\/a> Hi Peng. Your learning platform looks very interesting. I run a Market Research Company called Focus Pulse. Do you have an email address I could contact to discuss more what we do?<br \/>Thanks<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@peng_wood\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peng_wood<\/a> Socra sounds like a really thoughtful approach to learning\u2014using Socratic dialogue to encourage deeper thinking instead of just giving quick answers is a powerful idea. I especially like the focus on turning conversations into structured knowledge outputs like guides and summaries.<\/p>\n<p>Excited to see how people use Socra to move from curiosity to real mastery. Wishing you a great launch on Product Hunt! \ud83d\udc4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@peng_wood\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peng_wood<\/a> This sounds quite promising, congrats. How have you seen Socra’s Socratic approach help users turn learning sessions into shareable assets; any standout examples from early testers?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I like the focus on active learning. Many AI tools make it easy to get information quickly, but they don\u2019t always help with long-term knowledge retention.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kate_sleeman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kate_sleeman<\/a> Thanks for your support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Using Socratic questioning instead of giving direct answers flips the typical AI learning interaction \u2014 most tools optimize for speed, but real retention comes from the struggle of working through a concept yourself. The Feynman Tutor mode where the AI probes understanding gaps is especially interesting \u2014 does it track which concepts a user consistently struggles with across sessions to build a long-term weakness map?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@svyat_dvoretski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@svyat_dvoretski<\/a> Thanks for your positive feedback! Sure, it will track the struggles uses encountered and will help to come over it in the following dialogues.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 Feynman Tutor mode is the standout feature here. Most AI learning tools reward you for asking good questions, but the real test of understanding is whether you can explain something back clearly. Flipping that dynamic so the AI challenges your explanation instead of just handing you one is a much harder problem to solve well.<\/p>\n<p>I’m curious about the knowledge products feature. When it generates a study guide or memo from a learning session, does it capture the progression of your understanding (including the wrong assumptions you corrected along the way), or is it more of a clean summary of the final correct concepts?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@behnam_sherafat\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@behnam_sherafat<\/a> Thanks for your feedback! Yes, Socra capture the progression of learner’s understanding as well as a clean summary of the final correct concepts<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 Feynman Tutor mode is really clever. Most AI learning tools just dump information on you, but forcing users to explain concepts back and then probing the gaps is how real understanding gets built.<\/p>\n<\/p>\n<p>I’m curious about the knowledge products feature. When Socra turns a learning session into a study guide, does it also capture the wrong assumptions the user had along the way? That context of “what I thought vs what’s actually true” is often the most valuable part of learning.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@carmonamar51249\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@carmonamar51249<\/a> Thanks for your idea! We’ll improve the feature as you suggested<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a really interesting product, congrats! I actually wanted to ask what inspired you to build this, then I saw you explained it in the first comment. Onwards and upwards \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@andreitudor14\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andreitudor14<\/a> Thanks for your support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Love the concept. I literally did a Socratic deep-dive session with Claude yesterday and it’s crazy how much better you retain stuff when the AI asks you questions instead of just dumping answers.<\/p>\n<p>Honest question though, what’s the delta here vs just prompting an LLM with “act as a Socratic tutor, ask me probing questions about X”? Because for a single session that already works surprisingly well.<\/p>\n<p>I’m guessing the real value is the structured layer on top, tracking what you’ve understood across sessions, adapting difficulty over time, turning conversations into persistent knowledge instead of something that disappears when you close the tab. Would love to hear more about how that works under the hood.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@maks_bilski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maks_bilski<\/a> Thanks for your support! Totally agree with you that Socratic method is perfect for learning! Socra goes beyond chat AI, like ChatGPT, Claude, Geimini:<\/p>\n<p>* <strong>Ready-to-Use Socratic Tutoring:<\/strong> Socra offers an out-of-the-box Socratic experience, eliminating the need to repeatedly input complex “Socratic prompts”\u2014a skill that most users may not have mastered or found intuitive.<\/p>\n<p>* <strong>Goal-Oriented Dialogue:<\/strong> At the start of each session, Socra establishes a specific objective. It then guides the conversation around this goal, ensuring the Socratic dialogue remains focused without drifting off-topic.<\/p>\n<p>* <strong>Rich Post-Conversation Artifacts:<\/strong> After the discussion, Socra generates valuable “Artifacts,” such as memos or blog posts. This transforms the dialogue into a structured, organized format that is easy to review and reflect upon.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">The idea of AI agents acting as actual teammates instead of just chat assistants is really interesting. Giving them assignments, context, and persistent memory feels like a more natural way to collaborate with AI on real projects.<\/p>\n<p>I like the focus on coordination and decision-making instead of just task tracking.<\/p>\n<p>Curious how teams are structuring their workflows between human members and AI agents inside Socra.<\/p>\n<p>Congrats on the launch.<\/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\/@alamenigma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alamenigma<\/a> Thanks for your support! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the Socra launch, <a href=\"https:\/\/www.producthunt.com\/@peng_wood\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"peng_wood\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peng_wood<\/a>! <\/p>\n<p>I just visited the homepage. There’s a massive logic gap in your 30-second demo. For a tool built on deep mastery, that example is way too easy. It makes the engine look like a basic chatbot.<\/p>\n<p>You’re hiding the real power of Socra behind a weak demo. I’ve got a sharp thought on how to fix this.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@taimur_haider1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@taimur_haider1<\/a> Thanks for your feedback! It will be great if you can provide some suggestions<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wow Wood! Socra sounds super cool thinking on structured data and tutoring pple through a simple conversation. How do you think to monetize it?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@german_merlo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@german_merlo1<\/a> Thanks for your support! We have paid subscription plans in the product for different level of usages<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch!<\/p>\n<p>I like the focus on moving from curiosity to real understanding through dialogue. Most AI tools optimize for quick answers, but the Socratic approach encourages people to think, question, and build knowledge step by step. Curious to see how people use Socra in practice.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@maria_polesh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maria_polesh<\/a> Thanks a lot! That’s how we think AI should do to learners.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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>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\/@madalina_barbu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@madalina_barbu<\/a> Thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This looks great and very important! Thanks for sharing<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ali_goldberg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ali_goldberg<\/a> Thanks a lot!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/WHYQKMYCJFYENE\" class=\"app-title\">Campee<\/a><\/p>\n<div class=\"one-liner\">Your estimations, frictionless<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">159<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Campee\u662f\u4e00\u6b3e\u65e0\u9700\u6ce8\u518c\u3001\u65e0\u5e7f\u544a\u7684\u6781\u7b80\u89c4\u5212\u6251\u514b\u5de5\u5177\uff0c\u4e3a\u654f\u6377\u56e2\u961f\u5728\u9700\u6c42\u4f30\u7b97\u4f1a\u8bae\u4e2d\u63d0\u4f9b\u5feb\u901f\u3001\u79c1\u5bc6\u4e14\u65e0\u5e72\u6270\u7684\u534f\u4f5c\u4f53\u9a8c\uff0c\u89e3\u51b3\u4e86\u4f20\u7edf\u5de5\u5177\u6d41\u7a0b\u7e41\u7410\u3001\u754c\u9762\u81c3\u80bf\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\/d5088574-0d77-41bf-a292-c33dc237f001.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7b08aa26-1fcf-4c7e-b8e3-7de577a1ca81.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\/f7764e91-0ef8-4844-8900-3b1da69500b7.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/yF-gdKK9UM4\"><source src=\"https:\/\/youtu.be\/yF-gdKK9UM4\" 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\">Meetings<\/span><br \/>\n <span class=\"tag\">Tech<\/span><br \/>\n <span class=\"tag\">Remote Work<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u654f\u6377\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u89c4\u5212\u6251\u514b<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u6781\u7b80\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">\u65e0\u9700\u6ce8\u518c<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u4f30\u7b97<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u7ea7\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u4f53\u9a8c<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u65e0\u9700\u6ce8\u518c\u3001\u65e0\u5e7f\u544a\u3001\u6781\u7b80\u5feb\u901f\u7684\u6838\u5fc3\u4f53\u9a8c\u3002\u4e3b\u8981\u5efa\u8bae\u4e0e\u95ee\u9898\u5305\u62ec\uff1a\u8be2\u95ee\u662f\u5426\u652f\u6301\u6590\u6ce2\u90a3\u5951\u4ee5\u5916\u7684\u81ea\u5b9a\u4e49\u70b9\u6570\u5e8f\u5217\uff1b\u63d0\u8bae\u589e\u52a0\u5f02\u6b65\u6295\u7968\u529f\u80fd\u4ee5\u9002\u5e94\u8de8\u65f6\u533a\u56e2\u961f\uff1b\u8be2\u95ee\u65e0\u8d26\u53f7\u4e0b\u7684\u4f1a\u8bdd\u6301\u4e45\u5316\u6280\u672f\u5b9e\u73b0\uff1b\u5efa\u8bae\u6dfb\u52a0\u4f30\u7b97\u7ed3\u679c\u5bfc\u51fa\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 Campee\u7684\u201c\u51cf\u6cd5\u201d\u54f2\u5b66\u662f\u5176\u6700\u950b\u5229\u7684\u4ef7\u503c\u4e3b\u5f20\u3002\u5728SaaS\u5de5\u5177\u666e\u904d\u9677\u5165\u201c\u529f\u80fd\u81a8\u80c0\u201d\u548c\u201c\u6570\u636e\u56f4\u730e\u201d\u7684\u5f53\u4e0b\uff0c\u5b83\u53cd\u5176\u9053\u800c\u884c\u4e4b\uff0c\u4ee5\u5f00\u53d1\u8005\u81ea\u8eab\u7684\u75db\u70b9\u9a71\u52a8\uff0c\u5254\u9664\u8d26\u6237\u4f53\u7cfb\u3001\u5e7f\u544a\u3001\u8ffd\u8e2a\u4e0e\u590d\u6742UI\uff0c\u5c06\u5de5\u5177\u8fd8\u539f\u4e3a\u201c\u5373\u7528\u5373\u8d70\u201d\u7684\u7eaf\u7cb9\u6548\u7528\u3002\u8fd9\u5e76\u975e\u529f\u80fd\u7f3a\u5931\uff0c\u800c\u662f\u4e00\u79cd\u9488\u5bf9\u7279\u5b9a\u573a\u666f\uff08\u5b9e\u65f6\u3001\u5171\u5730\u7684\u654f\u6377\u4f30\u7b97\u4f1a\u8bae\uff09\u7684\u7cbe\u51c6\u8bbe\u8ba1\uff0c\u7528\u6280\u672f\u624b\u6bb5\uff08\u533f\u540d\u8ba4\u8bc1\uff09\u5728\u201c\u65e0\u72b6\u6001\u201d\u4e0e\u201c\u4f1a\u8bdd\u6301\u4e45\u201d\u95f4\u53d6\u5f97\u4e86\u5de7\u5999\u5e73\u8861\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u4ef7\u503c\u4e0e\u5c40\u9650\u540c\u6839\u540c\u6e90\u3002\u6781\u81f4\u805a\u7126\u4e8e\u201c\u5b9e\u65f6\u201d\u4e0e\u201c\u6781\u7b80\u201d\uff0c\u56fa\u7136\u8d62\u5f97\u4e86\u8ffd\u6c42\u6548\u7387\u7684\u56e2\u961f\u7684\u638c\u58f0\uff0c\u4f46\u4e5f\u4e3b\u52a8\u653e\u5f03\u4e86\u5206\u5e03\u5f0f\u3001\u5f02\u6b65\u534f\u4f5c\u7b49\u66f4\u5e7f\u6cdb\u7684\u73b0\u4ee3\u5de5\u4f5c\u573a\u666f\u3002\u521b\u59cb\u4eba\u660e\u786e\u62d2\u7edd\u6dfb\u52a0\u5f02\u6b65\u529f\u80fd\uff0c\u8fd9\u56fa\u7136\u662f\u4fdd\u6301\u4ea7\u54c1\u7eaf\u6d01\u6027\u7684\u575a\u5b9a\u9009\u62e9\uff0c\u4f46\u4e5f\u53ef\u80fd\u5c06\u5176\u5e02\u573a\u5929\u82b1\u677f\u9650\u5b9a\u5728\u201c\u5171\u65f6\u534f\u4f5c\u201d\u7684\u7ec6\u5206\u9886\u57df\u3002\u7528\u6237\u63d0\u51fa\u7684\u201c\u7ed3\u679c\u5bfc\u51fa\u201d\u5efa\u8bae\uff0c\u6070\u6070\u63ed\u793a\u4e86\u5de5\u5177\u4e0e\u4e0b\u6e38\u5de5\u4f5c\u6d41\uff08\u5982Jira\uff09\u6574\u5408\u7684\u6f5c\u5728\u6469\u64e6\u2014\u2014\u4e00\u4e2a\u5b8c\u5168\u5c01\u95ed\u3001\u65e0\u8bb0\u5f55\u7684\u6781\u7b80\u4f1a\u8bdd\uff0c\u53ef\u80fd\u5c06\u8bb0\u5f55\u6210\u672c\u8f6c\u5ac1\u7ed9\u4e86\u7528\u6237\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cCampee\u66f4\u50cf\u4e00\u4e2a\u7cbe\u5fc3\u6253\u78e8\u7684\u201c\u6297\u8bae\u6027\u4ea7\u54c1\u201d\uff0c\u5b83\u7528\u81ea\u8eab\u7684\u5b58\u5728\u6279\u5224\u4e86\u4e3b\u6d41\u5de5\u5177\u7684\u81c3\u80bf\u4e0e\u8d2a\u5a6a\u3002\u5b83\u7684\u771f\u6b63\u6210\u529f\uff0c\u4e0d\u5728\u4e8e\u98a0\u8986\u6574\u4e2a\u8d5b\u9053\uff0c\u800c\u5728\u4e8e\u4e3a\u5e02\u573a\u63d0\u4f9b\u4e86\u4e00\u4e2a\u6e05\u6670\u7684\u4ef7\u503c\u57fa\u51c6\uff1a\u5f53\u56e2\u961f\u538c\u5026\u4e86\u590d\u6742\u6027\uff0c\u8fd9\u91cc\u6709\u4e00\u4e2a\u5e72\u51c0\u3001\u514d\u8d39\u7684\u907f\u96be\u6240\u3002\u5b83\u7684\u957f\u671f\u6311\u6218\u5728\u4e8e\uff0c\u5982\u4f55\u5728\u575a\u6301\u201c\u5c11\u5373\u662f\u591a\u201d\u54f2\u5b66\u7684\u540c\u65f6\uff0c\u4ee5\u4e0d\u7834\u574f\u6838\u5fc3\u4f53\u9a8c\u7684\u65b9\u5f0f\uff0c\u63a5\u7eb3\u90a3\u4e9b\u771f\u6b63\u5173\u952e\u7684\u201c\u591a\u201d\uff0c\u4f8b\u5982\u66f4\u7075\u6d3b\u7684\u5bfc\u51fa\u9009\u9879\u3002\u8fd9\u8003\u9a8c\u7740\u521b\u59cb\u4eba\u5bf9\u201c\u7b80\u7ea6\u201d\u4e0e\u201c\u7b80\u964b\u201d\u754c\u9650\u7684\u628a\u63e1\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\">Campee<\/span>\n <\/div>\n<div class=\"comment-content\">Campee stands out by stripping away the friction found in most planning poker tools. Unlike existing solutions, it is 100% ad-free and requires no account creation, allowing teams to start a session in seconds. The focus is on speed and privacy: no data tracking, no banners, and a minimalist UI. It is a lightweight, free alternative built by a developer for agile teams who value a clean, distraction-free estimation process.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I built Campee because I was tired of the friction in my own team’s grooming sessions. Most online Planning Poker tools are either buried under ads, require mandatory accounts, or feel like bloated corporate software. I wanted something that felt like a clean, open-source-style utility: fast, private, and free.<\/p>\n<p>The goal was to create a tool that stays out of the way. I focused on making the transition from “joining a room” to “voting” as instantaneous as possible. During development, I stripped away every non-essential feature to keep the UI minimalist and mobile-friendly.<\/p>\n<p>Campee is my contribution to the agile community. There is no business model, no tracking, and no noise. It is just a simple, reliable way to estimate tickets. I would love to hear your feedback on the flow and if there are any small features that would make your sprint planning even smoother.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice, congrats on the launch and the product! Really like how you spotted a problem and directly created a solution. Gotta share this with a few devs I know, they will most probably appreciate the clean approach. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Sometimes you just want a tool without logins and complicated setup. This looks exactly like that \ud83d\ude0a<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch! Really love the minimalist approach, it’s refreshing to see a dev tool that just works without all the bloat.<\/p>\n<\/p>\n<p>Quick question: does it support custom card decks beyond the standard Fibonacci sequence? Some teams prefer T-shirt sizes or custom scales for different types of estimation.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@borrellr_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@borrellr_<\/a> Thank you so much!<\/p>\n<p>Regarding your question: yes, it does! The app currently supports three different voting systems to fit various team preferences:<\/p>\n<ul>\n<li>\n<p>Scrum: 0, 0.5, 1, 2, 3, 5, 8, 13, 20<\/p>\n<\/li>\n<li>\n<p>Fibonacci: 0, 1, 2, 3, 5, 8, 13, 21, 34<\/p>\n<\/li>\n<li>\n<p>T-shirt Sizes: XS, S, M, L, XL<\/p>\n<\/li>\n<\/ul>\n<p>You can easily switch between them depending on the type of estimation you’re doing. Hope that helps!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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, <a href=\"https:\/\/www.producthunt.com\/@kevinpainchaud\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"kevinpainchaud\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kevinpainchaud<\/a> . I like the minimalist interface. Your focus on privacy is great.<\/p>\n<p>I noticed one small thing on the page. You mention it is for teams who value speed. Right now the text focuses on the card game. It might miss the busy lead who just wants to save time.<\/p>\n<p>Rooting for you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@taimur_haider1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@taimur_haider1<\/a> Thank you very much! I appreciate the 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>No signup, no ads, instant session you just described every dev’s dream estimation tool. Are you thinking about adding async voting for distributed teams across time zones, or keeping it strictly real-time? That’d be a real differentiator.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@samet_sezer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samet_sezer<\/a> Thank you! I totally get why async voting is a game-changer for distributed teams, but honestly, I\u2019m leaning towards keeping it strictly real-time.<\/p>\n<p>It\u2019s a deliberate choice to avoid overcomplicating things. My main goal is to ensure the app stays as simple and frictionless as possible. I\u2019ve found that by keeping the feature set minimal, I can guarantee that ‘instant session’ feel without the UI turning into a cockpit. Sometimes, keeping it ‘basic’ is the best way to stay fast!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting idea. Removing account creation is actually a smart move \u2014 most tools add unnecessary friction.<\/p>\n<p>how do you handle session persistence or team collaboration if users don\u2019t sign up?<\/p>\n<p>I\u2019m currently building <strong>Zuppibuy<\/strong>, a local classifieds platform, so I\u2019m always interested in products that reduce friction in user onboarding.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@prathiganesh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@prathiganesh<\/a> Thanks a lot for the feedback!<br \/>To answer your question: I handle session persistence using <a href=\"https:\/\/supabase.com\/docs\/guides\/auth\/auth-anonymous\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Supabase\u2019s Anonymous Sign-Ins<\/strong><\/a>. Essentially, users are authenticated anonymously the moment they create or join a session.<\/p>\n<p>This allows the session to persist as long as they use the same browser and don’t clear their cache. It provides a seamless “logged-in” experience without the barrier of a signup form.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 has beuatiful minimalistic design \ud83d\ude42 Like it \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> Thank you very much! I’m glad to hear that!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>No account, no ads, no tracking \u2014 this is exactly how developer tools should work, and the fact that you stripped it to the essentials instead of adding features is a design decision most makers struggle to commit to. One small feature that could be valuable: a quick “estimation history” export per session so the team can paste results into Jira or Linear without manual copying \u2014 would that fit the minimalist philosophy?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@svyat_dvoretski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@svyat_dvoretski<\/a> Thank you! You\u2019ve perfectly captured the philosophy behind the tool\u2014keeping it lean, fast, and distraction-free. I\u2019m glad the ‘less is more’ approach resonates with you.<\/p>\n<p>Your suggestion for a session history export is spot on; it solves a real friction point. I\u2019ll look into a way to integrate this subtly, ensuring it stays true to the minimalist design. Thanks again for the thoughtful feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/PPGZACE3F6NO36\" class=\"app-title\">Tellus<\/a><\/p>\n<div class=\"one-liner\">Grandpa\u2019s stories, preserved for his grandkids<\/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>\u4e00\u6b3eAI\u9a71\u52a8\u7684\u5e94\u7528\uff0c\u901a\u8fc7\u5c06\u957f\u8f88\u7684\u53e3\u8ff0\u56de\u5fc6\u81ea\u52a8\u8f6c\u5316\u4e3a\u7cbe\u7f8e\u7684\u56de\u5fc6\u5f55\u548c\u63d2\u753b\u513f\u7ae5\u6545\u4e8b\u4e66\uff0c\u5728\u975e\u6b63\u5f0f\u3001\u65e0\u538b\u529b\u7684\u573a\u666f\u4e0b\uff0c\u89e3\u51b3\u4e86\u4ee3\u9645\u6545\u4e8b\u56e0\u8bb0\u5f55\u95e8\u69db\u9ad8\u800c\u6c38\u4e45\u6d41\u5931\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/651a7215-e6e4-453c-b830-9cdc636f1665.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/ee88cf6f7e6445f58e5685b724c23ecd\"><source src=\"https:\/\/www.loom.com\/share\/ee88cf6f7e6445f58e5685b724c23ecd\" 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\/5f0f3592-c226-4393-8214-02062881b9cc.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\/6b2c07d2-59ca-4bc2-ae83-bea3d77af765.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\/d664006e-68be-4ebb-b4a2-d7727f43c81f.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\/7b52389e-a8f2-40e5-9ad9-35a22e3460a9.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\/a35112be-d341-4517-aa9b-4a7920c1467c.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\/2f684301-c2ed-43a7-a4b6-fcf1bda50bea.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\/525bd177-058a-4f07-b801-a5a393e326a7.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\">Writing<\/span><br \/>\n <span class=\"tag\">Kids<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4ee3\u9645\u4f20\u627f<\/span><br \/>\n <span class=\"tag\">AI\u8bed\u97f3\u8f6c\u5199<\/span><br \/>\n <span class=\"tag\">\u5bb6\u5ead\u8bb0\u5fc6<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u56de\u5fc6\u5f55<\/span><br \/>\n <span class=\"tag\">\u513f\u7ae5\u6545\u4e8b\u4e66<\/span><br \/>\n <span class=\"tag\">\u60c5\u611f\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u9057\u4ea7<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u591a\u8bed\u8a00\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u4eb2\u60c5\u8fde\u63a5<\/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\u4ea7\u54c1\u89e3\u51b3\u201c\u4e09\u4ee3\u4eba\u201d\u6545\u4e8b\u4f20\u9012\u75db\u70b9\u7684\u4ef7\u503c\uff0c\u8d5e\u8d4f\u5176\u201c\u53ea\u9700\u8bf4\u8bdd\u201d\u7684\u4f4e\u95e8\u69db\u6a21\u5f0f\u3002\u6709\u6548\u5efa\u8bae\u5305\u62ec\uff1a\u5728\u8425\u9500\u4e2d\u66f4\u5f3a\u8c03\u201c\u4e0d\u4f5c\u4e3a\u7684\u4ee3\u4ef7\u201d\uff08\u6050\u60e7\u611f\uff09\uff1b\u5173\u6ce8\u591a\u8bed\u8a00\u4e0e\u6587\u5316\u8bed\u5883\u5904\u7406\uff1b\u660e\u786e\u8d26\u6237\u4e0e\u6570\u636e\u5b89\u5168\u4fdd\u969c\u3002\u521b\u59cb\u4eba\u900f\u9732\u591a\u8bed\u8a00\u652f\u6301\u4e0e\u672c\u5730\u5316\u5df2\u5728\u89c4\u5212\u4e2d\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 Tellus\u8868\u9762\u4e0a\u662f\u4e00\u6b3e\u7ed3\u5408\u8bed\u97f3\u8bc6\u522b\u3001NLG\u548cAIGC\u7684\u201c\u60c5\u611f\u79d1\u6280\u201d\u4ea7\u54c1\uff0c\u4f46\u5176\u771f\u6b63\u7684\u950b\u5229\u4e4b\u5904\u5728\u4e8e\u7cbe\u51c6\u5730\u89e3\u5256\u4e86\u4e00\u4e2a\u666e\u904d\u7684\u5bb6\u5ead\u793e\u4f1a\u5b66\u56f0\u5883\uff1a\u5b58\u5728\u4e8e\u7956\u8f88\u4e0e\u5b59\u8f88\u4e4b\u95f4\u7684\u53d9\u4e8b\u65ad\u5c42\u3002\u5b83\u6ca1\u6709\u521b\u9020\u65b0\u9700\u6c42\uff0c\u800c\u662f\u7528\u6280\u672f\u6eb6\u89e3\u4e86\u65e7\u969c\u788d\u2014\u2014\u5c06\u201c\u64b0\u5199\u56de\u5fc6\u5f55\u201d\u8fd9\u4e00\u5145\u6ee1\u5fc3\u7406\u8d1f\u62c5\u548c\u5f62\u5f0f\u611f\u7684\u5b8f\u5927\u5de5\u7a0b\uff0c\u964d\u89e3\u4e3a\u201c\u968f\u53e3\u804a\u804a\u201d\u7684\u65e5\u5e38\u884c\u4e3a\uff0c\u5e76\u540c\u65f6\u4ea7\u51fa\u9762\u5411\u6210\u4eba\u7684\u7ed3\u6784\u5316\u201c\u9057\u4ea7\u201d\u548c\u9762\u5411\u513f\u7ae5\u7684\u8da3\u5473\u5316\u201c\u6545\u4e8b\u201d\u3002\u8fd9\u79cd\u201c\u4e00\u8f93\u5165\u53cc\u8f93\u51fa\u201d\u7684\u8bbe\u8ba1\u662f\u7cbe\u5999\u7684\uff0c\u5b83\u7528\u540c\u4e00\u4efd\u539f\u59cb\u60c5\u611f\u6750\u6599\uff0c\u6ee1\u8db3\u4e86\u5bb6\u65cf\u5185\u4e0d\u540c\u4ee3\u9645\u6210\u5458\u5dee\u5f02\u5316\u7684\u60c5\u611f\u6d88\u8d39\u6a21\u5f0f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6df1\u5c42\u6311\u6218\u4e5f\u7531\u6b64\u6d6e\u73b0\u3002\u9996\u5148\uff0c\u662f\u53d9\u4e8b\u7684\u201c\u5931\u771f\u201d\u98ce\u9669\u3002AI\u5728\u8f6c\u8bd1\u3001\u6da6\u8272\u5e76\u91cd\u6784\u4e3a\u513f\u7ae5\u6545\u4e8b\u65f6\uff0c\u5982\u4f55\u4fdd\u6301\u539f\u59cb\u53e3\u8ff0\u4e2d\u7684\u4e2a\u6027\u3001\u65f6\u4ee3\u7ec6\u8282\u4e0e\u6587\u5316\u7279\u5f02\u6027\uff1f\u8bc4\u8bba\u4e2d\u5173\u4e8e\u591a\u8bed\u8a00\u548c\u6587\u5316\u8bed\u5883\u7684\u62c5\u5fe7\u6b63\u662f\u4e8e\u6b64\u3002\u5f53AI\u6210\u4e3a\u5bb6\u65cf\u53f2\u7684\u201c\u7f16\u8f91\u201d\uff0c\u5176\u5185\u7f6e\u7684\u901a\u7528\u6a21\u578b\u662f\u5426\u4f1a\u65e0\u610f\u4e2d\u62b9\u5e73\u90a3\u4e9b\u6700\u72ec\u7279\u3001\u6700\u201c\u4e0d\u6807\u51c6\u201d\u5374\u6700\u73cd\u8d35\u7684\u8bb0\u5fc6\u68f1\u89d2\uff1f\u5176\u6b21\uff0c\u662f\u5176\u5546\u4e1a\u6a21\u5f0f\u7684\u53ef\u6301\u7eed\u6027\u4e0e\u6570\u636e\u5b89\u5168\u7684\u6c38\u6052\u547d\u9898\u3002\u7528\u6237\u5bf9\u8d26\u6237\u4e22\u5931\u7684\u62c5\u5fe7\uff0c\u76f4\u6307\u5176\u4f5c\u4e3a\u201c\u6570\u5b57\u9057\u4ea7\u201d\u4fdd\u7ba1\u8005\u7684\u6838\u5fc3\u8d23\u4efb\u3002\u4ea7\u54c1\u7684\u957f\u671f\u4ef7\u503c\u4e0d\u4ec5\u5728\u4e8e\u751f\u6210\uff0c\u66f4\u5728\u4e8e\u8de8\u8d8a\u6570\u5341\u5e74\u7684\u5b89\u5168\u5b58\u50a8\u4e0e\u53ef\u7ee7\u627f\u6027\uff0c\u8fd9\u5bf9\u5176\u8fd0\u8425\u63d0\u51fa\u4e86\u8fd1\u4e4e\u4fe1\u6258\u7ea7\u522b\u7684\u8981\u6c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cTellus\u7684\u4ef7\u503c\u8fdc\u8d85\u4e00\u4e2a\u6709\u8da3\u7684AI\u5e94\u7528\u3002\u5b83\u662f\u4e00\u4e2a\u8bd5\u56fe\u7528\u6280\u672f\u5bf9\u6297\u65f6\u95f4\u4e0e\u9057\u5fd8\u7684\u793e\u4f1a\u5b9e\u9a8c\uff0c\u5176\u6210\u529f\u4e0e\u5426\u5c06\u4e0d\u4ec5\u53d6\u51b3\u4e8e\u6280\u672f\u6d41\u7545\u5ea6\uff0c\u66f4\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u5728\u89c4\u6a21\u5316\u5904\u7406\u4e2d\u5b88\u62a4\u4f4f\u6bcf\u4e00\u4efd\u8bb0\u5fc6\u7684\u201c\u7075\u9b42\u201d\uff0c\u5e76\u8d62\u5f97\u5bb6\u65cf\u4e16\u4ee3\u6258\u4ed8\u7684\u4fe1\u4efb\u3002\u5b83\u89e6\u78b0\u7684\uff0c\u662f\u4eba\u6027\u4e2d\u6700\u67d4\u8f6f\u7684\u90e8\u5206\uff0c\u4e5f\u56e0\u6b64\u5fc5\u987b\u953b\u9020\u6700\u575a\u97e7\u7684\u53ef\u9760\u6027\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Tellus<\/span>\n <\/div>\n<div class=\"comment-content\">Turn your parent’s spoken memories into a beautiful memoir and illustrated children’s storybook. AI-powered voice recording, no writing required. Preserve their legacy today.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I’m Nick, part of Hong Kong’s startup community where I first came across Mawuli and Tellus.<br \/>\nThis product hits on something I think a lot of us feel but never act on. Our parents and grandparents carry extraordinary stories. Lives lived across different countries, different eras, things we’ll never fully know unless someone captures them.<br \/>\nThe problem is there’s never a good moment to sit down and record it. It feels formal. It feels like an interview. And then time passes.<br \/>\nTellus removes all of that friction. Your parent just talks. And something lasting comes out the other side.<br \/>\nI think about my own family and how much I’d give to have my grandparents’ stories preserved properly. Not just remembered, but actually written down and passed on.<br \/>\nThat’s what Mawuli has built here. Worth trying, worth sharing with anyone who has a parent or grandparent with stories worth keeping.<br \/>\nCongratulations on the launch!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone, I’m Mawuli, the creator of Tellus.<\/p>\n<\/p>\n<p>My dad is 73. He’s lived an extraordinary life. Born in Ghana, fluent in Russian, witnessed Princess Diana en route to the royal wedding, built a bank from scratch. He always wanted a memoir. But he’s not keen to type, so it never happened.<\/p>\n<\/p>\n<p>So I built the first version of Tellus for him. He talks, and it writes.<\/p>\n<\/p>\n<p>I now know so much more about my own father than I ever did. And most of the anxiety I had around losing him someday is gone, because I have his voice and his stories with me forever.<\/p>\n<\/p>\n<p>Then his grandkids, my nieces, wanted in. So we built a way to turn his memories into illustrated children’s storybooks. Now they get to know their granddad at bedtime.<\/p>\n<\/p>\n<p>That’s the three-generation problem. Grandparents have extraordinary stories. Grandchildren would love them. But the adult in the middle can’t make the connection happen. There’s no format for it. Journals stay blank. Recorders feel like interviews. Video is intimidating. So the stories quietly disappear.<\/p>\n<\/p>\n<p>Tellus fixes that. Each voice recording becomes a polished memoir chapter and an illustrated kids’ storybook. One for their legacy, one for bedtime.<\/p>\n<\/p>\n<p>It’s free to try. I’d love your feedback: what works, what’s missing, what would make you actually use this every week.<\/p>\n<\/p>\n<p>This one means a lot to me.<\/p>\n<\/p>\n<p>Mawuli<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>My paternal grandparents passed before I ever thought to ask about their lives. Where they grew up, what made them laugh, the hardships they carried quietly. Those stories are just gone. That void is exactly why I believe so deeply in what Tellus is doing.<\/p>\n<\/p>\n<p>I’ve had a front row seat watching this thing get built from the ground up. The late nights, the pivots, the moments of doubt and then breakthrough. Being by his side through all of it made me realise how personal this mission truly is.<\/p>\n<\/p>\n<p>All a grandparent (or parent) has to do is speak. No writing, no technology stress, just talking. And their voice, their memories, their legacy gets preserved for the grandkids who will one day desperately want to know who they were. Don’t wait until it’s too late.<\/p>\n<\/p>\n<p>So proud of you my love. Excited for the next chapter of this \ud83d\udc9b<\/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\">@cynthia_lamp yeah, I feel the same way about not getting to know my grandparents who passed away early. Precisely why we\u2019re building this so every family can keep their stories forever \ud83d\ude0a<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch, <a href=\"https:\/\/www.producthunt.com\/@nzieber\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nzieber<\/a>. I think your <strong>Just Talking<\/strong> approach is the winner.<\/p>\n<p>I noticed one thing on the page. Your text focuses on the bedtime story. That is the joy. But the real driver here is the fear of losing these memories. I think if you hit that “<strong>Cost of Inaction<\/strong>” harder in the hero section, your signups will jump.<\/p>\n<p>I hope this hits the top spot today.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is such a refreshingly human use of AI! I\u2019ve watched Mawuli pour his heart into this project and I can\u2019t wait to onboard my grandma and start collecting her stories.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@justinling can\u2019t wait to have you, grandma and your parents enjoy Tellus!<\/p>\n<p>The continuously updating memoir is definitely going to leave a lasting impression for you and your family<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The three-generation gap framing is spot on \u2014 grandparents have the stories, grandchildren want them, but the format never existed to bridge that naturally. Turning voice recordings into both a memoir chapter and an illustrated bedtime storybook from the same session is a beautiful two-output approach. How does the AI handle stories told in multiple languages or with cultural context that might not translate directly?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@svyat_dvoretski thanks for the shout and great question!<\/p>\n<p>Adapting to different languages was something we realised would be crucial for cross generation storytelling. Currently, the app starts in English but immediately switches to the language of the storyteller once the first story is told. All content: memoirs and children\u2019s stories are in the language of the story teller.<\/p>\n<p>Next on the roadmap is definitely localisation and translation<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is exactly the startup idea i would love to build few years back.. but no problem, I will recommend this product to someone in kids group. (lol I’m your secret target audience group anyways at 29 :P)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@vamskrish_ haha! Your comment highlights how much this is needed!<\/p>\n<p>As my secret target group, use TELLUS-PH at checkout for 50% off \ud83d\ude09<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Tellus is truly deep. Rare to see technology capture such a human experience, I have been using it for quite a while and super excited about sharing it with more people!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@benedict_quartey thank you Benedict! Your early feedback was super helpful. Looking forward to how Tellus helps your entire family hold on to the stories you hold so dear!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The fact that it turns voice recordings into illustrated storybooks is such a smart move \u2014 way more approachable than asking grandparents to sit down and write. My grandma had the best stories but never would have written them down. This solves that perfectly.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Imagine we lose access to logged account \/ mail, how do you ensure that we will preserve all these memories?Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@mcarmonas thank you so much!<\/p>\n<p>that\u2019s a good question. Account recovery is always possible either with in app resets, or just contacting support.<\/p>\n<p>Even more, Tellus works to give other selected family members permission to listed\/read stories from their own account. So the stories will always be preserved in the family no matter what happens! \ud83d\ude4f<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#7<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/7SNZ34JETF6XYJ\" class=\"app-title\">OpenMolt<\/a><\/p>\n<div class=\"one-liner\">Let your code create and manage AI Agents (OpenSource)<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">130<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>OpenMolt\u662f\u4e00\u4e2a\u5f00\u6e90\u7684Node.js\u6846\u67b6\uff0c\u5141\u8bb8\u5f00\u53d1\u8005\u4ee5\u4ee3\u7801\u4f18\u5148\u7684\u65b9\u5f0f\u6784\u5efa\u5177\u5907\u601d\u8003\u3001\u89c4\u5212\u548c\u6267\u884c\u80fd\u529b\u7684\u7a0b\u5e8f\u5316AI\u667a\u80fd\u4f53\uff0c\u89e3\u51b3\u4e86\u5728SaaS\u540e\u7aef\u7b49\u751f\u4ea7\u73af\u5883\u4e2d\u5c06AI\u667a\u80fd\u4f53\u4f5c\u4e3a\u53ef\u89e6\u53d1\u3001\u53ef\u63a7\u5236\u7684\u670d\u52a1\u96c6\u6210\uff0c\u800c\u975e\u804a\u5929\u52a9\u624b\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\/99794bbb-e9a8-4ad6-868a-06a1f70ea650.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/424b82c3-29c8-486b-9d4c-0d6c79210044.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8b858ee9-4361-4f92-89bb-a0003dc4bd7a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/87ca9725-432c-435e-8f21-c001936930f0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53\u6846\u67b6<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90<\/span><br \/>\n <span class=\"tag\">Node.js<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u7a0b\u5e8f\u5316\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u540e\u7aef\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u6743\u9650\u7ba1\u63a7<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u5c31\u7eea<\/span><br \/>\n <span class=\"tag\">\u89c4\u5212\u4e0e\u6267\u884c<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u201c\u4ee3\u7801\u4f18\u5148\u201d\u7406\u5ff5\u3001\u80fd\u529b\u6743\u9650\u6a21\u578b\u53ca\u4f5c\u4e3a\u540e\u7aef\u670d\u52a1\u7684\u5b9a\u4f4d\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u5546\u4e1a\u53ef\u6301\u7eed\u6027\u3001\u6267\u884c\u4e2d\u52a8\u6001\u91cd\u89c4\u5212\u80fd\u529b\u3001\u6743\u9650\u7684\u52a8\u6001\u8303\u56f4\u63a7\u5236\u3001\u5185\u5b58\u6301\u4e45\u5316\u673a\u5236\uff0c\u4ee5\u53ca\u5bfb\u6c42\u66f4\u5177\u4f53\u7684\u751f\u4ea7\u7528\u4f8b\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 OpenMolt\u7684\u51fa\u73b0\uff0c\u5251\u6307\u5f53\u524dAI\u667a\u80fd\u4f53\u5f00\u53d1\u4e2d\u7684\u4e00\u4e2a\u5173\u952e\u65ad\u5c42\uff1a\u4ece\u70ab\u6280\u7684\u6f14\u793a\u573a\u666f\u5230\u53ef\u9760\u7684\u751f\u4ea7\u7cfb\u7edf\u7684\u8de8\u8d8a\u3002\u5b83\u6ca1\u6709\u6c89\u8ff7\u4e8e\u6784\u5efa\u53e6\u4e00\u4e2a\u804a\u5929\u524d\u7aef\uff0c\u800c\u662f\u6e05\u9192\u5730\u6293\u4f4f\u4e86\u201c\u667a\u80fd\u4f53\u5373\u540e\u7aef\u670d\u52a1\u201d\u7684\u672c\u8d28\uff0c\u5c06\u667a\u80fd\u4f53\u964d\u7ea7\u4e3a\u4e00\u79cd\u53ef\u901a\u8fc7API\u8c03\u7528\u7684\u8ba1\u7b97\u8d44\u6e90\uff0c\u8fd9\u662f\u5176\u6700\u7280\u5229\u7684\u6d1e\u5bdf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u5ba3\u79f0\u7684\u201c\u4ee3\u7801\u4f18\u5148\u201d\u54f2\u5b66\uff0c\u5b9e\u8d28\u4e0a\u662f\u5bf9\u201c\u4f4e\u4ee3\u7801\/\u65e0\u4ee3\u7801\u201d\u667a\u80fd\u4f53\u5e73\u53f0\u6cdb\u6ee5\u7684\u4e00\u79cd\u53cd\u52a8\u3002\u5b83\u5e76\u975e\u5426\u5b9a\u62bd\u8c61\u7684\u4ef7\u503c\uff0c\u800c\u662f\u5c06\u63a7\u5236\u6743\u5f7b\u5e95\u4ea4\u8fd8\u5f00\u53d1\u8005\uff0c\u5c06\u667a\u80fd\u4f53\u7684\u6307\u4ee4\u3001\u5de5\u5177\u3001\u8bb0\u5fc6\u548c\u6743\u9650\u7528\u4ee3\u7801\u5b9a\u4e49\uff0c\u4f7f\u4e4b\u53ef\u7248\u672c\u5316\u3001\u53ef\u6d4b\u8bd5\u3001\u53ef\u7ec4\u5408\u3002\u8fd9\u770b\u4f3c\u63d0\u9ad8\u4e86\u4f7f\u7528\u95e8\u69db\uff0c\u5b9e\u5219\u7cbe\u51c6\u7b5b\u9009\u4e86\u76ee\u6807\u7528\u6237\u2014\u2014\u90a3\u4e9b\u771f\u6b63\u9700\u8981\u5728\u590d\u6742\u4e1a\u52a1\u903b\u8f91\u4e2d\u5d4c\u5165\u81ea\u4e3b\u51b3\u7b56\u80fd\u529b\u7684\u5de5\u7a0b\u5e08\u3002\u80fd\u529b\u6743\u9650\u6a21\u578b\u66f4\u662f\u76f4\u51fb\u751f\u4ea7\u5b89\u5168\u8981\u5bb3\uff0c\u5c06\u201c\u667a\u80fd\u4f53\u80e1\u4f5c\u975e\u4e3a\u201d\u7684\u98ce\u9669\u4ece\u5236\u5ea6\u4e0a\u8fdb\u884c\u4e86\u7ea6\u675f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\u201c\u89c4\u5212\u201d\u7684\u53ef\u9760\u6027\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u4e2d\u9014\u5931\u8d25\u5982\u4f55\u52a8\u6001\u91cd\u89c4\u5212\u201d\u7684\u63d0\u95ee\uff0c\u6233\u4e2d\u4e86\u5f53\u524d\u57fa\u4e8eLLM\u89c4\u5212\u5668\u7684\u666e\u904d\u8f6f\u808b\u3002\u5728\u7b80\u5355\u5de5\u4f5c\u6d41\u4e2d\u8868\u73b0\u826f\u597d\u7684\u667a\u80fd\u4f53\uff0c\u5728\u590d\u6742\u3001\u957f\u94fe\u8def\u3001\u5916\u90e8\u4f9d\u8d56\u4e0d\u7a33\u5b9a\u7684\u751f\u4ea7\u73af\u5883\u4e2d\uff0c\u5176\u89c4\u5212\u7684\u5065\u58ee\u6027\u548c\u5bb9\u9519\u6027\u5c06\u9762\u4e34\u4e25\u5cfb\u8003\u9a8c\u3002\u8fd9\u5e76\u975eOpenMolt\u72ec\u6709\u4e4b\u56f0\uff0c\u5374\u662f\u5b83\u5fc5\u987b\u56de\u7b54\u7684\u6838\u5fc3\u95ee\u9898\u3002\u6b64\u5916\uff0c\u4f5c\u4e3a\u5f00\u6e90\u9879\u76ee\uff0c\u5176\u957f\u671f\u6d3b\u529b\u53d6\u51b3\u4e8e\u80fd\u5426\u56f4\u7ed5\u6838\u5fc3\u7684\u201c\u7a0b\u5e8f\u5316\u201d\u7406\u5ff5\uff0c\u6784\u5efa\u8d77\u4e00\u4e2a\u5f3a\u5927\u7684\u5de5\u5177\u4e0e\u96c6\u6210\u751f\u6001\uff0c\u5426\u5219\u6613\u6ca6\u4e3a\u53c8\u4e00\u4e2a\u9700\u8981\u5927\u91cf\u80f6\u6c34\u4ee3\u7801\u7684\u201c\u534a\u6210\u54c1\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cOpenMolt\u662f\u4e00\u6b21\u6709\u4ef7\u503c\u7684\u8303\u5f0f\u63a2\u7d22\u3002\u5b83\u4e0d\u8bd5\u56fe\u53d6\u60a6\u6240\u6709\u4eba\uff0c\u800c\u662f\u4e3a\u7279\u5b9a\u573a\u666f\u4e0b\u7684\u6280\u672f\u51b3\u7b56\u8005\u63d0\u4f9b\u4e86\u4e00\u4e2a\u66f4\u5177\u5de5\u7a0b\u4e25\u8083\u6027\u7684\u9009\u9879\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u9a8c\u8bc1\u201c\u4ee3\u7801\u5b9a\u4e49\u667a\u80fd\u4f53\u201d\u662f\u5426\u771f\u662f\u89c4\u6a21\u5316\u90e8\u7f72AI\u667a\u80fd\u4f53\u7684\u5fc5\u7ecf\u4e4b\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\">OpenMolt<\/span>\n <\/div>\n<div class=\"comment-content\">OpenMolt lets you build programmatic AI agents in Node.js that think, plan, and act using tools, integrations, and memory \u2014 directly from your codebase.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone \ud83d\udc4b<\/p>\n<p>I’m <a href=\"https:\/\/x.com\/ybouane\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ybouane<\/a> the creator of <strong>OpenMolt<\/strong>, the 4th project I’m launching on 2026! (Feel free to <a href=\"https:\/\/x.com\/ybouane\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">follow my build in public journey on X<\/a>)<\/p>\n<p>I started building it because most AI agent tools I tried were designed primarily as <strong>chat assistants<\/strong>. That works well for personal workflows, but it becomes harder to use them inside real applications.<\/p>\n<p>For example, imagine a SaaS backend receiving a request like:<\/p>\n<pre><code>POST \/generate-report<\/code><\/pre>\n<p>Instead of running a fixed pipeline, an <strong>agent could decide how to complete the task<\/strong>:<\/p>\n<ul>\n<li>\n<p>gather data<\/p>\n<\/li>\n<li>\n<p>call APIs<\/p>\n<\/li>\n<li>\n<p>generate outputs<\/p>\n<\/li>\n<li>\n<p>update systems<\/p>\n<\/li>\n<\/ul>\n<p>That\u2019s the idea behind OpenMolt.<\/p>\n<p>It\u2019s an <strong>open-source framework for programmatic AI agents in Node.js<\/strong>, where agents are defined directly in code with:<\/p>\n<ul>\n<li>\n<p>instructions<\/p>\n<\/li>\n<li>\n<p>tools<\/p>\n<\/li>\n<li>\n<p>integrations<\/p>\n<\/li>\n<li>\n<p>memory<\/p>\n<\/li>\n<\/ul>\n<p>When triggered, the agent runs a <strong>planning + execution loop<\/strong>, deciding which tools to use to complete the task.<\/p>\n<p>Some current features:<\/p>\n<ul>\n<li>\n<p>tool and API integrations<\/p>\n<\/li>\n<li>\n<p>short-term and long-term memory<\/p>\n<\/li>\n<li>\n<p>scheduling<\/p>\n<\/li>\n<li>\n<p>CLI runner<\/p>\n<\/li>\n<li>\n<p>capability-based permissions (agents only access the tools you explicitly allow)<\/p>\n<\/li>\n<\/ul>\n<p>The goal is to make AI agents behave more like <strong>software systems<\/strong> than prompt scripts.<\/p>\n<p>OpenMolt is still early, and I\u2019m really interested in hearing from developers:<\/p>\n<ul>\n<li>\n<p>Would you use agents like this inside a backend or SaaS product?<\/p>\n<\/li>\n<li>\n<p>What integrations or capabilities would you expect?<\/p>\n<\/li>\n<\/ul>\n<p>Happy to answer any questions or dive deeper into the architecture.<\/p>\n<p>Thanks for checking it out \ud83d\ude4f<\/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\/@ybouane\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ybouane<\/a> Congratulations on the launch! Just a quick quest: what’s one real-world SaaS backend use case you’ve tested with OpenMolt, and how did its planning loop handle edge cases like API failures?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Code-first agent definition in Node.js is the right call. Most agent frameworks add abstraction layers that make simple things easy but complex things impossible. Being able to define tools, memory, and permissions directly in your codebase means you can version control your agents the same way you version control everything else.<\/p>\n<p>The capability-based permissions model is what separates this from “just call an LLM with tools.” Giving an agent access to your database without scoping exactly what it can touch is a non-starter in production.<\/p>\n<p>Question: for the planning + execution loop, how does it handle cases where the plan becomes invalid mid-execution? For example, if step 2 of a 4-step plan fails and the fallback changes what step 3 should be, does the agent re-plan from scratch or patch the existing plan?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>The tension between “code-first” and “no-code” positioning is fascinating and feels like you’re carving out a middle ground for technical users who want control without rebuilding from scratch. Open-source in the agent space is still rare enough to be differentiating but curious how you’re thinking about commercial sustainability. Are you targeting self-hosted enterprise deployments or building managed services on top? MENA markets especially struggle with vendor lock-in on Western platforms, so portability could be a huge unlock.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ielrefaae\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ielrefaae<\/a> No plans to commercialize it for now. The goal is really to just build a useful opensource tool to let programmers leverage ai agents in their programs.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Treating AI agents as backend services triggered by API endpoints rather than chat interfaces is the right abstraction for production use \u2014 most real-world automation needs to run headless without a human in the loop. The capability-based permissions model is a smart safety default \u2014 does OpenMolt support scoping agent permissions dynamically per request, or are they fixed at agent definition 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\/@svyat_dvoretski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@svyat_dvoretski<\/a> Code-first agent definition is underappreciated. Most frameworks force you into YAML or proprietary DSLs. Using Node.js for instructions and tools means you get proper IDE support and can compose logic naturally. OpenMolt’s planning + execution loop handles state through long-term and short-term memory stores with persistence callbacks, which helps agents carry context across multi-step workflows and sessions.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 glad someone built this as open source. I’ve been stitching together LangGraph + FastAPI for agent-powered endpoints and it’s messy. The permission scoping per agent is a nice touch \u2014 I learned the hard way that giving an agent full filesystem access “just for testing” is a terrible idea lol. One thing I’d want to know: how does memory persistence work between restarts? Like if I deploy this on a basic VPS, does the agent remember previous runs or do I need to wire up my own storage?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Treating AI agents as backend services rather than chat interfaces is the right abstraction for production use. Most real automation needs to run headless without a human in the loop, and the fact that you can trigger agents from API endpoints makes this immediately useful for SaaS backends.<\/p>\n<\/p>\n<p>The capability-based permissions model is a nice touch for security. Can you scope permissions per-request, or are they fixed at agent definition time? Being able to dynamically restrict what an agent can access based on the incoming request context would be a big win for multi-tenant setups.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#8<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/XQ46JRJWWTTQMM\" class=\"app-title\">Startup Archive<\/a><\/p>\n<div class=\"one-liner\">Stop burning money keeping your startup online<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">124<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5e2e\u52a9\u521b\u4e1a\u8005\u5728\u5173\u95ed\u9879\u76ee\u524d\uff0c\u4e3a\u5176\u7f51\u7ad9\u751f\u6210\u53ef\u5d4c\u5165\u4e2a\u4eba\u4f5c\u54c1\u96c6\u7684\u89c6\u89c9\u5316\u9759\u6001\u5b58\u6863\uff0c\u89e3\u51b3\u9879\u76ee\u201c\u50f5\u5c38\u5316\u201d\u540e\u6301\u7eed\u6d88\u8017\u670d\u52a1\u5668\u6210\u672c\u5374\u96be\u4ee5\u5c55\u793a\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\/73b63b4b-e91c-43a4-b438-f6c5d7d428c5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9ae0763b-9a47-4c82-8af0-3649df207740.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ed851a24-71f9-4a71-a54a-01e8e1113b63.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/02bbcdb0-2cd2-45e0-a3ae-98c0bfb7f243.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\">Freelance<\/span><br \/>\n <span class=\"tag\">Side Project<\/span><br \/>\n <span class=\"tag\">Vibe coding<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u9879\u76ee\u5b58\u6863<\/span><br \/>\n <span class=\"tag\">\u4f5c\u54c1\u96c6\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6210\u672c\u8282\u7ea6<\/span><br \/>\n <span class=\"tag\">\u521b\u4e1a\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u9759\u6001\u5feb\u7167<\/span><br \/>\n <span class=\"tag\">\u7f51\u9875\u622a\u56fe<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u9057\u4ea7<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1\u8005<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u751f\u547d\u5468\u671f\u7ba1\u7406<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u5171\u9e23\u201c\u50f5\u5c38\u9879\u76ee\u201d\u6301\u7eed\u70e7\u94b1\u7684\u75db\u70b9\uff0c\u8ba4\u53ef\u4ea7\u54c1\u5c06\u201c\u5173\u95ed\u201d\u8f6c\u5316\u4e3a\u201c\u5b58\u6863\u201d\u7684\u60c5\u611f\u4ef7\u503c\u3002\u6838\u5fc3\u5173\u6ce8\u70b9\u5728\u4e8e\uff1a\u5b58\u6863\u662f\u5426\u4e3a\u591a\u9875\u9762\u9759\u6001\u5feb\u7167\u3001\u672a\u6765\u6062\u590d\u7684\u53ef\u80fd\u6027\uff0c\u4ee5\u53ca\u5efa\u8bae\u589e\u52a0\u201c\u521b\u4e1a\u9879\u76ee\u516c\u5893\u201d\u516c\u5171\u753b\u5eca\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 Startup Archive \u5207\u5165\u4e86\u4e00\u4e2a\u5fae\u5c0f\u5374\u5c16\u9510\u7684\u5229\u57fa\u5e02\u573a\uff1a\u6570\u5b57\u65f6\u4ee3\u7684\u201c\u9879\u76ee\u6ba1\u846c\u4e1a\u201d\u3002\u5b83\u8868\u9762\u4e0a\u5356\u7684\u662f\u6280\u672f\u5de5\u5177\uff08\u81ea\u52a8\u622a\u56fe\u4e0e\u5d4c\u5165\u4ee3\u7801\uff09\uff0c\u5b9e\u9645\u515c\u552e\u7684\u662f\u4e00\u79cd\u201c\u5fc3\u7406\u8bb8\u53ef\u201d\u2014\u2014\u5141\u8bb8\u521b\u4e1a\u8005\u4f53\u9762\u5730\u5ba3\u544a\u9879\u76ee\u6b7b\u4ea1\uff0c\u800c\u975e\u4efb\u5176\u5728\u4e91\u7aef\u5931\u8840\u800c\u4ea1\u3002\u5176\u771f\u6b63\u7684\u98a0\u8986\u6027\u5728\u4e8e\uff0c\u5b83\u91cd\u65b0\u5b9a\u4e49\u4e86\u201c\u5931\u8d25\u201d\u9879\u76ee\u7684\u4ef7\u503c\u7ec8\u70b9\uff1a\u4ece\u7ebf\u4e0a\u6301\u7eed\u6d88\u8017\u6210\u672c\u7684\u5c34\u5c2c\u5b58\u5728\uff0c\u8f6c\u53d8\u4e3a\u7ebf\u4e0b\u4f5c\u54c1\u96c6\u4e2d\u4e00\u4e2a\u53ef\u5c55\u793a\u3001\u53ef\u8bb2\u8ff0\u7684\u9759\u6001\u52cb\u7ae0\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5de7\u5999\u5730\u5c06\u201c\u6210\u672c\u4e2d\u5fc3\u201d\uff08\u5173\u95ed\u670d\u52a1\u5668\uff09\u4e0e\u201c\u4ef7\u503c\u4e2d\u5fc3\u201d\uff08\u4e30\u5bcc\u4f5c\u54c1\u96c6\uff09\u6346\u7ed1\u9500\u552e\uff0c\u89e3\u51b3\u4e86\u521b\u4e1a\u8005\u6700\u6df1\u5c42\u7684\u77db\u76fe\u5fc3\u7406\uff1a\u5bf9\u5fc3\u8840\u7684\u60c5\u611f\u4f9d\u604b\u4e0e\u5bf9\u73b0\u5b9e\u6210\u672c\u7684\u7406\u6027\u8ba4\u77e5\u4e4b\u95f4\u7684\u51b2\u7a81\u3002\u8bc4\u8bba\u4e2d\u201c\u627f\u8ba4\u5931\u8d25\u201d\u4e0e\u201c\u5c55\u793a\u5b66\u4e60\u6210\u679c\u201d\u7684\u5bf9\u6bd4\uff0c\u7cbe\u51c6\u5370\u8bc1\u4e86\u8fd9\u4e00\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u7684\u5929\u82b1\u677f\u4e5f\u6e05\u6670\u53ef\u89c1\u3002\u4f5c\u4e3a\u5de5\u5177\uff0c\u5176\u529f\u80fd\u58c1\u5792\u4e0d\u9ad8\uff1b\u5176\u201c\u9759\u6001\u5feb\u7167\u201d\u7684\u672c\u8d28\uff0c\u4e5f\u5f15\u51fa\u4e86\u5173\u4e8e\u4ea4\u4e92\u6027\u4e22\u5931\u4e0e\u672a\u6765\u201c\u590d\u6d3b\u201d\u53ef\u80fd\u6027\u7684\u7591\u95ee\u3002\u5b83\u66f4\u50cf\u4e00\u4e2a\u7279\u5b9a\u751f\u547d\u5468\u671f\uff08\u9879\u76ee\u7ec8\u7ed3\u671f\uff09\u7684\u6b62\u75db\u836f\uff0c\u800c\u975e\u8d2f\u7a7f\u59cb\u7ec8\u7684\u7ef4\u4ed6\u547d\u3002\u957f\u8fdc\u770b\uff0c\u5176\u6700\u5927\u4ef7\u503c\u6216\u8bb8\u4e0d\u5728\u4e8e\u5b58\u6863\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u901a\u8fc7\u805a\u96c6\u5927\u91cf\u201c\u5931\u8d25\u201d\u6848\u4f8b\uff0c\u5f62\u6210\u4e00\u4e2a\u72ec\u7279\u7684\u201c\u521b\u4e1a\u5893\u5fd7\u94ed\u201d\u6570\u636e\u5e93\uff0c\u8fd9\u6216\u8bb8\u662f\u5176\u8bc4\u8bba\u4e2d\u5efa\u8bae\u7684\u201c\u516c\u5171\u753b\u5eca\u201d\u7684\u6df1\u5c42\u4ef7\u503c\u2014\u2014\u4ece\u4e2a\u4eba\u5fc3\u7406\u5b89\u6170\uff0c\u5347\u7ea7\u4e3a\u884c\u4e1a\u96c6\u4f53\u8bb0\u5fc6\u4e0e\u7ecf\u9a8c\u5b66\u4e60\u7684\u5b9d\u5e93\u3002\u5f53\u524d\u4ea7\u54c1\u662f\u89e3\u51b3\u4e2a\u4eba\u75db\u70b9\u7684\u4f18\u96c5\u65b9\u6848\uff0c\u4f46\u82e5\u6b62\u6b65\u4e8e\u6b64\uff0c\u5219\u6613\u88ab\u6a21\u4eff\u4e14\u589e\u957f\u6709\u9650\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\">Startup Archive<\/span>\n <\/div>\n<div class=\"comment-content\">Capture a visual snapshot of your startup before you shut it down. Embed it in your portfolio, and compare changes over time.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi! I’ve been running a few side-projects (“startups”) for some time, even way after they stop receiving any traffic. This is costly and depending on the project it could be a few bucks a month, or a surprise bill after bot traffic, a DDoS attack, etc.<\/p>\n<p>In my case it was <a href=\"https:\/\/StoryScapeAI.app\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">StoryScapeAI.app<\/a> (the domain was supposed to have expired already, but I forgot to disable auto-renewal \ud83e\udd26). Last traffic was sometime in 2024, and I was still paying for an always-on database instance.<\/p>\n<p>I had to shut it down (I didn’t) to save some money, but I also wanted to showcase it on my personal site (portfolio), since it’s a “recent” project and the first one with actual users and revenue.<\/p>\n<p>That’s why I built Startup Archive: to take one last snapshot before shutting it down and moving on to the next one. <\/p>\n<p>You can easily embed your archived project on your site. It supports different frames, light and dark mode screenshots, and auto-scrolling.<\/p>\n<p>Give it a try! You can archive one startup for free with the above discount code \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Every indie developer has that graveyard of side projects still silently burning hosting costs because shutting them down feels like admitting defeat \u2014 this reframes the shutdown as a proper archival moment instead. The embeddable portfolio snapshot is the key feature that makes this actionable rather than just sentimental. Would be great to see a “startup graveyard” public gallery where makers can share their archived projects and the lessons learned.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@svyat_dvoretski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@svyat_dvoretski<\/a> Hope this helps \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>Ha, I literally have a project sitting in docker compose down on my server for months because I can’t bring myself to delete it. Still paying for the disk space. The portfolio embed is what makes this more than just a screenshot tool \u2014 it’s actually a reason to finally pull the plug. Can it capture multiple pages or just the landing page? Some of my dead projects had cool inner pages that I’d want to show off too.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vibewrench\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vibewrench<\/a> It works for up to 5 extra pages. Give it a try!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice one! I will share it with a few builders. Everyone wants to keep their projects visible somehow, and indeed, sometimes this might not be worth the cost if they are only consuming resources.<\/p>\n<\/p>\n<p>Congrats on the product and the launch \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@andreitudor14\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andreitudor14<\/a> Yup, we’ve all been there \ud83d\ude42<\/p>\n<p>Thanks for the support <3<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Man, I was just looking at your homepage, <a href=\"https:\/\/www.producthunt.com\/@abpxa_\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"abpxa_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abpxa_<\/a>. The way you show those ghost server costs is too real. I\u2019ve definitely paid for domains and databases I forgot were even running just because I didn’t want to lose the work.<\/p>\n<p>The interactive frame you built for the snapshots looks clean. Huge upvote for this!\ud83d\udc4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@taimur_haider1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@taimur_haider1<\/a> Glad you like it \ud83e\udd20!<\/p>\n<p>Thanks for the support <3<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This hits close. I know at least two founders who continue paying $50- $ 100\/month in hosting for a project with no traffic because they haven’t shut it down. Letting go of something you built is harder than it sounds. What does “archive” look like in practice? Is it a static snapshot of the site, or does it preserve any functionality? And what happens if you want to bring it back live \u2014 is the reverse process straightforward?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@aitubespark\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aitubespark<\/a> Yup. It’s a static snapshot. Reversing would be nice \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>That’s actually a really cool idea. Everyone is taking their shot and showcasing what you learned building something, even if it didn’t blow up is nice.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@erik_markk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@erik_markk<\/a> Thanks for the support <3<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/MSQBKUEB77L2YU\" class=\"app-title\">AI Website Redesign by Shuffle<\/a><\/p>\n<div class=\"one-liner\">Watch multiple AI models redesign your website side-by-side<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">117<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5141\u8bb8\u7528\u6237\u8f93\u5165\u7f51\u5740\u548c\u8bbe\u8ba1\u613f\u666f\uff0c\u5e76\u5b9e\u65f6\u3001\u5e76\u884c\u5bf9\u6bd4\u591a\u4e2a\u9876\u5c16AI\u6a21\u578b\uff08\u5982Claude\u3001GPT\u3001Gemini\u3001Kimi\uff09\u7f51\u7ad9\u91cd\u8bbe\u8ba1\u65b9\u6848\u7684\u5728\u7ebf\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u8bbe\u8ba1\u5e08\u3001\u673a\u6784\u5728\u83b7\u53d6\u7075\u611f\u3001\u5411\u5ba2\u6237\u63d0\u6848\u65f6\u6548\u7387\u4f4e\u4e0b\u3001\u65b9\u5411\u5355\u4e00\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\/2d1401fa-c6a6-4ebc-802b-8af68b45e3de.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\/def962e9-5d38-43c5-9c43-8de4abc8a1af.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=3dKJOY5s2xA\"><source src=\"https:\/\/www.youtube.com\/watch?v=3dKJOY5s2xA\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Design Tools<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f51\u9875\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u578b\u5bf9\u6bd4<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u7075\u611f\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u7f51\u7ad9\u91cd\u6784<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u63d0\u6848\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u9884\u89c8<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u5bfc\u51fa<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AIGC\u5e94\u7528<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u591a\u6a21\u578b\u5e76\u884c\u5bf9\u6bd4\u7684\u521b\u610f\u4e0e\u5b9e\u7528\u6027\uff0c\u5c24\u5176\u8ba4\u53ef\u5176\u5728\u5ba2\u6237\u63d0\u6848\u548c\u7075\u611f\u751f\u6210\u573a\u666f\u7684\u4ef7\u503c\u3002\u4e3b\u8981\u5efa\u8bae\u5305\u62ec\uff1a\u9700\u63d0\u4f9b\u6a21\u578b\u9009\u62e9\u7684\u51b3\u7b56\u903b\u8f91\u4ee5\u9632\u7528\u6237\u9677\u5165\u9009\u62e9\u56f0\u96be\uff1b\u6838\u5fc3\u5173\u5207\u662f\u751f\u6210\u7684\u8bbe\u8ba1\u662f\u5426\u53ef\u7f16\u8f91\u53ca\u5bfc\u51fa\u4ee3\u7801\uff0c\u5b98\u65b9\u56de\u590d\u786e\u8ba4\u652f\u6301\u53ef\u89c6\u5316\u7f16\u8f91\u53ca\u591a\u79cd\u6280\u672f\u6808\u4ee3\u7801\u5bfc\u51fa\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\u5de7\u5999\u5730\u907f\u5f00\u4e86\u201c\u54ea\u4e2aAI\u66f4\u5f3a\u201d\u7684\u65e0\u8c13\u4e89\u8bba\uff0c\u8f6c\u800c\u5c06\u5dee\u5f02\u672c\u8eab\u5546\u54c1\u5316\u3002\u5b83\u7684\u6838\u5fc3\u4ef7\u503c\u5e76\u975eAI\u7684\u201c\u8bbe\u8ba1\u80fd\u529b\u201d\u2014\u2014\u8fd9\u4ecd\u662f\u9ed1\u7bb1\u4e14\u8d28\u91cf\u4e0d\u7a33\u7684\u2014\u2014\u800c\u5728\u4e8e\u521b\u9020\u4e86\u4e00\u4e2a**\u53ef\u6bd4\u8f83\u7684\u51b3\u7b56\u73af\u5883**\u3002\u901a\u8fc7\u5c06\u591a\u4e2a\u4e3b\u6d41\u6a21\u578b\u7684\u8f93\u51fa\u5e76\u7f6e\uff0c\u5b83\u5c06\u62bd\u8c61\u7684\u201cAI\u8bbe\u8ba1\u201d\u8f6c\u5316\u4e3a\u5177\u8c61\u7684\u3001\u53ef\u4f9b\u5ba2\u6237\u6d4f\u89c8\u548c\u9009\u62e9\u7684\u201c\u65b9\u6848A\/B\/C\/D\u201d\u3002\u8fd9\u6b63\u662f\u5176\u8bc4\u8bba\u4e2d\u201c\u5ba2\u6237\u63d0\u6848\u662f\u6740\u624b\u7ea7\u5e94\u7528\u201d\u4e00\u8bed\u7684\u6df1\u5c42\u903b\u8f91\uff1a\u5b83\u5356\u7684\u4e0d\u662f\u6700\u7ec8\u8bbe\u8ba1\uff0c\u800c\u662f**\u9ad8\u6548\u7387\u7684\u51b3\u7b56\u6d41\u7a0b\u548c\u4ee4\u4eba\u4fe1\u670d\u7684\u6f14\u793a\u6750\u6599**\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u98ce\u9669\u4e5f\u9690\u542b\u4e8e\u6b64\u3002\u9996\u5148\uff0c\u4f5c\u4e3a\u201c\u7075\u611f\u751f\u6210\u5668\u201d\u6216\u201c\u63d0\u6848\u52a0\u901f\u5668\u201d\u5b83\u662f\u51fa\u8272\u7684\uff0c\u4f46\u82e5\u60f3\u6df1\u5165\u8bbe\u8ba1\u5de5\u4f5c\u6d41\uff0c\u5176\u201c\u4e00\u6b21\u6027\u751f\u6210\u201d\u7684\u7279\u6027\uff08\u5c3d\u7ba1\u53ef\u540e\u7eed\u7f16\u8f91\uff09\u4e0e\u4e13\u4e1a\u8bbe\u8ba1\u8fc7\u7a0b\u6240\u9700\u7684\u53cd\u590d\u3001\u7cbe\u7ec6\u8c03\u6574\u4ecd\u6709\u9e3f\u6c9f\u3002\u5176\u6b21\uff0c\u6b63\u5982\u654f\u9510\u7528\u6237\u6307\u51fa\u7684\uff0c\u63d0\u4f9b\u201c\u66f4\u591a\u9009\u9879\u201d\u53ef\u80fd\u52a0\u5267\u51b3\u7b56\u762b\u75ea\u3002\u4ea7\u54c1\u76ee\u524d\u5c06\u9009\u62e9\u6743\u5b8c\u5168\u4ea4\u7ed9\u7528\u6237\uff0c\u672a\u6765\u9700\u8fdb\u5316\u51fa\u57fa\u4e8e\u4e1a\u52a1\u76ee\u6807\uff08\u5982\u63d0\u5347\u8f6c\u5316\u7387\uff09\u7684\u63a8\u8350\u903b\u8f91\uff0c\u624d\u80fd\u4ece\u201c\u9009\u9879\u5c55\u793a\u53f0\u201d\u5347\u7ea7\u4e3a\u201c\u667a\u80fd\u51b3\u7b56\u4f19\u4f34\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0c\u8fd9\u662f\u4e00\u4e2a\u5e02\u573a\u5b9a\u4f4d\u7cbe\u51c6\u7684\u201c\u6760\u6746\u5de5\u5177\u201d\u3002\u5b83\u4e0d\u66ff\u4ee3\u8bbe\u8ba1\u5e08\uff0c\u800c\u662f\u7528\u6781\u4f4e\u6210\u672c\u4e3a\u8bbe\u8ba1\u5e08\u548c\u673a\u6784\u6279\u91cf\u751f\u4ea7\u201c\u8bbe\u8ba1\u79cd\u5b50\u201d\u548c\u6c9f\u901a\u7b79\u7801\u3002\u5176\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u6216\u8bb8\u4e0d\u5728\u4e8e\u63a5\u5165\u7684\u6a21\u578b\u6570\u91cf\uff08\u8fd9\u6613\u88ab\u590d\u5236\uff09\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u6784\u5efa\u4e00\u4e2a\u56f4\u7ed5\u4f18\u8d28\u63d0\u793a\u8bcd\u548c\u751f\u6210\u6848\u4f8b\u7684\u793e\u533a\uff0c\u4ee5\u53ca\u80fd\u5426\u5c06\u53ef\u89c6\u5316\u7f16\u8f91\u4e0e\u4ee3\u7801\u5bfc\u51fa\u4f53\u9a8c\u505a\u5230\u65e0\u7f1d\uff0c\u4ece\u800c\u771f\u6b63\u6263\u4f4f\u4ece\u7075\u611f\u5230\u843d\u5730\u7684\u5b8c\u6574\u94fe\u6761\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 Website Redesign by Shuffle<\/span>\n <\/div>\n<div class=\"comment-content\">Paste a URL and describe your vision. Watch multiple AI models redesign your website side by side.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey \ud83d\udc4b<\/p>\n<p>We just added a new product with a multi-AI view: <a href=\"https:\/\/shuffle.dev\/ai-website-redesign\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">AI Website Redesign<\/a>.<\/p>\n<p>Paste a URL and see how leading AI models redesign it in real time. <\/p>\n<p><strong>The first users use it for:<\/strong><br \/>\u2705 Redesigning outdated sites<br \/>\u2705 Pitching redesigns to clients<br \/>\u2705 Generating design inspiration<\/p>\n<p>At the moment, it supports Claude Opus 4.6, GPT 5.4, Gemini 3.1, and Kimi 2.5<\/p>\n<p>Share your prompts & results (each has a unique link), and we\u2019ll post the best ones in example sections!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@dawid_andrzejewski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dawid_andrzejewski<\/a> Hey! \ud83d\udc4b<br \/>This looks awesome \u2014 the multi-AI redesign view is a really cool idea. Being able to compare outputs from Claude, GPT, Gemini, and Kimi side-by-side sounds super useful for design inspiration and client pitches. Excited to try it out! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch, <a href=\"https:\/\/www.producthunt.com\/@dawid_andrzejewski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dawid_andrzejewski<\/a>. <\/p>\n<p>The parallel model approach is amazing. It is rare to see Claude and GPT working side-by-side like this.<\/p>\n<p>I noticed a strategic risk on the page. You are selling <strong>More Options<\/strong>. However, for a business owner, more options usually means more indecision. I think your messaging misses a huge opportunity to talk about Selection Logic. If you show them how to pick the version that drives the most revenue, your retention will stay high. <\/p>\n<p>I want to see this tool win.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Interesting idea comparing multiple AI redesigns side-by-side. Seeing different model outputs for the same site could actually make design decisions much easier. Curious which models perform best for real-world websites.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Each model has its own “taste”. \u263a\ufe0f You need to try it and choose the one that works best for your use case.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Incredible ! and very generous free tier (I’m not affiliated, I just enjoyed using it)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I pasted one of my pages just to test it out and man… it was surprisingly useful when I saw multiple AI redesigns side by side. It’s definitely a good way to quickly explore different design directions.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Great idea! Watching multiple AI models redesign a website side-by-side is a powerful way to compare creativity and choose the best design. AI Website Redesign by Shuffle could make web design faster and smarter. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\">The client pitch use case is clever. Generating multiple redesign directions in minutes instead of days of mockup work could save agencies a lot of time. Can you iterate on a specific model’s output, or is it a one-shot generation?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Sounds interesting. Are you limited to some specific CMS, no-code website builders and frameworks, or its technology agnostic?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Generated designs can be edited visually in the Shuffle Editor. You can then export the source code for Next.js, WordPress, and other popular technologies.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Running Claude, GPT, Gemini, and Kimi side-by-side on the same URL turns model comparison from an abstract benchmark into something designers can actually evaluate visually in context. The client pitch use case is the killer angle here \u2014 showing three redesign directions generated in minutes beats spending a week on speculative mockups. Can you export the generated designs as editable code, or is it primarily for visual inspiration?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@svyat_dvoretski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@svyat_dvoretski<\/a> Hey, yes, and we support multiple export formats. You can export code as Next.js project, Laravel (with Blade templates), Symfony (with Twig templates), plain HTML, or as a WordPress theme.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/CZSGNMHRK7WQZC\" class=\"app-title\">Rainfrog<\/a><\/p>\n<div class=\"one-liner\">Mix, match, and create stunning consistent campaign visuals<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">113<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Rainfrog\u662f\u4e00\u6b3e\u901a\u8fc7\u8282\u70b9\u5f0f\u6df7\u642d\u7cfb\u7edf\uff0c\u8ba9\u7528\u6237\u65e0\u9700\u590d\u6742\u63d0\u793a\u8bcd\u5373\u53ef\u5feb\u901f\u751f\u6210\u98ce\u683c\u7edf\u4e00\u3001\u7b26\u5408\u54c1\u724c\u65b9\u5411\u7684\u9ad8\u8d28\u91cf\u8425\u9500\u89c6\u89c9\u8d44\u4ea7\uff08\u5982\u65f6\u5c1a\u5927\u7247\u3001\u4ea7\u54c1\u56fe\u3001UGC\u5185\u5bb9\uff09\u7684AI\u5de5\u5177\uff0c\u4e3b\u8981\u670d\u52a1\u4e8e\u65f6\u5c1a\u54c1\u724c\u3001\u8425\u9500\u4eba\u5458\u548c\u521b\u610f\u673a\u6784\uff0c\u89e3\u51b3\u4e86AI\u751f\u56fe\u96be\u4ee5\u4fdd\u6301\u89c6\u89c9\u4e00\u81f4\u6027\u548c\u7cbe\u51c6\u827a\u672f\u6307\u5bfc\u7684\u884c\u4e1a\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\/b6330115-2c9d-4552-891b-6b5fea3fbe1f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/06cf8e48-b707-4a37-9a45-c41be1923863.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e868a0e4-3c1d-48bf-bac1-12b4b6fb6a5d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/480daac4-bc5a-4af9-a049-ffc3b11f4a10.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ff785f97-6e5d-4349-8667-47a41b41f1d1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e9dc9f81-3dce-4c1d-93a5-578607cd2957.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\/196710b8-8772-4b9e-a8b1-fe16886fae92.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=9os6nUtXiXQ\"><source src=\"https:\/\/www.youtube.com\/watch?v=9os6nUtXiXQ\" 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\">Fashion<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Social media marketing<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u56fe\u50cf\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u89c6\u89c9\u8d44\u4ea7<\/span><br \/>\n <span class=\"tag\">\u65f6\u5c1a\u6444\u5f71<\/span><br \/>\n <span class=\"tag\">\u8282\u70b9\u5f0f\u7f16\u8f91<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u4e00\u81f4\u6027<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u65e0\u63d0\u793a\u8bcd\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u521b\u4f5c<\/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\u8ba4\u53ef\u5176\u6e90\u4e8e\u771f\u5b9e\u8bbe\u8ba1\u673a\u6784\u5de5\u4f5c\u6d41\u7684\u53ef\u4fe1\u5ea6\uff0c\u4ee5\u53ca\u8282\u70b9\u6df7\u642d\u7cfb\u7edf\u5bf9\u4fdd\u6301\u89c6\u89c9\u4e00\u81f4\u6027\u7684\u4ef7\u503c\u3002\u6838\u5fc3\u5173\u6ce8\u70b9\u5728\u4e8e\uff1a\u5982\u4f55\u5177\u4f53\u4fdd\u969c\u5927\u6279\u91cf\u751f\u6210\u7684\u54c1\u724c\u4e00\u81f4\u6027\uff08\u5982\u8272\u5f69\u3001\u7248\u5f0f\u9501\u5b9a\uff09\uff1f\u7cfb\u7edf\u5982\u4f55\u5904\u7406\u54c1\u724c\u6307\u5357\u7ea6\u675f\uff1f\u4ee5\u53ca\u5de5\u5177\u5728\u771f\u5b9e\u5de5\u4f5c\u6d41\u4e2d\u7684\u5b9e\u9645\u91c7\u7eb3\u60c5\u51b5\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 Rainfrog\u7684\u4eae\u76f8\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b3e\u65b0\u7684AI\u751f\u56fe\u5de5\u5177\uff0c\u4e0d\u5982\u8bf4\u662f\u4e00\u6b21\u5bf9\u5f53\u524d\u201c\u63d0\u793a\u8bcd\u5de5\u7a0b\u201d\u4e3b\u6d41\u8303\u5f0f\u7684\u7cbe\u51c6\u53cd\u53db\u3002\u5b83\u654f\u9510\u5730\u523a\u4e2d\u4e86AIGC\u5728\u5546\u4e1a\u5e94\u7528\u4e2d\u6700\u6df1\u7684\u4f24\u53e3\uff1a\u5355\u5f20\u56fe\u50cf\u7684\u60ca\u8273\u4e0e\u7cfb\u5217\u5316\u3001\u54c1\u724c\u5316\u89c6\u89c9\u8d44\u4ea7\u6240\u9700\u7684\u9ad8\u5ea6\u53ef\u63a7\u6027\u3001\u4e00\u81f4\u6027\u4e4b\u95f4\u5b58\u5728\u5de8\u5927\u9e3f\u6c9f\u3002\u5176\u5ba3\u79f0\u7684\u201c\u65e0\u9700\u63d0\u793a\u8bcd\u201d\uff0c\u672c\u8d28\u662f\u5c06\u63a7\u5236\u6743\u4ece\u4e0d\u53ef\u9760\u7684\u6587\u672c\u63cf\u8ff0\uff0c\u8f6c\u79fb\u5230\u4e86\u66f4\u63a5\u8fd1\u8bbe\u8ba1\u5e08\u601d\u7ef4\u65b9\u5f0f\u7684\u201c\u53ef\u89c6\u5316\u53c2\u6570\u7cfb\u7edf\u201d\u2014\u2014\u901a\u8fc7\u5bf9\u89d2\u8272\u3001\u4ea7\u54c1\u3001\u73af\u5883\u3001\u98ce\u683c\u7b49\u6a21\u5757\u7684\u8282\u70b9\u5316\u7ec4\u5408\uff0c\u5c06\u62bd\u8c61\u7684\u201c\u54c1\u724c\u8c03\u6027\u201d\u8f6c\u5316\u4e3a\u53ef\u91cd\u590d\u8c03\u7528\u7684\u5de5\u7a0b\u7ec4\u4ef6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u771f\u6b63\u4ef7\u503c\uff0c\u4e0d\u5728\u4e8e\u5176\u6280\u672f\u5e95\u5c42\u662f\u5426\u5177\u6709\u98a0\u8986\u6027\uff0c\u800c\u5728\u4e8e\u5176\u4ea7\u54c1\u54f2\u5b66\u6e90\u4e8e\u4e00\u7ebf\u8bbe\u8ba1\u673a\u6784\u7684\u201c\u8840\u6cea\u6559\u8bad\u201d\u3002\u8fd9\u4f7f\u5176\u907f\u514d\u4e86\u7eaf\u6280\u672f\u56e2\u961f\u5bb9\u6613\u9677\u5165\u7684\u201c\u70ab\u6280\u9677\u9631\u201d\uff0c\u76f4\u6307\u5546\u4e1a\u751f\u4ea7\u7684\u6838\u5fc3\uff1a\u901f\u5ea6\u3001\u53ef\u63a7\u4e0e\u6279\u6b21\u4e00\u81f4\u6027\u3002\u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u4e5f\u540c\u6837\u6e05\u6670\uff1a\u9996\u5148\uff0c\u201c\u8282\u70b9\u201d\u7cfb\u7edf\u5728\u964d\u4f4e\u63d0\u793a\u8bcd\u95e8\u69db\u7684\u540c\u65f6\uff0c\u662f\u5426\u4f1a\u6784\u5efa\u8d77\u65b0\u7684\u5b66\u4e60\u66f2\u7ebf\uff1f\u5176\u6b21\uff0c\u5c06\u98ce\u683c\u201c\u5de5\u7a0b\u5316\u201d\u7684\u80cc\u540e\uff0c\u662f\u4f9d\u8d56\u4e8e\u5bf9\u73b0\u6709\u98ce\u683c\u5e93\u7684\u5c01\u88c5\uff0c\u8fd8\u662f\u80fd\u771f\u6b63\u7406\u89e3\u5e76\u7075\u6d3b\u6f14\u7ece\u54c1\u724c\u57fa\u56e0\uff1f\u8fd9\u51b3\u5b9a\u4e86\u5b83\u7684\u5929\u82b1\u677f\u662f\u9ad8\u6548\u7684\u201c\u98ce\u683c\u6a21\u677f\u5957\u7528\u673a\u201d\uff0c\u8fd8\u662f\u771f\u6b63\u5177\u6709\u827a\u672f\u6307\u5bfc\u80fd\u529b\u7684\u667a\u80fd\u4f19\u4f34\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7528\u6237\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u5982\u4f55\u9501\u5b9a\u54c1\u724c\u6307\u5357\u201d\u7684\u8ffd\u95ee\uff0c\u6b63\u662f\u51fb\u4e2d\u4e86\u8981\u5bb3\u3002\u5982\u679cRainfrog\u80fd\u5c06\u5176\u201c\u4e00\u81f4\u6027\u201d\u4f18\u52bf\uff0c\u6df1\u5316\u4e3a\u5bf9\u54c1\u724c\u8272\u5f69\u4f53\u7cfb\u3001\u5b57\u4f53\u89c4\u8303\u3001\u6784\u56fe\u903b\u8f91\u7684\u521a\u6027\u7ea6\u675f\u4e0e\u67d4\u6027\u5b66\u4e60\u80fd\u529b\uff0c\u5b83\u5c06\u4ece\u4e00\u4e2a\u4f18\u79c0\u7684\u6279\u91cf\u751f\u4ea7\u5de5\u5177\uff0c\u5347\u7ea7\u4e3a\u54c1\u724c\u6570\u5b57\u8d44\u4ea7\u7684\u6cbb\u7406\u5e73\u53f0\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u9a8c\u8bc1\u4e00\u4e2a\u5173\u952e\u547d\u9898\uff1a\u5728\u5546\u4e1a\u521b\u610f\u9886\u57df\uff0cAI\u7684\u4ef7\u503c\u7ec8\u70b9\u6216\u8bb8\u4e0d\u662f\u6781\u81f4\u7684\u201c\u5f00\u653e\u81ea\u7531\u5ea6\u201d\uff0c\u800c\u662f\u63d0\u4f9b\u4e00\u5957\u517c\u5177\u7075\u6d3b\u6027\u3001\u53ef\u9760\u6027\u4e0e\u901f\u5ea6\u7684\u201c\u9ad8\u8d28\u91cf\u7ea6\u675f\u7cfb\u7edf\u201d\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Rainfrog<\/span>\n <\/div>\n<div class=\"comment-content\">Give only directions\u2014no more wrestling with prompts. Rainfrog intelligently combines your chosen characters, products, environments, and styles to engineer perfect, campaign-level visuals in seconds. Built for fashion shoots, product campaigns, UGC, and interiors: fast, consistent, and fully controllable.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! \ud83d\udc4b I’m Filippo (@FiloPietra), co-founder of Rainfrog.<\/p>\n<p>A few weeks ago we launched Rainfrog, born directly from the daily workflow at my brother\/co-founder’s digital design agency, Pezzo di Studio (pezzodistudio.com)\u2014where we craft fashion campaigns, 3D art, and digital experiences for brands every day.<\/p>\n<p>We kept hitting the same bottlenecks: clients wanted fast, consistent, on-brand visuals for fashion shootings, product placements, UGC, e-comm drops, and full campaigns… but constant prompt engineering killed speed and “taste.” AI tools gave pretty images, but rarely the exact directional control or coherence brands need.<\/p>\n<p>So we engineered the taste and consistency into the backend. Now with Rainfrog, you just upload your assets (characters, products, etc.), mix & match elements in a node-based system\u2014characters + outfits + environments + styles\u2014no prompts required. <\/p>\n<p>Get photoshoot-ready, campaign-grade visuals in seconds, every time aligned to your vision.<br \/>Built for fashion brands, creators, marketers, and agencies who want pro results without the AI headache.<\/p>\n<p>Sign up here \ud83d\udc49 <a href=\"https:\/\/www.rainfrog.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.rainfrog.ai<\/a> and use code PHFROG-50 to get 50% off your first month of Pro \ud83d\ude0d<\/p>\n<p>Since we’ve been live a bit, we’d love fresh eyes: Does this solve your real workflow pains? What’s the first campaign or UGC you’d build? Feedback on speed\/consistency\/taste?<\/p>\n<p>Upvote if it clicks, drop a comment\u2014I’ll reply to all! \ud83d\ude80<\/p>\n<p>Thanks for hunting, let’s make fashion visuals effortless. \ud83c\udf1f<\/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 like how it focusus on real campaign work like UGC, product shots, and interiors. That\u2019s exactly where fast visuals are needed the most.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@mathew_chang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mathew_chang<\/a> yes, appreciate it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The node-based mix-and-match system for combining characters, products, and environments without prompt engineering solves the biggest pain point in AI-generated campaign visuals \u2014 consistency across a series of images. Born from an actual design agency workflow gives this real credibility over tools built by pure technologists. How does Rainfrog handle brand guidelines \u2014 can you lock specific colors, typography rules, or composition styles as constraints?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@svyat_dvoretski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@svyat_dvoretski<\/a> yes we can do all of that and we ship updates daily. We love building with our customers!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\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 a really interesting direction for creative AI tools @filippo_pietrantonio Most image generators focus on prompts, but real brand workflows depend on consistency, art direction, and repeatability. Turning that into a node-based system instead of prompt engineering feels much closer to how designers actually think and work. Curious to see how agencies adopt this for campaign production.<\/div>\n<div class=\"comment-actions\">\n<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\/@arti_yadav4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arti_yadav4<\/a> thank you so much \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Born from an actual agency workflow -that’s the part that gives me confidence. How many images can you generate in a single campaign batch while keeping the visual consistency?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Nice launch!<\/p>\n<\/p>\n<p>How does Rainfrog maintain visual consistency across campaign assets when combining different characters, products, and environments? Is there a style-locking or reference conditioning system behind the scenes?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@davitausberlin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davitausberlin<\/a> we handle that on the backend \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#11<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/3FQSZ3ZGN4CKXS\" class=\"app-title\">Docket<\/a><\/p>\n<div class=\"one-liner\">Like Jira but for indie devs and AI agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">112<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e13\u4e3a\u72ec\u7acb\u5f00\u53d1\u8005\u548cAI\u5de5\u4f5c\u6d41\u8bbe\u8ba1\u7684\u53d1\u5e03\u4e0e\u4efb\u52a1\u8ffd\u8e2a\u5de5\u5177\uff0c\u901a\u8fc7\u6df1\u5ea6\u96c6\u6210App Store Connect\u548c\u63d0\u4f9bCLI\/MCP\u670d\u52a1\u5668\uff0c\u5728\u5355\u4e00\u5e73\u53f0\u5185\u7edf\u4e00\u7ba1\u7406\u4ece\u7f16\u7801\u3001\u53d1\u5e03\u5230\u8425\u9500\u7684\u5168\u6d41\u7a0b\uff0c\u89e3\u51b3\u4e86\u591a\u5de5\u5177\u5207\u6362\u4e0e\u4fe1\u606f\u5b64\u5c9b\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\/6c47e272-e1de-4d2c-964c-3db2c8c6f364.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5bd23585-08cd-4e96-8c6b-ae8e3b996b7b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/89bcb6eb-b0cd-4548-af15-73dbf7975a80.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/513cf502-0ffa-461a-afc9-1ad84774f432.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ab6182aa-fb22-4e29-9439-22d19f01ceeb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bf7ff640-97d8-4418-9dcd-45bc4e59b83d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Maker Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u53d1\u5e03\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">App Store Connect\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">AI\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">CLI\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">MCP\u670d\u52a1\u5668<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u65e5\u5386<\/span><br \/>\n <span class=\"tag\">\u539f\u751f\u82f9\u679c\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u751f\u547d\u5468\u671f\u7ba1\u7406<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8ba4\u53efASC\u540c\u6b65\u548cAI\u96c6\u6210\u4ef7\u503c\uff0c\u8ba4\u4e3a\u5176\u771f\u6b63\u533a\u522b\u4e8e\u666e\u901a\u770b\u677f\u3002\u6838\u5fc3\u5173\u6ce8\u70b9\u5728\u4e8eAI\u4ee3\u7406\u4e0e\u4eba\u5de5\u64cd\u4f5c\u7684\u51b2\u7a81\u9884\u9632\u3001CLI\u529f\u80fd\u5b8c\u5907\u6027\uff0c\u4ee5\u53ca\u8425\u9500\u4e0e\u5f00\u53d1\u65f6\u95f4\u7ebf\u7684\u53ef\u89c6\u5316\u7edf\u4e00\u3002\u5f00\u53d1\u8005\u56de\u590d\u786e\u8ba4\u4e86\u6570\u636e\u4e00\u81f4\u6027\u4fdd\u969c\u548c\u529f\u80fd\u6269\u5c55\u8ba1\u5212\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 Docket\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u6210\u4e3a\u53e6\u4e00\u4e2aJira\uff0c\u800c\u5728\u4e8e\u91cd\u65b0\u5b9a\u4e49\u201c\u72ec\u7acb\u5f00\u53d1\u8005\u7684\u5de5\u4f5c\u53f0\u201d\u3002\u5b83\u654f\u9510\u5730\u6355\u6349\u5230\u4e86\u4e00\u4e2a\u8d8b\u52bf\uff1a\u5f53AI\u667a\u80fd\u4f53\u6210\u4e3a\u5f00\u53d1\u6d41\u7a0b\u4e2d\u7684\u201c\u534f\u4f5c\u8005\u201d\u65f6\uff0c\u9879\u76ee\u7ba1\u7406\u5de5\u5177\u5fc5\u987b\u4ece\u201c\u4e3a\u4eba\u8bbe\u8ba1\u7684\u754c\u9762\u201d\u6f14\u53d8\u4e3a\u201c\u4e3a\u4eba\u548cAI\u5171\u540c\u8bbe\u8ba1\u7684API\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n 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<\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u660e\u663e\u3002\u5176\u4ef7\u503c\u6df1\u5ea6\u7ed1\u5b9a\u82f9\u679c\u5f00\u53d1\u751f\u6001\uff0c\u5e02\u573a\u5929\u82b1\u677f\u6e05\u6670\u3002\u6240\u8c13\u201c\u4e3a\u72ec\u7acb\u5f00\u53d1\u8005\u670d\u52a1\u201d\u7684\u5b9a\u4f4d\uff0c\u4e5f\u53ef\u80fd\u4e0ePro\u7248\u672c\u7684\u5546\u4e1a\u5316\u4ea7\u751f\u5f20\u529b\u3002\u66f4\u91cd\u8981\u7684\u662f\uff0c\u5176\u6838\u5fc3\u7684\u201cAI\u4ee3\u7406\u534f\u4f5c\u201d\u573a\u666f\u4ecd\u5904\u65e9\u671f\uff0c\u89e3\u51b3\u51b2\u7a81\u7684\u201c\u72b6\u6001\u673a\u201d\u80fd\u5426\u5e94\u5bf9\u590d\u6742\u73b0\u5b9e\u573a\u666f\uff0c\u5c1a\u9700\u8003\u9a8c\u3002\u5b83\u5e76\u975e\u901a\u7528\u89e3\u51b3\u65b9\u6848\uff0c\u800c\u662f\u4e3a\u7279\u5b9a\u7fa4\u4f53\uff08\u82f9\u679c\u7cfb\u72ec\u7acb\u5f00\u53d1\u8005\u3001\u91cd\u5ea6AI\u5de5\u5177\u4f7f\u7528\u8005\uff09\u63d0\u4f9b\u7684\u3001\u9ad8\u5ea6\u5b9a\u5236\u7684\u6548\u7387\u624b\u672f\u5200\u3002\u6210\u529f\u4e0e\u5426\uff0c\u53d6\u51b3\u4e8e\u8fd9\u4e2a\u7fa4\u4f53\u662f\u5426\u8db3\u591f\u5e9e\u5927\uff0c\u4e14\u75db\u70b9\u662f\u5426\u8db3\u591f\u6df1\u5207\uff0c\u613f\u610f\u4e3a\u6b64\u652f\u4ed8\u6ea2\u4ef7\u3002\u5b83\u5c55\u793a\u4e86\u4e00\u6761\u65b0\u8def\uff1a\u5de5\u5177\u4e0d\u518d\u4ec5\u4ec5\u662f\u7ba1\u7406\u7684\u7ec8\u70b9\uff0c\u800c\u662f\u6210\u4e3a\u8fde\u63a5\u4eba\u4e0eAI\u3001\u8fde\u63a5\u5f00\u53d1\u4e0e\u8fd0\u8425\u7684\u667a\u80fd\u4e2d\u95f4\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\">Docket<\/span>\n <\/div>\n<div class=\"comment-content\">Release and task tracker for indie developers. One place for ideas, App Store events, nominations, and marketing content like blog posts and PH launches. Syncs with App Store Connect to import your apps and events. Includes CLI & MCP server for AI workflows – let Claude Code manage tasks from the terminal. Use the global capture to write down thoughts\/ideas without switching context. Native on Mac, iPad, and iPhone with iCloud sync. Free for your first product, 40% off during launch week.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH!<\/p>\n<p>Over the past year I shipped a dozen iOS and visionOS apps and the messy part is not the code but everything that comes after: future release plans, App Store events, featuring nominations, blog drafts, Product Hunt launches, you know the drill.<\/p>\n<p>I wanted to build a place where everything – from bug fixes to midnight ideas – could live, overlay the calendar, and sync with App Store Connect. I didn’t care for sprints, story points, or collaboration features. Just needed a tool to ship my apps more efficiently. We need more developer tools built by indie devs who actually understand the pain of shipping, so Docket is my contribution to that ecosystem.<\/p>\n<p>What makes it different from Trello et al: it connects to ASC directly, has a CLI and MCP server so <a href=\"https:\/\/www.producthunt.com\/products\/claude-code\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"claude-code\" target=\"_blank\" rel=\"noopener\">@Claude Code<\/a> and other AI tools can manage your tasks from the terminal, and tracks launch content (PH posts, HN threads, blog posts) alongside releases. Free for your first project, 40% off Pro for launch week. <\/p>\n<p>What’s the messiest part of your shipping workflow?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@valzevul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@valzevul<\/a> Docket’s App Store Connect sync is the detail that makes this more than another task board. Exposing a CLI and MCP server so Claude Code can manage tasks directly is smart for solo devs juggling multiple apps. The tricky part is conflict resolution when an agent updates via CLI while you’re editing in the UI.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 MCP + Claude Code combo is what got me here honestly. I already live in the terminal for most of my dev work and switching to a board app just to move a card always felt like wasted time. Does the CLI let you set priorities or tags when creating tasks? Would be nice to have Claude auto-tag stuff as bug\/feature while I’m in the middle of coding.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@vibewrench\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vibewrench<\/a> yes, almost everything (including tags) that can be done via UI is accessible via MCP and\/or CLI. If there is something more advanced that I didn’t cover but Claude Code needs, there is `docket –json` that gives a convenient way to get access to pretty much all raw data stored in the app.<\/p>\n<p>I’ve been running it for my projects in this exact setup (claude code + CLI, as MCP needs more tokens) and so far didn’t hit any constraints. The next release will have support for webhooks as well, so if you log a task manually (e.g via the global hotkey, Ctrl+Shift+Space), an AI agent can be notified automatically and vice versa.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 ASC sync is what makes this interesting. For my current launch I’m juggling App Store submission, ASA setup, PH prep, and Reddit posts across Notes, App Store Connect, and random text files. Having that in one place tied to the actual release timeline would save a lot of context switching.<\/p>\n<p>To answer your question: the messiest part for me is coordinating the marketing side with the technical side. The app can be ready but the screenshots, store description, and launch posts are always trailing behind on a separate track with no connection to the build status.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@krisba95\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@krisba95<\/a> Thank you for sharing, hopefully Docket can save you some context switching!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>When building and shipping is instant, isn’t Docket future a pit stop for agents to coordinate and be organized? Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mcarmonas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mcarmonas<\/a> thank you! Yes, I think it’s nice to have something that keeps you visually up-to-date on projects’ progress instead of leaving a bunch of changelog and markdown files I need to query and diff\/compare to each other to figure out what’s going on behind the curtains.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does Docket coordinate tasks created by AI agents via the MCP server or CLI with manual edits from the UI, and how do you prevent conflicts or duplicate updates in the task state?<\/p>\n<\/p>\n<p>Good luck today!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@konstantinalikhanov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@konstantinalikhanov<\/a> thanks, that\u2019s a great question! There is a single source of truth (the database) and access is controlled via a state machine to prevent race conditions and locks, so AI agents and the developer can collaborate on the projects simultaneously. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 App Store Connect sync is the feature that separates this from yet another task board \u2014 indie iOS devs juggling release notes, featuring nominations, and marketing timelines across separate tools is a real workflow mess. Having Claude Code manage tasks via MCP directly from the terminal closes the loop between coding and project management without context switching. Does the calendar overlay show ASC events alongside your custom milestones in a unified timeline view?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@svyat_dvoretski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@svyat_dvoretski<\/a> thanks for checking Docket out! Yes, indeed, the calendar overlay shows your scheduled releases, blog post drafts, ProductHunt launches, etc and also pulls events and nominations from App Store Connects. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/7EM6NCRNQNKSRD\" class=\"app-title\">Lingofable<\/a><\/p>\n<div class=\"one-liner\">Language learning, one story at a time<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">106<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Lingofable\u662f\u4e00\u6b3e\u901a\u8fc7\u63a8\u9001\u53ef\u8bfb\u6027\u7ea698%\u7684\u77ed\u7bc7\u6545\u4e8b\uff0c\u52a8\u6001\u9002\u914d\u7528\u6237\u8bed\u8a00\u6c34\u5e73\uff0c\u89e3\u51b3\u4e2d\u9636\u8bed\u8a00\u5b66\u4e60\u8005\u5bfb\u627e\u65e2\u6709\u8da3\u53c8\u96be\u5ea6\u5408\u9002\u5185\u5bb9\u75db\u70b9\u7684\u79fb\u52a8\u5e94\u7528\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c25a0478-170b-423b-9e02-e7ecf17b315c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/442b9594-0416-42a0-8037-425cdb78e4dc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/beb69419-7683-4319-931d-57bb96676527.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9c9c30e6-de52-45a5-b78f-f5e036bdeb57.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0f4ac96c-5492-45e3-bf98-cbe31bd4f87b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/94fb3e00-0185-4875-82c8-ea165a4b817a.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\">Education<\/span><br \/>\n <span class=\"tag\">Languages<\/span><br \/>\n <span class=\"tag\">Online Learning<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8bed\u8a00\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">\u5206\u7ea7\u9605\u8bfb<\/span><br \/>\n <span class=\"tag\">\u81ea\u9002\u5e94\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">\u77ed\u7bc7\u6545\u4e8b<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u8bcd\u6c47\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">i+1\u7406\u8bba<\/span><br \/>\n <span class=\"tag\">\u6559\u80b2\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u4e2a\u6027\u5316<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8ba4\u53ef\u5176\u89e3\u51b3\u201ci+1\u201d\u5185\u5bb9\u7a7a\u7f3a\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u8ba4\u4e3a\u52a8\u6001\u8c03\u6574\u96be\u5ea6\u662f\u5173\u952e\u4f18\u52bf\u3002\u4e3b\u8981\u53cd\u9988\u96c6\u4e2d\u5728\u5185\u5bb9\u5e93\u7684\u6269\u5c55\u4e0a\uff1a\u8be2\u95ee\u73b0\u6709\u6545\u4e8b\u4f53\u88c1\u3001\u7528\u6237\u80fd\u5426\u81ea\u4e3b\u9009\u62e9\u4e3b\u9898\uff08\u5982\u79d1\u5e7b\u3001\u751f\u6d3b\uff09\uff0c\u4ee5\u53ca\u9664\u82f1\u8bed\u5916\u5176\u4ed6\u8bed\u8a00\u7684\u652f\u6301\u65f6\u95f4\u8868\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 Lingofable\u5207\u5165\u4e86\u4e00\u4e2a\u7cbe\u51c6\u4e14\u957f\u671f\u5b58\u5728\u7684\u5e02\u573a\u7f1d\u9699\uff1a\u8bed\u8a00\u5b66\u4e60\u8005\u7684\u201c\u4e2d\u9636\u7edd\u671b\u4e4b\u8c37\u201d\u3002\u5176\u5ba3\u79f0\u7684\u201c~98%\u53ef\u7406\u89e3\u6027\u201d\u76f4\u63a5\u5bf9\u6807\u8bed\u8a00\u4e60\u5f97\u4e2d\u7684\u201ci+1\u201d\u7406\u8bba\uff0c\u8fd9\u5e76\u975e\u5671\u5934\uff0c\u800c\u662f\u6293\u4f4f\u4e86\u4ece\u6559\u79d1\u4e66\u5230\u539f\u751f\u5185\u5bb9\u8fc7\u6e21\u4e2d\uff0c\u9a71\u52a8\u6301\u7eed\u5b66\u4e60\u7684\u5173\u952e\u2014\u2014\u53ef\u7406\u89e3\u7684\u8f93\u5165\u4e0e\u5185\u5728\u52a8\u673a\u7684\u7ed3\u5408\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u6545\u4e8b\u201d\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u5176\u627f\u8bfa\u7684\u201c\u52a8\u6001\u8c03\u6574\u201d\u5f15\u64ce\u3002\u5982\u679c\u5176\u8bcd\u6c47\u8ffd\u8e2a\u4e0e\u96be\u5ea6\u7b97\u6cd5\u8db3\u591f\u7cbe\u51c6\uff0c\u5b83\u5c06\u4ece\u4e00\u6b3e\u9759\u6001\u7684\u201c\u5206\u7ea7\u9605\u8bfb\u5668\u201d\u8fdb\u5316\u4e3a\u4e00\u4e2a\u4e2a\u6027\u5316\u7684\u201c\u8bed\u8a00\u8f93\u5165\u6d41\u201d\u8c03\u8282\u5668\u3002\u8fd9\u89e3\u51b3\u4e86\u4f20\u7edf\u5206\u7ea7\u8bfb\u7269\u66f4\u65b0\u6162\u3001\u9898\u6750\u7a84\u3001\u65e0\u6cd5\u4f34\u968f\u7528\u6237\u6210\u957f\u7684\u6838\u5fc3\u75db\u70b9\u3002\u521b\u59cb\u56e2\u961f\u4ece\u9605\u8bfb\u7f51\u7edc\u5c0f\u8bf4\u8fbe\u5230\u9ad8\u6c34\u5e73\u7684\u4eb2\u8eab\u7ecf\u5386\uff0c\u4e3a\u4ea7\u54c1\u6ce8\u5165\u4e86\u201c\u5b9e\u8df5\u51fa\u771f\u77e5\u201d\u7684\u52a1\u5b9e\u57fa\u56e0\uff0c\u8fd9\u6bd4\u7eaf\u7cb9\u7684\u6559\u80b2\u7406\u8bba\u66f4\u6709\u8bf4\u670d\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u6280\u672f\u5c42\u9762\uff0c\u5982\u4f55\u7cbe\u51c6\u5b9a\u4e49\u548c\u6d4b\u91cf\u201c98%\u53ef\u7406\u89e3\u6027\u201d\uff1f\u8fd9\u6d89\u53ca\u590d\u6742\u7684\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4e0e\u4e2a\u6027\u5316\u5efa\u6a21\uff0c\u5176\u7b97\u6cd5\u53ef\u9760\u6027\u9700\u8981\u7ecf\u53d7\u5927\u89c4\u6a21\u7528\u6237\u68c0\u9a8c\u3002\u5176\u6b21\uff0c\u5185\u5bb9\u751f\u6001\u7684\u6784\u5efa\u662f\u53e6\u4e00\u5ea7\u5927\u5c71\u3002\u8981\u6301\u7eed\u63d0\u4f9b\u9898\u6750\u591a\u6837\u3001\u8d28\u91cf\u4e0a\u4e58\u4e14\u7248\u6743\u6e05\u6670\u7684\u201ci+1\u201d\u7ea7\u522b\u6545\u4e8b\uff0c\u6210\u672c\u4e0e\u8fd0\u8425\u538b\u529b\u5de8\u5927\uff0c\u8fd9\u8fdc\u975e\u4e00\u4e2a\u6280\u672f\u5e73\u53f0\u80fd\u5355\u72ec\u89e3\u51b3\u3002\u6700\u540e\uff0c\u5546\u4e1a\u6a21\u5f0f\u5b58\u7591\u3002\u5728\u5df2\u6709\u4f17\u591a\u7efc\u5408\u8bed\u8a00\u5e73\u53f0\uff08\u5982Duolingo\uff09\u548c\u793e\u533a\uff08\u5982\u591a\u90bb\u56fd\u6545\u4e8b\uff09\u7684\u5e02\u573a\u4e2d\uff0c\u4e00\u6b3e\u805a\u7126\u201c\u9605\u8bfb\u201d\u7684\u72ec\u7acb\u5e94\u7528\uff0c\u5176\u7528\u6237\u4ed8\u8d39\u610f\u613f\u4e0e\u5e02\u573a\u89c4\u6a21\u9700\u8981\u8c28\u614e\u9a8c\u8bc1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u800c\u8a00\u4e4b\uff0cLingofable\u6784\u60f3\u7280\u5229\uff0c\u76f4\u51fb\u8981\u5bb3\u3002\u4f46\u5b83\u80fd\u5426\u6210\u529f\uff0c\u53d6\u51b3\u4e8e\u5176\u7b97\u6cd5\u5f15\u64ce\u7684\u201c\u667a\u5546\u201d\u4e0e\u5185\u5bb9\u4f9b\u5e94\u94fe\u7684\u201c\u4f53\u529b\u201d\u80fd\u5426\u540c\u6b65\u8ddf\u4e0a\u3002\u5b83\u53ef\u80fd\u6210\u4e3a\u8bed\u8a00\u5b66\u4e60\u8005\u7684\u201c\u5185\u5bb9\u8fc7\u6ee4\u5668\u201d\u548c\u201c\u6210\u957f\u52a0\u901f\u5668\u201d\uff0c\u4e5f\u53ef\u80fd\u56e0\u5185\u5bb9\u532e\u4e4f\u6216\u8c03\u6574\u5931\u51c6\u800c\u6ca6\u4e3a\u53e6\u4e00\u4e2a\u7f8e\u597d\u7684\u6982\u5ff5\u3002\u5176\u4e0b\u4e00\u6b65\u7684\u5173\u952e\uff0c\u5728\u4e8e\u5feb\u901f\u9a8c\u8bc1\u5176\u52a8\u6001\u8c03\u6574\u7684\u6709\u6548\u6027\uff0c\u5e76\u5efa\u7acb\u8d77\u53ef\u6301\u7eed\u7684\u5185\u5bb9\u751f\u4ea7\u6216\u5f15\u5165\u673a\u5236\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\">Lingofable<\/span>\n <\/div>\n<div class=\"comment-content\">When learning a language, it’s really difficult to find content that is both engaging and at your level. To solve this problem, Lingofable is a mobile app that delivers short stories to you that you actually want to read (from sci-fi to r\/AmITheJerk-style posts) at the perfect, pedagogically backed, ~98% comprehensibility! By tracking all of your vocab, we’re able to dynamically adjust to your level as you read and improve.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">We’re college students studying Computer Science and Linguistics at Cornell, as well as a couple of language lovers! We built Lingofable to solve a problem we kept running into: finding content at that perfect i+1 level that’s actually enjoyable. After all, there has to be a middle ground between Peppa Pig dubs and hardcore native movies (although to be honest, kids content is pretty tough!).<\/p>\n<p>Simon reached C1 Mandarin in three years \u2014 turns out, binging xianxia webnovels counts as studying. On the other hand, my bookshelf is full of novels I’m slowly but surely working my way up to, and that’s kind of why we built this. Our experiences have convinced us both that reading is the most underrated way to learn a language.<\/p>\n<p>We hope Lingofable helps you on your own path to fluency!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Any feedback is good feedback! Super pumped to have the community give us a whirl \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>The i+1 comprehensibility approach is exactly right. Finding content that’s slightly above your level is the hardest part of language learning, and the fact that you track vocabulary to dynamically adjust the difficulty is a huge differentiator from static graded readers.<\/p>\n<\/p>\n<p>Really cool that this came out of real experience with xianxia webnovels! What genres are available right now, and do users have any control over the story themes they get? Being able to choose between sci-fi, slice of life, or something like the AmITheJerk style would keep reading sessions really engaging.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The i+1 content gap is so real. You hit a point where textbook dialogues are boring but real books\/shows are still overwhelming. Stories at your level is honestly the missing piece for most language learners \u2014 glad someone is finally building for this specifically.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Are any other languages available?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@busmark_w_nika we\u2019ll be rolling out other languages over the next few weeks, based on waitlist interest from our website!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#13<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/IO4LSWHHOSZHHP\" class=\"app-title\">MyNextBrowser<\/a><\/p>\n<div class=\"one-liner\">Make any browser agentic and automate workflows<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">99<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>MyNextBrowser \u662f\u4e00\u6b3e\u5c06\u73b0\u6709\u6d4f\u89c8\u5668\u8f6c\u53d8\u4e3a\u667a\u80fd\u5de5\u4f5c\u7a7a\u95f4\u7684AI\u6269\u5c55\uff0c\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u81ea\u52a8\u5316\u5904\u7406\u7814\u7a76\u3001\u5185\u5bb9\u521b\u4f5c\u3001\u8868\u5355\u586b\u5199\u7b49\u91cd\u590d\u6027\u4efb\u52a1\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u8de8\u5de5\u5177\u3001\u591a\u6807\u7b7e\u9875\u64cd\u4f5c\u4e2d\u6548\u7387\u4f4e\u4e0b\u548c\u6d41\u7a0b\u5272\u88c2\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\/02093d19-c5ae-4103-bc51-d6731db17d15.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ba751ca4-21b5-4ed9-8af6-bafb9ba1eea9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fbb87a1a-3b7b-482e-b656-68ccbb971c3e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e88f3d4e-e6c6-4428-86a0-9276d54c72da.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c140790f-7efc-4171-869d-c15ce7261bef.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/368ded97-0600-48be-a919-aaaf01558bf0.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\/915b9f92-55b0-4115-b00f-edc6b81ea38b.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=zsHY-qlH8EQ\"><source src=\"https:\/\/www.youtube.com\/watch?v=zsHY-qlH8EQ\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Chrome Extensions<\/span><br \/>\n <span class=\"tag\">Writing<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6d4f\u89c8\u5668AI\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/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\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u7814\u7a76\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u8868\u5355\u81ea\u52a8\u586b\u5145<\/span><br \/>\n <span class=\"tag\">\u4e00\u4f53\u5316\u5de5\u4f5c\u7a7a\u95f4<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u201c\u672c\u5730\u4f18\u5148\u201d\u7684\u9690\u79c1\u8bbe\u8ba1\u7406\u5ff5\u548c\u5c06\u6d4f\u89c8\u5668\u53d8\u4e3a\u201c\u667a\u80fd\u5de5\u4f5c\u7a7a\u95f4\u201d\u7684\u5b9e\u7528\u6027\u3002\u5177\u4f53\u53cd\u9988\u96c6\u4e2d\u5728\uff1a\u8d5e\u8d4f\u4eea\u8868\u76d8\u548c\u6f14\u793a\u6587\u7a3f\u751f\u6210\u529f\u80fd\uff1b\u6df1\u5165\u8be2\u95ee\u4e86\u201c\u63d0\u793a\u8bcd\u589e\u5f3a\u5668\u201d\u7684\u5de5\u4f5c\u539f\u7406\u53ca\u672c\u5730\u5904\u7406\u4e0e\u5916\u90e8\u670d\u52a1\u8c03\u7528\u7684\u8fb9\u754c\uff1b\u5bf9\u6269\u5c55\u62e5\u6709\u9ad8\u6743\u9650\u4e0b\u7684\u6570\u636e\u5b89\u5168\u8868\u793a\u5173\u5207\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 MyNextBrowser \u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u66ff\u4ee3\u6d4f\u89c8\u5668\uff0c\u800c\u5728\u4e8e\u201c\u5bc4\u751f\u201d\u5e76\u91cd\u5851\u5176\u4ea4\u4e92\u8303\u5f0f\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u7f57\u5217\u7684\u5355\u4e2a\u529f\u80fd\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u6210\u4e3a\u6d4f\u89c8\u5668\u5c42\u9762\u7684\u201cAI\u4e2d\u95f4\u4ef6\u201d\u2014\u2014\u4e00\u4e2a\u80fd\u7406\u89e3\u7528\u6237\u610f\u56fe\u3001\u5e76\u8c03\u5ea6\u672c\u5730\u4e0e\u4e91\u7aefAI\u80fd\u529b\u6765\u76f4\u63a5\u5b8c\u6210\u4efb\u52a1\u7684\u667a\u80fd\u5c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5de7\u5999\u6293\u4f4f\u4e86\u4e24\u4e2a\u5173\u952e\u77db\u76fe\uff1a\u4e00\u662f\u7528\u6237\u65e5\u76ca\u589e\u957f\u7684AI\u9700\u6c42\u4e0e\u5728\u591a\u4e2a\u72ec\u7acbAI\u5de5\u5177\u95f4\u9891\u7e41\u5207\u6362\u7684\u7e41\u7410\u4e4b\u95f4\u7684\u77db\u76fe\uff1b\u4e8c\u662f\u5bf9\u81ea\u52a8\u5316\u6548\u80fd\u7684\u6e34\u671b\u4e0e\u5bf9\u9ad8\u6743\u9650\u6269\u5c55\u6570\u636e\u6cc4\u9732\u7684\u6050\u60e7\u4e4b\u95f4\u7684\u77db\u76fe\u3002\u5176\u201c\u672c\u5730\u4f18\u5148\u201d\u7684\u53e3\u53f7\u662f\u83b7\u53d6\u521d\u59cb\u4fe1\u4efb\u7684\u5173\u952e\u7b79\u7801\uff0c\u4f46\u8bc4\u8bba\u533a\u7684\u8ffd\u95ee\u4e5f\u66b4\u9732\u4e86\u5176\u6838\u5fc3\u6311\u6218\uff1a\u590d\u6742\u4efb\u52a1\uff08\u5982\u7814\u7a76\u3001\u5185\u5bb9\u751f\u6210\uff09\u5f88\u96be\u5b8c\u5168\u8131\u79bb\u4e91\u7aefAI\u6a21\u578b\uff0c\u5982\u4f55\u6e05\u6670\u754c\u5b9a\u5e76\u8ba9\u7528\u6237\u611f\u77e5\u201c\u672c\u5730\u201d\u4e0e\u201c\u4e91\u7aef\u201d\u7684\u8fb9\u754c\uff0c\u5c06\u662f\u7ef4\u6301\u4fe1\u4efb\u7684\u5173\u952e\u3002\u6240\u8c13\u201c\u63d0\u793a\u8bcd\u589e\u5f3a\u5668\u201d\u6280\u672f\uff0c\u672c\u8d28\u662f\u9762\u5411\u7279\u5b9a\u5e73\u53f0\u7684Prompt\u5de5\u7a0b\u4f18\u5316\uff0c\u5176\u6548\u679c\u4e25\u91cd\u4f9d\u8d56\u5bf9\u76ee\u6807AI\u5de5\u5177\u7684\u7406\u89e3\u6df1\u5ea6\uff0c\u8fd9\u53ef\u80fd\u6210\u4e3a\u5176\u901a\u7528\u6027\u7684\u74f6\u9888\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u957f\u8fdc\u770b\uff0c\u5b83\u63cf\u7ed8\u4e86\u4e00\u4e2a\u201c\u4ee5\u6d4f\u89c8\u5668\u4e3a\u64cd\u4f5c\u7cfb\u7edf\u3001\u4ee5\u81ea\u7136\u8bed\u8a00\u4e3a\u4ea4\u4e92\u754c\u9762\u201d\u7684\u8bf1\u4eba\u524d\u666f\u3002\u4f46\u5176\u6210\u529f\u4e0e\u5426\uff0c\u53d6\u51b3\u4e8e\u80fd\u5426\u6784\u5efa\u4e00\u4e2a\u8db3\u591f\u5f3a\u5927\u3001\u53ef\u6269\u5c55\u7684\u672c\u5730AI\u4ee3\u7406\u67b6\u6784\uff0c\u800c\u975e\u6ca6\u4e3a\u4e00\u7cfb\u5217API\u8c03\u7528\u7684\u7b80\u5355\u805a\u5408\u3002\u5f53\u524d\u7248\u672c\u66f4\u50cf\u662f\u4e00\u4e2a\u529f\u80fd\u96c6\u5408\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u667a\u80fd\u4f53\u201d\u81ea\u4e3b\u6027\u548c\u5de5\u4f5c\u6d41\u8fde\u8d2f\u6027\uff0c\u4ecd\u6709\u5f85\u5e02\u573a\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\">MyNextBrowser<\/span>\n <\/div>\n<div class=\"comment-content\">MyNextBrowser turns your current browser into a supercharged AI assistant. Skip repetitive typing, research smarter, rewrite better, summarize tabs, create slides, dashboards & fill forms all in plain language. It stays private, works locally, and enhances any AI you use. Your browser finally works the way you think. Try the future of browsing.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Meet MyNextBrowser the AI-powered browser built for execution, not just browsing.<\/p>\n<p>We\u2019re stuck juggling 30+ tabs, switching between research tools, form fillers, presentation apps, dashboards, and AI chats\u2026 just to get one task done.<\/p>\n<p>MyNextBrowser eliminates that chaos by turning your browser into an intelligent workspace.<br \/>\nInstead of just opening websites, it helps you research, create, automate, and execute all in one place.<br \/>\n\u2728 What MyNextBrowser can do:\ud83d\udd0d Deep Research across the web in seconds<br \/>\n\ud83e\udde0 Prompt Enhancer for smarter AI outputs<br \/>\n\u270d\ufe0f Text Enhancer for instant content improvement<br \/>\n\ud83d\udcca Dashboard Creation from simple prompts<br \/>\n\ud83d\udcd1 Presentation Generation automatically<br \/>\n\ud83d\udcdd Smart Form Fill (save time on repetitive inputs)<br \/>\n\u26a1 AI-powered productivity tools inside your browser<br \/>\n\ud83e\udde9 Unified workspace to reduce tab overload<br \/>\n\ud83d\udd12 privacy and local first, all your data remains in the browser<br \/>\n\ud83d\udd0f Will Never train on your data\ud83c\udfaf No Third party tracker or analytics inside the extension<\/p>\n<p>No more copy-pasting between tools. No more context switching.<\/p>\n<p>Just one AI-native browser that thinks and works with you.Built for founders, developers, researchers, and power users who want to move faster on the internet.<\/p>\n<p>\ud83d\ude80 Launch Offer (Limited Time)We\u2019re offering early access at just $4 (originally ~$20) for a limited time \u2014 only 300 seats available.<\/p>\n<p>Yes, there\u2019s also a free tier so you can try the core experience before upgrading.If you believe the future of browsing is AI-first, this is your chance to get in early before the price increases.Stop browsing passively.<\/p>\n<p>Start executing actively with MyNextBrowser<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Nice launch. The idea of making the existing browser more agentic feels practical and timely. The privacy angle is especially interesting \u2014 would love to know how much happens locally versus through external services.<\/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\">@hiro15 Thanks Hiro! \ud83d\ude4c<br \/>\nMyNextBrowser is designed to be local-first, so all your generated content remains on your browser.<br \/>\nExternal services are only used when needed for specific AI tasks. The goal is to keep privacy, speed, and user control at the core.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The local-first, privacy-focused approach is the right call for a browser extension with this level of access \u2014 users will rightfully be cautious about giving an extension permission to read and modify all their tabs. The dashboard and presentation generation from prompts is an interesting angle that goes beyond typical browser automation into actual content creation. How does the prompt enhancer work \u2014 does it analyze the target AI tool’s strengths and tailor the prompt accordingly?<\/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\">@svyat_dvoretski Thanks Sviatoslav \ud83d\ude4c\ud83c\udffb,<br \/>\nThe Prompt Enhancer works using multiple parameters.<\/p>\n<p>First, it analyzes the user\u2019s prompt along with the platform where it is being used. Then it identifies the objective behind the prompt using a custom fine-tuned model. Finally, it detects missing elements and enriches the prompt based on perplexity optimization so the AI model can generate the most relevant and high-quality response.<\/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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Tried the dashboard feature and really liked it. The visuals look great, and the real-time data connection makes it feel genuinely practical. Most compelling feature that I’ve discovered yet.<\/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\">@sumit57 thanks sumit<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#14<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/35YV2OO46K7E2E\" class=\"app-title\">Gramms<\/a><\/p>\n<div class=\"one-liner\">Screen-free bedtime stories personalized to your child<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">36<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Gramms\u662f\u4e00\u6b3e\u901a\u8fc7AI\u751f\u6210\u4e2a\u6027\u5316\u7761\u524d\u6545\u4e8b\u7684APP\uff0c\u5728\u7761\u524d\u573a\u666f\u4e2d\u4e3a\u5bb6\u957f\u63d0\u4f9b\u4e86\u65e0\u9700\u5c4f\u5e55\u3001\u5b89\u5168\u4e14\u6e29\u99a8\u7684\u97f3\u9891\u6545\u4e8b\u65b9\u6848\uff0c\u66ff\u4ee3\u4e86\u5bb9\u6613\u5bfc\u81f4\u513f\u7ae5\u8fc7\u5ea6\u4f7f\u7528\u5c4f\u5e55\u7684\u5a31\u4e50\u65b9\u5f0f\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\/3cb7724b-4fc5-499f-a5d4-a8331bddfd21.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/77f070a9-fd0c-4363-a159-2878e31284a5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/452e9b4c-fd96-454b-8d53-2427361edb83.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2eb09ab4-3300-4123-bd7e-10928f7d276f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/396e5e71-8460-4be7-a78b-a59f302d1c0c.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\/4bcae4a1-dfe3-4a94-a67a-b1966848f4b5.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=DSpLbgQaqTY\"><source src=\"https:\/\/www.youtube.com\/watch?v=DSpLbgQaqTY\" 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\">Parenting<\/span><br \/>\n <span class=\"tag\">Kids<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u513f\u7ae5\u6559\u80b2\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">AI\u751f\u6210\u5185\u5bb9<\/span><br \/>\n <span class=\"tag\">\u7761\u524d\u6545\u4e8b<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u63a8\u8350<\/span><br \/>\n <span class=\"tag\">\u5c4f\u5e55\u6212\u65ad<\/span><br \/>\n <span class=\"tag\">\u5bb6\u5ead\u6559\u80b2<\/span><br \/>\n <span class=\"tag\">\u97f3\u9891\u5185\u5bb9<\/span><br \/>\n <span class=\"tag\">\u4eb2\u5b50\u4e92\u52a8<\/span><br \/>\n <span class=\"tag\">\u60c5\u611f\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u4e3a\u751f\u6210\u7684\u6545\u4e8b\u8d28\u91cf\u201c\u76f8\u5f53\u624e\u5b9e\u201d\uff0c\u5b69\u5b50\u5f88\u559c\u6b22\u3002\u8bc4\u8bba\u591a\u4e3a\u79f0\u8d5e\uff0c\u672a\u53d1\u73b0\u5177\u4f53\u95ee\u9898\u6216\u6539\u8fdb\u5efa\u8bae\u3002\u521b\u59cb\u4eba\u4e3b\u52a8\u5f81\u96c6\u53cd\u9988\uff0c\u4f46\u7528\u6237\u5c1a\u672a\u63d0\u51fa\u5b9e\u8d28\u6027\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 Gramms\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u5f53\u4ee3\u80b2\u513f\u7684\u9ad8\u9891\u75db\u70b9\uff1a\u5c06\u201c\u7761\u524d\u4eea\u5f0f\u201d\u4ece\u5c4f\u5e55\u4e89\u593a\u6218\u8f6c\u5316\u4e3a\u5b89\u5168\u3001\u6e29\u99a8\u7684\u97f3\u9891\u966a\u4f34\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u53c8\u4e00\u4e2aAI\u6545\u4e8b\u751f\u6210\u5668\u201d\uff0c\u800c\u5728\u4e8e\u5b83\u5145\u5f53\u4e86\u4e00\u4e2a\u201c\u6570\u5b57\u7f13\u51b2\u533a\u201d\u548c\u201c\u60c5\u611f\u8f6c\u8bd1\u5668\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u8bbe\u8ba1\u4e0a\u201c\u53cd\u5c4f\u5e55\u201d\u7684\u575a\u6301\u662f\u5b83\u6700\u7280\u5229\u7684\u6d1e\u5bdf\u3002\u5b83\u6ca1\u6709\u8bd5\u56fe\u5728\u4e92\u52a8\u6027\u548c\u89c6\u89c9\u523a\u6fc0\u4e0a\u4e0e\u77ed\u89c6\u9891\u5e73\u53f0\u7ade\u4e89\uff0c\u800c\u662f\u9000\u4e00\u6b65\uff0c\u56de\u5f52\u97f3\u9891\u7684\u672c\u8d28\u2014\u2014\u60f3\u8c61\u4e0e\u4e13\u6ce8\u3002\u8fd9\u770b\u4f3c\u662f\u4e00\u79cd\u529f\u80fd\u9650\u5236\uff0c\u5b9e\u5219\u662f\u5176\u6838\u5fc3\u62a4\u57ce\u6cb3\uff1a\u5b83\u8d29\u5356\u7684\u4e0d\u662f\u5185\u5bb9\u672c\u8eab\uff0c\u800c\u662f\u201c\u5bb6\u957f\u7684\u63a7\u5236\u611f\u201d\u548c\u201c\u5b69\u5b50\u7684\u5b89\u5168\u611f\u201d\u3002AI\u5728\u6b64\u7684\u89d2\u8272\u4e0d\u662f\u70ab\u6280\uff0c\u800c\u662f\u9ad8\u6548\u3001\u4f4e\u6210\u672c\u5730\u5b9e\u73b0\u4e2a\u6027\u5316\uff0c\u5c06\u5b69\u5b50\u7684\u57fa\u672c\u4fe1\u606f\u8f6c\u5316\u4e3a\u4e13\u5c5e\u53d9\u4e8b\uff0c\u6ee1\u8db3\u4e86\u513f\u7ae5\u5bf9\u201c\u81ea\u5df1\u662f\u6545\u4e8b\u4e3b\u89d2\u201d\u7684\u6c38\u6052\u6e34\u671b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u6700\u5177\u6f5c\u529b\u7684\u529f\u80fd\u201c\u58f0\u97f3\u514b\u9686\u201d\u5219\u89e6\u53ca\u4e86\u66f4\u6df1\u5c42\u7684\u60c5\u611f\u9700\u6c42\u3002\u5b83\u5c06\u5de5\u5177\u4ece\u201c\u5185\u5bb9\u63d0\u4f9b\u201d\u5347\u7ea7\u4e3a\u201c\u60c5\u611f\u8fde\u63a5\u4fdd\u5b58\u201d\uff0c\u5c24\u5176\u5bf9\u4e8e\u8de8\u5730\u57df\u5bb6\u5ead\u6216\u7eaa\u5ff5\u5df2\u6545\u4eb2\u4eba\uff0c\u63d0\u4f9b\u4e86\u96be\u4ee5\u66ff\u4ee3\u7684\u60c5\u611f\u4ef7\u503c\u3002\u8fd9\u4f7fGramms\u8d85\u8d8a\u4e86\u666e\u901a\u80b2\u513f\u5de5\u5177\uff0c\u8e0f\u5165\u4e86\u201c\u6570\u5b57\u9057\u4ea7\u201d\u548c\u201c\u60c5\u611f\u79d1\u6280\u201d\u7684\u9886\u57df\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u6545\u4e8b\u751f\u6210\u8d28\u91cf\u7684\u957f\u671f\u53ef\u6301\u7eed\u6027\u662f\u5173\u952e\uff0cAI\u5bb9\u6613\u9677\u5165\u6a21\u5f0f\u5316\uff0c\u513f\u7ae5\u7684\u5174\u8da3\u70b9\u5374\u4e0d\u65ad\u53d8\u5316\u3002\u5176\u6b21\uff0c\u201c\u65e0\u5c4f\u5e55\u97f3\u9891\u201d\u7684\u4f53\u9a8c\u58c1\u5792\u8f83\u4f4e\uff0c\u6781\u6613\u88ab\u5927\u578b\u6d41\u5a92\u4f53\u5e73\u53f0\u6216\u667a\u80fd\u97f3\u7bb1\u96c6\u6210\u7c7b\u4f3c\u529f\u80fd\u6240\u8986\u76d6\u3002\u6700\u540e\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u4f9d\u8d56\u8ba2\u9605\uff0c\u4f46\u201c\u6bcf\u54683\u4e2a\u6545\u4e8b\u201d\u7684\u514d\u8d39\u989d\u5ea6\u662f\u5426\u8db3\u4ee5\u5f62\u6210\u4e60\u60ef\uff0c\u800c\u201c\u65e0\u9650\u6545\u4e8b+\u58f0\u97f3\u514b\u9686\u201d\u7684\u4ed8\u8d39\u70b9\u662f\u5426\u8db3\u591f\u5f3a\u52b2\uff0c\u4ecd\u9700\u5e02\u573a\u9a8c\u8bc1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cGramms\u662f\u4e00\u6b21\u4f18\u96c5\u7684\u201c\u964d\u7ef4\u6253\u51fb\u201d\u3002\u5b83\u6ca1\u6709\u5728\u7ea2\u6d77\u4e2d\u62fc\u6740\uff0c\u800c\u662f\u91cd\u65b0\u5b9a\u4e49\u4e86\u6218\u573a\uff1a\u4ece\u201c\u4e89\u593a\u6ce8\u610f\u529b\u201d\u5230\u201c\u5f52\u8fd8\u5b89\u5b81\u201d\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u68c0\u9a8c\u73b0\u4ee3\u5bb6\u5ead\u662f\u5426\u613f\u610f\u4e3a\u4e00\u4efd\u6570\u5b57\u65f6\u4ee3\u7684\u3001\u6709\u6e29\u5ea6\u7684\u63a7\u5236\u6743\u4e70\u5355\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\">Gramms<\/span>\n <\/div>\n<div class=\"comment-content\">Create magical bedtime stories featuring your child. AI generates personalized stories with warm, grandparent-like narration in 60 seconds. Download free on iOS!<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The stories that it generated are pretty solid.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@aswin_kumar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aswin_kumar<\/a> Thanks Aswin! Keep the feedback coming! \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Excellent app. My kids loved the stories it generated. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@supreet_tare thanks so much Supreet! Glad to hear the kids liked it!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Pretty cool \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\">@iamarnob6543 thanks so much Arnob!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Love the idea \ud83d\udc4c<\/div>\n<div class=\"comment-actions\">\n<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\">@suhasmotwani thanks Suhas! \ud83d\ude4f\ud83c\udffd<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! I\u2019m Robin, founder of Gramms.<\/p>\n<p>Here\u2019s the problem that made me build this: bedtime has become screen time. Parents hand kids a tablet, YouTube autoplay takes over, and 20 minutes later they\u2019re watching unboxing videos or something weirdly age-inappropriate that slipped through the algorithm. Nobody feels great about it \u2014 but after a long day, what\u2019s the alternative?<\/p>\n<p> <a href=\"https:\/\/www.gramms.ai\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Gramms<\/strong><\/a> is that alternative.<\/p>\n<p>You add your child\u2019s name, age, and interests. Create your own story (or let AI surprise you). In about 60 seconds, Gramms generates an original bedtime story, creates unique cover art, and narrates it in a warm, emotive voice \u2014 all personalized to YOUR kid.<\/p>\n<p> Then you put the phone down. It\u2019s screen-free by design \u2014 background audio, like a podcast for bedtime. No animations, no tapping, no algorithmic rabbit holes. Just a voice telling your child\u2019s story.<\/p>\n<p> What makes it safe for kids:<br \/> \u2022 Every story is generated with strict age-appropriate guardrails \u2014 no violence, no scary content, nothing a parent wouldn\u2019t read aloud themselves<br \/> \u2022 Content is tuned to the child\u2019s actual age (a story for a 3-year-old reads very differently from one for a 9-year-old)<br \/> \u2022 No ads, no in-app social features, no user-generated content. Just stories<br \/> \u2022 No data shared with third parties without explicit parental consent<\/p>\n<p>And the feature I\u2019m most excited about: voice cloning. A grandparent (or anyone really!) records ~30 seconds of speech, and their actual voice narrates every story after that. For families where grandparents live far away \u2014 or are no longer around \u2014 it\u2019s something really special.<\/p>\n<p> Free: 3 stories\/week. Premium: unlimited + voice cloning.<\/p>\n<p>Would love feedback from parents, grandparents, and anyone who\u2019s ever felt guilty about handing a kid a screen at bedtime. What would make this better for your family?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#15<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/DXFTGL6ONKQTDV\" class=\"app-title\">Namespace SEO Studio<\/a><\/p>\n<div class=\"one-liner\">Instant SEO audit for any webpage<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">26<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5728\u6d4f\u89c8\u5668\u5185\u5373\u65f6\u8fd0\u884c\u3001\u65e0\u9700\u8054\u7f51\u7684SEO\u5ba1\u8ba1\u6269\u5c55\uff0c\u4e3a\u5f00\u53d1\u8005\u548c\u8425\u9500\u4eba\u5458\u63d0\u4f9b\u4e00\u7ad9\u5f0f\u9875\u9762SEO\u95ee\u9898\u8bca\u65ad\u4e0e\u4fee\u590d\u5efa\u8bae\uff0c\u89e3\u51b3\u4e86\u591a\u5de5\u5177\u5207\u6362\u548c\u6570\u636e\u9690\u79c1\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\/ef599b01-9d33-461f-8160-4e3ae4025735.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7b7a5325-c7c8-4eeb-9a0a-e5beb743a770.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c81b5177-f92a-4871-834c-29068e766c61.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\">Chrome Extensions<\/span><br \/>\n <span class=\"tag\">Analytics<\/span><br \/>\n <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">SEO<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">SEO\u5ba1\u8ba1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u5316\u8fd0\u884c<\/span><br \/>\n <span class=\"tag\">\u6280\u672fSEO<\/span><br \/>\n <span class=\"tag\">\u9875\u9762\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u7ed3\u6784\u5316\u6570\u636e\u68c0\u67e5<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5373\u65f6\u8bca\u65ad<\/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\u4fbf\u6377\u6027\u548c\u9690\u79c1\u4fdd\u62a4\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\u5bf9\u7ed3\u6784\u5316\u6570\u636e\/GEO\/AEO\u7b49\u9ad8\u7ea7SEO\u529f\u80fd\u7684\u652f\u6301\u7a0b\u5ea6\u3002\u5f00\u53d1\u8005\u56de\u590d\u786e\u8ba4\u6db5\u76d6\u57fa\u7840\u7ed3\u6784\u5316\u6570\u636e\u68c0\u67e5\uff0c\u5e76\u8ba1\u5212\u672a\u6765\u6df1\u5316AI\u641c\u7d22\u4f18\u5316\u5206\u6790\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 Namespace SEO Studio \u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u88ab\u5ffd\u89c6\u7684\u7f1d\u9699\u5e02\u573a\uff1a\u8f7b\u91cf\u3001\u5373\u65f6\u3001\u9690\u79c1\u4f18\u5148\u7684\u672c\u5730\u5316SEO\u5ba1\u8ba1\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u529f\u80fd\u5806\u780c\uff0c\u800c\u662f\u5bf9\u201c\u5de5\u4f5c\u6d41\u4e2d\u65ad\u201d\u548c\u201c\u6570\u636e\u5b89\u5168\u7126\u8651\u201d\u7684\u654f\u9510\u56de\u5e94\u3002\u5728SEO\u5de5\u5177\u666e\u904d\u4e91\u7aef\u5316\u3001\u8ba2\u9605\u5316\u3001\u529f\u80fd\u81c3\u80bf\u5316\u7684\u5f53\u4e0b\uff0c\u5b83\u53cd\u5176\u9053\u800c\u884c\uff0c\u4e3b\u6253\u201c\u672c\u5730\u8fd0\u884c\u201d\u548c\u201c\u6d4f\u89c8\u5668\u5185\u5b8c\u6210\u201d\uff0c\u8fd9\u4e0d\u4ec5\u662f\u6280\u672f\u8def\u5f84\u7684\u9009\u62e9\uff0c\u66f4\u662f\u5bf9\u7279\u5b9a\u7528\u6237\u7fa4\u4f53\uff08\u5982\u91cd\u89c6\u6570\u636e\u5b89\u5168\u7684\u5f00\u53d1\u8005\u3001\u9700\u8981\u5feb\u901f\u62bd\u67e5\u7684\u8425\u9500\u4eba\u5458\uff09\u5fc3\u7406\u7684\u7cbe\u51c6\u628a\u63e1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u201c\u950b\u5229\u201d\u4e4b\u5904\u4e5f\u53ef\u80fd\u6210\u4e3a\u5176\u5929\u82b1\u677f\u3002\u5b8c\u5168\u672c\u5730\u5316\u867d\u4fdd\u969c\u4e86\u9690\u79c1\u4e0e\u901f\u5ea6\uff0c\u4f46\u6df1\u5ea6\u5206\u6790\uff08\u5982\u5386\u53f2\u6570\u636e\u5bf9\u6bd4\u3001\u7ade\u4e89\u5bf9\u624b\u57fa\u51c6\u6d4b\u8bd5\uff09\u80fd\u529b\u5fc5\u7136\u53d7\u9650\uff0c\u8fd9\u4f7f\u5176\u5b9a\u4f4d\u66f4\u504f\u5411\u4e8e\u201cSEO\u624b\u672f\u5200\u201d\u800c\u975e\u201cSEO\u96f7\u8fbe\u201d\u3002\u4ece\u8bc4\u8bba\u4e92\u52a8\u53ef\u89c1\uff0c\u7528\u6237\u5df2\u4e0d\u6ee1\u8db3\u4e8e\u4f20\u7edfSEO\u6307\u6807\uff0c\u5f00\u59cb\u8ffd\u95eeGEO\/AEO\u7b49\u524d\u6cbf\u9700\u6c42\u3002\u5f00\u53d1\u8005\u7684\u56de\u5e94\u5c55\u73b0\u4e86\u524d\u77bb\u6027\uff0c\u4f46\u5c06\u8fd9\u4e9b\u9700\u8981\u5927\u91cf\u6570\u636e\u5904\u7406\u548cAI\u7406\u89e3\u7684\u590d\u6742\u5206\u6790\u878d\u5165\u672c\u5730\u67b6\u6784\uff0c\u5c06\u662f\u5de8\u5927\u6311\u6218\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0c\u8fd9\u662f\u4e00\u6b3e\u4f18\u79c0\u7684\u201c\u9a8c\u8bc1\u201d\u548c\u201c\u5373\u65f6\u8bca\u65ad\u201d\u5de5\u5177\uff0c\u4f46\u96be\u4ee5\u627f\u62c5\u201c\u6218\u7565\u5206\u6790\u201d\u89d2\u8272\u3002\u5b83\u6210\u529f\u5730\u5c06\u590d\u6742\u7684SEO\u5ba1\u8ba1\u7b80\u5316\u4e3a\u4e00\u4e2a\u5373\u70b9\u5373\u7528\u7684\u52a8\u4f5c\uff0c\u4f46\u82e5\u60f3\u4ece\u201c\u6709\u7528\u5de5\u5177\u201d\u8dc3\u5347\u4e3a\u201c\u5fc5\u5907\u5de5\u5177\u201d\uff0c\u5fc5\u987b\u5728\u201c\u6df1\u5ea6\u201d\u4e0e\u201c\u672c\u5730\u5316\u201d\u7684\u6096\u8bba\u4e2d\u627e\u5230\u65b0\u7684\u5e73\u8861\u70b9\u3002\u5176\u672a\u6765\u4e0d\u5728\u4e8e\u8ffd\u8d76\u5168\u80fd\u578b\u5e73\u53f0\u7684\u529f\u80fd\uff0c\u800c\u5e94\u6301\u7eed\u6df1\u5316\u5728\u901f\u5ea6\u3001\u9690\u79c1\u548c\u6838\u5fc3\u6307\u6807\u89e3\u91ca\u529b\u4e0a\u7684\u72ec\u7279\u4f18\u52bf\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\">Namespace SEO Studio<\/span>\n <\/div>\n<div class=\"comment-content\">Namespace SEO Studio is a browser extension that performs a full on page SEO audit directly in your browser. Instantly analyze meta tags, content structure, links, images, accessibility signals, and technical SEO factors that affect rankings. The extension runs more than thirty checks across six categories and provides a clear score with actionable fixes. Includes SERP preview, heading structure map, quick win suggestions, scan history, and PDF export. Everything runs locally no API calls.<\/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 Namespace SEO Studio because I was tired of jumping between multiple tools just to understand why a page was not ranking well.<\/p>\n<p>Many SEO tools are powerful but they often require accounts, subscriptions, or sending your website data to external servers. I wanted something simple, fast, and completely private that developers and marketers could use directly in their browser.<\/p>\n<p>Namespace SEO Studio runs entirely locally and performs a professional on page SEO audit in seconds. It analyzes meta tags, content structure, links, images, accessibility signals, and technical SEO factors that affect how search engines crawl and rank a page.<\/p>\n<p>The goal was to create a practical tool that not only finds problems but also explains why they matter and how to fix them.<\/p>\n<p>I would love to hear your feedback<br \/>\nWhat SEO checks do you think every audit tool should include?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice idea. Instant SEO audits inside the browser could be really useful for quick page analysis.<\/p>\n<p>Does the extension also help identify structured data issues or schema errors?<\/p>\n<p>As someone building a product, SEO insights like this are always valuable. <a href=\"https:\/\/www.producthunt.com\/@abdulnour\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"abdulnour\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abdulnour<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@prathiganesh Yes, structured data is part of the analysis.<\/p>\n<p>The extension scans the page for Schema and JSON LD structured data and shows whether structured data is present, missing, or potentially incomplete. This helps quickly verify if a page is exposing the information search engines and AI systems expect.<\/p>\n<p>It also highlights related signals that often affect how structured data is interpreted, such as:<\/p>\n<p>\u2022 Presence of JSON LD blocks in the page<br \/>\n\u2022 Type of schema detected such as Article, Product, Organization, FAQ<br \/>\n\u2022 Placement and visibility of structured data in the DOM<br \/>\n\u2022 Basic structural issues that could prevent parsers from reading it properly<\/p>\n<p>The goal is to give developers, SEO specialists, and site owners a fast validation layer directly in the browser without needing to open external tools for every page they check.<\/p>\n<p>Deeper schema validation and richer diagnostics are planned for future updates, including clearer detection of schema completeness and potential improvements for better visibility in search results and AI powered answer engines.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Is this tool also helpful for GEO & AEO? SEO is good but without these two, brand visibility is subpair<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@davitausberlin Great question. Yes, the tool is helpful for SEO, and many of the signals it analyzes are also directly relevant to GEO (Generative Engine Optimization) and AEO (Answer Engine Optimization).<\/p>\n<p>Modern AI driven search systems and answer engines rely heavily on structured, well organized, and machine readable content. The audit includes several elements that influence how AI systems understand and surface content, such as:<\/p>\n<p>Content and semantic structure<br \/>\nClear heading hierarchy, semantic HTML, and well structured content help AI models extract answers and summaries more accurately.<\/p>\n<p>Structured data<br \/>\nThe extension checks for schema and JSON LD, which are important signals used by search engines and AI systems to understand entities, products, articles, and FAQs.<\/p>\n<p>Technical accessibility<br \/>\nElements like canonical tags, robots directives, language attributes, and clean DOM structure affect how both crawlers and AI retrieval systems access and interpret the page.<\/p>\n<p>Content depth and clarity<br \/>\nWord count, readability, and content organization influence whether a page can serve as a reliable source for answer based results.<\/p>\n<p>The current focus of the tool is on solid technical and on page foundations, which are prerequisites for strong SEO, GEO, and AEO performance.<\/p>\n<p>Future updates are planned to include deeper analysis for AI oriented visibility, such as answer extraction readiness, entity clarity, and content structure optimized for generative search systems.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#16<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/4JU7BBBTPMZ5J5\" class=\"app-title\">Sendrise<\/a><\/p>\n<div class=\"one-liner\">Launch high-converting cold campaigns in minutes<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">26<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Sendrise\u662f\u4e00\u6b3eAI\u9a71\u52a8\u7684\u51b7\u90ae\u4ef6\u8425\u9500\u5e73\u53f0\uff0c\u5e2e\u52a9\u9500\u552e\u56e2\u961f\u5728\u5355\u4e00\u5de5\u5177\u5185\u5b8c\u6210\u6f5c\u5728\u5ba2\u6237\u67e5\u627e\u3001\u90ae\u7bb1\u9a8c\u8bc1\u3001AI\u4e2a\u6027\u5316\u64b0\u5199\u4e0e\u90ae\u4ef6\u53d1\u9001\uff0c\u89e3\u51b3\u591a\u5de5\u5177\u5806\u53e0\u3001\u6210\u672c\u9ad8\u6602\u4e14\u6d41\u7a0b\u5272\u88c2\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/d94f3581-024f-4767-8998-495d7b5cc3b5.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=oVkN3z7Zd50\"><source src=\"https:\/\/www.youtube.com\/watch?v=oVkN3z7Zd50\" 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\/33da2415-14c8-4bde-a1d4-00dc47467643.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\/1a2c507c-a668-42fc-a051-911de5a21c24.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\/048fc43a-31e5-4b77-b526-ada723987062.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\">Email<\/span><br \/>\n <span class=\"tag\">Email Marketing<\/span><br \/>\n <span class=\"tag\">SaaS<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u51b7\u90ae\u4ef6\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">AI\u4e2a\u6027\u5316<\/span><br \/>\n <span class=\"tag\">\u6f5c\u5728\u5ba2\u6237\u6316\u6398<\/span><br \/>\n <span class=\"tag\">\u90ae\u7bb1\u9a8c\u8bc1<\/span><br \/>\n <span class=\"tag\">\u4e00\u4f53\u5316\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">SaaS\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u8d4b\u80fd<\/span><br \/>\n <span class=\"tag\">\u90ae\u4ef6\u9001\u8fbe\u7387\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u751f\u547d\u5468\u671f\u4f18\u60e0<\/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\u4eb2\u81ea\u53d1\u5e03\u4ea7\u54c1\uff0c\u9610\u8ff0\u5f00\u53d1\u521d\u8877\u662f\u89e3\u51b3\u51b7\u90ae\u4ef6\u63a8\u5e7f\u590d\u6742\u3001\u6602\u8d35\u548c\u5de5\u5177\u788e\u7247\u5316\u7684\u95ee\u9898\u3002\u8bc4\u8bba\u4e3a\u4ea7\u54c1\u53d1\u5e03\u516c\u544a\uff0c\u672a\u5305\u542b\u5916\u90e8\u7528\u6237\u7684\u76f4\u63a5\u53cd\u9988\u6216\u5efa\u8bae\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Sendrise\u5207\u5165\u7684\u662f\u4e00\u4e2a\u62e5\u6324\u4f46\u75db\u70b9\u660e\u786e\u7684\u5e02\u573a\uff1a\u9500\u552e\u5916\u8054\u3002\u5176\u5ba3\u79f0\u7684\u201c\u4e00\u4f53\u5316\u201d\u662f\u6838\u5fc3\u5356\u70b9\uff0c\u76f4\u6307\u5f53\u524d\u7528\u6237\u9700\u5728\u6570\u636e\u6e90\u3001\u9a8c\u8bc1\u5668\u3001\u5199\u4f5c\u52a9\u624b\u548c\u90ae\u4ef6\u53d1\u9001\u5668\u4e4b\u95f4\u624b\u52a8\u5207\u6362\u7684\u201c\u5de5\u5177\u70bc\u72f1\u201d\u3002\u8fd9\u786e\u5b9e\u80fd\u5438\u5f15\u88ab\u788e\u7247\u5316\u548c\u53e0\u52a0\u8ba2\u9605\u6210\u672c\u56f0\u6270\u7684\u4e2d\u5c0f\u9500\u552e\u56e2\u961f\u6216\u521d\u521b\u516c\u53f8\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u8003\u9a8c\u5728\u4e8e\u51e0\u4e2a\u6df1\u5c42\u7ef4\u5ea6\u3002\u9996\u5148\uff0c\u201c\u4e00\u4f53\u5316\u201d\u5f80\u5f80\u610f\u5473\u7740\u5728\u6bcf\u4e2a\u7ec6\u5206\u529f\u80fd\u4e0a\u96be\u4ee5\u505a\u5230\u6781\u81f4\uff0c\u90ae\u7bb1\u9a8c\u8bc1\u7684\u51c6\u786e\u7387\u3001AI\u5199\u4f5c\u7684\u672c\u5730\u5316\u4e0e\u8bf4\u670d\u529b\u3001\u53d1\u9001\u57fa\u7840\u8bbe\u65bd\u7684\u7a33\u5b9a\u6027\u548c\u9001\u8fbe\u7387\uff0c\u6bcf\u4e00\u4e2a\u73af\u8282\u90fd\u662f\u4e13\u4e1a\u58c1\u5792\u3002\u5176\u6b21\uff0c\u51b7\u90ae\u4ef6\u751f\u6001\u6b63\u9762\u4e34\u6536\u4ef6\u7bb1\u89c4\u5219\u65e5\u8d8b\u4e25\u683c\u3001\u7528\u6237\u9690\u79c1\u610f\u8bc6\u589e\u5f3a\u4ee5\u53caAI\u5783\u573e\u90ae\u4ef6\u6cdb\u6ee5\u7684\u9006\u98ce\u3002\u9ad8\u9001\u8fbe\u7387\u627f\u8bfa\u5728\u957f\u671f\u5927\u89c4\u6a21\u4f7f\u7528\u65f6\u5c06\u9762\u4e34\u4e25\u5cfb\u6311\u6218\u3002\u6700\u540e\uff0c\u5176\u901a\u8fc7\u201c\u7ec8\u8eab\u5236\u201d\u4f18\u60e0\u542f\u52a8\uff0c\u867d\u662f\u83b7\u5ba2\u7b56\u7565\uff0c\u4f46\u4e5f\u53ef\u80fd\u6298\u5c04\u51fa\u5728\u4f20\u7edf\u6708\u8d39\u6a21\u5f0f\u4e0a\u9762\u4e34\u7740\u5f3a\u5927\u7684\u73b0\u6709\u7ade\u4e89\u5bf9\u624b\uff08\u5982Lemlist\u3001Smartlead\u7b49\uff09\u7684\u538b\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u67d0\u4e2a\u5355\u70b9\u6280\u672f\u521b\u65b0\uff0c\u800c\u5728\u4e8e\u5bf9\u201c\u7528\u6237\u4f53\u9a8c\u201d\u548c\u201c\u603b\u62e5\u6709\u6210\u672c\u201d\u7684\u91cd\u6784\u5c1d\u8bd5\u3002\u80fd\u5426\u6210\u529f\uff0c\u53d6\u51b3\u4e8e\u5176\u96c6\u6210\u529f\u80fd\u7684\u6df1\u5ea6\u800c\u975e\u5e7f\u5ea6\uff0c\u4ee5\u53ca\u80fd\u5426\u5728\u65e5\u76ca\u654f\u611f\u7684\u90ae\u4ef6\u751f\u6001\u4e2d\uff0c\u5e2e\u52a9\u7528\u6237\u5b9e\u73b0\u5408\u89c4\u3001\u7cbe\u51c6\u4e14\u6709\u6548\u7684\u89e6\u8fbe\uff0c\u800c\u975e\u4ec5\u4ec5\u662f\u66f4\u5feb\u7684\u5783\u573e\u90ae\u4ef6\u8f70\u70b8\u3002\u5982\u679c\u53ea\u662f\u5c06\u5e73\u5eb8\u7684\u529f\u80fd\u6346\u7ed1\u5728\u4e00\u8d77\uff0c\u5b83\u5f88\u5feb\u4f1a\u6ca6\u4e3a\u53e6\u4e00\u4e2a\u53ef\u66ff\u4ee3\u7684\u4e2d\u95f4\u4ef6\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\">Sendrise<\/span>\n <\/div>\n<div class=\"comment-content\">Scale your cold email outreach with AI-powered personalization, smart automation, and high deliverability. The #1 cold email tool for sales teams.<\/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>We built Sendrise because cold outreach felt unnecessarily complicated, expensive, and fragmented.<\/p>\n<p>Most founders, agencies, and sales teams end up juggling too many tools, one for leads, one for verification, one for writing emails, one for sending\u2026 and costs keep growing fast.<\/p>\n<p>So we asked ourselves:<br \/>\nWhat if cold outreach could feel simple again?<\/p>\n<p>\ud83d\ude80 Sendrise helps you:<br \/>\n\u2022 Find and organize leads<br \/>\n\u2022 Verify emails<br \/>\n\u2022 Write personalized outreach with AI<br \/>\n\u2022 Launch campaigns from one place<\/p>\n<p>And today, we\u2019re launching our Lifetime Deal because early users helped shape this product, and we wanted to make adoption easy for people who believe in building early with us \u2764\ufe0f<\/p>\n<p>This launch means a lot personally, many iterations, many late nights, many rebuilds, and a lot of learning to reach here.<\/p>\n<p>If you try it today, I\u2019d genuinely love your feedback, every comment helps us improve \ud83d\ude4c<\/p>\n<p>Thank you for checking us out and supporting indie builders \ud83d\udc99<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\/TRACNTTJ47OIA2\" class=\"app-title\">Billable for macOS<\/a><\/p>\n<div class=\"one-liner\">Fastest time & task tracker for solo founders & freelancers<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">20<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e13\u4e3a\u72ec\u7acb\u5f00\u53d1\u8005\u548c\u81ea\u7531\u804c\u4e1a\u8005\u8bbe\u8ba1\u7684macOS\u83dc\u5355\u680f\u8f7b\u91cf\u7ea7\u65f6\u95f4\u4e0e\u4efb\u52a1\u8ffd\u8e2a\u5de5\u5177\uff0c\u5728\u7528\u6237\u6c89\u6d78\u4e8e\u521b\u610f\u5de5\u4f5c\u65f6\uff0c\u5b9e\u73b0\u79d2\u7ea7\u8bb0\u5f55\u5de5\u65f6\u4e0e\u5feb\u901f\u751f\u6210\u8d26\u5355\uff0c\u89e3\u51b3\u884c\u653f\u4e8b\u52a1\u6253\u65ad\u5fc3\u6d41\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\/98e4f904-43a2-4c67-9a0e-dee141a84830.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8bb3c66c-2c5c-40e3-bb03-c55806aa3d73.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/308671eb-29f7-4e8d-a9c4-e12390257929.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/80295f41-ff49-489a-b5b4-6e65cd681f6f.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\/d90acde4-8177-409d-ad3e-072d0bd142b5.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=FQx5Z7Tm1ZI\"><source src=\"https:\/\/www.youtube.com\/watch?v=FQx5Z7Tm1ZI\" 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\">Freelance<\/span><br \/>\n <span class=\"tag\">Time Tracking<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u65f6\u95f4\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u83dc\u5355\u680f\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">macOS\u539f\u751f\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u81ea\u7531\u804c\u4e1a\u8005<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1\u8005<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u7ea7<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u9690\u79c1<\/span><br \/>\n <span class=\"tag\">\u53d1\u7968\u751f\u6210<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5bf9\u539f\u751f\u5e94\u7528\u4f53\u9a8c\u8868\u793a\u80af\u5b9a\uff0c\u5e76\u63d0\u51fa\u4e86\u4e24\u9879\u6838\u5fc3\u529f\u80fd\u5efa\u8bae\uff1a\u4e00\u662f\u5e0c\u671b\u589e\u52a0\u79bb\u5f00\u68c0\u6d4b\u529f\u80fd\u4ee5\u5e94\u5bf9\u5de5\u4f5c\u4e2d\u65ad\u573a\u666f\uff1b\u4e8c\u662f\u8be2\u95ee\u672a\u6765\u662f\u5426\u652f\u6301\u901a\u8fc7iCloud\u540c\u6b65\u7684iOS\u5ba2\u6237\u7aef\u3002\u5f00\u53d1\u8005\u56de\u590d\u786e\u8ba4\u4e86\u7761\u7720\u81ea\u52a8\u6682\u505c\u8ba1\u65f6\uff0c\u5e76\u660e\u786e\u5c06\u5f00\u53d1iCloud\u540c\u6b65\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 Billable \u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u88ab\u6548\u7387\u5de5\u5177\u5de8\u5934\u5ffd\u89c6\u7684\u7f1d\u9699\u5e02\u573a\uff1a\u9ad8\u521b\u610f\u5c5e\u6027\u72ec\u7acb\u5de5\u4f5c\u8005\u7684\u201c\u8ba1\u8d39\u538c\u6076\u75c7\u201d\u3002\u5176\u4ef7\u503c\u4e0d\u5728\u4e8e\u529f\u80fd\u5806\u780c\uff0c\u800c\u5728\u4e8e\u5bf9\u201c\u6700\u5c0f\u5316\u6469\u64e6\u201d\u7684\u6781\u7aef\u8ffd\u6c42\u3002\u5b83\u5c06\u81ea\u8eab\u5b9a\u4f4d\u4e3a\u201c\u83dc\u5355\u680f\u4e0a\u7684\u9690\u5f62\u52a9\u624b\u201d\uff0c\u672c\u8d28\u4e0a\u662f\u5c06\u8ba1\u8d39\u8fd9\u4e00\u201c\u5fc5\u8981\u4e4b\u6076\u201d\u4ece\u4e00\u9879\u9700\u8981\u5207\u6362\u4e0a\u4e0b\u6587\u3001\u542f\u52a8\u5e94\u7528\u7684\u4efb\u52a1\uff0c\u964d\u7ef4\u4e3a\u4e00\u4e2a\u8fd1\u4e4e\u65e0\u611f\u7684\u7cfb\u7edf\u7ea7\u64cd\u4f5c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u201c\u6570\u636e100%\u7559\u5b58\u4e8e\u8bbe\u5907\u201d\u7684\u9690\u79c1\u5356\u70b9\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u5728\u5f70\u663e\u5b89\u5168\u4e0e\u72ec\u7acb\u6027\u7684\u540c\u65f6\uff0c\u4e5f\u4e3b\u52a8\u653e\u5f03\u4e86\u8de8\u8bbe\u5907\u65e0\u7f1d\u4f53\u9a8c\u8fd9\u4e00\u73b0\u4ee3\u6548\u7387\u5de5\u5177\u7684\u6807\u914d\uff0c\u8fd9\u4e0e\u7528\u6237\u5bf9iCloud\u540c\u6b65\u7684\u5f3a\u70c8\u9700\u6c42\u5f62\u6210\u4e86\u76f4\u63a5\u77db\u76fe\u3002\u8fd9\u63ed\u793a\u4e86\u4ea7\u54c1\u54f2\u5b66\u7684\u5185\u5728\u5f20\u529b\uff1a\u662f\u575a\u5b88\u6781\u7b80\u3001\u672c\u5730\u7684\u7eaf\u7cb9\u6027\uff0c\u8fd8\u662f\u5411\u4fbf\u5229\u6027\u59a5\u534f\uff1f\u5f00\u53d1\u8005\u7684\u79ef\u6781\u56de\u5e94\u663e\u793a\u5176\u9009\u62e9\u4e86\u540e\u8005\uff0c\u4f46\u540c\u6b65\u529f\u80fd\u7684\u52a0\u5165\u662f\u5426\u4f1a\u7834\u574f\u5176\u5f15\u4ee5\u4e3a\u50b2\u7684\u201c\u8f7b\u91cf\u201d\u4e0e\u201c\u5373\u65f6\u201d\u611f\uff0c\u5c06\u662f\u4e00\u4e2a\u5173\u952e\u8003\u9a8c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u5e02\u573a\u89d2\u5ea6\u770b\uff0c\u5176\u805a\u7126\u201c\u72ec\u7acb\u521b\u4f5c\u8005\u201d\u7684\u53d9\u4e8b\u806a\u660e\u4e14\u7280\u5229\u3002\u5b83\u8d29\u5356\u7684\u4e0d\u662f\u7ba1\u7406\uff0c\u800c\u662f\u201c\u4fdd\u62a4\u201d\u2014\u2014\u4fdd\u62a4\u521b\u610f\u65f6\u95f4\uff0c\u4fdd\u62a4\u5fc3\u6d41\u72b6\u6001\u3002\u8fd9\u6bd4\u5355\u7eaf\u63a8\u9500\u8ba1\u65f6\u529f\u80fd\u66f4\u80fd\u5f15\u53d1\u60c5\u611f\u5171\u9e23\u3002\u4f46\u957f\u8fdc\u6765\u770b\uff0c\u5176\u62a4\u57ce\u6cb3\u53ef\u80fd\u8f83\u6d45\u3002\u4e00\u65e6\u5de8\u5934\u4eec\u5728\u5176\u91cd\u91cf\u7ea7\u4ea7\u54c1\u4e2d\u589e\u52a0\u4e00\u4e2a\u201c\u6781\u7b80\u6a21\u5f0f\u201d\uff0c\u6216\u51fa\u73b0\u7c7b\u4f3c\u5b9a\u4f4d\u7684\u7ade\u54c1\uff0cBillable \u5fc5\u987b\u8bc1\u660e\uff0c\u5176\u539f\u751f\u4f53\u9a8c\u4e0e\u5bf9\u7ec6\u5206\u4eba\u7fa4\u5fc3\u667a\u7684\u6df1\u5ea6\u7406\u89e3\uff0c\u80fd\u6784\u6210\u8db3\u591f\u575a\u56fa\u7684\u58c1\u5792\u3002\u5b83\u76ee\u524d\u66f4\u50cf\u4e00\u4e2a\u4f18\u96c5\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u800c\u975e\u4e00\u4e2a\u98a0\u8986\u6027\u7684\u5e73\u53f0\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Billable for macOS<\/span>\n <\/div>\n<div class=\"comment-content\">A lightweight task and time tracker that lives in your Mac menu bar. Built for solo founders and freelancers who want instant access and deep focus. Plan work, log billable hours, and generate invoices without switching tools. Fully native, keyboard-friendly, and private \u2014 your data stays 100% on your device. 14-day free trial, no card required.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone \ud83d\udc4b Ajith here — maker of Billable.<\/p>\n<p>A client recently asked me, \u201cWhy haven\u2019t you invoiced for the last 2 months? Don\u2019t you need money?\u201d<\/p>\n<p>Any normal person probably would\u2019ve sent those invoices long ago. But I\u2019d been buried in design work — the part I genuinely enjoy. The admin side — tracking tasks, logging hours, generating invoices — always slipped to the bottom of my list.<\/p>\n<p>Not because it\u2019s difficult. Because it creates friction and breaks flow.<\/p>\n<p>I wanted a tool I could open instantly, track instantly, invoice instantly — without context switching or juggling multiple apps. I tried a lot of tools, but nothing felt natural enough to stick.<\/p>\n<p>So I built Billable for myself — a lightweight menu bar app for macOS that helps solo founders and freelancers track work and get paid without letting admin steal their creative energy.<\/p>\n<p>Would really love your thoughts and feedback \ud83d\ude4f What\u2019s the most frustrating part of billing or time tracking for you today?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>A dedicated native macOS app is way more appealing for time tracking than keeping another heavy browser tab open. Do you have any idle detection built in for when I inevitably step away from my desk to debug something? That feature would make this an absolute no-brainer for my daily client work.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@y_taka Yes, the timer auto stops if your mac sleeps!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks like a cool app, Congrats on the launch. Do you have plan to support a companion iOS app that syncs from iCloud ?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@whiletruelearn\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@whiletruelearn<\/a> Hey, yup, definitely shipping a sync with iCloud feature \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\">#18<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/MXKLUC5H6URRWJ\" class=\"app-title\">Letterbase<\/a><\/p>\n<div class=\"one-liner\">Email marketing that actually converts<\/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>Letterbase\u662f\u4e00\u6b3e\u4e3a\u4e2d\u5c0f\u578b\u4f01\u4e1a\u8bbe\u8ba1\u7684\u7535\u5b50\u90ae\u4ef6\u8425\u9500\u5de5\u5177\uff0c\u4e13\u6ce8\u4e8e\u63d0\u5347\u8f6c\u5316\u7387\uff0c\u901a\u8fc7\u7b80\u5316\u8054\u7cfb\u4eba\u7ba1\u7406\u3001\u6d3b\u52a8\u521b\u5efa\u548c\u6548\u679c\u8ddf\u8e2a\u6d41\u7a0b\uff0c\u89e3\u51b3\u7528\u6237\u5728\u590d\u6742\u8425\u9500\u5de5\u5177\u4e2d\u96be\u4ee5\u9ad8\u6548\u8fd0\u8425\u90ae\u4ef6\u6d3b\u52a8\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\/b87adb35-e4d6-4c9a-8128-6afdbe9b2e7f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/be0f6aa4-b280-4227-b5e7-5959572efd10.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7b47f933-b941-4052-b063-8608ef08f513.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/770381d1-b32d-4d38-a576-48c8f9d5731d.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\">Newsletters<\/span><br \/>\n <span class=\"tag\">Email Marketing<\/span><br \/>\n <span class=\"tag\">Marketing<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u7535\u5b50\u90ae\u4ef6\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u8f6c\u5316\u7387\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u4e2d\u5c0f\u4f01\u4e1a<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u8054\u7cfb\u4eba\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u7b80\u5316\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AWS SES<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u589e\u503c<\/span><br \/>\n <span class=\"tag\">\u65b0\u95fb\u7b80\u62a5<\/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\u5766\u8bda\u4ea7\u54c1\u5904\u4e8e\u516c\u5f00\u8fed\u4ee3\u9636\u6bb5\uff0c\u5bfb\u6c42\u793e\u533a\u53cd\u9988\u3002\u7528\u6237\u80af\u5b9a\u5176\u805a\u7126\u201c\u5b9e\u9645\u8f6c\u5316\u201d\u7684\u5b9a\u4f4d\uff0c\u5e76\u8be2\u95ee\u4e0e\u7ade\u54c1\uff08\u5982Instantly\u3001Lemlist\uff09\u7684\u5dee\u5f02\u5316\u3002\u5f00\u53d1\u8005\u56de\u590d\u660e\u786e\u533a\u5206\u4e86\u4ea7\u54c1\u5b9a\u4f4d\uff1a\u4e13\u6ce8\u4e8e\u9762\u5411\u81ea\u6709\u5217\u8868\u7684\u8425\u9500\u6d3b\u52a8\uff0c\u800c\u975e\u964c\u751f\u9500\u552e\u63a8\u5e7f\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 Letterbase\u7684\u53d1\u5e03\u900f\u9732\u51fa\u4e00\u79cd\u52a1\u5b9e\u7684\u201c\u53cd\u7cbe\u81f4\u4e3b\u4e49\u201d\u7b56\u7565\u3002\u5728\u529f\u80fd\u8fd1\u4e4e\u5b8c\u5907\u65f6\u4fbf\u516c\u5f00\u4eae\u76f8\uff0c\u5176\u6838\u5fc3\u4ef7\u503c\u4e3b\u5f20\u5e76\u975e\u6280\u672f\u98a0\u8986\uff0c\u800c\u662f\u5e02\u573a\u5207\u5206\u7684\u7cbe\u51c6\u4e0e\u6267\u884c\u5c42\u9762\u7684\u7b80\u5316\u3002\u5b83\u806a\u660e\u5730\u907f\u5f00\u4e86\u4e0eInstantly\u3001Lemlist\u7b49\u5728\u201c\u964c\u751f\u63a8\u5e7f\u201d\u8d5b\u9053\u7684\u7ea2\u6d77\u53ae\u6740\uff0c\u8f6c\u800c\u951a\u5b9a\u4e2d\u5c0f\u4f01\u4e1a\u7684\u201c\u81ea\u6709\u5217\u8868\u8425\u9500\u201d\u8fd9\u4e00\u770b\u4f3c\u4f20\u7edf\u5374\u9700\u6c42\u7a33\u56fa\u7684\u573a\u666f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u6807\u8bed\u201cactually converts\u201d\u76f4\u6307\u884c\u4e1a\u901a\u75c5\u2014\u2014\u4f17\u591a\u5de5\u5177\u6c89\u8ff7\u4e8e\u62a5\u544a\u201c\u6253\u5f00\u7387\u201d\u201c\u70b9\u51fb\u7387\u201d\u7b49\u4e2d\u95f4\u6307\u6807\uff0c\u5374\u6a21\u7cca\u4e86\u6700\u7ec8\u5546\u4e1a\u8f6c\u5316\u7684\u6838\u5fc3\u76ee\u6807\u3002\u8fd9\u4e00\u5b9a\u4f4d\u80fd\u7cbe\u51c6\u5438\u5f15\u90a3\u4e9b\u5bf9\u8425\u9500ROI\u6709\u76f4\u63a5\u7126\u8651\u7684\u4e1a\u4e3b\u3002\u5176\u627f\u8bfa\u7684\u7b80\u5316\u4f53\u9a8c\u3001\u900f\u660e\u5b9a\u4ef7\uff08\u542b\u514d\u8d39\u5c42\u7ea7\uff09\u4ee5\u53ca\u4f9d\u6258AWS SES\u4fdd\u969c\u9001\u8fbe\u7387\uff0c\u5171\u540c\u6784\u6210\u4e86\u5bf9\u4e3b\u6d41\u81c3\u80bf\u5e73\u53f0\u7684\u4ef7\u503c\u89e3\u6784\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\u201c\u7b80\u5316\u201d\u4e0e\u201c\u529f\u80fd\u6df1\u5ea6\u201d\u7684\u6c38\u6052\u6096\u8bba\u3002\u4e2d\u5c0f\u4f01\u4e1a\u5728\u6210\u957f\u8fc7\u7a0b\u4e2d\uff0c\u5176\u8425\u9500\u9700\u6c42\u5fc5\u7136\u8d8b\u4e8e\u590d\u6742\u3002\u5f53\u524d\u201c\u7ba1\u7406\u3001\u521b\u5efa\u3001\u8ddf\u8e2a\u201d\u7684\u57fa\u7840\u529f\u80fd\u77e9\u9635\uff0c\u80fd\u5426\u5f62\u6210\u8db3\u591f\u6df1\u7684\u62a4\u57ce\u6cb3\uff1f\u5f53\u7528\u6237\u9700\u8981\u66f4\u590d\u6742\u7684\u81ea\u52a8\u5316\u6d41\u7a0b\u3001\u66f4\u7cbe\u7ec6\u7684\u5206\u7fa4\u6216A\/B\u6d4b\u8bd5\u65f6\uff0cLetterbase\u662f\u9009\u62e9\u4fdd\u6301\u6781\u7b80\uff08\u53ef\u80fd\u6d41\u5931\u7528\u6237\uff09\uff0c\u8fd8\u662f\u8d70\u5411\u529f\u80fd\u81a8\u80c0\uff08\u80cc\u79bb\u521d\u5fc3\uff09\uff1f\u6b64\u5916\uff0c\u5728Mailchimp\u7b49\u5de8\u5934\u5df2\u63d0\u4f9b\u5f3a\u5927\u514d\u8d39\u5957\u9910\u7684\u751f\u6001\u4e2d\uff0c\u4ec5\u51ed\u201c\u805a\u7126\u8f6c\u5316\u201d\u7684\u53d9\u4e8b\u548c\u7b80\u6d01UI\uff0c\u83b7\u53d6\u548c\u7559\u5b58\u7528\u6237\u7684\u6210\u672c\u4e0d\u5bb9\u5c0f\u89d1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u6b21Product Hunt\u53d1\u5e03\u70ed\u5ea6\uff0810\u7968\uff09\u5e73\u6de1\uff0c\u66f4\u50cf\u662f\u4e00\u6b21\u7cbe\u51c6\u7684\u65e9\u671f\u7528\u6237\u6d4b\u8bd5\u4e0e\u5b9a\u4f4d\u5ba3\u8a00\u3002\u5176\u6210\u8d25\u5173\u952e\u5728\u4e8e\uff0c\u80fd\u5426\u5728\u201c\u4e3a\u81ea\u6709\u5217\u8868\u8425\u9500\u63d0\u4f9b\u6781\u81f4\u7b80\u5355\u3001\u8f6c\u5316\u5bfc\u5411\u7684\u4f53\u9a8c\u201d\u8fd9\u4e00\u72ed\u7a84\u5207\u53e3\u4e0a\uff0c\u505a\u5230\u4f53\u9a8c\u4e0e\u6548\u679c\u7684\u53cc\u91cd\u78be\u538b\uff0c\u5e76\u6784\u5efa\u8d77\u53ef\u6301\u7eed\u7684\u5546\u4e1a\u6a21\u5f0f\u3002\u8fd9\u6761\u8def\u9700\u8981\u7684\u662f\u6df1\u5ea6\u800c\u975e\u5e7f\u5ea6\uff0c\u662f\u514b\u5236\u800c\u975e\u6269\u5f20\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\">Letterbase<\/span>\n <\/div>\n<div class=\"comment-content\">Letterbase – Email marketing that actually converts. Send beautiful campaigns, manage contacts, and track performance. Built for small and mid-sized businesses.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><em>Launching something new always comes with a temptation to polish it endlessly in private. I decided to take the opposite route.<\/em><\/p>\n<p>Today I’m sharing <strong>Letterbase<\/strong> publicly on Product Hunt while it’s <em>already functional but still evolving<\/em>. Instead of waiting for “perfect”, I wanted to build in the open, learn from real users, and improve based on real feedback.<\/p>\n<p><strong>Letterbase<\/strong> is built for people who want a simpler way to run email campaigns without unnecessary complexity. The goal is straightforward: make it easy to manage contacts, create campaigns, and understand your email analytics without getting lost in bloated tools.<\/p>\n<p>The product is already almost fully working, and this launch is about starting the conversation with the community that can help shape where it goes next.<br \/><em><br \/>If you check it out, I’d genuinely appreciate your thoughts, feedback, and suggestions. Every comment helps make Letterbase better.<\/em><\/p>\n<p>Thanks for taking the time to look \ud83d\ude4c<\/p>\n<p>\u2014 Builder of <a href=\"https:\/\/www.letterbase.net\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.letterbase.net<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Most email tools talk about opens and clicks. Focusing on actual conversions is a better angle.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How you guys compete in this very crowded market. In other words, what’s the difference or benefits, compared to tools like Instantly, Lemlist etc. Anyway, good luck<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@davitausberlin\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"davitausberlin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davitausberlin<\/a> <\/p>\n<p>Hey Davit, thanks for the question.<\/p>\n<p>We\u2019re actually focused on a different use case: Letterbase is built for <strong>email marketing<\/strong> (newsletters, campaigns to existing subscribers, product updates) rather than cold outreach. Tools like Instantly and Lemlist are geared toward outbound sales sequences.<\/p>\n<p>For small and mid-sized businesses that want to run campaigns, manage lists, and track opens\/clicks without complexity, we offer simple pricing (including a free tier), AWS SES for deliverability, and a straightforward dashboard. If you\u2019re mainly doing cold sales outreach, those tools are a better fit; if you\u2019re doing marketing to your own lists, we\u2019re a good option.<\/p>\n<p>Thanks for the good luck \u2014 same to you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\/5ISX4YDYLRVI2A\" class=\"app-title\">MindStash<\/a><\/p>\n<div class=\"one-liner\">Never lose a thought again.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">8<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>MindStash\u662f\u4e00\u6b3eAI\u9a71\u52a8\u7684\u667a\u80fd\u7b14\u8bb0\u5e94\u7528\uff0c\u901a\u8fc7\u81ea\u52a8\u5206\u7c7b\u3001\u8bc6\u522b\u610f\u56fe\u4e0e\u9884\u6d4b\u63d0\u9192\uff0c\u5728\u7528\u6237\u4ea7\u751f\u96f6\u6563\u60f3\u6cd5\u6216\u5f85\u529e\u4e8b\u9879\u7684\u77ac\u95f4\uff0c\u4ee5\u6781\u4f4e\u6469\u64e6\u7684\u65b9\u5f0f\u6355\u83b7\u5e76\u667a\u80fd\u5316\u7ba1\u7406\uff0c\u89e3\u51b3\u4e86\u4fe1\u606f\u6613\u4e22\u5931\u548c\u7ec4\u7ec7\u6210\u672c\u8fc7\u9ad8\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/05835345-9b73-4e20-9a24-dbeb5503bd44.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ba22596a-01a0-4aeb-b188-54e1f7e92b3f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/68bccd66-30d2-40da-bb2f-aaeaba2bcd0d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b80073b8-6a59-43b2-ba99-2704a7e4938c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/899ed796-d157-4777-a32c-9208c3c41d17.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\/7bc4e4c7-1325-4d64-a929-1c9b3971b9b6.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/267b47d5c9e140ac87af4160f079e31a\"><source src=\"https:\/\/www.loom.com\/share\/267b47d5c9e140ac87af4160f079e31a\" 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\">Notes<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u667a\u80fd\u7b14\u8bb0<\/span><br \/>\n <span class=\"tag\">AI\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u65e0\u538b\u529b\u8bb0\u5f55<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5206\u7c7b<\/span><br \/>\n <span class=\"tag\">\u610f\u56fe\u8bc6\u522b<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u63d0\u9192<\/span><br \/>\n <span class=\"tag\">\u4fe1\u606f\u518d\u6d6e\u73b0<\/span><br \/>\n <span class=\"tag\">\u5bf9\u8bdd\u5f0f\u641c\u7d22<\/span><br \/>\n <span class=\"tag\">\u601d\u7ef4\u7ba1\u7406<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u6b63\u9762\uff0c\u8ba4\u53ef\u5176\u201c\u65e0\u538b\u529b\u6355\u83b7\u201d\u548c\u201c\u81ea\u52a8\u518d\u6d6e\u73b0\u201d\u7684\u6838\u5fc3\u4ef7\u503c\u3002\u521b\u59cb\u4eba\u5206\u4eab\u4ea7\u54c1\u521d\u8877\u662f\u89e3\u51b3\u201c\u601d\u7ef4\u6d41\u5931\u201d\u95ee\u9898\u3002\u6709\u6548\u5efa\u8bae\/\u95ee\u9898\u5305\u62ec\uff1a\u5173\u6ce8\u6570\u636e\u89c4\u6a21\u6269\u5927\u540e\u7684\u641c\u7d22\u5ef6\u8fdf\u3001\u5e0c\u671b\u652f\u6301\u6309\u7279\u5b9a\u521b\u610f\u65f6\u95f4\u6bb5\u63a8\u9001\u60f3\u6cd5\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 MindStash\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u505a\u53e6\u4e00\u4e2a\u7b14\u8bb0\u4ed3\u5e93\uff0c\u800c\u65e8\u5728\u6210\u4e3a\u601d\u7ef4\u7684\u201c\u9884\u6d4b\u6027\u4e2d\u67a2\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684AI\u6807\u7b7e\u5316\uff0c\u800c\u5728\u4e8e\u6784\u5efa\u4e86\u4e00\u4e2a\u201c\u8bbe\u5b9a\u540e\u5373\u9057\u5fd8\u201d\u7684\u4fe1\u4efb\u7cfb\u7edf\uff0c\u901a\u8fc710\u4e2a\u667a\u80fd\u4fe1\u53f7\u5bf9\u788e\u7247\u4fe1\u606f\u8fdb\u884c\u610f\u56fe\u5efa\u6a21\uff0c\u8bd5\u56fe\u5c06\u7528\u6237\u4ece\u201c\u8bb0\u5fc6\u4e0e\u6574\u7406\u201d\u7684\u8ba4\u77e5\u8d1f\u8377\u4e2d\u5f7b\u5e95\u89e3\u653e\u3002\u4ea7\u54c1\u51b3\u7b56\u7280\u5229\uff1a500\u5b57\u7b26\u9650\u5236\u662f\u7cbe\u5999\u4e4b\u4e3e\uff0c\u5b83\u901a\u8fc7\u7ea6\u675f\u5f62\u5f0f\u6765\u786e\u4fdd\u8f93\u5165\u8f7b\u91cf\u4e0eAI\u5904\u7406\u7684\u7ecf\u6d4e\u6027\uff0c\u76f4\u51fb\u4f20\u7edf\u7b14\u8bb0\u5e94\u7528\u201c\u8fc7\u5ea6\u7ec4\u7ec7\u201d\u53cd\u800c\u5bfc\u81f4\u201c\u601d\u7ef4\u575f\u573a\u201d\u7684\u75c7\u7ed3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u6e05\u6670\u3002\u9996\u5148\uff0c\u201c\u81ea\u52a8\u5224\u65ad\u201d\u4e0e\u201c\u7528\u6237\u63a7\u5236\u201d\u4e4b\u95f4\u5b58\u5728\u6c38\u6052\u5f20\u529b\uff0cAI\u5bf9\u201c\u7d27\u6025\u201d\u6216\u201c\u76f8\u5173\u201d\u7684\u8bef\u5224\u53ef\u80fd\u5bfc\u81f4\u4fe1\u4efb\u5d29\u584c\u3002\u5176\u6b21\uff0c\u8bc4\u8bba\u4e2d\u63d0\u53ca\u7684\u641c\u7d22\u5ef6\u8fdf\u95ee\u9898\u6307\u5411\u4e86\u6838\u5fc3\uff1a\u968f\u7740\u6570\u636e\u79ef\u7d2f\uff0c\u7b80\u5355\u7684\u8fc7\u6ee4\u6807\u7b7e\u662f\u5426\u8db3\u591f\uff1f\u5176\u5ba3\u79f0\u7684\u201c\u5bf9\u8bdd\u5f0fAI\u4ee3\u7406\u201d\u5c06\u6210\u4e3a\u5173\u952e\u74f6\u9888\uff0c\u4e5f\u662f\u4ece\u201c\u597d\u7528\u5de5\u5177\u201d\u8dc3\u5347\u4e3a\u201c\u8ba4\u77e5\u4f19\u4f34\u201d\u7684\u4ef7\u503c\u5206\u6c34\u5cad\u3002\u5f53\u524d\u5b83\u66f4\u50cf\u662f\u4e3a\u201c\u77e5\u8bc6\u5de5\u4f5c\u8005\u201d\u8bbe\u8ba1\u7684\u7cbe\u5bc6\u5916\u8111\uff0c\u4f46\u5176\u957f\u671f\u6210\u529f\u53d6\u51b3\u4e8eAI\u80fd\u5426\u5728\u590d\u6742\u3001\u6a21\u7cca\u7684\u4e2a\u4eba\u8bed\u5883\u4e2d\uff0c\u6301\u7eed\u505a\u51fa\u4ee4\u4eba\u60ca\u559c\u7684\u201c\u76f8\u5173\u518d\u6d6e\u73b0\u201d\uff0c\u8fd9\u9700\u8981\u6df1\u5ea6\u7684\u4e2a\u6027\u5316\u8bad\u7ec3\uff0c\u800c\u975e\u4ec5\u9760\u89c4\u5219\u4e0e\u521d\u59cb\u5206\u7c7b\u3002\u5b83\u907f\u5f00\u4e0eNotion\u7b49\u5168\u80fd\u5de8\u5934\u7684\u6b63\u9762\u7ade\u4e89\uff0c\u5728\u201c\u6355\u83b7-\u63d0\u9192\u201d\u8fd9\u4e00\u5782\u76f4\u94fe\u8def\u4e0a\u505a\u6df1\uff0c\u662f\u4e00\u6761\u660e\u667a\u7684\u8def\u5f84\uff0c\u4f46\u5929\u82b1\u677f\u4e5f\u6e05\u6670\u53ef\u89c1\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\">MindStash<\/span>\n <\/div>\n<div class=\"comment-content\">Most note apps just store things. MindStash understands them. Drop any thought! AI assigns category, detects urgency, predicts when to remind you, and resurfaces it when it matters. 10 intelligence signals per item: intent, priority, time context, action required, and more. Plus a conversational AI agent to search and manage your entire knowledge base in plain English. Think less about remembering. Think more about everything else.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I built MindStash because I kept losing my own thoughts.<\/p>\n<p>Not in big, noticeable ways, but through small, steady losses. An idea that came in the shower. An article I planned to read later. A task I assumed I would remember. A restaurant a friend recommended. By the time I finally tried to write them down, they had already slipped away.<\/p>\n<p>I tried everything like Notes, Notion, Pocket, random browser tabs. None of it worked long-term because the friction of organizing was always higher than the value of retrieving. Things became graveyards.<\/p>\n<p>So I built the opposite: a tool where capturing takes under 10 seconds, and the AI handles everything else. Category, urgency, tags, when to remind you, how often to resurface it. All automatic! You just dump the thought and trust the system.<\/p>\n<p>What surprised me during development was how much intelligence you can extract from a single sentence. “Call John about the football match on Sunday” tells you: it’s time-sensitive, action-required, person-related, and should generate a Saturday evening reminder. The AI picks all of that up without you specifying anything.<\/p>\n<p>The 500-character limit was a deliberate product decision, not a technical constraint. It keeps capture frictionless, controls AI costs, and forces clarity. Turns out most real thoughts fit in 500 chars.<\/p>\n<p>If you’ve ever lost a good idea because the moment passed, MindStash is for you.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Notes that resurface on their own when they are actually relevant is a much better model than searching through everything manually.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@utkarsh_singh64\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@utkarsh_singh64<\/a> Thanks for boosting feedback! Please try our app and share the experience \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I always end up using a messy markdown file for quick brain dumps, but it becomes impossible to parse when I revisit it later. Having a dedicated inbox just for raw, unstructured ideas could easily replace my current habit of sending Slack messages to myself. I would love to hear how you are handling search latency as the number of saved thoughts scales up over time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@y_taka\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@y_taka<\/a> Nice observation Takahito! Support you have 100 saved items over the period of time and lets say you have marked only 20 as completed. But having 80 items in dashboard is still headache. to resolve this, I have give “Today” tab that will only show items that you should look into for present. moreover there are advanced filter given, so you can see items based on category. And lastly if none of this work for you, then you will always have our AI chat agent at your service!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The concept of ‘thought graveyards’ hits home. As a builder focused on deep creative flow, I know how easily a fleeting idea can vanish if the capture process is too heavy. Limiting it to 500 characters is a genius move to reduce friction. Does MindStash have a way to resurface these thoughts during specific times of day when we’re most creative?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@linapok\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@linapok<\/a> Yes Lina, It going to identify which day and what time the specific item should resurface. Give this product a shot. would to hear you after use feedback \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#20<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/XQTV45J6TIQEFS\" class=\"app-title\">SuprFlow<\/a><\/p>\n<div class=\"one-liner\">Speech to Text dictation for your Mac at $30 for lifetime<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">7<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5728Mac\u4e0a\u5b8c\u5168\u672c\u5730\u8fd0\u884c\u3001\u4fdd\u62a4\u9690\u79c1\u7684\u8bed\u97f3\u8f6c\u6587\u672c\u542c\u5199\u5de5\u5177\uff0c\u901a\u8fc7\u4e00\u6b21\u6027\u4e70\u65ad\u548c\u793e\u533a\u9a71\u52a8\u8def\u7ebf\u56fe\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5bf9\u4e91\u7aef\u6570\u636e\u6cc4\u9732\u548c\u8ba2\u9605\u5236\u538c\u5026\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\/d7531c68-9753-44b2-81d1-e00b2adbd4f2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/461d22aa-882b-4f80-ac37-0921ac528446.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/17e458fb-95fd-4a19-8b7d-0b57deccb285.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/89d079a4-7f01-4d8c-b2b9-bd25b2d7adca.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/68efdef1-53fd-4de8-930c-e689424fc5eb.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\/24d99924-adfa-46c1-88e2-0ec76f1248d2.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=MN2KOoIxyn8\"><source src=\"https:\/\/www.youtube.com\/watch?v=MN2KOoIxyn8\" 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\">Privacy<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8bed\u97f3\u8f6c\u6587\u672c<\/span><br \/>\n <span class=\"tag\">Mac\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u4e70\u65ad\u5236<\/span><br \/>\n <span class=\"tag\">\u793e\u533a\u9a71\u52a8<\/span><br \/>\n <span class=\"tag\">AI\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u542c\u5199\u8f6f\u4ef6<\/span><br \/>\n <span class=\"tag\">\u53ef\u5b9a\u5236\u5316<\/span><br \/>\n <span class=\"tag\">\u79bb\u7ebf\u5de5\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\u8d5e\u8d4f\u5176\u672c\u5730\u5904\u7406\u5e26\u6765\u7684\u9690\u79c1\u5b89\u5168\u548c\u4e70\u65ad\u6a21\u5f0f\u3002\u6709\u7528\u6237\u56e0\u6b64\u53d6\u6d88\u4e86\u7ade\u54c1\u8ba2\u9605\u3002\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u4e8e\u5546\u4e1a\u6a21\u5f0f\uff08\u5982\u65e0\u8d26\u6237\u5982\u4f55\u4fdd\u62a4IP\uff09\u53ca\u4e0e\u7ade\u54c1\uff08\u5982Wispr\uff09\u7684\u6280\u672f\u5dee\u5f02\u3002\u5f00\u53d1\u8005\u56de\u5e94\u6f84\u6e05\u4e86\u9996\u6b21\u6fc0\u6d3b\u9700\u8054\u7f51\uff0c\u540e\u7eed\u53ef\u5b8c\u5168\u79bb\u7ebf\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 SuprFlow\u5207\u5165\u7684\u662f\u4e00\u4e2a\u88ab\u201c\u4e91\u8ba2\u9605\u201d\u6a21\u5f0f\u7edf\u6cbb\u5df2\u4e45\u7684\u6210\u719f\u5e02\u573a\uff0c\u5176\u771f\u6b63\u7684\u98a0\u8986\u6027\u5e76\u975e\u6280\u672f\uff0c\u800c\u662f\u4ef7\u503c\u89c2\u4e0e\u5546\u4e1a\u6a21\u5f0f\u7684\u7ec4\u5408\u62f3\u3002\u5b83\u7cbe\u51c6\u72d9\u51fb\u4e86\u5f53\u524d\u7528\u6237\u7684\u4e24\u5927\u7126\u8651\uff1a\u6570\u636e\u9690\u79c1\u4e0e\u4ed8\u8d39\u75b2\u52b3\u3002\u901a\u8fc7\u5ba3\u79f0\u5b8c\u5168\u672c\u5730\u8fd0\u884c\u548c\u4e00\u6b21\u6027\u4e70\u65ad\uff0c\u5b83\u5c06\u81ea\u5df1\u5851\u9020\u6210\u4e91\u7aefAI\u670d\u52a1\u7684\u201c\u9053\u5fb7\u5bf9\u7acb\u9762\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u793e\u533a\u9a71\u52a8\u8def\u7ebf\u56fe\u201d\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u5bf9\u4e8e\u65e9\u671f\u5c0f\u4f17\u4ea7\u54c1\uff0c\u8fd9\u662f\u6784\u5efa\u94c1\u6746\u7528\u6237\u7fa4\u7684\u5229\u5668\uff1b\u4f46\u82e5\u7528\u6237\u9700\u6c42\u53d1\u6563\uff0c\u6781\u6613\u5bfc\u81f4\u4ea7\u54c1\u5b9a\u4f4d\u6a21\u7cca\u548c\u5f00\u53d1\u8d44\u6e90\u5206\u6563\uff0c\u8fd9\u4e0e\u5b83\u5f3a\u8c03\u7684\u201c\u4f60\u7684\u5de5\u4f5c\u6d41\u201d\u6240\u6697\u793a\u7684\u9ad8\u5ea6\u5b9a\u5236\u5316\u5b58\u5728\u5185\u5728\u77db\u76fe\u3002\u5176\u6280\u672f\u67b6\u6784\u652f\u6301\u6362\u7528\u81ea\u6709\u6a21\u578b\u662f\u4eae\u70b9\uff0c\u4f46\u8fd9\u5b9e\u9645\u4e0a\u5c06\u90e8\u5206\u6280\u672f\u590d\u6742\u5ea6\u8f6c\u79fb\u7ed9\u4e86\u8fdb\u9636\u7528\u6237\uff0c\u4e3b\u6d41\u7528\u6237\u53ef\u80fd\u4ecd\u4f9d\u8d56\u5176\u5185\u7f6e\u6a21\u578b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6700\u8106\u5f31\u7684\u73af\u8282\u5728\u4e8e\u5176\u5546\u4e1a\u6a21\u5f0f\u3002\u4e00\u6b21\u6027\u6536\u8d39\u7ed3\u5408\u201c\u6c38\u4e45\u6388\u6743\u201d\u5728\u957f\u671f\u7ef4\u62a4\u3001\u6a21\u578b\u66f4\u65b0\u548c\u6301\u7eed\u5f00\u53d1\u65b9\u9762\u5b58\u5728\u7ecf\u5178\u53ef\u6301\u7eed\u6027\u8d28\u7591\u3002\u867d\u7136\u901a\u8fc7\u201c\u8d2d\u4e70\u5373\u83b7\u5f97\u5851\u9020\u4ea7\u54c1\u5e2d\u4f4d\u201d\u7684\u8bdd\u672f\u8bd5\u56fe\u63d0\u5347\u8d2d\u4e70\u9644\u52a0\u503c\uff0c\u4f46\u8fd9\u672c\u8d28\u4e0a\u662f\u4e00\u79cd\u9884\u552e\u672a\u6765\u7684\u627f\u8bfa\uff0c\u8003\u9a8c\u56e2\u961f\u957f\u671f\u8fd0\u8425\u7684\u8bda\u610f\u4e0e\u80fd\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cSuprFlow\u662f\u4e00\u6b3e\u5178\u578b\u7684\u201c\u4ef7\u503c\u89c2\u4f18\u5148\u201d\u4ea7\u54c1\u3002\u5b83\u5728\u7ea2\u6d77\u4e2d\u5f00\u8f9f\u4e86\u4e00\u4e2a\u6ce8\u91cd\u9690\u79c1\u3001\u538c\u6076\u8ba2\u9605\u7684\u7ec6\u5206\u5e02\u573a\uff0c\u4f46\u80fd\u5426\u4ece\u60c5\u6000\u5bfc\u5411\u7684\u5de5\u5177\u6210\u957f\u4e3a\u53ef\u6301\u7eed\u7684\u5546\u4e1a\u4ea7\u54c1\uff0c\u53d6\u51b3\u4e8e\u5176\u56e2\u961f\u5982\u4f55\u5728\u201c\u793e\u533a\u58f0\u97f3\u201d\u3001\u201c\u6280\u672f\u503a\u52a1\u201d\u548c\u201c\u6536\u5165\u53ef\u6301\u7eed\u6027\u201d\u4e4b\u95f4\u627e\u5230\u5e73\u8861\u70b9\u3002\u5b83\u66f4\u50cf\u4e00\u6b21\u5bf9\u4e3b\u6d41\u5546\u4e1a\u6a21\u5f0f\u7684\u6297\u8bae\uff0c\u5176\u6210\u529f\u4e0e\u5426\u5c06\u9a8c\u8bc1\u8fd9\u4e2a\u7ec6\u5206\u5e02\u573a\u7684\u5b9e\u9645\u89c4\u6a21\u4e0e\u4ed8\u8d39\u610f\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\">SuprFlow<\/span>\n <\/div>\n<div class=\"comment-content\">SuprFlow is a privacy-centered speech-to-text dictation app for your mac. Your customizations, your workflow, your rules. Most apps work one way and that is that. We are building something you can truly make your own. You decide the roadmap and we build what the community needs. Buy SuprFlow and get a seat to shape what gets built next. Two founders, 40 yrs combined experience.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! I built SuprFlow because I kept running into the same problem: every voice-to-text tool either sent my audio to the cloud or locked me into a subscription.<\/p>\n<p>SuprFlow is an AI harness that runs the full speech-to-text pipeline locally on your Mac. Nothing leaves your machine. No account, no server, no exceptions.<\/p>\n<p>What makes it different is the model flexibility. You can use the built-in offline ASR models and get going in seconds, or swap in your own. We support multiple ASR pipelines so you are never locked into one approach.<\/p>\n<p>It is a one-time purchase. $49.99, yours forever.<\/p>\n<p>But more than that, we are building this with the community. If you have a workflow you want supported, a model you want integrated, or a feature that would make this fit your setup better, I want to hear it. The roadmap is literally shaped by what people tell us.<\/p>\n<p>Happy to answer anything. What would you build with this?<\/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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019ve been using SuprFlow for about two months during the beta, and I\u2019ve really enjoyed it.<\/p>\n<p>What I like most is that everything runs locally on my machine. No accounts, no cloud uploads, no subscription.<\/p>\n<p>After using it for a while, I actually cancelled my Wispr Flow subscription. SuprFlow just fits my workflow better.<\/p>\n<p>Excited to see how this evolves.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@vjdj28\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vjdj28<\/a> Thank you for your feedback & support \u2764\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cool business model innovation! Does Wispr not do the processing locally already? It always seems so fast I assumed the model was local.<\/p>\n<\/p>\n<p>Also curious how you are protecting your IP without accounts. Don’t you need that for purchase verification at a minimum? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@john_brozena\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@john_brozena<\/a> If your internet is disconnected, Wispr fails to work \ud83d\ude42 But they definitely do a lot of cutting edge stuffs to make it so snappy, no doubts!<\/p>\n<\/p>\n<p>Great point on the IP, you are spot-on! Just to clarify, while an internet connection is needed for the initial installation (for license validation and setting up your account), SuprFlow works completely offline after that. The account is purely for tracking your license and accessing support, no ongoing connectivity required. So once you’re set up, you’re good to go even without internet!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally, a dictation app that isn\u2019t just one-size-fits-all. Curious to see how the community shapes the roadmap over time \ud83d\ude04<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ian_powell2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ian_powell2<\/a> That’s exactly the spirit we’re building with! The community roadmap is something we’re really excited about. Every user gets a vote on what gets built next, so the product genuinely grows based on real needs. Would love to hear what features matter most to 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<\/div>\n<p><\/p>\n<div id=\"imageModal\" class=\"modal\">\n <span class=\"close\">×<\/span><br \/>\n <img class=\"modal-content\" id=\"modalImage\">\n<\/div>\n<p><script>\n \/\/ \u83b7\u53d6\u6a21\u6001\u6846\u5143\u7d20\n const modal = document.getElementById(\"imageModal\");\n const modalImg = document.getElementById(\"modalImage\");\n const closeBtn = document.getElementsByClassName(\"close\")[0];<\/p>\n<p> \/\/ \u68c0\u6d4b\u662f\u5426\u4e3a\u79fb\u52a8\u8bbe\u5907\n const isMobile = \/iPhone|iPad|iPod|Android\/i.test(navigator.userAgent);<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4f18\u5316\n function addTouchOptimization() {\n if (isMobile) {\n \/\/ \u4e3a\u6240\u6709\u53ef\u70b9\u51fb\u5143\u7d20\u6dfb\u52a0\u89e6\u6478\u53cd\u9988\n const clickableElements = document.querySelectorAll(\n '.media-content, .close, .video-overlay, .play-icon'\n );<\/p>\n<p> clickableElements.forEach(el => {\n el.style.touchAction = 'manipulation'; \/\/ \u9632\u6b62\u53cc\u51fb\u7f29\u653e\n });\n }\n }<\/p>\n<p> \/\/ \u4e3a\u6240\u6709\u56fe\u7247\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\n const images = document.querySelectorAll(\"img.media-content\");\n images.forEach(img => {\n img.onclick = function() {\n modal.style.display = \"block\";\n modalImg.src = this.src;\n \/\/ \u963b\u6b62\u80cc\u666f\u6eda\u52a8\n document.body.style.overflow = \"hidden\";\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n img.addEventListener('touchstart', function(e) {\n \/\/ \u9632\u6b62\u89e6\u6478\u4e8b\u4ef6\u89e6\u53d1\u4e0d\u5fc5\u8981\u7684\u884c\u4e3a\n e.preventDefault();\n this.click();\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u4e3a\u89c6\u9891\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6 - \u8df3\u8f6c\u5230\u89c6\u9891URL\n const videos = document.querySelectorAll(\"video.media-content\");\n videos.forEach(video => {\n \/\/ \u70b9\u51fb\u89c6\u9891\u672c\u8eab\u65f6\u8df3\u8f6c\u5230\u89c6\u9891URL\n video.onclick = function(e) {\n \/\/ \u68c0\u67e5\u70b9\u51fb\u76ee\u6807\u662f\u5426\u662f\u89c6\u9891\u63a7\u4ef6\u6216\u5176\u5b50\u5143\u7d20\n let isControlClick = false;\n let target = e.target;<\/p>\n<p> \/\/ \u5411\u4e0a\u904d\u5386DOM\uff0c\u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\u5143\u7d20\n while (target && target !== this) {\n \/\/ \u68c0\u67e5\u662f\u5426\u6709\u63a7\u4ef6\u76f8\u5173\u7684\u7c7b\u540d\u6216\u5c5e\u6027\n if (target.classList.contains('video-js') || \n target.tagName.toLowerCase() === 'button' || \n target.tagName.toLowerCase() === 'input' || \n target.tagName.toLowerCase() === 'select' ||\n target.className.includes('control')) {\n isControlClick = true;\n break;\n }\n target = target.parentElement;\n }<\/p>\n<p> \/\/ \u53ea\u6709\u5f53\u70b9\u51fb\u7684\u662f\u89c6\u9891\u672c\u8eab\u800c\u975e\u63a7\u4ef6\u65f6\u624d\u8df3\u8f6c\n if (!isControlClick && e.target.tagName.toLowerCase() === 'video') {\n const videoUrl = this.getAttribute('data-video-url') || this.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n video.addEventListener('touchstart', function(e) {\n \/\/ \u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\n let isControlClick = false;\n let target = e.target;<\/p>\n<p> while (target && target !== this) {\n if (target.tagName.toLowerCase() === 'button' || \n target.tagName.toLowerCase() === 'input' || \n target.className.includes('control')) {\n isControlClick = true;\n break;\n }\n target = target.parentElement;\n }<\/p>\n<p> if (!isControlClick) {\n e.preventDefault();\n const videoUrl = this.getAttribute('data-video-url') || this.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u4e3a\u89c6\u9891\u906e\u7f69\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\uff0c\u786e\u4fdd\u70b9\u51fb\u906e\u7f69\u4e5f\u80fd\u8df3\u8f6c\n const videoOverlays = document.querySelectorAll('.video-overlay');\n videoOverlays.forEach(overlay => {\n overlay.onclick = function(e) {\n \/\/ \u963b\u6b62\u4e8b\u4ef6\u5192\u6ce1\u5230\u89c6\u9891\u5143\u7d20\n e.stopPropagation();\n const video = this.parentElement.querySelector('video.media-content');\n if (video) {\n const videoUrl = video.getAttribute('data-video-url') || video.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n overlay.addEventListener('touchstart', function(e) {\n e.preventDefault();\n e.stopPropagation();\n const video = this.parentElement.querySelector('video.media-content');\n if (video) {\n const videoUrl = video.getAttribute('data-video-url') || video.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u5173\u95ed\u6a21\u6001\u6846\n closeBtn.onclick = function() {\n modal.style.display = \"none\";\n \/\/ \u6062\u590d\u80cc\u666f\u6eda\u52a8\n document.body.style.overflow = \"auto\";\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n closeBtn.addEventListener('touchstart', function(e) {\n e.preventDefault();\n modal.style.display = \"none\";\n document.body.style.overflow = \"auto\";\n }, { passive: false });\n }<\/p>\n<p> \/\/ \u70b9\u51fb\u6a21\u6001\u6846\u5916\u90e8\u5173\u95ed\n window.onclick = function(event) {\n if (event.target === modal) {\n modal.style.display = \"none\";\n 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commentsContainer.classList.contains('comments-container')) {\n commentsContainer.classList.toggle('open');\n }\n });\n });\n<\/script><\/p>\n<p><\/body><br \/>\n<\/html><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-03-14 PH\u70ed\u699c | 2026-03-14 #1 Agent […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"template-clean-canvas.php","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[],"class_list":["post-161","post","type-post","status-publish","format-standard","hentry","category-producthunt"],"_links":{"self":[{"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/posts\/161","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/comments?post=161"}],"version-history":[{"count":0,"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/posts\/161\/revisions"}],"wp:attachment":[{"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/media?parent=161"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/categories?post=161"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/tags?post=161"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}

{"id":161,"date":"2026-03-15T11:40:15","date_gmt":"2026-03-15T03:40:15","guid":{"rendered":"https:\/\/ph.listeningo.cn\/index.php\/2026\/03\/15\/2026-03-14\/"},"modified":"2026-03-15T11:40:15","modified_gmt":"2026-03-15T03:40:15","slug":"2026-03-14","status":"publish","type":"post","link":"https:\/\/ph.listeningo.cn\/index.php\/2026\/03\/15\/2026-03-14\/","title":{"rendered":"PH\u70ed\u699c | 2026-03-14"},"content":{"rendered":"

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\n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-03-14<\/title><\/p>\n<style>\n \/* --- \u5168\u5c40\u91cd\u7f6e\u4e0e\u5b57\u4f53 --- *\/\n :root {\n --ph-orange: #FF6154;\n --text-main: #21293C;\n --text-secondary: #4B587C;\n --bg-ai: #F7F7F9;\n --border-color: #E6E6E6;\n }<\/p>\n<p> body {\n font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif;\n color: var(--text-main);\n background-color: #ffffff;\n line-height: 1.6;\n margin: 0;\n padding: 20px;\n }<\/p>\n<p> .container {\n max-width: 800px;\n margin: 0 auto;\n }<\/p>\n<p> \/* --- \u5361\u7247\u6837\u5f0f --- *\/\n .app-card {\n border-bottom: 1px solid var(--border-color);\n padding-bottom: 40px;\n margin-bottom: 40px;\n }<\/p>\n<p> \/* --- 1. \u5934\u90e8\u533a\u57df --- *\/\n .app-header {\n display: flex;\n align-items: flex-start;\n gap: 16px;\n margin-bottom: 20px;\n }<\/p>\n<p> .rank {\n font-size: 24px;\n font-weight: 300;\n color: #999;\n min-width: 30px;\n padding-top: 4px;\n }<\/p>\n<p> .title-group {\n flex: 1;\n }<\/p>\n<p> .app-title {\n font-size: 24px;\n font-weight: 800;\n margin: 0 0 4px 0;\n color: var(--text-main);\n text-decoration: none;\n display: inline-block;\n }<\/p>\n<p> .app-title:hover {\n color: var(--ph-orange);\n text-decoration: underline;\n }<\/p>\n<p> .vote-btn {\n display: flex;\n flex-direction: column;\n align-items: center;\n justify-content: center;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 8px 12px;\n background: #fff;\n min-width: 60px;\n box-shadow: 0 1px 2px rgba(0,0,0,0.05);\n }<\/p>\n<p> .vote-arrow {\n color: var(--ph-orange);\n font-size: 14px;\n margin-bottom: -2px;\n }<\/p>\n<p> .vote-count {\n font-weight: 600;\n font-size: 14px;\n }<\/p>\n<p> \/* --- 2. \u5347\u7ea7\u7248\u5a92\u4f53\u753b\u5eca (\u5173\u952e\u4fee\u6539) --- *\/\n .media-gallery {\n display: flex;\n gap: 16px;\n overflow-x: auto; \/* \u5141\u8bb8\u6a2a\u5411\u6eda\u52a8 *\/\n padding-bottom: 16px; \/* \u7559\u51fa\u6eda\u52a8\u7a7a\u95f4 *\/\n scroll-snap-type: x mandatory; \/* \u6eda\u52a8\u5438\u9644\u6548\u679c *\/\n -webkit-overflow-scrolling: touch; \/* iOS \u5e73\u6ed1\u6eda\u52a8 *\/\n margin-bottom: 20px;<\/p>\n<p> \/* \u9690\u85cf\u9ed8\u8ba4\u6eda\u52a8\u6761\u4f46\u4fdd\u7559\u529f\u80fd (Firefox) *\/\n scrollbar-width: thin;\n scrollbar-color: #ddd transparent;\n }<\/p>\n<p> \/* Webkit \u6eda\u52a8\u6761\u6837\u5f0f\u4f18\u5316 *\/\n .media-gallery::-webkit-scrollbar {\n height: 6px;\n }\n .media-gallery::-webkit-scrollbar-track {\n background: transparent;\n }\n .media-gallery::-webkit-scrollbar-thumb {\n background-color: #eee;\n border-radius: 10px;\n }<\/p>\n<p> .media-item-wrapper {\n flex: 0 0 auto; \/* \u9632\u6b62\u88ab\u538b\u7f29 *\/\n width: 80%; \/* \u79fb\u52a8\u7aef\u9ed8\u8ba4\u9732\u51fa\u4e00\u70b9\u4e0b\u4e00\u5f20\uff0c\u63d0\u793a\u53ef\u6ed1\u52a8 *\/\n max-width: 500px; \/* \u684c\u9762\u7aef\u6700\u5927\u5bbd\u5ea6 *\/\n aspect-ratio: 16\/9; \/* \u7edf\u4e00\u6bd4\u4f8b *\/<\/p>\n<p> position: relative;\n border-radius: 12px;\n overflow: hidden;\n border: 1px solid rgba(0,0,0,0.08);\n background-color: #f5f5f5;\n scroll-snap-align: center; \/* \u6eda\u52a8\u505c\u6b62\u65f6\u5c45\u4e2d *\/\n }<\/p>\n<p> .media-content {\n width: 100%;\n height: 100%;\n object-fit: cover; \/* \u586b\u5145\u5bb9\u5668 *\/\n display: block;\n cursor: pointer;\n }<\/p>\n<p> \/* \u89c6\u9891\u6807\u7b7e\u7279\u6b8a\u5904\u7406 *\/\n video.media-content {\n background-color: #000;\n cursor: pointer;\n }<\/p>\n<p> \/* \u5982\u679c\u53ea\u67091\u4e2a\u5a92\u4f53\uff0c\u4e0d\u8981\u6eda\u52a8\uff0c\u4e14\u5bbd\u5ea6\u81ea\u9002\u5e94 *\/\n .media-gallery.single-item .media-item-wrapper {\n width: 100%;\n max-width: 100%;\n }<\/p>\n<p> \/* --- 3. \u63cf\u8ff0\u4e0e\u6807\u7b7e --- *\/\n .one-liner {\n font-size: 18px;\n color: var(--text-secondary);\n margin-bottom: 12px;\n font-weight: 500;\n }<\/p>\n<p> .tags-container {\n display: flex;\n flex-wrap: wrap;\n gap: 8px;\n margin-bottom: 24px;\n }<\/p>\n<p> .tag {\n font-size: 12px;\n color: var(--text-secondary);\n background-color: #F2F2F2;\n padding: 4px 10px;\n border-radius: 20px;\n font-weight: 600;\n text-transform: uppercase;\n }<\/p>\n<p> \/* --- 4. AI \u6458\u8981\u533a --- *\/\n .ai-section {\n background-color: var(--bg-ai);\n border-radius: 12px;\n padding: 20px;\n margin-bottom: 20px;\n border-left: 4px solid var(--ph-orange);\n }<\/p>\n<p> .ai-title {\n font-size: 14px;\n font-weight: 700;\n color: var(--text-main);\n margin: 0 0 12px 0;\n display: flex;\n align-items: center;\n gap: 6px;\n }<\/p>\n<p> .ai-content {\n font-size: 15px;\n color: #333;\n margin-bottom: 0;\n line-height: 1.7;\n }<\/p>\n<p> \/* --- 5. \u8bc4\u8bba\u533a --- *\/\n .reviews-section {\n margin-top: 10px;\n }<\/p>\n<p> .review-item {\n display: flex;\n gap: 10px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .review-avatar {\n font-size: 18px;\n margin-top: 2px;\n min-width: 24px;\n }<\/p>\n<p> .review-bubble {\n background: #fff;\n border: 1px solid var(--border-color);\n padding: 8px 12px;\n border-radius: 0 12px 12px 12px;\n color: var(--text-secondary);\n line-height: 1.5;\n }<\/p>\n<p> .review-author {\n font-weight: 700;\n color: var(--text-main);\n margin-right: 4px;\n font-style: normal;\n }<\/p>\n<p> .comments-section {\n margin-top: 30px;\n border-top: 1px solid var(--border-color);\n padding-top: 20px;\n }<\/p>\n<p> .comments-toggle {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 12px 20px;\n cursor: pointer;\n display: flex;\n justify-content: space-between;\n align-items: center;\n width: 100%;\n font-size: 14px;\n font-weight: 600;\n color: var(--text-main);\n transition: all 0.3s ease;\n }<\/p>\n<p> .comments-toggle:hover {\n background-color: #e9ecef;\n }<\/p>\n<p> .comments-toggle .toggle-arrow {\n font-size: 18px;\n transition: transform 0.3s ease;\n }<\/p>\n<p> .comments-toggle.open .toggle-arrow {\n transform: rotate(180deg);\n }<\/p>\n<p> .comments-container {\n max-height: 0;\n overflow: hidden;\n transition: max-height 0.5s ease;\n margin-top: 15px;\n }<\/p>\n<p> .comments-container.open {\n max-height: 800px;\n overflow: auto;\n }<\/p>\n<p> .comment-item {\n background-color: #fff;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 16px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .comment-header {\n display: flex;\n justify-content: space-between;\n align-items: flex-start;\n margin-bottom: 8px;\n }<\/p>\n<p> .comment-author {\n font-weight: 600;\n color: var(--text-main);\n margin-right: 8px;\n }<\/p>\n<p> .comment-content {\n color: var(--text-secondary);\n line-height: 1.5;\n margin-bottom: 10px;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> .comment-content p {\n margin: 0;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> \/* \u4f18\u5316\u8868\u60c5\u7b26\u53f7\u663e\u793a *\/\n .emoji {\n display: inline;\n max-width: 15px;\n overflow-wrap: normal;\n }<\/p>\n<p> .comment-actions {\n display: flex;\n align-items: center;\n gap: 16px;\n font-size: 12px;\n color: var(--text-secondary);\n }<\/p>\n<p> .comment-vote {\n display: flex;\n align-items: center;\n gap: 4px;\n cursor: pointer;\n }<\/p>\n<p> .comment-replies {\n margin-top: 12px;\n margin-left: 20px;\n padding-left: 12px;\n border-left: 2px solid var(--border-color);\n }<\/p>\n<p> .reply-item {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 6px;\n padding: 12px;\n margin-bottom: 8px;\n font-size: 13px;\n }<\/p>\n<p> .reply-content {\n color: var(--text-secondary);\n line-height: 1.4;\n margin-bottom: 6px;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }<\/p>\n<p> \/* --- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846\u6837\u5f0f --- *\/\n .modal {\n display: none;\n position: fixed;\n z-index: 1000;\n left: 0;\n top: 0;\n width: 100%;\n height: 100%;\n background-color: rgba(0, 0, 0, 0.9);\n overflow: auto;\n transition: opacity 0.3s ease;\n }<\/p>\n<p> .modal-content {\n display: block;\n max-width: 90%;\n max-height: 90vh;\n margin: 5vh auto;\n object-fit: contain;\n animation: zoom 0.3s;\n }<\/p>\n<p> @keyframes zoom {\n from {transform: scale(0.8); opacity: 0;}\n to {transform: scale(1); opacity: 1;}\n }<\/p>\n<p> .close {\n position: absolute;\n top: 20px;\n right: 35px;\n color: #fff;\n font-size: 40px;\n font-weight: bold;\n transition: 0.3s;\n cursor: pointer;\n \/* \u6dfb\u52a0\u89e6\u63a7\u4f18\u5316 *\/\n padding: 10px;\n line-height: 1;\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> .close:hover,\n .close:focus {\n color: #bbb;\n text-decoration: none;\n }<\/p>\n<p> \/* \u89c6\u9891\u70b9\u51fb\u63d0\u793a\u6837\u5f0f *\/\n .video-overlay {\n position: absolute;\n top: 0;\n left: 0;\n width: 100%;\n height: 100%;\n display: flex;\n align-items: center;\n justify-content: center;\n background-color: rgba(0, 0, 0, 0.2);\n opacity: 0;\n transition: opacity 0.3s ease;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n touch-action: manipulation;\n cursor: pointer;\n }<\/p>\n<p> .media-item-wrapper:hover .video-overlay {\n opacity: 1;\n }<\/p>\n<p> \/* \u4e3a\u89e6\u6478\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u6548\u679c *\/\n .media-item-wrapper:active .video-overlay {\n opacity: 0.8;\n }<\/p>\n<p> .play-icon {\n width: 80px;\n height: 80px;\n background-color: rgba(255, 255, 255, 0.9);\n border-radius: 50%;\n display: flex;\n align-items: center;\n justify-content: center;\n color: var(--ph-orange);\n font-size: 24px;\n font-weight: bold;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }\n <\/style>\n<p><\/head><br \/>\n<body><\/p>\n<div class=\"container\">\n<h1 style=\"text-align:center; margin-bottom:40px; font-weight:900;\">PH\u70ed\u699c | 2026-03-14<\/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\/IV44YJPFIDYSKI\" class=\"app-title\">Agent 37<\/a><\/p>\n<div class=\"one-liner\">Your own OpenClaw instance for $3.99\/mo<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">352<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u63d0\u4f9b\u5168\u6258\u7ba1\u3001\u9694\u79bb\u7684OpenClaw AI\u4ee3\u7406\u5bb9\u5668\u7684\u670d\u52a1\uff0c\u4ee5\u6781\u4f4e\u6210\u672c\u548c60\u79d2\u5feb\u901f\u90e8\u7f72\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u642d\u5efa\u548c\u7ba1\u7406AI\u4ee3\u7406\u57fa\u7840\u8bbe\u65bd\u65f6\u9762\u4e34\u7684\u590d\u6742\u914d\u7f6e\u548c\u8017\u65f6\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\/ee8c7cc4-0fa5-4a93-bfee-9b48df015e48.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\/fb38a1dd-5c64-47a6-adf9-2e4f6b05610b.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\/a05598cd-e1e5-4fd0-afc7-37c8f0ceda1e.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\/7879d71f-410c-4405-a238-d0c2c2e769cd.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\/136f9324-5af9-407e-8d7c-827b6a3eaa10.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\/c146330f-0a09-4ac3-aa07-712aad599d26.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/TlIQPDtvcGA?si=fKdz7wrz39O0328e\"><source src=\"https:\/\/youtu.be\/TlIQPDtvcGA?si=fKdz7wrz39O0328e\" 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\">AI\u4ee3\u7406\u6258\u7ba1<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u65e0\u670d\u52a1\u5668\u8fd0\u7ef4<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6210\u672c\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u5feb\u901f\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u5e94\u7528\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u5bb9\u5668\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u6846\u67b6\u6258\u7ba1<\/span><br \/>\n <span class=\"tag\">\u6309\u9700\u8ba2\u9605<\/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\u6781\u9ad8\u7684\u6027\u4ef7\u6bd4\u548c\u6d88\u9664\u8fd0\u7ef4\u6469\u64e6\u7684\u4ef7\u503c\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\uff1a\u8d44\u6e90\u6269\u5c55\u6027\uff08\u5de5\u4f5c\u8d1f\u8f7d\u589e\u52a0\u5982\u4f55\u5904\u7406\uff09\u3001\u6570\u636e\u6301\u4e45\u6027\u3001\u5185\u7f6e\u8c03\u5ea6\u529f\u80fd\uff08\u5982Cron\uff09\u3001OAuth\u4ee4\u724c\u5237\u65b0\u673a\u5236\u4ee5\u53ca\u957f\u671f\u8fd0\u884c\u7a33\u5b9a\u6027\u3002\u5f00\u53d1\u8005\u5bf9\u6280\u672f\u5b9e\u73b0\u548c\u5546\u4e1a\u6a21\u5f0f\uff08\u5982\u4f55\u7ef4\u6301\u4f4e\u4ef7\uff09\u8868\u793a\u597d\u5947\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 Agent 37\u7684\u672c\u8d28\uff0c\u5e76\u975e\u6280\u672f\u521b\u65b0\uff0c\u800c\u662f\u5bf9\u73b0\u6709\u5f00\u6e90\u5de5\u5177\u94fe\uff08OpenClaw\uff09\u548c\u4e91\u8d44\u6e90\u8fdb\u884c\u6781\u81f4\u6548\u7387\u91cd\u7ec4\u540e\uff0c\u63a8\u51fa\u7684\u201c\u5f00\u53d1\u8005\u4f53\u9a8c\u201d\u4ea7\u54c1\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u7cbe\u51c6\u72d9\u51fb\u4e86\u4e00\u4e2a\u7f1d\u9699\u5e02\u573a\uff1a\u90a3\u4e9b\u6709\u80fd\u529b\u7f16\u5199AI\u4ee3\u7406\u903b\u8f91\u3001\u5374\u4e0d\u613f\u6216\u8017\u65f6\u4e8e\u57fa\u7840\u8bbe\u65bd\u8fd0\u7ef4\u7684\u4e2a\u4f53\u5f00\u53d1\u8005\u6216\u5c0f\u56e2\u961f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7280\u5229\u5730\u6293\u4f4f\u4e86\u4e24\u4e2a\u6838\u5fc3\u75db\u70b9\uff1a**\u65f6\u95f4\u6210\u672c**\u4e0e**\u8ba4\u77e5\u95e8\u69db**\u3002\u5c06105\u5206\u949f\u7684\u914d\u7f6e\u538b\u7f29\u81f360\u79d2\uff0c\u4e0d\u4ec5\u662f\u6548\u7387\u63d0\u5347\uff0c\u66f4\u662f\u5c06\u9879\u76ee\u542f\u52a8\u7684\u5fc3\u7406\u963b\u529b\u964d\u81f3\u6700\u4f4e\uff0c\u76f4\u63a5\u5bf9\u6297\u201c\u62d6\u5ef6\u75c7\u201d\u3002\u800c\u9884\u96c6\u6210850+\u5e94\u7528\uff0c\u5219\u89e3\u51b3\u4e86\u96c6\u6210\u9636\u6bb5\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u7684\u7e41\u7410\uff0c\u8fd9\u624d\u662f\u81ea\u52a8\u5316\u9879\u76ee\u4eceDemo\u8d70\u5411\u53ef\u7528\u7684\u5173\u952e\u58c1\u5792\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u548c\u957f\u671f\u80fd\u529b\u9762\u4e34\u5c16\u9510\u62f7\u95ee\u3002\u6bcf\u67083.99\u7f8e\u5143\u7684\u5b9a\u4ef7\uff0c\u5982\u540c\u4e00\u4e2a\u6fc0\u8fdb\u7684\u7528\u6237\u83b7\u53d6\u94a9\u5b50\uff0c\u5176\u53ef\u6301\u7eed\u6027\u5b8c\u5168\u5efa\u7acb\u5728\u56e2\u961f\u58f0\u79f0\u7684\u201c\u8d85\u8fc750%\u7684\u6bdb\u5229\u7387\u201d\u4e0a\u3002\u8fd9\u66b4\u9732\u4e86\u4f20\u7edf\u4e91\u670d\u52a1\u5546\u7684\u5de8\u5927\u6ea2\u4ef7\u7a7a\u95f4\uff0c\u4e5f\u610f\u5473\u7740Agent 37\u7684\u62a4\u57ce\u6cb3\u5728\u4e8e\u5176\u7cbe\u7b97\u540e\u7684\u8d44\u6e90\u8c03\u5ea6\u4e0e\u8fd0\u7ef4\u81ea\u52a8\u5316\u6548\u7387\uff0c\u8fd9\u672c\u8eab\u662f\u8106\u5f31\u7684\u3002\u4e00\u65e6\u89c4\u6a21\u6269\u5927\uff0c\u8d44\u6e90\u9694\u79bb\u3001\u5ba2\u6237\u652f\u6301\u3001\u5b89\u5168\u5408\u89c4\u7684\u6210\u672c\u5c06\u975e\u7ebf\u6027\u4e0a\u5347\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8bc4\u8bba\u4e2d\u7684\u95ee\u9898\u63ed\u793a\u4e86\u4ea7\u54c1\u5f53\u524d\u7684\u201c\u5b9e\u9a8c\u6027\u201d\u5b9a\u4f4d\uff1a\u786c\u6027\u8d44\u6e90\u4e0a\u9650\u3001\u5bf9\u91cd\u542f\u7684\u62ab\u9732\u3001\u5bf9\u6269\u5c55\u8def\u5f84\u7684\u6a21\u7cca\uff0c\u90fd\u8868\u660e\u5b83\u6700\u9002\u5408\u8f7b\u91cf\u7ea7\u3001\u975e\u5173\u952e\u7684\u80cc\u666f\u4efb\u52a1\u3002\u5b83\u4e0d\u662f\u4e00\u4e2a\u4f01\u4e1a\u7ea7\u5e73\u53f0\uff0c\u800c\u662f\u4e00\u4e2a\u201c\u81ea\u52a8\u5316\u526f\u9a7e\u9a76\u6c99\u76d2\u201d\u3002\u5b83\u7684\u6210\u529f\u4e0d\u5728\u4e8e\u6280\u672f\u591a\u9886\u5148\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u5728\u7528\u6237\u56e0\u8d44\u6e90\u9650\u5236\u800c\u201c\u6ea2\u51fa\u201d\u5230\u66f4\u8d35\u8ba1\u5212\u4e4b\u524d\uff0c\u5efa\u7acb\u8d77\u8db3\u591f\u7684\u4f53\u9a8c\u7c98\u6027\u548c\u7f51\u7edc\u6548\u5e94\u3002\u8fd9\u662f\u4e00\u573a\u4e0e\u7528\u6237\u589e\u957f\u901f\u5ea6\u548c\u6210\u672c\u63a7\u5236\u80fd\u529b\u7684\u7cbe\u51c6\u8d5b\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\">Agent 37<\/span>\n <\/div>\n<div class=\"comment-content\">Why pay $20\/mo for basic hosting? Agent37 gives you a fully managed, isolated OpenClaw container (1 vCPU + 4GB RAM) with full terminal access for just $3.99\/mo. We used our DevOps chops to pass the server savings directly to you. Live in 30 seconds. Connect your agent to Gmail, Slack, and 850+ apps instantly. Get full terminal shell access and run background tasks, market scanners, and workflows 24\/7 without breaking the bank.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! I\u2019m Amanda, maker at Agent 37 the easiest way to launch your own OpenClaw AI agent instance without server headaches.<\/p>\n<\/p>\n<p>If you\u2019ve ever tried building AI agents that handle real tasks like emailing from Gmail, posting to Slack, or running scripts, you know the pain: hours (or days) wrestling with VPS setup, Docker installs, SSL certs, and API configs. We cut that to 60 seconds flat.<\/p>\n<\/p>\n<p><strong>How It Works<\/strong><\/p>\n<p>Pick a plan and checkout. In 60 seconds, you get a private container with full web dashboard, TTYD terminal access, and 850+ apps pre-connected (Gmail, Slack, Notion). Bring your Claude\/OpenAI keys and start building agents immediately.<\/p>\n<\/p>\n<p><strong>Key Features<\/strong><\/p>\n<p>\u2022 Live monitoring and chat interventions from browser<\/p>\n<p>\u2022 No Docker\/SSL\/API config\u2014everything pre-wired<\/p>\n<p>\u2022 Scales from solo testing to production workflows<\/p>\n<p>\u2022 Secure isolation on shared infrastructure<\/p>\n<\/p>\n<p><strong>Why Different<\/strong><\/p>\n<p>Traditional VPS setup takes 105+ minutes of Docker installs and cert fiddling. We handle infrastructure completely you just build and automate.<\/p>\n<p>Try <a href=\"http:\/\/agent37.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">agent37.com<\/a> and tell us: what\u2019s your first automation? Drop feedback or questions below, we\u2019re here to answer everything!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>88<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@amanda_silmon\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amanda_silmon<\/a> <a href=\"https:\/\/www.producthunt.com\/@fmerian\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"fmerian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fmerian<\/a> congrats on your launch!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@amanda_silmon\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amanda_silmon<\/a> Cheers on your amaizng and interesting luanch. Best of luck! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@amanda_silmon\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amanda_silmon<\/a> as a developer I have one question, is it with SSD along with 1CPU + 4gb dedicated server like we use VPS?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Curious how the platform handles scaling if someone starts running heavier workloads or multiple agents.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@christian_onochie\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@christian_onochie<\/a> Yup, this even happens unintentionally sometimes, but we have max caps on container resource usage to circumvent this.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The pricing-to-value ratio here is hard to beat. As someone building an AI-powered SaaS myself, I know how much time goes into infrastructure setup before you even write a line of agent logic. The 850+ pre-connected integrations is what stands out to me; that’s usually where the real friction lives, not just the container setup but wiring everything together.<\/p>\n<p>Quick question: for agents that need to run on a schedule (like pulling data from an API every hour and processing it), is there a built-in cron\/scheduler, or would you set that up yourself inside the terminal?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As a non-tech guy, this is exactly what people like me need. I also like the approach: “95 spots left at $3.99\/mo then $9.99\/mo for new signups”, I see what you did here \ud83d\ude09 . If Agent 37 would be a stock, I would buy it right away. Good luck to the team.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@davitausberlin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davitausberlin<\/a> Hahaha, thank you <3 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Cutting the VPS-to-running-agent setup from 105 minutes to 60 seconds removes the exact friction that kills most automation side projects before they produce any value. At $3.99\/mo with 1 vCPU and 4GB RAM, what happens when an agent workflow spikes \u2014 is there burst capacity, or does the container hard-cap and queue tasks?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@svyat_dvoretski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@svyat_dvoretski<\/a> Yes, exactly! And yup the container has hard-cap on resources like vCPU and RAM, so there shouldn’t be a noisy neighbor problem. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love these types of clearly super useful projects, Best of luck! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@demetre_mildiani1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@demetre_mildiani1<\/a> Thank you \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">@amanda_silmon @fmerian Congrats on the launch. Curious about the infrastructure layer behind this. When workflows scale across many users, are you running each agent inside ephemeral containers or maintaining persistent environments with state management? Handling isolation and resource allocation for AI agents seems like a tricky part of the stack.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the idea of removing all the DevOps friction from running AI agents. The $3.99\/mo price point is impressive for a dedicated container with full terminal access.<\/p>\n<\/p>\n<p>Curious about data persistence \u2014 if I’m running a background workflow that builds up state over time (like a market scanner), does the container’s storage persist across restarts, and is there a storage limit?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Just booked a spot. Congrats on launching, very promising product. Good luck, team.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@muntasir_rashid\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@muntasir_rashid<\/a> Thank you for the support <3 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Setting up infrastructure is usually the most frustrating part of experimenting with AI agents, so turning that into a 60-second setup is a really nice improvement.<\/p>\n<p>Being able to spin up a private OpenClaw instance with integrations already wired in should make it much easier for developers to start building automations quickly.<\/p>\n<p>Curious what kinds of real workflows people are already running on their Agent 37 instances.<\/p>\n<p>Congrats on the launch.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>$3.99 for a managed container with terminal access is wild. Honest question what’s the uptime been looking like so far, and is there a story for when someone outgrows the 1 vCPU \/ 4GB setup? That’s usually where cheap hosting falls apart<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@samet_sezer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samet_sezer<\/a> Thanks! So far it’s been pretty good. We do weekly updates where we update instances to latest openclaw version and so it needs to reboot and restart the gateway, so there’s that. <\/p>\n<p>Some usecases where you’d move beyond Basic instance is when you want to create many agents within openclaw and need more CPU\/RAM resources, same for things like heavy browser use. Also the basic instance comes with limited LLM Search api calls, like Brave, App Integration Composio Calls etc. so whenever you hit those limits you might want to upgrade to unlock more usage resources.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congrats on the launch!<br \/>\nCan I pay 3.99 and not bring my api key ?<\/div>\n<div class=\"comment-actions\">\n<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\/@dan_pak\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dan_pak<\/a> Thanks, you can bring your own API key, it even works with your own chatGpt or Claude subscription. On top of that we give about a dollar worth of free tokens with the subscription \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\">@vishnukool that\u2019s good enough, great job!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hosting open-source agent frameworks usually means babysitting Docker containers and dreading AWS bills, so getting an OpenClaw instance down to a flat $3.99 monthly is a massive win. I am genuinely curious how you are managing the compute overhead on the backend without bleeding cash at that tier. This seems perfect for spinning up a quick background scraper for data pipelines without touching any infrastructure code.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@y_taka\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@y_taka<\/a> We have more than 50% margin even at this price, so fortunately, we’re not bleeding cash with growth. We basically rent VPS\/BareMetal and do this from the ground up. Most people are surprised at how much margin, AWS and similar providers have on this. It’s actually pretty huge and we’re basically exploiting that.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@y_taka\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@y_taka<\/a> How does Agent 37 handle OAuth token refresh for connected services like Gmail and Slack? In my experience running similar setups, that’s the part that breaks quietly after a few weeks unattended.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting pricing. $3.99 for a managed OpenClaw instance sounds pretty accessible for developers who want to experiment without managing infrastructure. Curious how you’re handling scaling and resource isolation as usage grows.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@farhad_asbaghipour\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@farhad_asbaghipour<\/a> We enforce hard caps on resource usage like CPU and RAM, so that there isn’t a noisy neighbor problem, but also have monitoring and alerts on host statuses. Devops has been my background so it helps tackle these issues.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Amanda, that 105 minutes of Docker installs and cert fiddling is painfully accurate. Was there a specific project where you were supposed to be building an agent but spent the whole day just fighting with infrastructure?<\/div>\n<div class=\"comment-actions\">\n<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\/@vouchy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vouchy<\/a> I can speak from my experience, I wanted to build something that tweets regularly but by taking inputs from my personal diary in Notion. And the friction of setting all this up was very high. And that is also one of the things we’re solving with agent37, where we make things like connecting to Notion and Twitter etc. a button click with pre-configured integrations via Composio<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 very promising product! I hope it does really well.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vincentpruv\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vincentpruv<\/a> Thank you, appreciate the kind word \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\">#2<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/Q5ZXZY2T4OM2M4\" class=\"app-title\">Struct<\/a><\/p>\n<div class=\"one-liner\">AI agent that root-causes engineering alerts<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">273<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Struct\u662f\u4e00\u6b3eAI\u667a\u80fd\u4f53\uff0c\u80fd\u5728\u51e0\u5206\u949f\u5185\u81ea\u52a8\u6839\u56e0\u5206\u6790\u5de5\u7a0b\u544a\u8b66\uff0c\u901a\u8fc7\u5173\u8054\u65e5\u5fd7\u3001\u6307\u6807\u3001\u8ffd\u8e2a\u548c\u4ee3\u7801\uff0c\u5e2e\u52a9\u5de5\u7a0b\u5e08\u5feb\u901f\u5b9a\u4f4d\u548c\u89e3\u51b3\u7ebf\u4e0a\u4e8b\u6545\uff0c\u51cf\u8f7bon-call\u8d1f\u62c5\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d9792749-4014-4577-b439-f7ce0fd0571c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/60e4486a-16be-4c0b-82ea-39cd8f269488.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/163e75bd-41f2-4fd9-8111-e920a19a81d4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/09c27829-a2bc-43cf-b288-3fd739fdf168.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8f266572-0457-46ae-a365-0fa1fbe93208.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\/188219b6-f19f-48ca-9937-fa569c638a2d.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=RhKsGDae0Lo\"><source src=\"https:\/\/www.youtube.com\/watch?v=RhKsGDae0Lo\" 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\">Software Engineering<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8fd0\u7ef4<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u544a\u8b66<\/span><br \/>\n <span class=\"tag\">\u6839\u56e0\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c2\u6d4b\u6027<\/span><br \/>\n <span class=\"tag\">\u4e8b\u6545\u54cd\u5e94<\/span><br \/>\n <span class=\"tag\">DevOps<\/span><br \/>\n <span class=\"tag\">AI\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">SRE\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u8fd0\u7ef4<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8fd0\u7ef4\u5de5\u4f5c\u6d41<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u544a\u8b66\u75b2\u52b3\u3001\u7f29\u77ed\u4e8b\u6545\u6392\u67e5\u65f6\u95f4\u7684\u6838\u5fc3\u4ef7\u503c\u3002\u4e3b\u8981\u95ee\u9898\u805a\u7126\u4e8e\uff1a\u5904\u7406\u7b2c\u4e09\u65b9\u670d\u52a1\u6545\u969c\u7b49\u5916\u90e8\u6839\u56e0\u7684\u80fd\u529b\u3001\u5728\u591a\u670d\u52a1\u590d\u6742\u67b6\u6784\u4e0b\u7684\u5b9e\u9645\u6548\u679c\u3001\u4ee5\u53ca\u5bf9\u5c0f\u56e2\u961f\u7684\u9002\u7528\u6027\u3002\u5b98\u65b9\u56de\u590d\u8bc1\u5b9e\u5176\u53ef\u901a\u8fc7\u7f51\u7edc\u7814\u7a76\u8bc6\u522b\u7b2c\u4e09\u65b9\u95ee\u9898\uff0c\u5e76\u5728\u591a\u670d\u52a1\u573a\u666f\u4e0b\u901a\u8fc7\u5173\u8054ID\u7b49\u6280\u672f\u51cf\u5c1180%\u7684\u6392\u67e5\u65f6\u95f4\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 Struct\u7684\u91ce\u5fc3\u5e76\u975e\u7b80\u5355\u6574\u5408\u53ef\u89c2\u6d4b\u6027\u6570\u636e\uff0c\u800c\u662f\u8bd5\u56fe\u5c01\u88c5\u5e76\u81ea\u52a8\u5316\u8d44\u6df1\u5de5\u7a0b\u5e08\u7684\u201c\u7834\u6848\u201d\u903b\u8f91\u2014\u2014\u4ece\u5047\u8bbe\u751f\u6210\u3001\u8bc1\u636e\u94fe\u8ffd\u6eaf\u5230\u6700\u7ec8\u5f52\u56e0\u3002\u5176\u5ba3\u79f0\u7684\u201c\u8bb0\u5fc6\u67b6\u6784\u8c03\u8bd5\u6a21\u5f0f\u201d\u662f\u6f5c\u5728\u7684\u6280\u672f\u58c1\u5792\uff0c\u65e8\u5728\u89e3\u51b3\u56e2\u961f\u77e5\u8bc6\u968f\u4eba\u5458\u66f4\u8fed\u6d41\u5931\u7684\u75fc\u75be\u3002\u4ea7\u54c1\u5c06\u4ef7\u503c\u76f4\u63a5\u951a\u5b9a\u5728\u201c\u4ece\u544a\u8b66\u5230\u6839\u56e0\u201d\u8fd9\u4e00\u6700\u8017\u65f6\u7684\u73af\u8282\uff0c\u610f\u56fe\u6210\u4e3aAI\u9a71\u52a8\u5f00\u53d1\u5de5\u4f5c\u6d41\u4e2d\u627f\u4e0a\u542f\u4e0b\u7684\u5173\u952e\u4e00\u73af\uff1a\u4e0a\u6e38\u627f\u63a5\u5404\u7c7b\u544a\u8b66\uff0c\u4e0b\u6e38\u5219\u53ef\u4e00\u952e\u5bf9\u63a5Claude Code\u7b49\u7f16\u7801\u667a\u80fd\u4f53\u5b9e\u65bd\u4fee\u590d\uff0c\u6784\u5efa\u81ea\u52a8\u5316\u95ed\u73af\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\u201c\u4fe1\u566a\u6bd4\u201d\u7684\u63a7\u5236\u3002AI\u5728\u590d\u6742\u5206\u5e03\u5f0f\u7cfb\u7edf\u4e2d\u8fdb\u884c\u56e0\u679c\u63a8\u65ad\uff0c\u6781\u6613\u9677\u5165\u8fc7\u5ea6\u89e3\u8bfb\u6216\u9057\u6f0f\u5173\u952e\u7ebf\u7d22\u7684\u9677\u9631\uff0c\u5c24\u5176\u5728\u6d89\u53ca\u5f02\u6b65\u3001\u6d88\u606f\u961f\u5217\u7b49\u975e\u76f4\u63a5\u56e0\u679c\u7684\u573a\u666f\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u5916\u90e8\u6839\u56e0\u548c\u591a\u670d\u52a1\u6392\u67e5\u7684\u63d0\u95ee\uff0c\u6070\u6070\u51fb\u4e2d\u4e86\u6b64\u7c7b\u4ea7\u54c1\u53ef\u9760\u6027\u7684\u6838\u5fc3\u3002\u5f53\u524d80%\u7684\u6392\u67e5\u65f6\u95f4\u51cf\u5c11\u6216\u8bb8\u6765\u81ea\u5bf9\u6a21\u5f0f\u5316\u3001\u9ad8\u9891\u95ee\u9898\u7684\u6709\u6548\u5904\u7406\uff0c\u4f46\u5bf9\u4e8e\u90a3\u4e9b\u771f\u6b63\u5bfc\u81f4\u6df1\u591c\u7d27\u6025\u547c\u53eb\u7684\u3001\u7f55\u89c1\u7684\u201c\u8be1\u5f02\u201d\u6545\u969c\uff0cAI\u662f\u5426\u5177\u5907\u8db3\u591f\u7684\u6d1e\u5bdf\u529b\u548c\u5224\u65ad\u529b\uff0c\u4ecd\u9700\u5728\u66f4\u590d\u6742\u7684\u751f\u4ea7\u73af\u5883\u4e2d\u7ecf\u53d7\u8003\u9a8c\u3002\u82e5\u5176\u80fd\u6301\u7eed\u5b66\u4e60\u5e76\u56fa\u5316\u5404\u7c7b\u201c\u8fb9\u7f18\u6848\u4f8b\u201d\u7684\u6392\u67e5\u8def\u5f84\uff0c\u5176\u4ef7\u503c\u5c06\u4ece\u201c\u6548\u7387\u5de5\u5177\u201d\u5347\u7ef4\u4e3a\u7ec4\u7ec7\u7684\u201c\u7cfb\u7edf\u6027\u77e5\u8bc6\u8d44\u4ea7\u201d\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Struct<\/span>\n <\/div>\n<div class=\"comment-content\">Struct is an AI agent that root-causes engineering alerts using logs, metrics, traces, and code. Resolve incidents faster with a composable, customizable system that deploys in minutes and works with your existing DevOps workflows.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Hunters!<\/p>\n<\/p>\n<p>We’re Deepan and Nimesh, co-founders of Struct. Today we’re excited to launch the on-call agent every team deserves — for free!<\/p>\n<\/p>\n<p>If you’ve been on-call, you know the drill: alert fires, you open Datadog (or Grafana, or whatever), hunt for spikes, grep through logs and code, loop in a senior engineer…rinse & repeat. Meanwhile, noisy alerts never get tuned and customer issues slip through.<\/p>\n<\/p>\n<p>Struct gets you from alert \u2192 root cause before you even open your laptop.<\/p>\n<\/p>\n<p>Within minutes of an alert firing, Struct:<\/p>\n<\/p>\n<p>\u2705 Pulls relevant metrics, logs, traces, monitors, and code<\/p>\n<p>\u2705 Does a regression analysis and correlates anomalies and spikes<\/p>\n<p>\u2705 Replies with with a root cause, impact summary, and pattern analysis<\/p>\n<p>\u2705 Drafts a full incident report with dynamically generated charts, timelines, and commit histories<\/p>\n<\/p>\n<p>Dive deeper in Slack or our app. Or handoff the full context to your favorite coding agent to ship a fix in one-click.<\/p>\n<\/p>\n<p>We built Struct for lean teams without an SRE, and orgs going all-in on AI dev workflows \u2014 companies like FERMAT and Arcana already use Struct to auto-investigate thousands of alerts monthly and give every engineer the context to handle incidents on their own.<\/p>\n<\/p>\n<p>Five minute set up, integrates with every leading observability platform plus Slack, GitHub, Linear, Claude Code, and fully SOC 2 Type II and HIPAA compliant.<\/p>\n<\/p>\n<p>Get started free at <a href=\"http:\/\/struct.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>struct.ai<\/strong><\/a> \u2014 no credit card required.<\/p>\n<\/p>\n<p>Questions? Hit us in the comments – we’ll be around all day. Or shoot us an email at <a href=\"mailto:founders@struct.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">founders@struct.ai<\/a>.<\/p>\n<\/p>\n<p>And as a special thanks to the Product Hunt community, if you upgrade to a paid plan, use promo code HUNTSTRUCT for 20% off for the next 3 months! \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>12<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@deepan_m\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@deepan_m<\/a> Cross-service correlation is where this gets hard to build, especially when telemetry sources have different retention and sampling rates. Struct memorizing debugging patterns per architecture is the compounding part… most teams lose that knowledge every oncall rotation.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@deepan_m\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@deepan_m<\/a> this is so cool! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Alert fatigue is the thing nobody warns you about until you’re waking up at 4 am to a page that turns out to be nothing. If this can automatically trace an alert back to its root cause, that saves hours of digging through logs and dashboards. I’ve had incidents where the alert fired on a symptom three layers removed from the actual problem. How does it handle cases where the root cause is outside your codebase, like a third-party API degradation or a DNS issue?<\/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\/@aitubespark\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aitubespark<\/a> thanks for the question. the short answer is that it works surprisingly well! <\/p>\n<p>because it’s able to autonomously do web research, it can actually, for example, pull up status pages for third party services. it can often also identify flakiness vs. more serious regressions in third party APIs by examining patterns of failed and successful calls. last week, it actually identified a serious degradation in slack’s web_mention webhook hours before they updated their status page. <\/p>\n<\/p>\n<p>the caveat is that it’s limited by the context that it has access to.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@aitubespark\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aitubespark<\/a> Could not agree more. Our agent operates iteratively, coming up with hypotheses, challenging them, and looking for evidence to validate or invalidate them at every layer. When it identifies degradation of third party services, it validates against authoritative sources, like status pages, to confirm outages.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great team!! I still remember the all-nighters we pulled dealing with both sides of the problem: noisy alerts and critical ones getting missed and escalated by customers. Using Struct has been a game changer!<\/p>\n<\/p>\n<p>Would love to hear more on the roadmap ahead though <a href=\"https:\/\/www.producthunt.com\/@nimeshmc\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"nimeshmc\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nimeshmc<\/a> <a href=\"https:\/\/www.producthunt.com\/@deepan_m\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"deepan_m\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@deepan_m<\/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\/@deepan_m\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@deepan_m<\/a> <a href=\"https:\/\/www.producthunt.com\/@kabra_sidhant\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kabra_sidhant<\/a> So glad we’ve been able to save you guys engineering time. We’ve got a crazy roadmap coming up. To name a few:<\/p>\n<ul>\n<li>\n<p>Autonomous awareness of past & ongoing incidents<\/p>\n<\/li>\n<li>\n<p>Reducing alert noise<\/p>\n<\/li>\n<li>\n<p>Incident triage for agents<\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 team!<\/p>\n<p>We signed up with them early on and have been a fan since. It’s a game changer in terms, helps team ship fixes instantly and reduces the nightmare that on-call is<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@tarush_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tarush_<\/a> Thanks so much Tarush! Keep crushing it — we’re loving supporting you guys on your meteoric rise!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 awesome! It would be great to manage my Sentry anxiety and take work off my plate. Are you all mostly for enterprise or does it work for small teams, too?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@abbygrills\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abbygrills<\/a> absolutely! we built our self-service tier so small teams can get set up and running in <10 minutes for free. if you have any issues getting set up, just reach out.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really great team and product! We\u2019ve been working with them through beta and it\u2019s been an incredible experience. Huge 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\/@gil_feig\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gil_feig<\/a> It’s been amazing partnering with you as well! Thank you so much for your support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The gap between “alert fires” and “engineer understands what actually broke” is where most incident response time gets wasted \u2014 correlating metrics, logs, and traces across services is exactly the kind of tedious cross-referencing that AI should handle. The one-click handoff to a coding agent to ship the fix is a compelling end-to-end vision \u2014 how well does that work today for non-trivial root causes that span multiple services?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@svyat_dvoretski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@svyat_dvoretski<\/a> Great question! Multiple services is exactly where this becomes so powerful. Struct is able to string together logs across different services from different observability providers using encoded correlation techniques (e.g. querying by correlation ids, querying for known logs, sifting through a time range, etc.) which is ordinarily a tedious process. It constructs a timeline of the issue and iteratively goes deeper to establish a definitive root cause. It memorizes successful debugging techniques for each customer’s unique architecture, which makes it get even better over time. Our customers working at a large scale with many services are already reporting an 80% reduction in triage time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>killer team, super excited to see what they do!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@david_garnitz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@david_garnitz<\/a> thanks David! That means a lot to us.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is awesome!! Congrats on the amazing 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\/@arjun_lalwani1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arjun_lalwani1<\/a> thanks Arjun!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Huge launch, incredible product. Amazing work guys. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@gb_cov_cat\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gb_cov_cat<\/a> thanks Gabriel! Appreciate your support. Would love any feedback you have!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We have been using Struct at Lekondo and its ability to understand the codebase and find actual bugs based on errors and alerts has been really impressive!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@diogo_tandeta_tartarotti\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@diogo_tandeta_tartarotti<\/a> Thanks Diogo! Really cool to see how fast we\u2019ve been able to get it working for your team.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats <a href=\"https:\/\/www.producthunt.com\/@deepan_m\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"deepan_m\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@deepan_m<\/a> and <a href=\"https:\/\/www.producthunt.com\/@nimeshmc\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"nimeshmc\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nimeshmc<\/a>! We’ve been piloting Struct for the past couple months. It’s been fun working alongside them and watching the product transform.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@deepan_m\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@deepan_m<\/a> <a href=\"https:\/\/www.producthunt.com\/@william_namen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@william_namen<\/a> thanks William! Your feedback has been so instrumental to how much better Struct has gotten the past few weeks<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I wish I had this years ago! Congrats on the launch guys, this will be an incredibly useful tool for teams of all sizes. Excited to see where you take it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@dgattey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dgattey<\/a> thanks Dylan! Such an unlock to enable teams to focus on what matters to their growth.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 – we are very happy users !<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@aditya_lahiri\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aditya_lahiri<\/a> Excited to support you guys and your product’s growing scale!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Excited for this launch, we’ve been in Structs alpha, very impressed with Nimesh and Deepan, and Struct’s capabilities. Its now my go to to triage alerts that are complex and stateful. Its a key piece of our infrastructure at Fermat as shipping velocity increases rapidly with coding agents.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@shreyas_kumar4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shreyas_kumar4<\/a> we\u2019re so excited to be able to help you tackle this new bottleneck of ensuring your code is working well in production, now that your dev output has exploded!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great product that we\u2019re really enjoying using. Congrats on the launch!! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ay_ush\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ay_ush<\/a> We’re so glad you guys are loving the product! Amazing customers also working on a great product \u2764\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’m a software developer who works with AI. Could you give me a specific example of how your software could help me? I’ve read through your site, but I don’t quite understand what exactly you do.<\/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\/@daniyar_abdukarimov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniyar_abdukarimov<\/a> Hi Daniyar! Of course. Many customers have a slack channel that they have alerts posted to when their monitoring tells them something might be wrong. We monitor that, investigating each one based on your code and the logs + metrics outputted in production and deliver an understanding of how it is impacting your customers and what specifically caused the issue. One example:<\/p>\n<ul>\n<li>\n<p>Alert comes in: out of memory crash occurred<\/p>\n<\/li>\n<li>\n<p>Struct pulls the logs + metrics relevant to this alert and correlates it with what your code does<\/p>\n<\/li>\n<li>\n<p>In 5 minutes, it posts a message back to the Slack thread with “Commit abcd1234 introduced a memory leak in the caching layer that increased memory usage over 30 minutes, eventually causing container restarts. 214 users received 5xx errors during container restarts.”<\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 Struct actually build a dependency graph across your infra or just pattern-match on the alert text? I’ve got microservices that can fail in three different systems depending on the blast radius, and I’m curious if it traces downstream impacts or just points to the loudest screaming dashboard.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@lliora\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lliora<\/a> Yes! It builds an internal understanding of how your services work together by utilizing your code and observability data. This isn’t a simple surface level attempt at pattern matching known exceptions and alerted symptoms. Our agents trace through what actually happened in production, going iteratively through layers of services until they find definitive evidence of the root cause. Most of our customers have several services deployed in production with observability data in different places. We tie them all together.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 runs a production SaaS on Render with Sentry for error tracking, the alert-to-root-cause gap is real. I’ve spent more time correlating Sentry exceptions with Render logs and Supabase query patterns than I’d like to admit.<\/p>\n<p>The fact that it drafts incident reports with timelines and commit histories is the part that caught my attention. That’s usually the thing that gets skipped because everyone’s too relieved the fire is out.<\/p>\n<p>Does it work with Sentry as an observability source, or is it primarily geared toward Datadog\/Grafana-style platforms?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on your launch guys! Can you share any creative ways you’ve seen teams get value from Struct, or ways that surprised 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@adam_suskin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adam_suskin<\/a> Thanks Adam! Our customers are pretty awesome: some of them are using it to debug why their agents are going off the rails by pointing us to their agents\u2019 traces as logs and asking Struct to analyze them!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">We\u2019ve been early users and using Struct for our Eng alerts channel. It\u2019s a game changer for quickly getting to the bottom of issues, especially when time is tight on an urgent issue. It\u2019s helped on several issues to quickly rule out things that the on call engineer would have had to manually check. The team is also really receptive to feedback and iterates quickly. Give Struct a try!<\/div>\n<div class=\"comment-actions\">\n<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\/@kurtjheinrich\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kurtjheinrich<\/a> Thanks Kurt! So glad we’ve been able to help you guys with your oncall process!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! Curious how you’d position this vs the AI SRE features that observability platforms are starting to bake in natively (e.g. Better Stack’s AI incident summaries). The key difference I’m guessing is that those are limited to the data within their own platform, while Struct can pull from logs + metrics + traces + code across multiple tools and actually trace the root cause end to end?<\/p>\n<p>If that’s the case, the composability angle is the real moat here, most real-world incidents span 3-4 tools and no single vendor sees the full picture. Nice work!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@maks_bilski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maks_bilski<\/a> the composability is a critical part of what makes this fantastic, as you said. It makes it possible to actually analyze issues across services, cloud boundaries, etc.<\/p>\n<\/p>\n<p>Other important pieces unique to our platform: we are able to utilize historical and ongoing alerts to evaluate patterns and better root cause the real underlying issues, and you can use our MCP to pull context from historical incident analyses to inform projects in claude code, cursor, etc.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is exactly what on-call engineers need. The gap between “alert fires” and “understanding what actually broke” is where most incident response time gets wasted, and automating that correlation across logs, metrics, and traces is a huge win.<\/p>\n<\/p>\n<p>How does Struct handle alert deduplication when multiple monitors fire for the same underlying issue? Does it group them into a single investigation automatically?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@borrellr_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@borrellr_<\/a> yes you got it! Our agent has access to the ongoing stream of alerts and is able to evaluate historical and ongoing patterns to pull together multiple signals that inform the actual underlying root cause.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 Struct users, can confirm this saves us tons of time for bug fixes that come up. Super nice that it lets you customize all of your pre\/post checkout hooks so that it works with all of your pre-commit hooks, making it provide super high quality PRs<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@mrooters\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mrooters<\/a> thanks Matt! Your feedback has been so critical to our product refinement. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Debugging production alerts usually takes much longer than the actual fix because engineers have to jump between logs, metrics, and traces to understand what happened. A tool that can automatically correlate those signals and suggest the root cause sounds extremely useful.<\/p>\n<p>I like the idea of fitting into existing observability workflows instead of forcing teams to change their stack.<\/p>\n<p>Curious how Struct handles complex incidents where multiple services fail at the same time.<\/p>\n<p>Congrats on the launch.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alamenigma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alamenigma<\/a> Glad you like the approach! Our agent searches across observability data (logs, metrics, traces) for all services in a methodical approach that leverages debugging references like correlation ids and expected logs from the code in a time range to get a holistic understanding of what happened.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#3<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/PCKJ6ZRWBW2OPD\" class=\"app-title\">Lemon<\/a><\/p>\n<div class=\"one-liner\">Voice-Powered AI Agent That Turns Voice Into Done Tasks<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">272<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Lemon\u662f\u4e00\u6b3e\u901a\u8fc7Fn\u952e\u5168\u5c40\u5524\u9192\u7684AI\u8bed\u97f3\u52a9\u624b\uff0c\u65e8\u5728\u5e2e\u52a9\u77e5\u8bc6\u5de5\u4f5c\u8005\u901a\u8fc7\u8bed\u97f3\u6307\u4ee4\u5feb\u901f\u5b8c\u6210\u90ae\u4ef6\u56de\u590d\u3001\u6587\u6863\u521b\u5efa\u3001\u7f51\u7edc\u641c\u7d22\u7b49\u4efb\u52a1\uff0c\u65e0\u9700\u5207\u6362\u5e94\u7528\u6216\u6807\u7b7e\u9875\uff0c\u4ece\u800c\u89e3\u51b3\u9891\u7e41\u4e0a\u4e0b\u6587\u5207\u6362\u5bfc\u81f4\u7684\u6548\u7387\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/13211099-dfe1-4c7d-8339-e582c55d044b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/353c7e2b-587e-4853-b968-1dfb462bc8f8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e16815d9-2f3d-454a-ad68-80ae9cf2b18d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4fc8f923-bf1d-4bc4-a7e7-3e9cdff24e78.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/96f90262-0500-4ced-8d73-74ce85baf4a9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5c4dc02c-5662-4bf5-a67c-fa3308559473.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\/ff725bd7-c24e-4805-8785-e395dfe0f250.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/jsGUKqNZxfE?si=TaP1oJSGt9rzmp4Y\"><source src=\"https:\/\/youtu.be\/jsGUKqNZxfE?si=TaP1oJSGt9rzmp4Y\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Task Management<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8bed\u97f3\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u5de5\u4f5c\u8005<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u5207\u6362<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u6307\u4ee4<\/span><br \/>\n <span class=\"tag\">\u6d41\u7a0b\u72b6\u6001<\/span><br \/>\n <span class=\"tag\">\u90ae\u4ef6\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u5168\u5c40\u5524\u9192<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\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\u8d5e\u8d4f\u5176\u901a\u8fc7Fn\u952e\u5524\u9192\u3001\u65e0\u9700\u5207\u6362\u6807\u7b7e\u7684\u8bbe\u8ba1\uff0c\u8ba4\u4e3a\u5176\u663e\u8457\u51cf\u5c11\u4e86\u4e0a\u4e0b\u6587\u5207\u6362\uff0c\u63d0\u5347\u4e86\u5199\u4f5c\u3001\u641c\u7d22\u548c\u90ae\u4ef6\u56de\u590d\u6548\u7387\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u8bed\u97f3\u8bc6\u522b\u5728\u5608\u6742\u73af\u5883\u6216\u4e13\u4e1a\u672f\u8bed\u4e0b\u7684\u51c6\u786e\u6027\u3001\u591a\u8bed\u8a00\u652f\u6301\u3001\u9690\u79c1\u5b89\u5168\u3001\u5b9a\u4ef7\u7b56\u7565\u3001\u7cfb\u7edf\u517c\u5bb9\u6027\uff0c\u4ee5\u53caAI\u5199\u4f5c\u98ce\u683c\u80fd\u5426\u4e2a\u6027\u5316\u6a21\u4eff\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 Lemon\u7684\u91ce\u5fc3\u5e76\u975e\u505a\u4e00\u4e2a\u66f4\u806a\u660e\u7684Siri\uff0c\u800c\u662f\u8bd5\u56fe\u6210\u4e3a\u64cd\u4f5c\u7cfb\u7edf\u7684\u201c\u8bed\u97f3\u5c42\u201d\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u8bed\u97f3\u8bc6\u522b\u6216\u5927\u6a21\u578b\u80fd\u529b\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u901a\u8fc7\u4e00\u4e2a\u5168\u5c40\u70ed\u952e\uff08Fn\uff09\u5b9e\u73b0\u7684\u3001\u8fd1\u4e4e\u96f6\u6469\u64e6\u7684\u8c03\u7528\u65b9\u5f0f\u3002\u8fd9\u7cbe\u51c6\u5730\u523a\u4e2d\u4e86\u73b0\u4ee3\u77e5\u8bc6\u5de5\u4f5c\u7684\u963f\u5580\u7409\u65af\u4e4b\u8e35\uff1a\u788e\u7247\u5316\u4e0e\u4e0a\u4e0b\u6587\u5207\u6362\u6210\u672c\u3002\u4ea7\u54c1\u5c06\u201c\u8bed\u97f3\u201d\u5b9a\u4f4d\u4e3a\u4e00\u79cd\u8d85\u8d8aGUI\uff08\u56fe\u5f62\u754c\u9762\uff09\u7684\u3001\u66f4\u672c\u80fd\u7684\u8f93\u5165\u548c\u6307\u4ee4\u5a92\u4ecb\uff0c\u65e8\u5728\u8ba9\u7528\u6237\u505c\u7559\u5728\u201c\u5fc3\u6d41\u201d\u72b6\u6001\u4e2d\u5b8c\u6210\u8de8\u5e94\u7528\u4efb\u52a1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u6e05\u6670\u3002\u9996\u5148\uff0c\u662f\u201c\u63a7\u5236\u611f\u201d\u4e0e\u201c\u53ef\u9760\u6027\u201d\u7684\u7ecf\u5178\u77db\u76fe\u3002\u8bed\u97f3\u4ea4\u4e92\u5728\u521b\u4f5c\u7c7b\u4efb\u52a1\uff08\u5982\u5199\u90ae\u4ef6\uff09\u4e2d\uff0c\u7528\u6237\u5bf9\u98ce\u683c\u3001\u8bed\u8c03\u7684\u63a7\u5236\u9700\u6c42\u6781\u9ad8\uff0c\u76ee\u524d\u7684\u201c\u544a\u77e5\u8bb0\u5fc6\u201d\u6a21\u5f0f\u80fd\u5426\u8fbe\u5230\u5ab2\u7f8e\u624b\u52a8\u6253\u78e8\u7684\u7cbe\u7ec6\u5ea6\uff0c\u5b58\u7591\u3002\u5176\u6b21\uff0c\u5176\u201c\u5168\u5c40\u5524\u9192\u201d\u548c\u201c\u8bbf\u95ee\u4e00\u5207\u201d\u7684\u7279\u6027\uff0c\u5c06\u9690\u79c1\u4e0e\u5b89\u5168\u95ee\u9898\u65e0\u9650\u653e\u5927\uff0c\u8fd9\u5fc5\u987b\u901a\u8fc7\u6781\u5176\u900f\u660e\u7684\u6570\u636e\u653f\u7b56\u548c\u672c\u5730\u5316\u5904\u7406\u80fd\u529b\u6765\u5316\u89e3\u3002\u6700\u540e\uff0c\u5176\u573a\u666f\u76ee\u524d\u4ecd\u805a\u7126\u4e8e\u201c\u4fe1\u606f\u4ea7\u51fa\u4e0e\u68c0\u7d22\u201d\uff0c\u8fd9\u4f7f\u5176\u4e0e\u73b0\u6709\u7684\u5199\u4f5cAI\u548c\u641c\u7d22\u5f15\u64ce\u52a9\u624b\u5b58\u5728\u91cd\u53e0\u533a\u3002\u771f\u6b63\u7684\u58c1\u5792\u5728\u4e8e\u80fd\u5426\u5c06\u8bed\u97f3\u6307\u4ee4\u6df1\u5ea6\u6574\u5408\u8fdb\u66f4\u590d\u6742\u7684\u4e1a\u52a1\u6d41\u7a0b\uff08\u5982\u6570\u636e\u5206\u6790\u3001\u9879\u76ee\u7ba1\u7406\uff09\uff0c\u5e76\u5efa\u7acb\u8d77\u5f00\u53d1\u8005\u751f\u6001\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cLemon\u662f\u5728\u8d4c\u4e00\u4e2a\u4ea4\u4e92\u8303\u5f0f\u7684\u8f6c\u53d8\uff1a\u4ece\u201c\u624b\u52a8\u70b9\u9009\u201d\u5230\u201c\u8bed\u97f3\u4f7f\u80fd\u201d\u3002\u5b83\u82e5\u6210\u529f\uff0c\u4e0d\u4f1a\u53ea\u662f\u4e00\u4e2a\u597d\u7528\u7684\u5de5\u5177\uff0c\u800c\u4f1a\u6210\u4e3a\u6570\u5b57\u5de5\u4f5c\u73af\u5883\u4e2d\u7684\u4e00\u79cd\u65b0\u4e60\u60ef\u3002\u4f46\u5176\u5f53\u524d\u7248\u672c\u66f4\u50cf\u4e00\u4e2a\u950b\u5229\u7684\u201c\u7279\u5316\u5de5\u5177\u201d\uff0c\u800c\u975e\u901a\u7528\u5e73\u53f0\u3002\u4e0b\u4e00\u6b65\uff0c\u9700\u5728\u4e2a\u6027\u5316\u3001\u53ef\u9760\u6027\u3001\u5b89\u5168\u4fe1\u4efb\u53ca\u573a\u666f\u62d3\u5c55\u4e0a\u6784\u7b51\u66f4\u6df1\u7684\u62a4\u57ce\u6cb3\uff0c\u5426\u5219\u6781\u6613\u88ab\u96c6\u6210\u4e86\u7c7b\u4f3c\u529f\u80fd\u7684\u64cd\u4f5c\u7cfb\u7edf\u6216\u529e\u516c\u5957\u4ef6\u964d\u7ef4\u6253\u51fb\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\">Lemon<\/span>\n <\/div>\n<div class=\"comment-content\">Lemon is an AI voice assistant that works everywhere. Press Fn key, speak, and complete tasks. Reply to emails 12x faster, create documents, search the internet without leaving your flow state, and delegate work with just a voice command. Built for knowledge workers drowning in context switching. No new tabs. Pure flow state. Much more is coming – Follow us on twitter or sign-up at our website.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “press fn and speak” approach with no tab switching addresses the core productivity killer for knowledge workers \u2014 context switching between tools costs far more than the actual task execution. Replying to emails 12x faster via voice is a bold claim \u2014 does Lemon match your writing tone from previous emails, or does it need manual style training to avoid sounding robotic?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@svyat_dvoretski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@svyat_dvoretski<\/a> it has memory you can tell it to write a certain way and it rememvers<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>been using it for almost 2 weeks and this is one of the most unique AI products i’ve used. kind of like siri if it actually worked. best for writing and searching things quickly.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Been using this for a week now. The context switching used to kill half my day, jumping between tabs just to do things I could describe out loud in 10 seconds. This actually closes the gap between speaking and tasks getting done. Not going back.<\/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>there are a lot of different AI voice tools out there but this one is the best for responding to emails and messages<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@awaiskhanli\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@awaiskhanli<\/a> Thanks man<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice video! AI produced?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>It’s OpenClaw with key for recording voice? or? Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mcarmonas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mcarmonas<\/a> You should try the thinking mode.. working on more use-cases for it <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Once you start using Lemon it\u2019s hard to go back. I used to write\/edit all my work in Claude and then copy it to another window. I was switching tabs hundreds of times a day without really thinking about it. Lemon eliminates that entirely. Trying Lemon for the first time really felt like a ChatGPT or iPhone moment. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>changed all my workflows and productivity within days. Big fan.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Think + Write + Search with just FN.<\/p>\n<\/p>\n<p>Check it out at <a href=\"https:\/\/heylemon.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">heylemon.ai<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Heym kudos to you and your team. A quick q; how do you handle voice command accuracy in noisy environments or with technical jargon? Any training tips for knowledge workers to hit that flow state faster?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@swati_paliwal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@swati_paliwal<\/a> Hey we have tried to optimize it for background noise but love to see what your experience is. <\/p>\n<\/p>\n<p>I personally have found it really good for all types of messaging, doing research and writing PRDs, and lastly leveraging preferences to ensure it knows my style.<\/p>\n<\/p>\n<p>Pro tip: You can copy paste stuff that is not on your screen even and ask it to edit it or save it in memory and go do something with it somewhere else<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey love this project and absolutely love the user experience especially on Mac. I’m not sure how Windows feel, but as someone who’s been in development for twenty plus years and has a good sense all round. You guys have done an excellent job. So kudos for that and congratulations on the launch. Some questions if I may. There is no sign of any pricing. How does it work? Since it has pretty much access to everything on my computer, I would like to learn more about privacy and security.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Voice very popular these days. Might check what you are doing for a bit tomorrow. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019ve been using Lemon for the past two weeks as a marketer, and it\u2019s become surprisingly useful in my daily workflow. A lot of my work involves writing ad copy, brainstorming angles, summarizing research, and drafting quick responses, and Lemon makes that much faster. Being able to just press the fn key, say what I want, and instantly get structured output without switching tabs feels really natural. It\u2019s helped me stay in flow while working instead of constantly jumping between tools.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What’s the minimum system requirement for Mac ? Not working on mine<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Are different languages supported? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Where is the Pricing information? Thank you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The Fn key as a universal trigger is a smart design choice. Most voice tools force you to switch context just to activate them, which defeats the purpose. Keeping it at the OS level means it actually fits into a real workflow instead of interrupting it.<\/p>\n<p>Curious about the email reply speed claim (12x faster): is that based on actual user benchmarks, or is it a rough estimate? Also, does it work with any email client or specific ones like Gmail\/Outlook?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>been using this for a while. this is actually one of the most practical AI app out there. literally can’t live without it any more<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’m actually leaving this review using Lemon. Been using it for about the last two and a half weeks and definitely saved a lot of time. All the time, going between tabs, typing, and maybe copying and pasting the problems from my CLI terminal over into my Claude chat. So, so far, I’m impressed and look forward to using it in the future. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Impressive, congrats! <\/p>\n<\/p>\n<p>Do you plan to add multi-language support?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats! Context switching is genuinely one of the biggest focus killers. Does it work across any app or do you need to set up integrations per tool?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Voice feels like a very natural interface for AI agents, especially for quick tasks where typing slows things down.<\/p>\n<p>Turning spoken instructions directly into completed actions is a really interesting direction.<\/p>\n<p>Curious what kinds of tasks users are automating the most with Lemon so far.<\/p>\n<p>Congrats on the launch.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#4<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/FGHM3WZLUUAORW\" class=\"app-title\">Socra<\/a><\/p>\n<div class=\"one-liner\">From Curiosity to Mastery: Socrates-Powered Learning<\/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>\u4e00\u6b3e\u57fa\u4e8e\u82cf\u683c\u62c9\u5e95\u95ee\u7b54\u6cd5\u7684AI\u5b66\u4e60\u5e73\u53f0\uff0c\u901a\u8fc7\u81ea\u9002\u5e94\u5bf9\u8bdd\u4e0e\u4e2a\u6027\u5316\u8f85\u5bfc\uff0c\u5f15\u5bfc\u7528\u6237\u4ece\u597d\u5947\u8d70\u5411\u7cbe\u901a\uff0c\u89e3\u51b3\u88ab\u52a8\u83b7\u53d6\u4fe1\u606f\u5bfc\u81f4\u7684\u7406\u89e3\u6d45\u5c42\u4e0e\u77e5\u8bc6\u7559\u5b58\u7387\u4f4e\u7684\u95ee\u9898\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\/ee84cbbf-34a7-48da-b309-8bd57bfb3e4b.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=44LdAVmXCL8\"><source src=\"https:\/\/www.youtube.com\/watch?v=44LdAVmXCL8\" 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\/f43b63a8-39cd-4bd6-9b34-2328d8f95dcf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/728e3c54-9cc7-4592-b751-d9ddbebf0630.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0173bfbb-dd0e-48b0-a7a0-3def1f9d7847.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/156fc5ca-edac-42ed-9d7b-1b859ec8844f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8336d6c4-62a0-435e-b1e7-8a7d4dfdefab.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\">Android<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Education<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5b66\u4e60\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u82cf\u683c\u62c9\u5e95\u6559\u5b66\u6cd5<\/span><br \/>\n <span class=\"tag\">\u81ea\u9002\u5e94\u8f85\u5bfc<\/span><br \/>\n <span class=\"tag\">\u4e3b\u52a8\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u7ed3\u6784\u5316<\/span><br \/>\n <span class=\"tag\">\u6559\u80b2\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">\u601d\u7ef4\u8bad\u7ec3<\/span><br \/>\n <span class=\"tag\">\u6280\u80fd\u638c\u63e1<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u201c\u4e3b\u52a8\u5b66\u4e60\u201d\u7406\u5ff5\u4e0e\u8d39\u66fc\u5bfc\u5e08\u6a21\u5f0f\uff0c\u8ba4\u4e3a\u5176\u901a\u8fc7\u63d0\u95ee\u4fc3\u8fdb\u6df1\u5ea6\u601d\u8003\u662f\u6838\u5fc3\u4ef7\u503c\u3002\u4e3b\u8981\u7591\u95ee\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u4e0e\u901a\u7528AI\u63d0\u793a\u626e\u6f14\u5bfc\u5e08\u7684\u5dee\u5f02\u5316\u4f18\u52bf\u3001\u77e5\u8bc6\u4ea7\u7269\u662f\u5426\u5305\u542b\u9519\u8bef\u4fee\u6b63\u8fc7\u7a0b\u3001\u957f\u671f\u5b66\u4e60\u5f31\u9879\u8ffd\u8e2a\u80fd\u529b\uff0c\u4ee5\u53ca\u4e3b\u9875\u6f14\u793a\u8fc7\u4e8e\u7b80\u5355\u672a\u80fd\u4f53\u73b0\u4ea7\u54c1\u771f\u5b9e\u6df1\u5ea6\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Socra\u7684\u91ce\u5fc3\u5728\u4e8e\u5bf9\u6297AI\u65f6\u4ee3\u65e5\u76ca\u666e\u904d\u7684\u201c\u77e5\u8bc6\u5feb\u9910\u5316\u201d\u75c7\u72b6\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u5e76\u975e\u521b\u9020\u4e86\u201c\u82cf\u683c\u62c9\u5e95\u5f0f\u5bf9\u8bdd\u201d\u8fd9\u4e00\u4ea4\u4e92\u5f62\u5f0f\u2014\u2014\u4efb\u4f55\u9ad8\u7ea7LLM\u901a\u8fc7\u7cbe\u5de7\u63d0\u793a\u8bcd\u90fd\u80fd\u6a21\u62df\u2014\u2014\u800c\u5728\u4e8e\u6784\u5efa\u4e86\u4e00\u4e2a**\u4ee5\u638c\u63e1\u4e3a\u76ee\u6807\u3001\u800c\u975e\u4ee5\u7b54\u6848\u4e3a\u7ec8\u70b9\u7684\u5b66\u4e60\u7cfb\u7edf**\u3002\u8fd9\u4f53\u73b0\u5728\u4e09\u4e2a\u7ed3\u6784\u5316\u5c42\u9762\uff1a\u4e00\u662f\u5bf9\u8bdd\u7684\u7ed3\u6784\u5316\uff0c\u901a\u8fc7\u9884\u8bbe\u5b66\u4e60\u76ee\u6807\u9632\u6b62\u5bf9\u8bdd\u6563\u9038\uff0c\u5c06\u968f\u673a\u7684\u542f\u53d1\u5f15\u5bfc\u4e3a\u5b9a\u5411\u7684\u63a2\u7d22\uff1b\u4e8c\u662f\u8f93\u51fa\u7684\u7ed3\u6784\u5316\uff0c\u5c06\u975e\u7ebf\u6027\u7684\u5bf9\u8bdd\u5373\u65f6\u6c89\u6dc0\u4e3a\u53ef\u590d\u7528\u7684\u77e5\u8bc6\u8d44\u4ea7\uff08\u5907\u5fd8\u5f55\u3001\u5b66\u4e60\u6307\u5357\uff09\uff0c\u5b8c\u6210\u4e86\u4ece\u8fc7\u7a0b\u5230\u7ed3\u679c\u7684\u95ed\u73af\uff1b\u4e09\u662f\u8bc4\u4f30\u7684\u7ed3\u6784\u5316\uff0c\u8d39\u66fc\u6a21\u5f0f\u672c\u8d28\u4e0a\u662f\u5c06\u7406\u89e3\u6f0f\u6d1e\u7684\u63a2\u6d4b\u673a\u5236\u4ea7\u54c1\u5316\uff0c\u5176\u5ba3\u79f0\u7684\u8ffd\u8e2a\u7528\u6237\u8584\u5f31\u73af\u8282\uff0c\u6697\u793a\u5176\u6b63\u5c1d\u8bd5\u6784\u5efa\u8de8\u4f1a\u8bdd\u7684\u201c\u5143\u8ba4\u77e5\u6a21\u578b\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6838\u5fc3\u8d28\u7591\u4e5f\u5728\u4e8e\u6b64\uff1a\u8fd9\u4e9b\u201c\u7ed3\u6784\u5316\u201d\u5c42\u7a76\u7adf\u6709\u591a\u539a\uff1f\u5982\u679c\u5176\u77e5\u8bc6\u4ea7\u7269\u4ec5\u662f\u5bf9\u8bdd\u5185\u5bb9\u7684\u6e05\u6d17\u4e0e\u6458\u8981\uff0c\u800c\u975e\u5c55\u73b0\u601d\u7ef4\u6f14\u53d8\u7684\u201c\u5b66\u4e60\u5386\u7a0b\u5730\u56fe\u201d\uff0c\u5219\u5176\u6df1\u5ea6\u5927\u6253\u6298\u6263\u3002\u65e9\u671f\u6f14\u793a\u66b4\u9732\u7684\u201c\u903b\u8f91\u9e3f\u6c9f\u201d\u98ce\u9669\uff0c\u6b63\u662f\u4ea7\u54c1\u7406\u5ff5\u5148\u8fdb\u6027\u4e0e\u5de5\u7a0b\u5b9e\u73b0\u5ea6\u53ef\u80fd\u8131\u8282\u7684\u7f29\u5f71\u3002Socra\u7684\u6311\u6218\u5728\u4e8e\uff0c\u5b83\u5fc5\u987b\u8bc1\u660e\u81ea\u5df1\u4e0d\u662f\u4e00\u4e2a\u62e5\u6709\u66f4\u597d\u63d0\u793a\u8bcd\u7684\u804a\u5929\u524d\u7aef\uff0c\u800c\u662f\u4e00\u4e2a\u80fd\u771f\u6b63\u5efa\u6a21\u5b66\u4e60\u8005\u8ba4\u77e5\u72b6\u6001\u3001\u5e76\u63d0\u4f9b\u52a8\u6001\u5e72\u9884\u7684\u667a\u80fd\u7cfb\u7edf\u3002\u5426\u5219\uff0c\u5b83\u6781\u6613\u88ab\u4e00\u4e2a\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u63d0\u793a\u6a21\u677f\u6240\u66ff\u4ee3\u3002\u5176\u6210\u8d25\u5173\u952e\u5728\u4e8e\uff0c\u80fd\u5426\u5c06\u6559\u80b2\u5b66\u7406\u8bba\u4e0eAI\u7684\u6301\u7eed\u8ffd\u8e2a\u3001\u8bc4\u4f30\u80fd\u529b\u6df1\u5ea6\u8026\u5408\uff0c\u6253\u9020\u51fa\u901a\u7528\u804a\u5929\u673a\u5668\u4eba\u65e0\u6cd5\u8f7b\u6613\u590d\u5236\u7684\u201c\u5b66\u4e60\u811a\u624b\u67b6\u201d\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Socra<\/span>\n <\/div>\n<div class=\"comment-content\">Experience a revolutionary AI learning & thinking platform with Socratic dialogue and adaptive tutoring. Socra transforms conversations into structured knowledge through interactive questioning, goal-oriented learning, and personalized feedback. Build deep understanding with your AI thought partner.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey, Product Hunt!<br \/>\nI am Wood, founder & developer of Socra AI.<\/p>\n<p>Socra is an AI learning platform that uses adaptive Socratic dialogue and personalized tutoring to guide users from curiosity to mastery.<\/p>\n<p>\ud83d\udc4b What inspired me to build Socra?<\/p>\n<p>The inspiration stemmed from recognizing a fundamental limitation in existing AI tools: they often provide passive answers rather than actively fostering deep understanding. We saw people using chatbots just to get quick facts, bypassing the critical thinking process essential for true mastery. We wanted to build an AI that acts like a true mentor, using the time-tested Socratic method to guide users from curiosity to profound comprehension, much like a great human tutor would.<\/p>\n<p>\ud83d\udc4b What problems are we trying to solve with Socra?<\/p>\n<p>We are solving the problem of superficial learning and passive knowledge consumption. Traditional AI often leads to knowledge retention failure because it shortcuts critical thinking. Socra addresses this by replacing instant answers with adaptive, purposeful dialogue. We solve the challenge of turning fleeting insights into durable knowledge by immediately structuring learning sessions into tangible knowledge products (memos, guides) and ensuring users actively construct their understanding through challenge and reflection.<\/p>\n<p>\ud83d\udc4b What you can do with Socra?<\/p>\n<p>With Socra, you can:<br \/>\n\u2705 Engage in Socratic Dialogue: Receive personalized, adaptive tutoring that uses strategic questioning to build critical thinking skills rather than just delivering answers.<br \/>\n\u2705 Achieve Goal-Oriented Learning: Define clear educational milestones and follow a focused, gamified roadmap designed for efficiency and progress tracking.<br \/>\n\u2705 Generate Instant Knowledge Products: Transform interactive learning sessions into structured summaries, study guides, blog posts, or podcast scripts\u2014instantly turning conversation into reusable assets.<br \/>\n\u2705 Master Concepts Via Active Recall: Utilize powerful techniques like the Feynman Tutor mode, where the AI actively probes your understanding gaps to solidify long-term retention.<br \/>\n\u2705 Design and Share Learning Paths: Educators and professionals can create specific, targeted conversational plans for customized teaching or training experiences.<\/p>\n<p>Whether you’re a student, teacher, professional, or simply someone who has curiosity to mastery something, think deeper, Socra is for you. \ud83d\udc4b<\/p>\n<p>Try Socra for free and let me know what you think! \ud83d\ude80<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@peng_wood\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peng_wood<\/a> Hi Peng. Your learning platform looks very interesting. I run a Market Research Company called Focus Pulse. Do you have an email address I could contact to discuss more what we do?<br \/>Thanks<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@peng_wood\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peng_wood<\/a> Socra sounds like a really thoughtful approach to learning\u2014using Socratic dialogue to encourage deeper thinking instead of just giving quick answers is a powerful idea. I especially like the focus on turning conversations into structured knowledge outputs like guides and summaries.<\/p>\n<p>Excited to see how people use Socra to move from curiosity to real mastery. Wishing you a great launch on Product Hunt! \ud83d\udc4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@peng_wood\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peng_wood<\/a> This sounds quite promising, congrats. How have you seen Socra’s Socratic approach help users turn learning sessions into shareable assets; any standout examples from early testers?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I like the focus on active learning. Many AI tools make it easy to get information quickly, but they don\u2019t always help with long-term knowledge retention.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kate_sleeman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kate_sleeman<\/a> Thanks for your support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Using Socratic questioning instead of giving direct answers flips the typical AI learning interaction \u2014 most tools optimize for speed, but real retention comes from the struggle of working through a concept yourself. The Feynman Tutor mode where the AI probes understanding gaps is especially interesting \u2014 does it track which concepts a user consistently struggles with across sessions to build a long-term weakness map?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@svyat_dvoretski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@svyat_dvoretski<\/a> Thanks for your positive feedback! Sure, it will track the struggles uses encountered and will help to come over it in the following dialogues.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 Feynman Tutor mode is the standout feature here. Most AI learning tools reward you for asking good questions, but the real test of understanding is whether you can explain something back clearly. Flipping that dynamic so the AI challenges your explanation instead of just handing you one is a much harder problem to solve well.<\/p>\n<p>I’m curious about the knowledge products feature. When it generates a study guide or memo from a learning session, does it capture the progression of your understanding (including the wrong assumptions you corrected along the way), or is it more of a clean summary of the final correct concepts?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@behnam_sherafat\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@behnam_sherafat<\/a> Thanks for your feedback! Yes, Socra capture the progression of learner’s understanding as well as a clean summary of the final correct concepts<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 Feynman Tutor mode is really clever. Most AI learning tools just dump information on you, but forcing users to explain concepts back and then probing the gaps is how real understanding gets built.<\/p>\n<\/p>\n<p>I’m curious about the knowledge products feature. When Socra turns a learning session into a study guide, does it also capture the wrong assumptions the user had along the way? That context of “what I thought vs what’s actually true” is often the most valuable part of learning.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@carmonamar51249\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@carmonamar51249<\/a> Thanks for your idea! We’ll improve the feature as you suggested<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a really interesting product, congrats! I actually wanted to ask what inspired you to build this, then I saw you explained it in the first comment. Onwards and upwards \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@andreitudor14\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andreitudor14<\/a> Thanks for your support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Love the concept. I literally did a Socratic deep-dive session with Claude yesterday and it’s crazy how much better you retain stuff when the AI asks you questions instead of just dumping answers.<\/p>\n<p>Honest question though, what’s the delta here vs just prompting an LLM with “act as a Socratic tutor, ask me probing questions about X”? Because for a single session that already works surprisingly well.<\/p>\n<p>I’m guessing the real value is the structured layer on top, tracking what you’ve understood across sessions, adapting difficulty over time, turning conversations into persistent knowledge instead of something that disappears when you close the tab. Would love to hear more about how that works under the hood.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@maks_bilski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maks_bilski<\/a> Thanks for your support! Totally agree with you that Socratic method is perfect for learning! Socra goes beyond chat AI, like ChatGPT, Claude, Geimini:<\/p>\n<p>* <strong>Ready-to-Use Socratic Tutoring:<\/strong> Socra offers an out-of-the-box Socratic experience, eliminating the need to repeatedly input complex “Socratic prompts”\u2014a skill that most users may not have mastered or found intuitive.<\/p>\n<p>* <strong>Goal-Oriented Dialogue:<\/strong> At the start of each session, Socra establishes a specific objective. It then guides the conversation around this goal, ensuring the Socratic dialogue remains focused without drifting off-topic.<\/p>\n<p>* <strong>Rich Post-Conversation Artifacts:<\/strong> After the discussion, Socra generates valuable “Artifacts,” such as memos or blog posts. This transforms the dialogue into a structured, organized format that is easy to review and reflect upon.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">The idea of AI agents acting as actual teammates instead of just chat assistants is really interesting. Giving them assignments, context, and persistent memory feels like a more natural way to collaborate with AI on real projects.<\/p>\n<p>I like the focus on coordination and decision-making instead of just task tracking.<\/p>\n<p>Curious how teams are structuring their workflows between human members and AI agents inside Socra.<\/p>\n<p>Congrats on the launch.<\/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\/@alamenigma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alamenigma<\/a> Thanks for your support! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the Socra launch, <a href=\"https:\/\/www.producthunt.com\/@peng_wood\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"peng_wood\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peng_wood<\/a>! <\/p>\n<p>I just visited the homepage. There’s a massive logic gap in your 30-second demo. For a tool built on deep mastery, that example is way too easy. It makes the engine look like a basic chatbot.<\/p>\n<p>You’re hiding the real power of Socra behind a weak demo. I’ve got a sharp thought on how to fix this.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@taimur_haider1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@taimur_haider1<\/a> Thanks for your feedback! It will be great if you can provide some suggestions<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wow Wood! Socra sounds super cool thinking on structured data and tutoring pple through a simple conversation. How do you think to monetize it?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@german_merlo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@german_merlo1<\/a> Thanks for your support! We have paid subscription plans in the product for different level of usages<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch!<\/p>\n<p>I like the focus on moving from curiosity to real understanding through dialogue. Most AI tools optimize for quick answers, but the Socratic approach encourages people to think, question, and build knowledge step by step. Curious to see how people use Socra in practice.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@maria_polesh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maria_polesh<\/a> Thanks a lot! That’s how we think AI should do to learners.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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>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\/@madalina_barbu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@madalina_barbu<\/a> Thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This looks great and very important! Thanks for sharing<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ali_goldberg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ali_goldberg<\/a> Thanks a lot!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/WHYQKMYCJFYENE\" class=\"app-title\">Campee<\/a><\/p>\n<div class=\"one-liner\">Your estimations, frictionless<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">159<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Campee\u662f\u4e00\u6b3e\u65e0\u9700\u6ce8\u518c\u3001\u65e0\u5e7f\u544a\u7684\u6781\u7b80\u89c4\u5212\u6251\u514b\u5de5\u5177\uff0c\u4e3a\u654f\u6377\u56e2\u961f\u5728\u9700\u6c42\u4f30\u7b97\u4f1a\u8bae\u4e2d\u63d0\u4f9b\u5feb\u901f\u3001\u79c1\u5bc6\u4e14\u65e0\u5e72\u6270\u7684\u534f\u4f5c\u4f53\u9a8c\uff0c\u89e3\u51b3\u4e86\u4f20\u7edf\u5de5\u5177\u6d41\u7a0b\u7e41\u7410\u3001\u754c\u9762\u81c3\u80bf\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\/d5088574-0d77-41bf-a292-c33dc237f001.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7b08aa26-1fcf-4c7e-b8e3-7de577a1ca81.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\/f7764e91-0ef8-4844-8900-3b1da69500b7.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/yF-gdKK9UM4\"><source src=\"https:\/\/youtu.be\/yF-gdKK9UM4\" 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\">Meetings<\/span><br \/>\n <span class=\"tag\">Tech<\/span><br \/>\n <span class=\"tag\">Remote Work<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u654f\u6377\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u89c4\u5212\u6251\u514b<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u6781\u7b80\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">\u65e0\u9700\u6ce8\u518c<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u4f30\u7b97<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u7ea7\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u4f53\u9a8c<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u65e0\u9700\u6ce8\u518c\u3001\u65e0\u5e7f\u544a\u3001\u6781\u7b80\u5feb\u901f\u7684\u6838\u5fc3\u4f53\u9a8c\u3002\u4e3b\u8981\u5efa\u8bae\u4e0e\u95ee\u9898\u5305\u62ec\uff1a\u8be2\u95ee\u662f\u5426\u652f\u6301\u6590\u6ce2\u90a3\u5951\u4ee5\u5916\u7684\u81ea\u5b9a\u4e49\u70b9\u6570\u5e8f\u5217\uff1b\u63d0\u8bae\u589e\u52a0\u5f02\u6b65\u6295\u7968\u529f\u80fd\u4ee5\u9002\u5e94\u8de8\u65f6\u533a\u56e2\u961f\uff1b\u8be2\u95ee\u65e0\u8d26\u53f7\u4e0b\u7684\u4f1a\u8bdd\u6301\u4e45\u5316\u6280\u672f\u5b9e\u73b0\uff1b\u5efa\u8bae\u6dfb\u52a0\u4f30\u7b97\u7ed3\u679c\u5bfc\u51fa\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 Campee\u7684\u201c\u51cf\u6cd5\u201d\u54f2\u5b66\u662f\u5176\u6700\u950b\u5229\u7684\u4ef7\u503c\u4e3b\u5f20\u3002\u5728SaaS\u5de5\u5177\u666e\u904d\u9677\u5165\u201c\u529f\u80fd\u81a8\u80c0\u201d\u548c\u201c\u6570\u636e\u56f4\u730e\u201d\u7684\u5f53\u4e0b\uff0c\u5b83\u53cd\u5176\u9053\u800c\u884c\u4e4b\uff0c\u4ee5\u5f00\u53d1\u8005\u81ea\u8eab\u7684\u75db\u70b9\u9a71\u52a8\uff0c\u5254\u9664\u8d26\u6237\u4f53\u7cfb\u3001\u5e7f\u544a\u3001\u8ffd\u8e2a\u4e0e\u590d\u6742UI\uff0c\u5c06\u5de5\u5177\u8fd8\u539f\u4e3a\u201c\u5373\u7528\u5373\u8d70\u201d\u7684\u7eaf\u7cb9\u6548\u7528\u3002\u8fd9\u5e76\u975e\u529f\u80fd\u7f3a\u5931\uff0c\u800c\u662f\u4e00\u79cd\u9488\u5bf9\u7279\u5b9a\u573a\u666f\uff08\u5b9e\u65f6\u3001\u5171\u5730\u7684\u654f\u6377\u4f30\u7b97\u4f1a\u8bae\uff09\u7684\u7cbe\u51c6\u8bbe\u8ba1\uff0c\u7528\u6280\u672f\u624b\u6bb5\uff08\u533f\u540d\u8ba4\u8bc1\uff09\u5728\u201c\u65e0\u72b6\u6001\u201d\u4e0e\u201c\u4f1a\u8bdd\u6301\u4e45\u201d\u95f4\u53d6\u5f97\u4e86\u5de7\u5999\u5e73\u8861\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u4ef7\u503c\u4e0e\u5c40\u9650\u540c\u6839\u540c\u6e90\u3002\u6781\u81f4\u805a\u7126\u4e8e\u201c\u5b9e\u65f6\u201d\u4e0e\u201c\u6781\u7b80\u201d\uff0c\u56fa\u7136\u8d62\u5f97\u4e86\u8ffd\u6c42\u6548\u7387\u7684\u56e2\u961f\u7684\u638c\u58f0\uff0c\u4f46\u4e5f\u4e3b\u52a8\u653e\u5f03\u4e86\u5206\u5e03\u5f0f\u3001\u5f02\u6b65\u534f\u4f5c\u7b49\u66f4\u5e7f\u6cdb\u7684\u73b0\u4ee3\u5de5\u4f5c\u573a\u666f\u3002\u521b\u59cb\u4eba\u660e\u786e\u62d2\u7edd\u6dfb\u52a0\u5f02\u6b65\u529f\u80fd\uff0c\u8fd9\u56fa\u7136\u662f\u4fdd\u6301\u4ea7\u54c1\u7eaf\u6d01\u6027\u7684\u575a\u5b9a\u9009\u62e9\uff0c\u4f46\u4e5f\u53ef\u80fd\u5c06\u5176\u5e02\u573a\u5929\u82b1\u677f\u9650\u5b9a\u5728\u201c\u5171\u65f6\u534f\u4f5c\u201d\u7684\u7ec6\u5206\u9886\u57df\u3002\u7528\u6237\u63d0\u51fa\u7684\u201c\u7ed3\u679c\u5bfc\u51fa\u201d\u5efa\u8bae\uff0c\u6070\u6070\u63ed\u793a\u4e86\u5de5\u5177\u4e0e\u4e0b\u6e38\u5de5\u4f5c\u6d41\uff08\u5982Jira\uff09\u6574\u5408\u7684\u6f5c\u5728\u6469\u64e6\u2014\u2014\u4e00\u4e2a\u5b8c\u5168\u5c01\u95ed\u3001\u65e0\u8bb0\u5f55\u7684\u6781\u7b80\u4f1a\u8bdd\uff0c\u53ef\u80fd\u5c06\u8bb0\u5f55\u6210\u672c\u8f6c\u5ac1\u7ed9\u4e86\u7528\u6237\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cCampee\u66f4\u50cf\u4e00\u4e2a\u7cbe\u5fc3\u6253\u78e8\u7684\u201c\u6297\u8bae\u6027\u4ea7\u54c1\u201d\uff0c\u5b83\u7528\u81ea\u8eab\u7684\u5b58\u5728\u6279\u5224\u4e86\u4e3b\u6d41\u5de5\u5177\u7684\u81c3\u80bf\u4e0e\u8d2a\u5a6a\u3002\u5b83\u7684\u771f\u6b63\u6210\u529f\uff0c\u4e0d\u5728\u4e8e\u98a0\u8986\u6574\u4e2a\u8d5b\u9053\uff0c\u800c\u5728\u4e8e\u4e3a\u5e02\u573a\u63d0\u4f9b\u4e86\u4e00\u4e2a\u6e05\u6670\u7684\u4ef7\u503c\u57fa\u51c6\uff1a\u5f53\u56e2\u961f\u538c\u5026\u4e86\u590d\u6742\u6027\uff0c\u8fd9\u91cc\u6709\u4e00\u4e2a\u5e72\u51c0\u3001\u514d\u8d39\u7684\u907f\u96be\u6240\u3002\u5b83\u7684\u957f\u671f\u6311\u6218\u5728\u4e8e\uff0c\u5982\u4f55\u5728\u575a\u6301\u201c\u5c11\u5373\u662f\u591a\u201d\u54f2\u5b66\u7684\u540c\u65f6\uff0c\u4ee5\u4e0d\u7834\u574f\u6838\u5fc3\u4f53\u9a8c\u7684\u65b9\u5f0f\uff0c\u63a5\u7eb3\u90a3\u4e9b\u771f\u6b63\u5173\u952e\u7684\u201c\u591a\u201d\uff0c\u4f8b\u5982\u66f4\u7075\u6d3b\u7684\u5bfc\u51fa\u9009\u9879\u3002\u8fd9\u8003\u9a8c\u7740\u521b\u59cb\u4eba\u5bf9\u201c\u7b80\u7ea6\u201d\u4e0e\u201c\u7b80\u964b\u201d\u754c\u9650\u7684\u628a\u63e1\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\">Campee<\/span>\n <\/div>\n<div class=\"comment-content\">Campee stands out by stripping away the friction found in most planning poker tools. Unlike existing solutions, it is 100% ad-free and requires no account creation, allowing teams to start a session in seconds. The focus is on speed and privacy: no data tracking, no banners, and a minimalist UI. It is a lightweight, free alternative built by a developer for agile teams who value a clean, distraction-free estimation process.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I built Campee because I was tired of the friction in my own team’s grooming sessions. Most online Planning Poker tools are either buried under ads, require mandatory accounts, or feel like bloated corporate software. I wanted something that felt like a clean, open-source-style utility: fast, private, and free.<\/p>\n<p>The goal was to create a tool that stays out of the way. I focused on making the transition from “joining a room” to “voting” as instantaneous as possible. During development, I stripped away every non-essential feature to keep the UI minimalist and mobile-friendly.<\/p>\n<p>Campee is my contribution to the agile community. There is no business model, no tracking, and no noise. It is just a simple, reliable way to estimate tickets. I would love to hear your feedback on the flow and if there are any small features that would make your sprint planning even smoother.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice, congrats on the launch and the product! Really like how you spotted a problem and directly created a solution. Gotta share this with a few devs I know, they will most probably appreciate the clean approach. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Sometimes you just want a tool without logins and complicated setup. This looks exactly like that \ud83d\ude0a<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch! Really love the minimalist approach, it’s refreshing to see a dev tool that just works without all the bloat.<\/p>\n<\/p>\n<p>Quick question: does it support custom card decks beyond the standard Fibonacci sequence? Some teams prefer T-shirt sizes or custom scales for different types of estimation.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@borrellr_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@borrellr_<\/a> Thank you so much!<\/p>\n<p>Regarding your question: yes, it does! The app currently supports three different voting systems to fit various team preferences:<\/p>\n<ul>\n<li>\n<p>Scrum: 0, 0.5, 1, 2, 3, 5, 8, 13, 20<\/p>\n<\/li>\n<li>\n<p>Fibonacci: 0, 1, 2, 3, 5, 8, 13, 21, 34<\/p>\n<\/li>\n<li>\n<p>T-shirt Sizes: XS, S, M, L, XL<\/p>\n<\/li>\n<\/ul>\n<p>You can easily switch between them depending on the type of estimation you’re doing. Hope that helps!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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, <a href=\"https:\/\/www.producthunt.com\/@kevinpainchaud\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"kevinpainchaud\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kevinpainchaud<\/a> . I like the minimalist interface. Your focus on privacy is great.<\/p>\n<p>I noticed one small thing on the page. You mention it is for teams who value speed. Right now the text focuses on the card game. It might miss the busy lead who just wants to save time.<\/p>\n<p>Rooting for you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@taimur_haider1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@taimur_haider1<\/a> Thank you very much! I appreciate the 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>No signup, no ads, instant session you just described every dev’s dream estimation tool. Are you thinking about adding async voting for distributed teams across time zones, or keeping it strictly real-time? That’d be a real differentiator.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@samet_sezer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samet_sezer<\/a> Thank you! I totally get why async voting is a game-changer for distributed teams, but honestly, I\u2019m leaning towards keeping it strictly real-time.<\/p>\n<p>It\u2019s a deliberate choice to avoid overcomplicating things. My main goal is to ensure the app stays as simple and frictionless as possible. I\u2019ve found that by keeping the feature set minimal, I can guarantee that ‘instant session’ feel without the UI turning into a cockpit. Sometimes, keeping it ‘basic’ is the best way to stay fast!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting idea. Removing account creation is actually a smart move \u2014 most tools add unnecessary friction.<\/p>\n<p>how do you handle session persistence or team collaboration if users don\u2019t sign up?<\/p>\n<p>I\u2019m currently building <strong>Zuppibuy<\/strong>, a local classifieds platform, so I\u2019m always interested in products that reduce friction in user onboarding.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@prathiganesh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@prathiganesh<\/a> Thanks a lot for the feedback!<br \/>To answer your question: I handle session persistence using <a href=\"https:\/\/supabase.com\/docs\/guides\/auth\/auth-anonymous\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Supabase\u2019s Anonymous Sign-Ins<\/strong><\/a>. Essentially, users are authenticated anonymously the moment they create or join a session.<\/p>\n<p>This allows the session to persist as long as they use the same browser and don’t clear their cache. It provides a seamless “logged-in” experience without the barrier of a signup form.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 has beuatiful minimalistic design \ud83d\ude42 Like it \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> Thank you very much! I’m glad to hear that!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>No account, no ads, no tracking \u2014 this is exactly how developer tools should work, and the fact that you stripped it to the essentials instead of adding features is a design decision most makers struggle to commit to. One small feature that could be valuable: a quick “estimation history” export per session so the team can paste results into Jira or Linear without manual copying \u2014 would that fit the minimalist philosophy?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@svyat_dvoretski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@svyat_dvoretski<\/a> Thank you! You\u2019ve perfectly captured the philosophy behind the tool\u2014keeping it lean, fast, and distraction-free. I\u2019m glad the ‘less is more’ approach resonates with you.<\/p>\n<p>Your suggestion for a session history export is spot on; it solves a real friction point. I\u2019ll look into a way to integrate this subtly, ensuring it stays true to the minimalist design. Thanks again for the thoughtful feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/PPGZACE3F6NO36\" class=\"app-title\">Tellus<\/a><\/p>\n<div class=\"one-liner\">Grandpa\u2019s stories, preserved for his grandkids<\/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>\u4e00\u6b3eAI\u9a71\u52a8\u7684\u5e94\u7528\uff0c\u901a\u8fc7\u5c06\u957f\u8f88\u7684\u53e3\u8ff0\u56de\u5fc6\u81ea\u52a8\u8f6c\u5316\u4e3a\u7cbe\u7f8e\u7684\u56de\u5fc6\u5f55\u548c\u63d2\u753b\u513f\u7ae5\u6545\u4e8b\u4e66\uff0c\u5728\u975e\u6b63\u5f0f\u3001\u65e0\u538b\u529b\u7684\u573a\u666f\u4e0b\uff0c\u89e3\u51b3\u4e86\u4ee3\u9645\u6545\u4e8b\u56e0\u8bb0\u5f55\u95e8\u69db\u9ad8\u800c\u6c38\u4e45\u6d41\u5931\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/651a7215-e6e4-453c-b830-9cdc636f1665.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/ee88cf6f7e6445f58e5685b724c23ecd\"><source src=\"https:\/\/www.loom.com\/share\/ee88cf6f7e6445f58e5685b724c23ecd\" 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\/5f0f3592-c226-4393-8214-02062881b9cc.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\/6b2c07d2-59ca-4bc2-ae83-bea3d77af765.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\/d664006e-68be-4ebb-b4a2-d7727f43c81f.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\/7b52389e-a8f2-40e5-9ad9-35a22e3460a9.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\/a35112be-d341-4517-aa9b-4a7920c1467c.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\/2f684301-c2ed-43a7-a4b6-fcf1bda50bea.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\/525bd177-058a-4f07-b801-a5a393e326a7.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\">Writing<\/span><br \/>\n <span class=\"tag\">Kids<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4ee3\u9645\u4f20\u627f<\/span><br \/>\n <span class=\"tag\">AI\u8bed\u97f3\u8f6c\u5199<\/span><br \/>\n <span class=\"tag\">\u5bb6\u5ead\u8bb0\u5fc6<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u56de\u5fc6\u5f55<\/span><br \/>\n <span class=\"tag\">\u513f\u7ae5\u6545\u4e8b\u4e66<\/span><br \/>\n <span class=\"tag\">\u60c5\u611f\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u9057\u4ea7<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u591a\u8bed\u8a00\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u4eb2\u60c5\u8fde\u63a5<\/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\u4ea7\u54c1\u89e3\u51b3\u201c\u4e09\u4ee3\u4eba\u201d\u6545\u4e8b\u4f20\u9012\u75db\u70b9\u7684\u4ef7\u503c\uff0c\u8d5e\u8d4f\u5176\u201c\u53ea\u9700\u8bf4\u8bdd\u201d\u7684\u4f4e\u95e8\u69db\u6a21\u5f0f\u3002\u6709\u6548\u5efa\u8bae\u5305\u62ec\uff1a\u5728\u8425\u9500\u4e2d\u66f4\u5f3a\u8c03\u201c\u4e0d\u4f5c\u4e3a\u7684\u4ee3\u4ef7\u201d\uff08\u6050\u60e7\u611f\uff09\uff1b\u5173\u6ce8\u591a\u8bed\u8a00\u4e0e\u6587\u5316\u8bed\u5883\u5904\u7406\uff1b\u660e\u786e\u8d26\u6237\u4e0e\u6570\u636e\u5b89\u5168\u4fdd\u969c\u3002\u521b\u59cb\u4eba\u900f\u9732\u591a\u8bed\u8a00\u652f\u6301\u4e0e\u672c\u5730\u5316\u5df2\u5728\u89c4\u5212\u4e2d\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 Tellus\u8868\u9762\u4e0a\u662f\u4e00\u6b3e\u7ed3\u5408\u8bed\u97f3\u8bc6\u522b\u3001NLG\u548cAIGC\u7684\u201c\u60c5\u611f\u79d1\u6280\u201d\u4ea7\u54c1\uff0c\u4f46\u5176\u771f\u6b63\u7684\u950b\u5229\u4e4b\u5904\u5728\u4e8e\u7cbe\u51c6\u5730\u89e3\u5256\u4e86\u4e00\u4e2a\u666e\u904d\u7684\u5bb6\u5ead\u793e\u4f1a\u5b66\u56f0\u5883\uff1a\u5b58\u5728\u4e8e\u7956\u8f88\u4e0e\u5b59\u8f88\u4e4b\u95f4\u7684\u53d9\u4e8b\u65ad\u5c42\u3002\u5b83\u6ca1\u6709\u521b\u9020\u65b0\u9700\u6c42\uff0c\u800c\u662f\u7528\u6280\u672f\u6eb6\u89e3\u4e86\u65e7\u969c\u788d\u2014\u2014\u5c06\u201c\u64b0\u5199\u56de\u5fc6\u5f55\u201d\u8fd9\u4e00\u5145\u6ee1\u5fc3\u7406\u8d1f\u62c5\u548c\u5f62\u5f0f\u611f\u7684\u5b8f\u5927\u5de5\u7a0b\uff0c\u964d\u89e3\u4e3a\u201c\u968f\u53e3\u804a\u804a\u201d\u7684\u65e5\u5e38\u884c\u4e3a\uff0c\u5e76\u540c\u65f6\u4ea7\u51fa\u9762\u5411\u6210\u4eba\u7684\u7ed3\u6784\u5316\u201c\u9057\u4ea7\u201d\u548c\u9762\u5411\u513f\u7ae5\u7684\u8da3\u5473\u5316\u201c\u6545\u4e8b\u201d\u3002\u8fd9\u79cd\u201c\u4e00\u8f93\u5165\u53cc\u8f93\u51fa\u201d\u7684\u8bbe\u8ba1\u662f\u7cbe\u5999\u7684\uff0c\u5b83\u7528\u540c\u4e00\u4efd\u539f\u59cb\u60c5\u611f\u6750\u6599\uff0c\u6ee1\u8db3\u4e86\u5bb6\u65cf\u5185\u4e0d\u540c\u4ee3\u9645\u6210\u5458\u5dee\u5f02\u5316\u7684\u60c5\u611f\u6d88\u8d39\u6a21\u5f0f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6df1\u5c42\u6311\u6218\u4e5f\u7531\u6b64\u6d6e\u73b0\u3002\u9996\u5148\uff0c\u662f\u53d9\u4e8b\u7684\u201c\u5931\u771f\u201d\u98ce\u9669\u3002AI\u5728\u8f6c\u8bd1\u3001\u6da6\u8272\u5e76\u91cd\u6784\u4e3a\u513f\u7ae5\u6545\u4e8b\u65f6\uff0c\u5982\u4f55\u4fdd\u6301\u539f\u59cb\u53e3\u8ff0\u4e2d\u7684\u4e2a\u6027\u3001\u65f6\u4ee3\u7ec6\u8282\u4e0e\u6587\u5316\u7279\u5f02\u6027\uff1f\u8bc4\u8bba\u4e2d\u5173\u4e8e\u591a\u8bed\u8a00\u548c\u6587\u5316\u8bed\u5883\u7684\u62c5\u5fe7\u6b63\u662f\u4e8e\u6b64\u3002\u5f53AI\u6210\u4e3a\u5bb6\u65cf\u53f2\u7684\u201c\u7f16\u8f91\u201d\uff0c\u5176\u5185\u7f6e\u7684\u901a\u7528\u6a21\u578b\u662f\u5426\u4f1a\u65e0\u610f\u4e2d\u62b9\u5e73\u90a3\u4e9b\u6700\u72ec\u7279\u3001\u6700\u201c\u4e0d\u6807\u51c6\u201d\u5374\u6700\u73cd\u8d35\u7684\u8bb0\u5fc6\u68f1\u89d2\uff1f\u5176\u6b21\uff0c\u662f\u5176\u5546\u4e1a\u6a21\u5f0f\u7684\u53ef\u6301\u7eed\u6027\u4e0e\u6570\u636e\u5b89\u5168\u7684\u6c38\u6052\u547d\u9898\u3002\u7528\u6237\u5bf9\u8d26\u6237\u4e22\u5931\u7684\u62c5\u5fe7\uff0c\u76f4\u6307\u5176\u4f5c\u4e3a\u201c\u6570\u5b57\u9057\u4ea7\u201d\u4fdd\u7ba1\u8005\u7684\u6838\u5fc3\u8d23\u4efb\u3002\u4ea7\u54c1\u7684\u957f\u671f\u4ef7\u503c\u4e0d\u4ec5\u5728\u4e8e\u751f\u6210\uff0c\u66f4\u5728\u4e8e\u8de8\u8d8a\u6570\u5341\u5e74\u7684\u5b89\u5168\u5b58\u50a8\u4e0e\u53ef\u7ee7\u627f\u6027\uff0c\u8fd9\u5bf9\u5176\u8fd0\u8425\u63d0\u51fa\u4e86\u8fd1\u4e4e\u4fe1\u6258\u7ea7\u522b\u7684\u8981\u6c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cTellus\u7684\u4ef7\u503c\u8fdc\u8d85\u4e00\u4e2a\u6709\u8da3\u7684AI\u5e94\u7528\u3002\u5b83\u662f\u4e00\u4e2a\u8bd5\u56fe\u7528\u6280\u672f\u5bf9\u6297\u65f6\u95f4\u4e0e\u9057\u5fd8\u7684\u793e\u4f1a\u5b9e\u9a8c\uff0c\u5176\u6210\u529f\u4e0e\u5426\u5c06\u4e0d\u4ec5\u53d6\u51b3\u4e8e\u6280\u672f\u6d41\u7545\u5ea6\uff0c\u66f4\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u5728\u89c4\u6a21\u5316\u5904\u7406\u4e2d\u5b88\u62a4\u4f4f\u6bcf\u4e00\u4efd\u8bb0\u5fc6\u7684\u201c\u7075\u9b42\u201d\uff0c\u5e76\u8d62\u5f97\u5bb6\u65cf\u4e16\u4ee3\u6258\u4ed8\u7684\u4fe1\u4efb\u3002\u5b83\u89e6\u78b0\u7684\uff0c\u662f\u4eba\u6027\u4e2d\u6700\u67d4\u8f6f\u7684\u90e8\u5206\uff0c\u4e5f\u56e0\u6b64\u5fc5\u987b\u953b\u9020\u6700\u575a\u97e7\u7684\u53ef\u9760\u6027\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Tellus<\/span>\n <\/div>\n<div class=\"comment-content\">Turn your parent’s spoken memories into a beautiful memoir and illustrated children’s storybook. AI-powered voice recording, no writing required. Preserve their legacy today.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I’m Nick, part of Hong Kong’s startup community where I first came across Mawuli and Tellus.<br \/>\nThis product hits on something I think a lot of us feel but never act on. Our parents and grandparents carry extraordinary stories. Lives lived across different countries, different eras, things we’ll never fully know unless someone captures them.<br \/>\nThe problem is there’s never a good moment to sit down and record it. It feels formal. It feels like an interview. And then time passes.<br \/>\nTellus removes all of that friction. Your parent just talks. And something lasting comes out the other side.<br \/>\nI think about my own family and how much I’d give to have my grandparents’ stories preserved properly. Not just remembered, but actually written down and passed on.<br \/>\nThat’s what Mawuli has built here. Worth trying, worth sharing with anyone who has a parent or grandparent with stories worth keeping.<br \/>\nCongratulations on the launch!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone, I’m Mawuli, the creator of Tellus.<\/p>\n<\/p>\n<p>My dad is 73. He’s lived an extraordinary life. Born in Ghana, fluent in Russian, witnessed Princess Diana en route to the royal wedding, built a bank from scratch. He always wanted a memoir. But he’s not keen to type, so it never happened.<\/p>\n<\/p>\n<p>So I built the first version of Tellus for him. He talks, and it writes.<\/p>\n<\/p>\n<p>I now know so much more about my own father than I ever did. And most of the anxiety I had around losing him someday is gone, because I have his voice and his stories with me forever.<\/p>\n<\/p>\n<p>Then his grandkids, my nieces, wanted in. So we built a way to turn his memories into illustrated children’s storybooks. Now they get to know their granddad at bedtime.<\/p>\n<\/p>\n<p>That’s the three-generation problem. Grandparents have extraordinary stories. Grandchildren would love them. But the adult in the middle can’t make the connection happen. There’s no format for it. Journals stay blank. Recorders feel like interviews. Video is intimidating. So the stories quietly disappear.<\/p>\n<\/p>\n<p>Tellus fixes that. Each voice recording becomes a polished memoir chapter and an illustrated kids’ storybook. One for their legacy, one for bedtime.<\/p>\n<\/p>\n<p>It’s free to try. I’d love your feedback: what works, what’s missing, what would make you actually use this every week.<\/p>\n<\/p>\n<p>This one means a lot to me.<\/p>\n<\/p>\n<p>Mawuli<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>My paternal grandparents passed before I ever thought to ask about their lives. Where they grew up, what made them laugh, the hardships they carried quietly. Those stories are just gone. That void is exactly why I believe so deeply in what Tellus is doing.<\/p>\n<\/p>\n<p>I’ve had a front row seat watching this thing get built from the ground up. The late nights, the pivots, the moments of doubt and then breakthrough. Being by his side through all of it made me realise how personal this mission truly is.<\/p>\n<\/p>\n<p>All a grandparent (or parent) has to do is speak. No writing, no technology stress, just talking. And their voice, their memories, their legacy gets preserved for the grandkids who will one day desperately want to know who they were. Don’t wait until it’s too late.<\/p>\n<\/p>\n<p>So proud of you my love. Excited for the next chapter of this \ud83d\udc9b<\/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\">@cynthia_lamp yeah, I feel the same way about not getting to know my grandparents who passed away early. Precisely why we\u2019re building this so every family can keep their stories forever \ud83d\ude0a<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch, <a href=\"https:\/\/www.producthunt.com\/@nzieber\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nzieber<\/a>. I think your <strong>Just Talking<\/strong> approach is the winner.<\/p>\n<p>I noticed one thing on the page. Your text focuses on the bedtime story. That is the joy. But the real driver here is the fear of losing these memories. I think if you hit that “<strong>Cost of Inaction<\/strong>” harder in the hero section, your signups will jump.<\/p>\n<p>I hope this hits the top spot today.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is such a refreshingly human use of AI! I\u2019ve watched Mawuli pour his heart into this project and I can\u2019t wait to onboard my grandma and start collecting her stories.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@justinling can\u2019t wait to have you, grandma and your parents enjoy Tellus!<\/p>\n<p>The continuously updating memoir is definitely going to leave a lasting impression for you and your family<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The three-generation gap framing is spot on \u2014 grandparents have the stories, grandchildren want them, but the format never existed to bridge that naturally. Turning voice recordings into both a memoir chapter and an illustrated bedtime storybook from the same session is a beautiful two-output approach. How does the AI handle stories told in multiple languages or with cultural context that might not translate directly?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@svyat_dvoretski thanks for the shout and great question!<\/p>\n<p>Adapting to different languages was something we realised would be crucial for cross generation storytelling. Currently, the app starts in English but immediately switches to the language of the storyteller once the first story is told. All content: memoirs and children\u2019s stories are in the language of the story teller.<\/p>\n<p>Next on the roadmap is definitely localisation and translation<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is exactly the startup idea i would love to build few years back.. but no problem, I will recommend this product to someone in kids group. (lol I’m your secret target audience group anyways at 29 :P)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@vamskrish_ haha! Your comment highlights how much this is needed!<\/p>\n<p>As my secret target group, use TELLUS-PH at checkout for 50% off \ud83d\ude09<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Tellus is truly deep. Rare to see technology capture such a human experience, I have been using it for quite a while and super excited about sharing it with more people!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@benedict_quartey thank you Benedict! Your early feedback was super helpful. Looking forward to how Tellus helps your entire family hold on to the stories you hold so dear!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The fact that it turns voice recordings into illustrated storybooks is such a smart move \u2014 way more approachable than asking grandparents to sit down and write. My grandma had the best stories but never would have written them down. This solves that perfectly.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Imagine we lose access to logged account \/ mail, how do you ensure that we will preserve all these memories?Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@mcarmonas thank you so much!<\/p>\n<p>that\u2019s a good question. Account recovery is always possible either with in app resets, or just contacting support.<\/p>\n<p>Even more, Tellus works to give other selected family members permission to listed\/read stories from their own account. So the stories will always be preserved in the family no matter what happens! \ud83d\ude4f<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#7<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/7SNZ34JETF6XYJ\" class=\"app-title\">OpenMolt<\/a><\/p>\n<div class=\"one-liner\">Let your code create and manage AI Agents (OpenSource)<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">130<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>OpenMolt\u662f\u4e00\u4e2a\u5f00\u6e90\u7684Node.js\u6846\u67b6\uff0c\u5141\u8bb8\u5f00\u53d1\u8005\u4ee5\u4ee3\u7801\u4f18\u5148\u7684\u65b9\u5f0f\u6784\u5efa\u5177\u5907\u601d\u8003\u3001\u89c4\u5212\u548c\u6267\u884c\u80fd\u529b\u7684\u7a0b\u5e8f\u5316AI\u667a\u80fd\u4f53\uff0c\u89e3\u51b3\u4e86\u5728SaaS\u540e\u7aef\u7b49\u751f\u4ea7\u73af\u5883\u4e2d\u5c06AI\u667a\u80fd\u4f53\u4f5c\u4e3a\u53ef\u89e6\u53d1\u3001\u53ef\u63a7\u5236\u7684\u670d\u52a1\u96c6\u6210\uff0c\u800c\u975e\u804a\u5929\u52a9\u624b\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\/99794bbb-e9a8-4ad6-868a-06a1f70ea650.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/424b82c3-29c8-486b-9d4c-0d6c79210044.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8b858ee9-4361-4f92-89bb-a0003dc4bd7a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/87ca9725-432c-435e-8f21-c001936930f0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53\u6846\u67b6<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90<\/span><br \/>\n <span class=\"tag\">Node.js<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u7a0b\u5e8f\u5316\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u540e\u7aef\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u6743\u9650\u7ba1\u63a7<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u5c31\u7eea<\/span><br \/>\n <span class=\"tag\">\u89c4\u5212\u4e0e\u6267\u884c<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u201c\u4ee3\u7801\u4f18\u5148\u201d\u7406\u5ff5\u3001\u80fd\u529b\u6743\u9650\u6a21\u578b\u53ca\u4f5c\u4e3a\u540e\u7aef\u670d\u52a1\u7684\u5b9a\u4f4d\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u5546\u4e1a\u53ef\u6301\u7eed\u6027\u3001\u6267\u884c\u4e2d\u52a8\u6001\u91cd\u89c4\u5212\u80fd\u529b\u3001\u6743\u9650\u7684\u52a8\u6001\u8303\u56f4\u63a7\u5236\u3001\u5185\u5b58\u6301\u4e45\u5316\u673a\u5236\uff0c\u4ee5\u53ca\u5bfb\u6c42\u66f4\u5177\u4f53\u7684\u751f\u4ea7\u7528\u4f8b\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 OpenMolt\u7684\u51fa\u73b0\uff0c\u5251\u6307\u5f53\u524dAI\u667a\u80fd\u4f53\u5f00\u53d1\u4e2d\u7684\u4e00\u4e2a\u5173\u952e\u65ad\u5c42\uff1a\u4ece\u70ab\u6280\u7684\u6f14\u793a\u573a\u666f\u5230\u53ef\u9760\u7684\u751f\u4ea7\u7cfb\u7edf\u7684\u8de8\u8d8a\u3002\u5b83\u6ca1\u6709\u6c89\u8ff7\u4e8e\u6784\u5efa\u53e6\u4e00\u4e2a\u804a\u5929\u524d\u7aef\uff0c\u800c\u662f\u6e05\u9192\u5730\u6293\u4f4f\u4e86\u201c\u667a\u80fd\u4f53\u5373\u540e\u7aef\u670d\u52a1\u201d\u7684\u672c\u8d28\uff0c\u5c06\u667a\u80fd\u4f53\u964d\u7ea7\u4e3a\u4e00\u79cd\u53ef\u901a\u8fc7API\u8c03\u7528\u7684\u8ba1\u7b97\u8d44\u6e90\uff0c\u8fd9\u662f\u5176\u6700\u7280\u5229\u7684\u6d1e\u5bdf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u5ba3\u79f0\u7684\u201c\u4ee3\u7801\u4f18\u5148\u201d\u54f2\u5b66\uff0c\u5b9e\u8d28\u4e0a\u662f\u5bf9\u201c\u4f4e\u4ee3\u7801\/\u65e0\u4ee3\u7801\u201d\u667a\u80fd\u4f53\u5e73\u53f0\u6cdb\u6ee5\u7684\u4e00\u79cd\u53cd\u52a8\u3002\u5b83\u5e76\u975e\u5426\u5b9a\u62bd\u8c61\u7684\u4ef7\u503c\uff0c\u800c\u662f\u5c06\u63a7\u5236\u6743\u5f7b\u5e95\u4ea4\u8fd8\u5f00\u53d1\u8005\uff0c\u5c06\u667a\u80fd\u4f53\u7684\u6307\u4ee4\u3001\u5de5\u5177\u3001\u8bb0\u5fc6\u548c\u6743\u9650\u7528\u4ee3\u7801\u5b9a\u4e49\uff0c\u4f7f\u4e4b\u53ef\u7248\u672c\u5316\u3001\u53ef\u6d4b\u8bd5\u3001\u53ef\u7ec4\u5408\u3002\u8fd9\u770b\u4f3c\u63d0\u9ad8\u4e86\u4f7f\u7528\u95e8\u69db\uff0c\u5b9e\u5219\u7cbe\u51c6\u7b5b\u9009\u4e86\u76ee\u6807\u7528\u6237\u2014\u2014\u90a3\u4e9b\u771f\u6b63\u9700\u8981\u5728\u590d\u6742\u4e1a\u52a1\u903b\u8f91\u4e2d\u5d4c\u5165\u81ea\u4e3b\u51b3\u7b56\u80fd\u529b\u7684\u5de5\u7a0b\u5e08\u3002\u80fd\u529b\u6743\u9650\u6a21\u578b\u66f4\u662f\u76f4\u51fb\u751f\u4ea7\u5b89\u5168\u8981\u5bb3\uff0c\u5c06\u201c\u667a\u80fd\u4f53\u80e1\u4f5c\u975e\u4e3a\u201d\u7684\u98ce\u9669\u4ece\u5236\u5ea6\u4e0a\u8fdb\u884c\u4e86\u7ea6\u675f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\u201c\u89c4\u5212\u201d\u7684\u53ef\u9760\u6027\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u4e2d\u9014\u5931\u8d25\u5982\u4f55\u52a8\u6001\u91cd\u89c4\u5212\u201d\u7684\u63d0\u95ee\uff0c\u6233\u4e2d\u4e86\u5f53\u524d\u57fa\u4e8eLLM\u89c4\u5212\u5668\u7684\u666e\u904d\u8f6f\u808b\u3002\u5728\u7b80\u5355\u5de5\u4f5c\u6d41\u4e2d\u8868\u73b0\u826f\u597d\u7684\u667a\u80fd\u4f53\uff0c\u5728\u590d\u6742\u3001\u957f\u94fe\u8def\u3001\u5916\u90e8\u4f9d\u8d56\u4e0d\u7a33\u5b9a\u7684\u751f\u4ea7\u73af\u5883\u4e2d\uff0c\u5176\u89c4\u5212\u7684\u5065\u58ee\u6027\u548c\u5bb9\u9519\u6027\u5c06\u9762\u4e34\u4e25\u5cfb\u8003\u9a8c\u3002\u8fd9\u5e76\u975eOpenMolt\u72ec\u6709\u4e4b\u56f0\uff0c\u5374\u662f\u5b83\u5fc5\u987b\u56de\u7b54\u7684\u6838\u5fc3\u95ee\u9898\u3002\u6b64\u5916\uff0c\u4f5c\u4e3a\u5f00\u6e90\u9879\u76ee\uff0c\u5176\u957f\u671f\u6d3b\u529b\u53d6\u51b3\u4e8e\u80fd\u5426\u56f4\u7ed5\u6838\u5fc3\u7684\u201c\u7a0b\u5e8f\u5316\u201d\u7406\u5ff5\uff0c\u6784\u5efa\u8d77\u4e00\u4e2a\u5f3a\u5927\u7684\u5de5\u5177\u4e0e\u96c6\u6210\u751f\u6001\uff0c\u5426\u5219\u6613\u6ca6\u4e3a\u53c8\u4e00\u4e2a\u9700\u8981\u5927\u91cf\u80f6\u6c34\u4ee3\u7801\u7684\u201c\u534a\u6210\u54c1\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cOpenMolt\u662f\u4e00\u6b21\u6709\u4ef7\u503c\u7684\u8303\u5f0f\u63a2\u7d22\u3002\u5b83\u4e0d\u8bd5\u56fe\u53d6\u60a6\u6240\u6709\u4eba\uff0c\u800c\u662f\u4e3a\u7279\u5b9a\u573a\u666f\u4e0b\u7684\u6280\u672f\u51b3\u7b56\u8005\u63d0\u4f9b\u4e86\u4e00\u4e2a\u66f4\u5177\u5de5\u7a0b\u4e25\u8083\u6027\u7684\u9009\u9879\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u9a8c\u8bc1\u201c\u4ee3\u7801\u5b9a\u4e49\u667a\u80fd\u4f53\u201d\u662f\u5426\u771f\u662f\u89c4\u6a21\u5316\u90e8\u7f72AI\u667a\u80fd\u4f53\u7684\u5fc5\u7ecf\u4e4b\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\">OpenMolt<\/span>\n <\/div>\n<div class=\"comment-content\">OpenMolt lets you build programmatic AI agents in Node.js that think, plan, and act using tools, integrations, and memory \u2014 directly from your codebase.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone \ud83d\udc4b<\/p>\n<p>I’m <a href=\"https:\/\/x.com\/ybouane\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ybouane<\/a> the creator of <strong>OpenMolt<\/strong>, the 4th project I’m launching on 2026! (Feel free to <a href=\"https:\/\/x.com\/ybouane\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">follow my build in public journey on X<\/a>)<\/p>\n<p>I started building it because most AI agent tools I tried were designed primarily as <strong>chat assistants<\/strong>. That works well for personal workflows, but it becomes harder to use them inside real applications.<\/p>\n<p>For example, imagine a SaaS backend receiving a request like:<\/p>\n<pre><code>POST \/generate-report<\/code><\/pre>\n<p>Instead of running a fixed pipeline, an <strong>agent could decide how to complete the task<\/strong>:<\/p>\n<ul>\n<li>\n<p>gather data<\/p>\n<\/li>\n<li>\n<p>call APIs<\/p>\n<\/li>\n<li>\n<p>generate outputs<\/p>\n<\/li>\n<li>\n<p>update systems<\/p>\n<\/li>\n<\/ul>\n<p>That\u2019s the idea behind OpenMolt.<\/p>\n<p>It\u2019s an <strong>open-source framework for programmatic AI agents in Node.js<\/strong>, where agents are defined directly in code with:<\/p>\n<ul>\n<li>\n<p>instructions<\/p>\n<\/li>\n<li>\n<p>tools<\/p>\n<\/li>\n<li>\n<p>integrations<\/p>\n<\/li>\n<li>\n<p>memory<\/p>\n<\/li>\n<\/ul>\n<p>When triggered, the agent runs a <strong>planning + execution loop<\/strong>, deciding which tools to use to complete the task.<\/p>\n<p>Some current features:<\/p>\n<ul>\n<li>\n<p>tool and API integrations<\/p>\n<\/li>\n<li>\n<p>short-term and long-term memory<\/p>\n<\/li>\n<li>\n<p>scheduling<\/p>\n<\/li>\n<li>\n<p>CLI runner<\/p>\n<\/li>\n<li>\n<p>capability-based permissions (agents only access the tools you explicitly allow)<\/p>\n<\/li>\n<\/ul>\n<p>The goal is to make AI agents behave more like <strong>software systems<\/strong> than prompt scripts.<\/p>\n<p>OpenMolt is still early, and I\u2019m really interested in hearing from developers:<\/p>\n<ul>\n<li>\n<p>Would you use agents like this inside a backend or SaaS product?<\/p>\n<\/li>\n<li>\n<p>What integrations or capabilities would you expect?<\/p>\n<\/li>\n<\/ul>\n<p>Happy to answer any questions or dive deeper into the architecture.<\/p>\n<p>Thanks for checking it out \ud83d\ude4f<\/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\/@ybouane\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ybouane<\/a> Congratulations on the launch! Just a quick quest: what’s one real-world SaaS backend use case you’ve tested with OpenMolt, and how did its planning loop handle edge cases like API failures?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Code-first agent definition in Node.js is the right call. Most agent frameworks add abstraction layers that make simple things easy but complex things impossible. Being able to define tools, memory, and permissions directly in your codebase means you can version control your agents the same way you version control everything else.<\/p>\n<p>The capability-based permissions model is what separates this from “just call an LLM with tools.” Giving an agent access to your database without scoping exactly what it can touch is a non-starter in production.<\/p>\n<p>Question: for the planning + execution loop, how does it handle cases where the plan becomes invalid mid-execution? For example, if step 2 of a 4-step plan fails and the fallback changes what step 3 should be, does the agent re-plan from scratch or patch the existing plan?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>The tension between “code-first” and “no-code” positioning is fascinating and feels like you’re carving out a middle ground for technical users who want control without rebuilding from scratch. Open-source in the agent space is still rare enough to be differentiating but curious how you’re thinking about commercial sustainability. Are you targeting self-hosted enterprise deployments or building managed services on top? MENA markets especially struggle with vendor lock-in on Western platforms, so portability could be a huge unlock.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ielrefaae\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ielrefaae<\/a> No plans to commercialize it for now. The goal is really to just build a useful opensource tool to let programmers leverage ai agents in their programs.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Treating AI agents as backend services triggered by API endpoints rather than chat interfaces is the right abstraction for production use \u2014 most real-world automation needs to run headless without a human in the loop. The capability-based permissions model is a smart safety default \u2014 does OpenMolt support scoping agent permissions dynamically per request, or are they fixed at agent definition 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\/@svyat_dvoretski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@svyat_dvoretski<\/a> Code-first agent definition is underappreciated. Most frameworks force you into YAML or proprietary DSLs. Using Node.js for instructions and tools means you get proper IDE support and can compose logic naturally. OpenMolt’s planning + execution loop handles state through long-term and short-term memory stores with persistence callbacks, which helps agents carry context across multi-step workflows and sessions.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 glad someone built this as open source. I’ve been stitching together LangGraph + FastAPI for agent-powered endpoints and it’s messy. The permission scoping per agent is a nice touch \u2014 I learned the hard way that giving an agent full filesystem access “just for testing” is a terrible idea lol. One thing I’d want to know: how does memory persistence work between restarts? Like if I deploy this on a basic VPS, does the agent remember previous runs or do I need to wire up my own storage?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Treating AI agents as backend services rather than chat interfaces is the right abstraction for production use. Most real automation needs to run headless without a human in the loop, and the fact that you can trigger agents from API endpoints makes this immediately useful for SaaS backends.<\/p>\n<\/p>\n<p>The capability-based permissions model is a nice touch for security. Can you scope permissions per-request, or are they fixed at agent definition time? Being able to dynamically restrict what an agent can access based on the incoming request context would be a big win for multi-tenant setups.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#8<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/XQ46JRJWWTTQMM\" class=\"app-title\">Startup Archive<\/a><\/p>\n<div class=\"one-liner\">Stop burning money keeping your startup online<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">124<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5e2e\u52a9\u521b\u4e1a\u8005\u5728\u5173\u95ed\u9879\u76ee\u524d\uff0c\u4e3a\u5176\u7f51\u7ad9\u751f\u6210\u53ef\u5d4c\u5165\u4e2a\u4eba\u4f5c\u54c1\u96c6\u7684\u89c6\u89c9\u5316\u9759\u6001\u5b58\u6863\uff0c\u89e3\u51b3\u9879\u76ee\u201c\u50f5\u5c38\u5316\u201d\u540e\u6301\u7eed\u6d88\u8017\u670d\u52a1\u5668\u6210\u672c\u5374\u96be\u4ee5\u5c55\u793a\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\/73b63b4b-e91c-43a4-b438-f6c5d7d428c5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9ae0763b-9a47-4c82-8af0-3649df207740.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ed851a24-71f9-4a71-a54a-01e8e1113b63.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/02bbcdb0-2cd2-45e0-a3ae-98c0bfb7f243.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\">Freelance<\/span><br \/>\n <span class=\"tag\">Side Project<\/span><br \/>\n <span class=\"tag\">Vibe coding<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u9879\u76ee\u5b58\u6863<\/span><br \/>\n <span class=\"tag\">\u4f5c\u54c1\u96c6\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6210\u672c\u8282\u7ea6<\/span><br \/>\n <span class=\"tag\">\u521b\u4e1a\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u9759\u6001\u5feb\u7167<\/span><br \/>\n <span class=\"tag\">\u7f51\u9875\u622a\u56fe<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u9057\u4ea7<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1\u8005<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u751f\u547d\u5468\u671f\u7ba1\u7406<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u5171\u9e23\u201c\u50f5\u5c38\u9879\u76ee\u201d\u6301\u7eed\u70e7\u94b1\u7684\u75db\u70b9\uff0c\u8ba4\u53ef\u4ea7\u54c1\u5c06\u201c\u5173\u95ed\u201d\u8f6c\u5316\u4e3a\u201c\u5b58\u6863\u201d\u7684\u60c5\u611f\u4ef7\u503c\u3002\u6838\u5fc3\u5173\u6ce8\u70b9\u5728\u4e8e\uff1a\u5b58\u6863\u662f\u5426\u4e3a\u591a\u9875\u9762\u9759\u6001\u5feb\u7167\u3001\u672a\u6765\u6062\u590d\u7684\u53ef\u80fd\u6027\uff0c\u4ee5\u53ca\u5efa\u8bae\u589e\u52a0\u201c\u521b\u4e1a\u9879\u76ee\u516c\u5893\u201d\u516c\u5171\u753b\u5eca\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 Startup Archive \u5207\u5165\u4e86\u4e00\u4e2a\u5fae\u5c0f\u5374\u5c16\u9510\u7684\u5229\u57fa\u5e02\u573a\uff1a\u6570\u5b57\u65f6\u4ee3\u7684\u201c\u9879\u76ee\u6ba1\u846c\u4e1a\u201d\u3002\u5b83\u8868\u9762\u4e0a\u5356\u7684\u662f\u6280\u672f\u5de5\u5177\uff08\u81ea\u52a8\u622a\u56fe\u4e0e\u5d4c\u5165\u4ee3\u7801\uff09\uff0c\u5b9e\u9645\u515c\u552e\u7684\u662f\u4e00\u79cd\u201c\u5fc3\u7406\u8bb8\u53ef\u201d\u2014\u2014\u5141\u8bb8\u521b\u4e1a\u8005\u4f53\u9762\u5730\u5ba3\u544a\u9879\u76ee\u6b7b\u4ea1\uff0c\u800c\u975e\u4efb\u5176\u5728\u4e91\u7aef\u5931\u8840\u800c\u4ea1\u3002\u5176\u771f\u6b63\u7684\u98a0\u8986\u6027\u5728\u4e8e\uff0c\u5b83\u91cd\u65b0\u5b9a\u4e49\u4e86\u201c\u5931\u8d25\u201d\u9879\u76ee\u7684\u4ef7\u503c\u7ec8\u70b9\uff1a\u4ece\u7ebf\u4e0a\u6301\u7eed\u6d88\u8017\u6210\u672c\u7684\u5c34\u5c2c\u5b58\u5728\uff0c\u8f6c\u53d8\u4e3a\u7ebf\u4e0b\u4f5c\u54c1\u96c6\u4e2d\u4e00\u4e2a\u53ef\u5c55\u793a\u3001\u53ef\u8bb2\u8ff0\u7684\u9759\u6001\u52cb\u7ae0\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5de7\u5999\u5730\u5c06\u201c\u6210\u672c\u4e2d\u5fc3\u201d\uff08\u5173\u95ed\u670d\u52a1\u5668\uff09\u4e0e\u201c\u4ef7\u503c\u4e2d\u5fc3\u201d\uff08\u4e30\u5bcc\u4f5c\u54c1\u96c6\uff09\u6346\u7ed1\u9500\u552e\uff0c\u89e3\u51b3\u4e86\u521b\u4e1a\u8005\u6700\u6df1\u5c42\u7684\u77db\u76fe\u5fc3\u7406\uff1a\u5bf9\u5fc3\u8840\u7684\u60c5\u611f\u4f9d\u604b\u4e0e\u5bf9\u73b0\u5b9e\u6210\u672c\u7684\u7406\u6027\u8ba4\u77e5\u4e4b\u95f4\u7684\u51b2\u7a81\u3002\u8bc4\u8bba\u4e2d\u201c\u627f\u8ba4\u5931\u8d25\u201d\u4e0e\u201c\u5c55\u793a\u5b66\u4e60\u6210\u679c\u201d\u7684\u5bf9\u6bd4\uff0c\u7cbe\u51c6\u5370\u8bc1\u4e86\u8fd9\u4e00\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u7684\u5929\u82b1\u677f\u4e5f\u6e05\u6670\u53ef\u89c1\u3002\u4f5c\u4e3a\u5de5\u5177\uff0c\u5176\u529f\u80fd\u58c1\u5792\u4e0d\u9ad8\uff1b\u5176\u201c\u9759\u6001\u5feb\u7167\u201d\u7684\u672c\u8d28\uff0c\u4e5f\u5f15\u51fa\u4e86\u5173\u4e8e\u4ea4\u4e92\u6027\u4e22\u5931\u4e0e\u672a\u6765\u201c\u590d\u6d3b\u201d\u53ef\u80fd\u6027\u7684\u7591\u95ee\u3002\u5b83\u66f4\u50cf\u4e00\u4e2a\u7279\u5b9a\u751f\u547d\u5468\u671f\uff08\u9879\u76ee\u7ec8\u7ed3\u671f\uff09\u7684\u6b62\u75db\u836f\uff0c\u800c\u975e\u8d2f\u7a7f\u59cb\u7ec8\u7684\u7ef4\u4ed6\u547d\u3002\u957f\u8fdc\u770b\uff0c\u5176\u6700\u5927\u4ef7\u503c\u6216\u8bb8\u4e0d\u5728\u4e8e\u5b58\u6863\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u901a\u8fc7\u805a\u96c6\u5927\u91cf\u201c\u5931\u8d25\u201d\u6848\u4f8b\uff0c\u5f62\u6210\u4e00\u4e2a\u72ec\u7279\u7684\u201c\u521b\u4e1a\u5893\u5fd7\u94ed\u201d\u6570\u636e\u5e93\uff0c\u8fd9\u6216\u8bb8\u662f\u5176\u8bc4\u8bba\u4e2d\u5efa\u8bae\u7684\u201c\u516c\u5171\u753b\u5eca\u201d\u7684\u6df1\u5c42\u4ef7\u503c\u2014\u2014\u4ece\u4e2a\u4eba\u5fc3\u7406\u5b89\u6170\uff0c\u5347\u7ea7\u4e3a\u884c\u4e1a\u96c6\u4f53\u8bb0\u5fc6\u4e0e\u7ecf\u9a8c\u5b66\u4e60\u7684\u5b9d\u5e93\u3002\u5f53\u524d\u4ea7\u54c1\u662f\u89e3\u51b3\u4e2a\u4eba\u75db\u70b9\u7684\u4f18\u96c5\u65b9\u6848\uff0c\u4f46\u82e5\u6b62\u6b65\u4e8e\u6b64\uff0c\u5219\u6613\u88ab\u6a21\u4eff\u4e14\u589e\u957f\u6709\u9650\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\">Startup Archive<\/span>\n <\/div>\n<div class=\"comment-content\">Capture a visual snapshot of your startup before you shut it down. Embed it in your portfolio, and compare changes over time.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi! I’ve been running a few side-projects (“startups”) for some time, even way after they stop receiving any traffic. This is costly and depending on the project it could be a few bucks a month, or a surprise bill after bot traffic, a DDoS attack, etc.<\/p>\n<p>In my case it was <a href=\"https:\/\/StoryScapeAI.app\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">StoryScapeAI.app<\/a> (the domain was supposed to have expired already, but I forgot to disable auto-renewal \ud83e\udd26). Last traffic was sometime in 2024, and I was still paying for an always-on database instance.<\/p>\n<p>I had to shut it down (I didn’t) to save some money, but I also wanted to showcase it on my personal site (portfolio), since it’s a “recent” project and the first one with actual users and revenue.<\/p>\n<p>That’s why I built Startup Archive: to take one last snapshot before shutting it down and moving on to the next one. <\/p>\n<p>You can easily embed your archived project on your site. It supports different frames, light and dark mode screenshots, and auto-scrolling.<\/p>\n<p>Give it a try! You can archive one startup for free with the above discount code \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Every indie developer has that graveyard of side projects still silently burning hosting costs because shutting them down feels like admitting defeat \u2014 this reframes the shutdown as a proper archival moment instead. The embeddable portfolio snapshot is the key feature that makes this actionable rather than just sentimental. Would be great to see a “startup graveyard” public gallery where makers can share their archived projects and the lessons learned.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@svyat_dvoretski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@svyat_dvoretski<\/a> Hope this helps \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>Ha, I literally have a project sitting in docker compose down on my server for months because I can’t bring myself to delete it. Still paying for the disk space. The portfolio embed is what makes this more than just a screenshot tool \u2014 it’s actually a reason to finally pull the plug. Can it capture multiple pages or just the landing page? Some of my dead projects had cool inner pages that I’d want to show off too.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vibewrench\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vibewrench<\/a> It works for up to 5 extra pages. Give it a try!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice one! I will share it with a few builders. Everyone wants to keep their projects visible somehow, and indeed, sometimes this might not be worth the cost if they are only consuming resources.<\/p>\n<\/p>\n<p>Congrats on the product and the launch \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@andreitudor14\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andreitudor14<\/a> Yup, we’ve all been there \ud83d\ude42<\/p>\n<p>Thanks for the support <3<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Man, I was just looking at your homepage, <a href=\"https:\/\/www.producthunt.com\/@abpxa_\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"abpxa_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abpxa_<\/a>. The way you show those ghost server costs is too real. I\u2019ve definitely paid for domains and databases I forgot were even running just because I didn’t want to lose the work.<\/p>\n<p>The interactive frame you built for the snapshots looks clean. Huge upvote for this!\ud83d\udc4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@taimur_haider1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@taimur_haider1<\/a> Glad you like it \ud83e\udd20!<\/p>\n<p>Thanks for the support <3<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This hits close. I know at least two founders who continue paying $50- $ 100\/month in hosting for a project with no traffic because they haven’t shut it down. Letting go of something you built is harder than it sounds. What does “archive” look like in practice? Is it a static snapshot of the site, or does it preserve any functionality? And what happens if you want to bring it back live \u2014 is the reverse process straightforward?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@aitubespark\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aitubespark<\/a> Yup. It’s a static snapshot. Reversing would be nice \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>That’s actually a really cool idea. Everyone is taking their shot and showcasing what you learned building something, even if it didn’t blow up is nice.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@erik_markk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@erik_markk<\/a> Thanks for the support <3<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/MSQBKUEB77L2YU\" class=\"app-title\">AI Website Redesign by Shuffle<\/a><\/p>\n<div class=\"one-liner\">Watch multiple AI models redesign your website side-by-side<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">117<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5141\u8bb8\u7528\u6237\u8f93\u5165\u7f51\u5740\u548c\u8bbe\u8ba1\u613f\u666f\uff0c\u5e76\u5b9e\u65f6\u3001\u5e76\u884c\u5bf9\u6bd4\u591a\u4e2a\u9876\u5c16AI\u6a21\u578b\uff08\u5982Claude\u3001GPT\u3001Gemini\u3001Kimi\uff09\u7f51\u7ad9\u91cd\u8bbe\u8ba1\u65b9\u6848\u7684\u5728\u7ebf\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u8bbe\u8ba1\u5e08\u3001\u673a\u6784\u5728\u83b7\u53d6\u7075\u611f\u3001\u5411\u5ba2\u6237\u63d0\u6848\u65f6\u6548\u7387\u4f4e\u4e0b\u3001\u65b9\u5411\u5355\u4e00\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\/2d1401fa-c6a6-4ebc-802b-8af68b45e3de.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\/def962e9-5d38-43c5-9c43-8de4abc8a1af.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=3dKJOY5s2xA\"><source src=\"https:\/\/www.youtube.com\/watch?v=3dKJOY5s2xA\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Design Tools<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f51\u9875\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u578b\u5bf9\u6bd4<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u7075\u611f\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u7f51\u7ad9\u91cd\u6784<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u63d0\u6848\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u9884\u89c8<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u5bfc\u51fa<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AIGC\u5e94\u7528<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u591a\u6a21\u578b\u5e76\u884c\u5bf9\u6bd4\u7684\u521b\u610f\u4e0e\u5b9e\u7528\u6027\uff0c\u5c24\u5176\u8ba4\u53ef\u5176\u5728\u5ba2\u6237\u63d0\u6848\u548c\u7075\u611f\u751f\u6210\u573a\u666f\u7684\u4ef7\u503c\u3002\u4e3b\u8981\u5efa\u8bae\u5305\u62ec\uff1a\u9700\u63d0\u4f9b\u6a21\u578b\u9009\u62e9\u7684\u51b3\u7b56\u903b\u8f91\u4ee5\u9632\u7528\u6237\u9677\u5165\u9009\u62e9\u56f0\u96be\uff1b\u6838\u5fc3\u5173\u5207\u662f\u751f\u6210\u7684\u8bbe\u8ba1\u662f\u5426\u53ef\u7f16\u8f91\u53ca\u5bfc\u51fa\u4ee3\u7801\uff0c\u5b98\u65b9\u56de\u590d\u786e\u8ba4\u652f\u6301\u53ef\u89c6\u5316\u7f16\u8f91\u53ca\u591a\u79cd\u6280\u672f\u6808\u4ee3\u7801\u5bfc\u51fa\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\u5de7\u5999\u5730\u907f\u5f00\u4e86\u201c\u54ea\u4e2aAI\u66f4\u5f3a\u201d\u7684\u65e0\u8c13\u4e89\u8bba\uff0c\u8f6c\u800c\u5c06\u5dee\u5f02\u672c\u8eab\u5546\u54c1\u5316\u3002\u5b83\u7684\u6838\u5fc3\u4ef7\u503c\u5e76\u975eAI\u7684\u201c\u8bbe\u8ba1\u80fd\u529b\u201d\u2014\u2014\u8fd9\u4ecd\u662f\u9ed1\u7bb1\u4e14\u8d28\u91cf\u4e0d\u7a33\u7684\u2014\u2014\u800c\u5728\u4e8e\u521b\u9020\u4e86\u4e00\u4e2a**\u53ef\u6bd4\u8f83\u7684\u51b3\u7b56\u73af\u5883**\u3002\u901a\u8fc7\u5c06\u591a\u4e2a\u4e3b\u6d41\u6a21\u578b\u7684\u8f93\u51fa\u5e76\u7f6e\uff0c\u5b83\u5c06\u62bd\u8c61\u7684\u201cAI\u8bbe\u8ba1\u201d\u8f6c\u5316\u4e3a\u5177\u8c61\u7684\u3001\u53ef\u4f9b\u5ba2\u6237\u6d4f\u89c8\u548c\u9009\u62e9\u7684\u201c\u65b9\u6848A\/B\/C\/D\u201d\u3002\u8fd9\u6b63\u662f\u5176\u8bc4\u8bba\u4e2d\u201c\u5ba2\u6237\u63d0\u6848\u662f\u6740\u624b\u7ea7\u5e94\u7528\u201d\u4e00\u8bed\u7684\u6df1\u5c42\u903b\u8f91\uff1a\u5b83\u5356\u7684\u4e0d\u662f\u6700\u7ec8\u8bbe\u8ba1\uff0c\u800c\u662f**\u9ad8\u6548\u7387\u7684\u51b3\u7b56\u6d41\u7a0b\u548c\u4ee4\u4eba\u4fe1\u670d\u7684\u6f14\u793a\u6750\u6599**\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u98ce\u9669\u4e5f\u9690\u542b\u4e8e\u6b64\u3002\u9996\u5148\uff0c\u4f5c\u4e3a\u201c\u7075\u611f\u751f\u6210\u5668\u201d\u6216\u201c\u63d0\u6848\u52a0\u901f\u5668\u201d\u5b83\u662f\u51fa\u8272\u7684\uff0c\u4f46\u82e5\u60f3\u6df1\u5165\u8bbe\u8ba1\u5de5\u4f5c\u6d41\uff0c\u5176\u201c\u4e00\u6b21\u6027\u751f\u6210\u201d\u7684\u7279\u6027\uff08\u5c3d\u7ba1\u53ef\u540e\u7eed\u7f16\u8f91\uff09\u4e0e\u4e13\u4e1a\u8bbe\u8ba1\u8fc7\u7a0b\u6240\u9700\u7684\u53cd\u590d\u3001\u7cbe\u7ec6\u8c03\u6574\u4ecd\u6709\u9e3f\u6c9f\u3002\u5176\u6b21\uff0c\u6b63\u5982\u654f\u9510\u7528\u6237\u6307\u51fa\u7684\uff0c\u63d0\u4f9b\u201c\u66f4\u591a\u9009\u9879\u201d\u53ef\u80fd\u52a0\u5267\u51b3\u7b56\u762b\u75ea\u3002\u4ea7\u54c1\u76ee\u524d\u5c06\u9009\u62e9\u6743\u5b8c\u5168\u4ea4\u7ed9\u7528\u6237\uff0c\u672a\u6765\u9700\u8fdb\u5316\u51fa\u57fa\u4e8e\u4e1a\u52a1\u76ee\u6807\uff08\u5982\u63d0\u5347\u8f6c\u5316\u7387\uff09\u7684\u63a8\u8350\u903b\u8f91\uff0c\u624d\u80fd\u4ece\u201c\u9009\u9879\u5c55\u793a\u53f0\u201d\u5347\u7ea7\u4e3a\u201c\u667a\u80fd\u51b3\u7b56\u4f19\u4f34\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0c\u8fd9\u662f\u4e00\u4e2a\u5e02\u573a\u5b9a\u4f4d\u7cbe\u51c6\u7684\u201c\u6760\u6746\u5de5\u5177\u201d\u3002\u5b83\u4e0d\u66ff\u4ee3\u8bbe\u8ba1\u5e08\uff0c\u800c\u662f\u7528\u6781\u4f4e\u6210\u672c\u4e3a\u8bbe\u8ba1\u5e08\u548c\u673a\u6784\u6279\u91cf\u751f\u4ea7\u201c\u8bbe\u8ba1\u79cd\u5b50\u201d\u548c\u6c9f\u901a\u7b79\u7801\u3002\u5176\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u6216\u8bb8\u4e0d\u5728\u4e8e\u63a5\u5165\u7684\u6a21\u578b\u6570\u91cf\uff08\u8fd9\u6613\u88ab\u590d\u5236\uff09\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u6784\u5efa\u4e00\u4e2a\u56f4\u7ed5\u4f18\u8d28\u63d0\u793a\u8bcd\u548c\u751f\u6210\u6848\u4f8b\u7684\u793e\u533a\uff0c\u4ee5\u53ca\u80fd\u5426\u5c06\u53ef\u89c6\u5316\u7f16\u8f91\u4e0e\u4ee3\u7801\u5bfc\u51fa\u4f53\u9a8c\u505a\u5230\u65e0\u7f1d\uff0c\u4ece\u800c\u771f\u6b63\u6263\u4f4f\u4ece\u7075\u611f\u5230\u843d\u5730\u7684\u5b8c\u6574\u94fe\u6761\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 Website Redesign by Shuffle<\/span>\n <\/div>\n<div class=\"comment-content\">Paste a URL and describe your vision. Watch multiple AI models redesign your website side by side.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey \ud83d\udc4b<\/p>\n<p>We just added a new product with a multi-AI view: <a href=\"https:\/\/shuffle.dev\/ai-website-redesign\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">AI Website Redesign<\/a>.<\/p>\n<p>Paste a URL and see how leading AI models redesign it in real time. <\/p>\n<p><strong>The first users use it for:<\/strong><br \/>\u2705 Redesigning outdated sites<br \/>\u2705 Pitching redesigns to clients<br \/>\u2705 Generating design inspiration<\/p>\n<p>At the moment, it supports Claude Opus 4.6, GPT 5.4, Gemini 3.1, and Kimi 2.5<\/p>\n<p>Share your prompts & results (each has a unique link), and we\u2019ll post the best ones in example sections!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@dawid_andrzejewski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dawid_andrzejewski<\/a> Hey! \ud83d\udc4b<br \/>This looks awesome \u2014 the multi-AI redesign view is a really cool idea. Being able to compare outputs from Claude, GPT, Gemini, and Kimi side-by-side sounds super useful for design inspiration and client pitches. Excited to try it out! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch, <a href=\"https:\/\/www.producthunt.com\/@dawid_andrzejewski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dawid_andrzejewski<\/a>. <\/p>\n<p>The parallel model approach is amazing. It is rare to see Claude and GPT working side-by-side like this.<\/p>\n<p>I noticed a strategic risk on the page. You are selling <strong>More Options<\/strong>. However, for a business owner, more options usually means more indecision. I think your messaging misses a huge opportunity to talk about Selection Logic. If you show them how to pick the version that drives the most revenue, your retention will stay high. <\/p>\n<p>I want to see this tool win.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Interesting idea comparing multiple AI redesigns side-by-side. Seeing different model outputs for the same site could actually make design decisions much easier. Curious which models perform best for real-world websites.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Each model has its own “taste”. \u263a\ufe0f You need to try it and choose the one that works best for your use case.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Incredible ! and very generous free tier (I’m not affiliated, I just enjoyed using it)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I pasted one of my pages just to test it out and man… it was surprisingly useful when I saw multiple AI redesigns side by side. It’s definitely a good way to quickly explore different design directions.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Great idea! Watching multiple AI models redesign a website side-by-side is a powerful way to compare creativity and choose the best design. AI Website Redesign by Shuffle could make web design faster and smarter. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\">The client pitch use case is clever. Generating multiple redesign directions in minutes instead of days of mockup work could save agencies a lot of time. Can you iterate on a specific model’s output, or is it a one-shot generation?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Sounds interesting. Are you limited to some specific CMS, no-code website builders and frameworks, or its technology agnostic?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Generated designs can be edited visually in the Shuffle Editor. You can then export the source code for Next.js, WordPress, and other popular technologies.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Running Claude, GPT, Gemini, and Kimi side-by-side on the same URL turns model comparison from an abstract benchmark into something designers can actually evaluate visually in context. The client pitch use case is the killer angle here \u2014 showing three redesign directions generated in minutes beats spending a week on speculative mockups. Can you export the generated designs as editable code, or is it primarily for visual inspiration?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@svyat_dvoretski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@svyat_dvoretski<\/a> Hey, yes, and we support multiple export formats. You can export code as Next.js project, Laravel (with Blade templates), Symfony (with Twig templates), plain HTML, or as a WordPress theme.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/CZSGNMHRK7WQZC\" class=\"app-title\">Rainfrog<\/a><\/p>\n<div class=\"one-liner\">Mix, match, and create stunning consistent campaign visuals<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">113<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Rainfrog\u662f\u4e00\u6b3e\u901a\u8fc7\u8282\u70b9\u5f0f\u6df7\u642d\u7cfb\u7edf\uff0c\u8ba9\u7528\u6237\u65e0\u9700\u590d\u6742\u63d0\u793a\u8bcd\u5373\u53ef\u5feb\u901f\u751f\u6210\u98ce\u683c\u7edf\u4e00\u3001\u7b26\u5408\u54c1\u724c\u65b9\u5411\u7684\u9ad8\u8d28\u91cf\u8425\u9500\u89c6\u89c9\u8d44\u4ea7\uff08\u5982\u65f6\u5c1a\u5927\u7247\u3001\u4ea7\u54c1\u56fe\u3001UGC\u5185\u5bb9\uff09\u7684AI\u5de5\u5177\uff0c\u4e3b\u8981\u670d\u52a1\u4e8e\u65f6\u5c1a\u54c1\u724c\u3001\u8425\u9500\u4eba\u5458\u548c\u521b\u610f\u673a\u6784\uff0c\u89e3\u51b3\u4e86AI\u751f\u56fe\u96be\u4ee5\u4fdd\u6301\u89c6\u89c9\u4e00\u81f4\u6027\u548c\u7cbe\u51c6\u827a\u672f\u6307\u5bfc\u7684\u884c\u4e1a\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\/b6330115-2c9d-4552-891b-6b5fea3fbe1f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/06cf8e48-b707-4a37-9a45-c41be1923863.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e868a0e4-3c1d-48bf-bac1-12b4b6fb6a5d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/480daac4-bc5a-4af9-a049-ffc3b11f4a10.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ff785f97-6e5d-4349-8667-47a41b41f1d1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e9dc9f81-3dce-4c1d-93a5-578607cd2957.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\/196710b8-8772-4b9e-a8b1-fe16886fae92.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=9os6nUtXiXQ\"><source src=\"https:\/\/www.youtube.com\/watch?v=9os6nUtXiXQ\" 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\">Fashion<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Social media marketing<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u56fe\u50cf\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u89c6\u89c9\u8d44\u4ea7<\/span><br \/>\n <span class=\"tag\">\u65f6\u5c1a\u6444\u5f71<\/span><br \/>\n <span class=\"tag\">\u8282\u70b9\u5f0f\u7f16\u8f91<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u4e00\u81f4\u6027<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u65e0\u63d0\u793a\u8bcd\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u521b\u4f5c<\/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\u8ba4\u53ef\u5176\u6e90\u4e8e\u771f\u5b9e\u8bbe\u8ba1\u673a\u6784\u5de5\u4f5c\u6d41\u7684\u53ef\u4fe1\u5ea6\uff0c\u4ee5\u53ca\u8282\u70b9\u6df7\u642d\u7cfb\u7edf\u5bf9\u4fdd\u6301\u89c6\u89c9\u4e00\u81f4\u6027\u7684\u4ef7\u503c\u3002\u6838\u5fc3\u5173\u6ce8\u70b9\u5728\u4e8e\uff1a\u5982\u4f55\u5177\u4f53\u4fdd\u969c\u5927\u6279\u91cf\u751f\u6210\u7684\u54c1\u724c\u4e00\u81f4\u6027\uff08\u5982\u8272\u5f69\u3001\u7248\u5f0f\u9501\u5b9a\uff09\uff1f\u7cfb\u7edf\u5982\u4f55\u5904\u7406\u54c1\u724c\u6307\u5357\u7ea6\u675f\uff1f\u4ee5\u53ca\u5de5\u5177\u5728\u771f\u5b9e\u5de5\u4f5c\u6d41\u4e2d\u7684\u5b9e\u9645\u91c7\u7eb3\u60c5\u51b5\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 Rainfrog\u7684\u4eae\u76f8\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b3e\u65b0\u7684AI\u751f\u56fe\u5de5\u5177\uff0c\u4e0d\u5982\u8bf4\u662f\u4e00\u6b21\u5bf9\u5f53\u524d\u201c\u63d0\u793a\u8bcd\u5de5\u7a0b\u201d\u4e3b\u6d41\u8303\u5f0f\u7684\u7cbe\u51c6\u53cd\u53db\u3002\u5b83\u654f\u9510\u5730\u523a\u4e2d\u4e86AIGC\u5728\u5546\u4e1a\u5e94\u7528\u4e2d\u6700\u6df1\u7684\u4f24\u53e3\uff1a\u5355\u5f20\u56fe\u50cf\u7684\u60ca\u8273\u4e0e\u7cfb\u5217\u5316\u3001\u54c1\u724c\u5316\u89c6\u89c9\u8d44\u4ea7\u6240\u9700\u7684\u9ad8\u5ea6\u53ef\u63a7\u6027\u3001\u4e00\u81f4\u6027\u4e4b\u95f4\u5b58\u5728\u5de8\u5927\u9e3f\u6c9f\u3002\u5176\u5ba3\u79f0\u7684\u201c\u65e0\u9700\u63d0\u793a\u8bcd\u201d\uff0c\u672c\u8d28\u662f\u5c06\u63a7\u5236\u6743\u4ece\u4e0d\u53ef\u9760\u7684\u6587\u672c\u63cf\u8ff0\uff0c\u8f6c\u79fb\u5230\u4e86\u66f4\u63a5\u8fd1\u8bbe\u8ba1\u5e08\u601d\u7ef4\u65b9\u5f0f\u7684\u201c\u53ef\u89c6\u5316\u53c2\u6570\u7cfb\u7edf\u201d\u2014\u2014\u901a\u8fc7\u5bf9\u89d2\u8272\u3001\u4ea7\u54c1\u3001\u73af\u5883\u3001\u98ce\u683c\u7b49\u6a21\u5757\u7684\u8282\u70b9\u5316\u7ec4\u5408\uff0c\u5c06\u62bd\u8c61\u7684\u201c\u54c1\u724c\u8c03\u6027\u201d\u8f6c\u5316\u4e3a\u53ef\u91cd\u590d\u8c03\u7528\u7684\u5de5\u7a0b\u7ec4\u4ef6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u771f\u6b63\u4ef7\u503c\uff0c\u4e0d\u5728\u4e8e\u5176\u6280\u672f\u5e95\u5c42\u662f\u5426\u5177\u6709\u98a0\u8986\u6027\uff0c\u800c\u5728\u4e8e\u5176\u4ea7\u54c1\u54f2\u5b66\u6e90\u4e8e\u4e00\u7ebf\u8bbe\u8ba1\u673a\u6784\u7684\u201c\u8840\u6cea\u6559\u8bad\u201d\u3002\u8fd9\u4f7f\u5176\u907f\u514d\u4e86\u7eaf\u6280\u672f\u56e2\u961f\u5bb9\u6613\u9677\u5165\u7684\u201c\u70ab\u6280\u9677\u9631\u201d\uff0c\u76f4\u6307\u5546\u4e1a\u751f\u4ea7\u7684\u6838\u5fc3\uff1a\u901f\u5ea6\u3001\u53ef\u63a7\u4e0e\u6279\u6b21\u4e00\u81f4\u6027\u3002\u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u4e5f\u540c\u6837\u6e05\u6670\uff1a\u9996\u5148\uff0c\u201c\u8282\u70b9\u201d\u7cfb\u7edf\u5728\u964d\u4f4e\u63d0\u793a\u8bcd\u95e8\u69db\u7684\u540c\u65f6\uff0c\u662f\u5426\u4f1a\u6784\u5efa\u8d77\u65b0\u7684\u5b66\u4e60\u66f2\u7ebf\uff1f\u5176\u6b21\uff0c\u5c06\u98ce\u683c\u201c\u5de5\u7a0b\u5316\u201d\u7684\u80cc\u540e\uff0c\u662f\u4f9d\u8d56\u4e8e\u5bf9\u73b0\u6709\u98ce\u683c\u5e93\u7684\u5c01\u88c5\uff0c\u8fd8\u662f\u80fd\u771f\u6b63\u7406\u89e3\u5e76\u7075\u6d3b\u6f14\u7ece\u54c1\u724c\u57fa\u56e0\uff1f\u8fd9\u51b3\u5b9a\u4e86\u5b83\u7684\u5929\u82b1\u677f\u662f\u9ad8\u6548\u7684\u201c\u98ce\u683c\u6a21\u677f\u5957\u7528\u673a\u201d\uff0c\u8fd8\u662f\u771f\u6b63\u5177\u6709\u827a\u672f\u6307\u5bfc\u80fd\u529b\u7684\u667a\u80fd\u4f19\u4f34\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7528\u6237\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u5982\u4f55\u9501\u5b9a\u54c1\u724c\u6307\u5357\u201d\u7684\u8ffd\u95ee\uff0c\u6b63\u662f\u51fb\u4e2d\u4e86\u8981\u5bb3\u3002\u5982\u679cRainfrog\u80fd\u5c06\u5176\u201c\u4e00\u81f4\u6027\u201d\u4f18\u52bf\uff0c\u6df1\u5316\u4e3a\u5bf9\u54c1\u724c\u8272\u5f69\u4f53\u7cfb\u3001\u5b57\u4f53\u89c4\u8303\u3001\u6784\u56fe\u903b\u8f91\u7684\u521a\u6027\u7ea6\u675f\u4e0e\u67d4\u6027\u5b66\u4e60\u80fd\u529b\uff0c\u5b83\u5c06\u4ece\u4e00\u4e2a\u4f18\u79c0\u7684\u6279\u91cf\u751f\u4ea7\u5de5\u5177\uff0c\u5347\u7ea7\u4e3a\u54c1\u724c\u6570\u5b57\u8d44\u4ea7\u7684\u6cbb\u7406\u5e73\u53f0\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u9a8c\u8bc1\u4e00\u4e2a\u5173\u952e\u547d\u9898\uff1a\u5728\u5546\u4e1a\u521b\u610f\u9886\u57df\uff0cAI\u7684\u4ef7\u503c\u7ec8\u70b9\u6216\u8bb8\u4e0d\u662f\u6781\u81f4\u7684\u201c\u5f00\u653e\u81ea\u7531\u5ea6\u201d\uff0c\u800c\u662f\u63d0\u4f9b\u4e00\u5957\u517c\u5177\u7075\u6d3b\u6027\u3001\u53ef\u9760\u6027\u4e0e\u901f\u5ea6\u7684\u201c\u9ad8\u8d28\u91cf\u7ea6\u675f\u7cfb\u7edf\u201d\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Rainfrog<\/span>\n <\/div>\n<div class=\"comment-content\">Give only directions\u2014no more wrestling with prompts. Rainfrog intelligently combines your chosen characters, products, environments, and styles to engineer perfect, campaign-level visuals in seconds. Built for fashion shoots, product campaigns, UGC, and interiors: fast, consistent, and fully controllable.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! \ud83d\udc4b I’m Filippo (@FiloPietra), co-founder of Rainfrog.<\/p>\n<p>A few weeks ago we launched Rainfrog, born directly from the daily workflow at my brother\/co-founder’s digital design agency, Pezzo di Studio (pezzodistudio.com)\u2014where we craft fashion campaigns, 3D art, and digital experiences for brands every day.<\/p>\n<p>We kept hitting the same bottlenecks: clients wanted fast, consistent, on-brand visuals for fashion shootings, product placements, UGC, e-comm drops, and full campaigns… but constant prompt engineering killed speed and “taste.” AI tools gave pretty images, but rarely the exact directional control or coherence brands need.<\/p>\n<p>So we engineered the taste and consistency into the backend. Now with Rainfrog, you just upload your assets (characters, products, etc.), mix & match elements in a node-based system\u2014characters + outfits + environments + styles\u2014no prompts required. <\/p>\n<p>Get photoshoot-ready, campaign-grade visuals in seconds, every time aligned to your vision.<br \/>Built for fashion brands, creators, marketers, and agencies who want pro results without the AI headache.<\/p>\n<p>Sign up here \ud83d\udc49 <a href=\"https:\/\/www.rainfrog.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.rainfrog.ai<\/a> and use code PHFROG-50 to get 50% off your first month of Pro \ud83d\ude0d<\/p>\n<p>Since we’ve been live a bit, we’d love fresh eyes: Does this solve your real workflow pains? What’s the first campaign or UGC you’d build? Feedback on speed\/consistency\/taste?<\/p>\n<p>Upvote if it clicks, drop a comment\u2014I’ll reply to all! \ud83d\ude80<\/p>\n<p>Thanks for hunting, let’s make fashion visuals effortless. \ud83c\udf1f<\/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 like how it focusus on real campaign work like UGC, product shots, and interiors. That\u2019s exactly where fast visuals are needed the most.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@mathew_chang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mathew_chang<\/a> yes, appreciate it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The node-based mix-and-match system for combining characters, products, and environments without prompt engineering solves the biggest pain point in AI-generated campaign visuals \u2014 consistency across a series of images. Born from an actual design agency workflow gives this real credibility over tools built by pure technologists. How does Rainfrog handle brand guidelines \u2014 can you lock specific colors, typography rules, or composition styles as constraints?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@svyat_dvoretski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@svyat_dvoretski<\/a> yes we can do all of that and we ship updates daily. We love building with our customers!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\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 a really interesting direction for creative AI tools @filippo_pietrantonio Most image generators focus on prompts, but real brand workflows depend on consistency, art direction, and repeatability. Turning that into a node-based system instead of prompt engineering feels much closer to how designers actually think and work. Curious to see how agencies adopt this for campaign production.<\/div>\n<div class=\"comment-actions\">\n<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\/@arti_yadav4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arti_yadav4<\/a> thank you so much \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Born from an actual agency workflow -that’s the part that gives me confidence. How many images can you generate in a single campaign batch while keeping the visual consistency?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Nice launch!<\/p>\n<\/p>\n<p>How does Rainfrog maintain visual consistency across campaign assets when combining different characters, products, and environments? Is there a style-locking or reference conditioning system behind the scenes?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@davitausberlin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davitausberlin<\/a> we handle that on the backend \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#11<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/3FQSZ3ZGN4CKXS\" class=\"app-title\">Docket<\/a><\/p>\n<div class=\"one-liner\">Like Jira but for indie devs and AI agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">112<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e13\u4e3a\u72ec\u7acb\u5f00\u53d1\u8005\u548cAI\u5de5\u4f5c\u6d41\u8bbe\u8ba1\u7684\u53d1\u5e03\u4e0e\u4efb\u52a1\u8ffd\u8e2a\u5de5\u5177\uff0c\u901a\u8fc7\u6df1\u5ea6\u96c6\u6210App Store Connect\u548c\u63d0\u4f9bCLI\/MCP\u670d\u52a1\u5668\uff0c\u5728\u5355\u4e00\u5e73\u53f0\u5185\u7edf\u4e00\u7ba1\u7406\u4ece\u7f16\u7801\u3001\u53d1\u5e03\u5230\u8425\u9500\u7684\u5168\u6d41\u7a0b\uff0c\u89e3\u51b3\u4e86\u591a\u5de5\u5177\u5207\u6362\u4e0e\u4fe1\u606f\u5b64\u5c9b\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\/6c47e272-e1de-4d2c-964c-3db2c8c6f364.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5bd23585-08cd-4e96-8c6b-ae8e3b996b7b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/89bcb6eb-b0cd-4548-af15-73dbf7975a80.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/513cf502-0ffa-461a-afc9-1ad84774f432.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ab6182aa-fb22-4e29-9439-22d19f01ceeb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bf7ff640-97d8-4418-9dcd-45bc4e59b83d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Maker Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u53d1\u5e03\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">App Store Connect\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">AI\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">CLI\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">MCP\u670d\u52a1\u5668<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u65e5\u5386<\/span><br \/>\n <span class=\"tag\">\u539f\u751f\u82f9\u679c\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u751f\u547d\u5468\u671f\u7ba1\u7406<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8ba4\u53efASC\u540c\u6b65\u548cAI\u96c6\u6210\u4ef7\u503c\uff0c\u8ba4\u4e3a\u5176\u771f\u6b63\u533a\u522b\u4e8e\u666e\u901a\u770b\u677f\u3002\u6838\u5fc3\u5173\u6ce8\u70b9\u5728\u4e8eAI\u4ee3\u7406\u4e0e\u4eba\u5de5\u64cd\u4f5c\u7684\u51b2\u7a81\u9884\u9632\u3001CLI\u529f\u80fd\u5b8c\u5907\u6027\uff0c\u4ee5\u53ca\u8425\u9500\u4e0e\u5f00\u53d1\u65f6\u95f4\u7ebf\u7684\u53ef\u89c6\u5316\u7edf\u4e00\u3002\u5f00\u53d1\u8005\u56de\u590d\u786e\u8ba4\u4e86\u6570\u636e\u4e00\u81f4\u6027\u4fdd\u969c\u548c\u529f\u80fd\u6269\u5c55\u8ba1\u5212\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 Docket\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u6210\u4e3a\u53e6\u4e00\u4e2aJira\uff0c\u800c\u5728\u4e8e\u91cd\u65b0\u5b9a\u4e49\u201c\u72ec\u7acb\u5f00\u53d1\u8005\u7684\u5de5\u4f5c\u53f0\u201d\u3002\u5b83\u654f\u9510\u5730\u6355\u6349\u5230\u4e86\u4e00\u4e2a\u8d8b\u52bf\uff1a\u5f53AI\u667a\u80fd\u4f53\u6210\u4e3a\u5f00\u53d1\u6d41\u7a0b\u4e2d\u7684\u201c\u534f\u4f5c\u8005\u201d\u65f6\uff0c\u9879\u76ee\u7ba1\u7406\u5de5\u5177\u5fc5\u987b\u4ece\u201c\u4e3a\u4eba\u8bbe\u8ba1\u7684\u754c\u9762\u201d\u6f14\u53d8\u4e3a\u201c\u4e3a\u4eba\u548cAI\u5171\u540c\u8bbe\u8ba1\u7684API\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u771f\u6b63\u950b\u5229\u4e4b\u5904\u5728\u4e8e\u5176\u4e09\u91cd\u6574\u5408\uff1a\u7b2c\u4e00\uff0c\u5782\u76f4\u6574\u5408\u82f9\u679c\u751f\u6001\uff0c\u5c06ASC\u7684\u5b98\u65b9\u6570\u636e\u7ba1\u9053\u53d8\u4e3a\u5df1\u7528\uff0c\u628a\u5206\u6563\u7684\u5546\u5e97\u4e8b\u4ef6\u3001\u63a8\u8350\u63d0\u540d\u8f6c\u5316\u4e3a\u53ef\u7ba1\u7406\u7684\u4efb\u52a1\u9879\uff0c\u8fd9\u6784\u5efa\u4e86\u58c1\u5792\u3002\u7b2c\u4e8c\uff0c\u6d41\u7a0b\u6574\u5408\uff0c\u5f3a\u884c\u5c06\u6280\u672f\u53d1\u5e03\uff08\u7248\u672c\u6784\u5efa\uff09\u4e0e\u5e02\u573a\u52a8\u4f5c\uff08\u535a\u5ba2\u3001PH\u542f\u52a8\uff09\u5728\u65f6\u95f4\u7ebf\u4e0a\u5bf9\u9f50\uff0c\u76f4\u51fb\u201c\u5f00\u53d1\u5b8c\u6210\u3001\u8425\u9500\u6ede\u540e\u201d\u7684\u7ecf\u5178\u8131\u8282\u95ee\u9898\u3002\u7b2c\u4e09\uff0c\u4e5f\u662f\u6700\u98a0\u8986\u6027\u7684\uff0c\u662f\u4ea4\u4e92\u6574\u5408\u3002\u5b83\u901a\u8fc7CLI\u548cMCP\u670d\u52a1\u5668\uff0c\u5c06\u9879\u76ee\u7ba1\u7406\u80fd\u529b\u6ce8\u5165\u5f00\u53d1\u8005\u7ec8\u7aef\u548cAI\u7f16\u7801\u52a9\u624b\u7684\u4e0a\u4e0b\u6587\u3002\u8fd9\u610f\u5473\u7740\uff0c\u4efb\u52a1\u521b\u5efa\u3001\u72b6\u6001\u66f4\u65b0\u4e0d\u518d\u9700\u8981\u8df3\u51fa\u5fc3\u6d41\u72b6\u6001\uff0cAI\u53ef\u4ee5\u6839\u636e\u4ee3\u7801\u4e0a\u4e0b\u6587\u76f4\u63a5\u751f\u6210\u6216\u7ba1\u7406\u76f8\u5173\u4efb\u52a1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u660e\u663e\u3002\u5176\u4ef7\u503c\u6df1\u5ea6\u7ed1\u5b9a\u82f9\u679c\u5f00\u53d1\u751f\u6001\uff0c\u5e02\u573a\u5929\u82b1\u677f\u6e05\u6670\u3002\u6240\u8c13\u201c\u4e3a\u72ec\u7acb\u5f00\u53d1\u8005\u670d\u52a1\u201d\u7684\u5b9a\u4f4d\uff0c\u4e5f\u53ef\u80fd\u4e0ePro\u7248\u672c\u7684\u5546\u4e1a\u5316\u4ea7\u751f\u5f20\u529b\u3002\u66f4\u91cd\u8981\u7684\u662f\uff0c\u5176\u6838\u5fc3\u7684\u201cAI\u4ee3\u7406\u534f\u4f5c\u201d\u573a\u666f\u4ecd\u5904\u65e9\u671f\uff0c\u89e3\u51b3\u51b2\u7a81\u7684\u201c\u72b6\u6001\u673a\u201d\u80fd\u5426\u5e94\u5bf9\u590d\u6742\u73b0\u5b9e\u573a\u666f\uff0c\u5c1a\u9700\u8003\u9a8c\u3002\u5b83\u5e76\u975e\u901a\u7528\u89e3\u51b3\u65b9\u6848\uff0c\u800c\u662f\u4e3a\u7279\u5b9a\u7fa4\u4f53\uff08\u82f9\u679c\u7cfb\u72ec\u7acb\u5f00\u53d1\u8005\u3001\u91cd\u5ea6AI\u5de5\u5177\u4f7f\u7528\u8005\uff09\u63d0\u4f9b\u7684\u3001\u9ad8\u5ea6\u5b9a\u5236\u7684\u6548\u7387\u624b\u672f\u5200\u3002\u6210\u529f\u4e0e\u5426\uff0c\u53d6\u51b3\u4e8e\u8fd9\u4e2a\u7fa4\u4f53\u662f\u5426\u8db3\u591f\u5e9e\u5927\uff0c\u4e14\u75db\u70b9\u662f\u5426\u8db3\u591f\u6df1\u5207\uff0c\u613f\u610f\u4e3a\u6b64\u652f\u4ed8\u6ea2\u4ef7\u3002\u5b83\u5c55\u793a\u4e86\u4e00\u6761\u65b0\u8def\uff1a\u5de5\u5177\u4e0d\u518d\u4ec5\u4ec5\u662f\u7ba1\u7406\u7684\u7ec8\u70b9\uff0c\u800c\u662f\u6210\u4e3a\u8fde\u63a5\u4eba\u4e0eAI\u3001\u8fde\u63a5\u5f00\u53d1\u4e0e\u8fd0\u8425\u7684\u667a\u80fd\u4e2d\u95f4\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\">Docket<\/span>\n <\/div>\n<div class=\"comment-content\">Release and task tracker for indie developers. One place for ideas, App Store events, nominations, and marketing content like blog posts and PH launches. Syncs with App Store Connect to import your apps and events. Includes CLI & MCP server for AI workflows – let Claude Code manage tasks from the terminal. Use the global capture to write down thoughts\/ideas without switching context. Native on Mac, iPad, and iPhone with iCloud sync. Free for your first product, 40% off during launch week.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH!<\/p>\n<p>Over the past year I shipped a dozen iOS and visionOS apps and the messy part is not the code but everything that comes after: future release plans, App Store events, featuring nominations, blog drafts, Product Hunt launches, you know the drill.<\/p>\n<p>I wanted to build a place where everything – from bug fixes to midnight ideas – could live, overlay the calendar, and sync with App Store Connect. I didn’t care for sprints, story points, or collaboration features. Just needed a tool to ship my apps more efficiently. We need more developer tools built by indie devs who actually understand the pain of shipping, so Docket is my contribution to that ecosystem.<\/p>\n<p>What makes it different from Trello et al: it connects to ASC directly, has a CLI and MCP server so <a href=\"https:\/\/www.producthunt.com\/products\/claude-code\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"claude-code\" target=\"_blank\" rel=\"noopener\">@Claude Code<\/a> and other AI tools can manage your tasks from the terminal, and tracks launch content (PH posts, HN threads, blog posts) alongside releases. Free for your first project, 40% off Pro for launch week. <\/p>\n<p>What’s the messiest part of your shipping workflow?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@valzevul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@valzevul<\/a> Docket’s App Store Connect sync is the detail that makes this more than another task board. Exposing a CLI and MCP server so Claude Code can manage tasks directly is smart for solo devs juggling multiple apps. The tricky part is conflict resolution when an agent updates via CLI while you’re editing in the UI.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 MCP + Claude Code combo is what got me here honestly. I already live in the terminal for most of my dev work and switching to a board app just to move a card always felt like wasted time. Does the CLI let you set priorities or tags when creating tasks? Would be nice to have Claude auto-tag stuff as bug\/feature while I’m in the middle of coding.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@vibewrench\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vibewrench<\/a> yes, almost everything (including tags) that can be done via UI is accessible via MCP and\/or CLI. If there is something more advanced that I didn’t cover but Claude Code needs, there is `docket –json` that gives a convenient way to get access to pretty much all raw data stored in the app.<\/p>\n<p>I’ve been running it for my projects in this exact setup (claude code + CLI, as MCP needs more tokens) and so far didn’t hit any constraints. The next release will have support for webhooks as well, so if you log a task manually (e.g via the global hotkey, Ctrl+Shift+Space), an AI agent can be notified automatically and vice versa.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 ASC sync is what makes this interesting. For my current launch I’m juggling App Store submission, ASA setup, PH prep, and Reddit posts across Notes, App Store Connect, and random text files. Having that in one place tied to the actual release timeline would save a lot of context switching.<\/p>\n<p>To answer your question: the messiest part for me is coordinating the marketing side with the technical side. The app can be ready but the screenshots, store description, and launch posts are always trailing behind on a separate track with no connection to the build status.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@krisba95\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@krisba95<\/a> Thank you for sharing, hopefully Docket can save you some context switching!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>When building and shipping is instant, isn’t Docket future a pit stop for agents to coordinate and be organized? Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mcarmonas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mcarmonas<\/a> thank you! Yes, I think it’s nice to have something that keeps you visually up-to-date on projects’ progress instead of leaving a bunch of changelog and markdown files I need to query and diff\/compare to each other to figure out what’s going on behind the curtains.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does Docket coordinate tasks created by AI agents via the MCP server or CLI with manual edits from the UI, and how do you prevent conflicts or duplicate updates in the task state?<\/p>\n<\/p>\n<p>Good luck today!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@konstantinalikhanov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@konstantinalikhanov<\/a> thanks, that\u2019s a great question! There is a single source of truth (the database) and access is controlled via a state machine to prevent race conditions and locks, so AI agents and the developer can collaborate on the projects simultaneously. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 App Store Connect sync is the feature that separates this from yet another task board \u2014 indie iOS devs juggling release notes, featuring nominations, and marketing timelines across separate tools is a real workflow mess. Having Claude Code manage tasks via MCP directly from the terminal closes the loop between coding and project management without context switching. Does the calendar overlay show ASC events alongside your custom milestones in a unified timeline view?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@svyat_dvoretski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@svyat_dvoretski<\/a> thanks for checking Docket out! Yes, indeed, the calendar overlay shows your scheduled releases, blog post drafts, ProductHunt launches, etc and also pulls events and nominations from App Store Connects. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/7EM6NCRNQNKSRD\" class=\"app-title\">Lingofable<\/a><\/p>\n<div class=\"one-liner\">Language learning, one story at a time<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">106<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Lingofable\u662f\u4e00\u6b3e\u901a\u8fc7\u63a8\u9001\u53ef\u8bfb\u6027\u7ea698%\u7684\u77ed\u7bc7\u6545\u4e8b\uff0c\u52a8\u6001\u9002\u914d\u7528\u6237\u8bed\u8a00\u6c34\u5e73\uff0c\u89e3\u51b3\u4e2d\u9636\u8bed\u8a00\u5b66\u4e60\u8005\u5bfb\u627e\u65e2\u6709\u8da3\u53c8\u96be\u5ea6\u5408\u9002\u5185\u5bb9\u75db\u70b9\u7684\u79fb\u52a8\u5e94\u7528\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c25a0478-170b-423b-9e02-e7ecf17b315c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/442b9594-0416-42a0-8037-425cdb78e4dc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/beb69419-7683-4319-931d-57bb96676527.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9c9c30e6-de52-45a5-b78f-f5e036bdeb57.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0f4ac96c-5492-45e3-bf98-cbe31bd4f87b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/94fb3e00-0185-4875-82c8-ea165a4b817a.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\">Education<\/span><br \/>\n <span class=\"tag\">Languages<\/span><br \/>\n <span class=\"tag\">Online Learning<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8bed\u8a00\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">\u5206\u7ea7\u9605\u8bfb<\/span><br \/>\n <span class=\"tag\">\u81ea\u9002\u5e94\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">\u77ed\u7bc7\u6545\u4e8b<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u8bcd\u6c47\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">i+1\u7406\u8bba<\/span><br \/>\n <span class=\"tag\">\u6559\u80b2\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u4e2a\u6027\u5316<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8ba4\u53ef\u5176\u89e3\u51b3\u201ci+1\u201d\u5185\u5bb9\u7a7a\u7f3a\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u8ba4\u4e3a\u52a8\u6001\u8c03\u6574\u96be\u5ea6\u662f\u5173\u952e\u4f18\u52bf\u3002\u4e3b\u8981\u53cd\u9988\u96c6\u4e2d\u5728\u5185\u5bb9\u5e93\u7684\u6269\u5c55\u4e0a\uff1a\u8be2\u95ee\u73b0\u6709\u6545\u4e8b\u4f53\u88c1\u3001\u7528\u6237\u80fd\u5426\u81ea\u4e3b\u9009\u62e9\u4e3b\u9898\uff08\u5982\u79d1\u5e7b\u3001\u751f\u6d3b\uff09\uff0c\u4ee5\u53ca\u9664\u82f1\u8bed\u5916\u5176\u4ed6\u8bed\u8a00\u7684\u652f\u6301\u65f6\u95f4\u8868\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 Lingofable\u5207\u5165\u4e86\u4e00\u4e2a\u7cbe\u51c6\u4e14\u957f\u671f\u5b58\u5728\u7684\u5e02\u573a\u7f1d\u9699\uff1a\u8bed\u8a00\u5b66\u4e60\u8005\u7684\u201c\u4e2d\u9636\u7edd\u671b\u4e4b\u8c37\u201d\u3002\u5176\u5ba3\u79f0\u7684\u201c~98%\u53ef\u7406\u89e3\u6027\u201d\u76f4\u63a5\u5bf9\u6807\u8bed\u8a00\u4e60\u5f97\u4e2d\u7684\u201ci+1\u201d\u7406\u8bba\uff0c\u8fd9\u5e76\u975e\u5671\u5934\uff0c\u800c\u662f\u6293\u4f4f\u4e86\u4ece\u6559\u79d1\u4e66\u5230\u539f\u751f\u5185\u5bb9\u8fc7\u6e21\u4e2d\uff0c\u9a71\u52a8\u6301\u7eed\u5b66\u4e60\u7684\u5173\u952e\u2014\u2014\u53ef\u7406\u89e3\u7684\u8f93\u5165\u4e0e\u5185\u5728\u52a8\u673a\u7684\u7ed3\u5408\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u6545\u4e8b\u201d\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u5176\u627f\u8bfa\u7684\u201c\u52a8\u6001\u8c03\u6574\u201d\u5f15\u64ce\u3002\u5982\u679c\u5176\u8bcd\u6c47\u8ffd\u8e2a\u4e0e\u96be\u5ea6\u7b97\u6cd5\u8db3\u591f\u7cbe\u51c6\uff0c\u5b83\u5c06\u4ece\u4e00\u6b3e\u9759\u6001\u7684\u201c\u5206\u7ea7\u9605\u8bfb\u5668\u201d\u8fdb\u5316\u4e3a\u4e00\u4e2a\u4e2a\u6027\u5316\u7684\u201c\u8bed\u8a00\u8f93\u5165\u6d41\u201d\u8c03\u8282\u5668\u3002\u8fd9\u89e3\u51b3\u4e86\u4f20\u7edf\u5206\u7ea7\u8bfb\u7269\u66f4\u65b0\u6162\u3001\u9898\u6750\u7a84\u3001\u65e0\u6cd5\u4f34\u968f\u7528\u6237\u6210\u957f\u7684\u6838\u5fc3\u75db\u70b9\u3002\u521b\u59cb\u56e2\u961f\u4ece\u9605\u8bfb\u7f51\u7edc\u5c0f\u8bf4\u8fbe\u5230\u9ad8\u6c34\u5e73\u7684\u4eb2\u8eab\u7ecf\u5386\uff0c\u4e3a\u4ea7\u54c1\u6ce8\u5165\u4e86\u201c\u5b9e\u8df5\u51fa\u771f\u77e5\u201d\u7684\u52a1\u5b9e\u57fa\u56e0\uff0c\u8fd9\u6bd4\u7eaf\u7cb9\u7684\u6559\u80b2\u7406\u8bba\u66f4\u6709\u8bf4\u670d\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u6280\u672f\u5c42\u9762\uff0c\u5982\u4f55\u7cbe\u51c6\u5b9a\u4e49\u548c\u6d4b\u91cf\u201c98%\u53ef\u7406\u89e3\u6027\u201d\uff1f\u8fd9\u6d89\u53ca\u590d\u6742\u7684\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4e0e\u4e2a\u6027\u5316\u5efa\u6a21\uff0c\u5176\u7b97\u6cd5\u53ef\u9760\u6027\u9700\u8981\u7ecf\u53d7\u5927\u89c4\u6a21\u7528\u6237\u68c0\u9a8c\u3002\u5176\u6b21\uff0c\u5185\u5bb9\u751f\u6001\u7684\u6784\u5efa\u662f\u53e6\u4e00\u5ea7\u5927\u5c71\u3002\u8981\u6301\u7eed\u63d0\u4f9b\u9898\u6750\u591a\u6837\u3001\u8d28\u91cf\u4e0a\u4e58\u4e14\u7248\u6743\u6e05\u6670\u7684\u201ci+1\u201d\u7ea7\u522b\u6545\u4e8b\uff0c\u6210\u672c\u4e0e\u8fd0\u8425\u538b\u529b\u5de8\u5927\uff0c\u8fd9\u8fdc\u975e\u4e00\u4e2a\u6280\u672f\u5e73\u53f0\u80fd\u5355\u72ec\u89e3\u51b3\u3002\u6700\u540e\uff0c\u5546\u4e1a\u6a21\u5f0f\u5b58\u7591\u3002\u5728\u5df2\u6709\u4f17\u591a\u7efc\u5408\u8bed\u8a00\u5e73\u53f0\uff08\u5982Duolingo\uff09\u548c\u793e\u533a\uff08\u5982\u591a\u90bb\u56fd\u6545\u4e8b\uff09\u7684\u5e02\u573a\u4e2d\uff0c\u4e00\u6b3e\u805a\u7126\u201c\u9605\u8bfb\u201d\u7684\u72ec\u7acb\u5e94\u7528\uff0c\u5176\u7528\u6237\u4ed8\u8d39\u610f\u613f\u4e0e\u5e02\u573a\u89c4\u6a21\u9700\u8981\u8c28\u614e\u9a8c\u8bc1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u800c\u8a00\u4e4b\uff0cLingofable\u6784\u60f3\u7280\u5229\uff0c\u76f4\u51fb\u8981\u5bb3\u3002\u4f46\u5b83\u80fd\u5426\u6210\u529f\uff0c\u53d6\u51b3\u4e8e\u5176\u7b97\u6cd5\u5f15\u64ce\u7684\u201c\u667a\u5546\u201d\u4e0e\u5185\u5bb9\u4f9b\u5e94\u94fe\u7684\u201c\u4f53\u529b\u201d\u80fd\u5426\u540c\u6b65\u8ddf\u4e0a\u3002\u5b83\u53ef\u80fd\u6210\u4e3a\u8bed\u8a00\u5b66\u4e60\u8005\u7684\u201c\u5185\u5bb9\u8fc7\u6ee4\u5668\u201d\u548c\u201c\u6210\u957f\u52a0\u901f\u5668\u201d\uff0c\u4e5f\u53ef\u80fd\u56e0\u5185\u5bb9\u532e\u4e4f\u6216\u8c03\u6574\u5931\u51c6\u800c\u6ca6\u4e3a\u53e6\u4e00\u4e2a\u7f8e\u597d\u7684\u6982\u5ff5\u3002\u5176\u4e0b\u4e00\u6b65\u7684\u5173\u952e\uff0c\u5728\u4e8e\u5feb\u901f\u9a8c\u8bc1\u5176\u52a8\u6001\u8c03\u6574\u7684\u6709\u6548\u6027\uff0c\u5e76\u5efa\u7acb\u8d77\u53ef\u6301\u7eed\u7684\u5185\u5bb9\u751f\u4ea7\u6216\u5f15\u5165\u673a\u5236\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\">Lingofable<\/span>\n <\/div>\n<div class=\"comment-content\">When learning a language, it’s really difficult to find content that is both engaging and at your level. To solve this problem, Lingofable is a mobile app that delivers short stories to you that you actually want to read (from sci-fi to r\/AmITheJerk-style posts) at the perfect, pedagogically backed, ~98% comprehensibility! By tracking all of your vocab, we’re able to dynamically adjust to your level as you read and improve.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">We’re college students studying Computer Science and Linguistics at Cornell, as well as a couple of language lovers! We built Lingofable to solve a problem we kept running into: finding content at that perfect i+1 level that’s actually enjoyable. After all, there has to be a middle ground between Peppa Pig dubs and hardcore native movies (although to be honest, kids content is pretty tough!).<\/p>\n<p>Simon reached C1 Mandarin in three years \u2014 turns out, binging xianxia webnovels counts as studying. On the other hand, my bookshelf is full of novels I’m slowly but surely working my way up to, and that’s kind of why we built this. Our experiences have convinced us both that reading is the most underrated way to learn a language.<\/p>\n<p>We hope Lingofable helps you on your own path to fluency!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Any feedback is good feedback! Super pumped to have the community give us a whirl \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>The i+1 comprehensibility approach is exactly right. Finding content that’s slightly above your level is the hardest part of language learning, and the fact that you track vocabulary to dynamically adjust the difficulty is a huge differentiator from static graded readers.<\/p>\n<\/p>\n<p>Really cool that this came out of real experience with xianxia webnovels! What genres are available right now, and do users have any control over the story themes they get? Being able to choose between sci-fi, slice of life, or something like the AmITheJerk style would keep reading sessions really engaging.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The i+1 content gap is so real. You hit a point where textbook dialogues are boring but real books\/shows are still overwhelming. Stories at your level is honestly the missing piece for most language learners \u2014 glad someone is finally building for this specifically.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Are any other languages available?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@busmark_w_nika we\u2019ll be rolling out other languages over the next few weeks, based on waitlist interest from our website!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#13<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/IO4LSWHHOSZHHP\" class=\"app-title\">MyNextBrowser<\/a><\/p>\n<div class=\"one-liner\">Make any browser agentic and automate workflows<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">99<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>MyNextBrowser \u662f\u4e00\u6b3e\u5c06\u73b0\u6709\u6d4f\u89c8\u5668\u8f6c\u53d8\u4e3a\u667a\u80fd\u5de5\u4f5c\u7a7a\u95f4\u7684AI\u6269\u5c55\uff0c\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u81ea\u52a8\u5316\u5904\u7406\u7814\u7a76\u3001\u5185\u5bb9\u521b\u4f5c\u3001\u8868\u5355\u586b\u5199\u7b49\u91cd\u590d\u6027\u4efb\u52a1\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u8de8\u5de5\u5177\u3001\u591a\u6807\u7b7e\u9875\u64cd\u4f5c\u4e2d\u6548\u7387\u4f4e\u4e0b\u548c\u6d41\u7a0b\u5272\u88c2\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\/02093d19-c5ae-4103-bc51-d6731db17d15.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ba751ca4-21b5-4ed9-8af6-bafb9ba1eea9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fbb87a1a-3b7b-482e-b656-68ccbb971c3e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e88f3d4e-e6c6-4428-86a0-9276d54c72da.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c140790f-7efc-4171-869d-c15ce7261bef.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/368ded97-0600-48be-a919-aaaf01558bf0.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\/915b9f92-55b0-4115-b00f-edc6b81ea38b.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=zsHY-qlH8EQ\"><source src=\"https:\/\/www.youtube.com\/watch?v=zsHY-qlH8EQ\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Chrome Extensions<\/span><br \/>\n <span class=\"tag\">Writing<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6d4f\u89c8\u5668AI\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/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\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u7814\u7a76\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u8868\u5355\u81ea\u52a8\u586b\u5145<\/span><br \/>\n <span class=\"tag\">\u4e00\u4f53\u5316\u5de5\u4f5c\u7a7a\u95f4<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u201c\u672c\u5730\u4f18\u5148\u201d\u7684\u9690\u79c1\u8bbe\u8ba1\u7406\u5ff5\u548c\u5c06\u6d4f\u89c8\u5668\u53d8\u4e3a\u201c\u667a\u80fd\u5de5\u4f5c\u7a7a\u95f4\u201d\u7684\u5b9e\u7528\u6027\u3002\u5177\u4f53\u53cd\u9988\u96c6\u4e2d\u5728\uff1a\u8d5e\u8d4f\u4eea\u8868\u76d8\u548c\u6f14\u793a\u6587\u7a3f\u751f\u6210\u529f\u80fd\uff1b\u6df1\u5165\u8be2\u95ee\u4e86\u201c\u63d0\u793a\u8bcd\u589e\u5f3a\u5668\u201d\u7684\u5de5\u4f5c\u539f\u7406\u53ca\u672c\u5730\u5904\u7406\u4e0e\u5916\u90e8\u670d\u52a1\u8c03\u7528\u7684\u8fb9\u754c\uff1b\u5bf9\u6269\u5c55\u62e5\u6709\u9ad8\u6743\u9650\u4e0b\u7684\u6570\u636e\u5b89\u5168\u8868\u793a\u5173\u5207\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 MyNextBrowser \u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u66ff\u4ee3\u6d4f\u89c8\u5668\uff0c\u800c\u5728\u4e8e\u201c\u5bc4\u751f\u201d\u5e76\u91cd\u5851\u5176\u4ea4\u4e92\u8303\u5f0f\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u7f57\u5217\u7684\u5355\u4e2a\u529f\u80fd\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u6210\u4e3a\u6d4f\u89c8\u5668\u5c42\u9762\u7684\u201cAI\u4e2d\u95f4\u4ef6\u201d\u2014\u2014\u4e00\u4e2a\u80fd\u7406\u89e3\u7528\u6237\u610f\u56fe\u3001\u5e76\u8c03\u5ea6\u672c\u5730\u4e0e\u4e91\u7aefAI\u80fd\u529b\u6765\u76f4\u63a5\u5b8c\u6210\u4efb\u52a1\u7684\u667a\u80fd\u5c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5de7\u5999\u6293\u4f4f\u4e86\u4e24\u4e2a\u5173\u952e\u77db\u76fe\uff1a\u4e00\u662f\u7528\u6237\u65e5\u76ca\u589e\u957f\u7684AI\u9700\u6c42\u4e0e\u5728\u591a\u4e2a\u72ec\u7acbAI\u5de5\u5177\u95f4\u9891\u7e41\u5207\u6362\u7684\u7e41\u7410\u4e4b\u95f4\u7684\u77db\u76fe\uff1b\u4e8c\u662f\u5bf9\u81ea\u52a8\u5316\u6548\u80fd\u7684\u6e34\u671b\u4e0e\u5bf9\u9ad8\u6743\u9650\u6269\u5c55\u6570\u636e\u6cc4\u9732\u7684\u6050\u60e7\u4e4b\u95f4\u7684\u77db\u76fe\u3002\u5176\u201c\u672c\u5730\u4f18\u5148\u201d\u7684\u53e3\u53f7\u662f\u83b7\u53d6\u521d\u59cb\u4fe1\u4efb\u7684\u5173\u952e\u7b79\u7801\uff0c\u4f46\u8bc4\u8bba\u533a\u7684\u8ffd\u95ee\u4e5f\u66b4\u9732\u4e86\u5176\u6838\u5fc3\u6311\u6218\uff1a\u590d\u6742\u4efb\u52a1\uff08\u5982\u7814\u7a76\u3001\u5185\u5bb9\u751f\u6210\uff09\u5f88\u96be\u5b8c\u5168\u8131\u79bb\u4e91\u7aefAI\u6a21\u578b\uff0c\u5982\u4f55\u6e05\u6670\u754c\u5b9a\u5e76\u8ba9\u7528\u6237\u611f\u77e5\u201c\u672c\u5730\u201d\u4e0e\u201c\u4e91\u7aef\u201d\u7684\u8fb9\u754c\uff0c\u5c06\u662f\u7ef4\u6301\u4fe1\u4efb\u7684\u5173\u952e\u3002\u6240\u8c13\u201c\u63d0\u793a\u8bcd\u589e\u5f3a\u5668\u201d\u6280\u672f\uff0c\u672c\u8d28\u662f\u9762\u5411\u7279\u5b9a\u5e73\u53f0\u7684Prompt\u5de5\u7a0b\u4f18\u5316\uff0c\u5176\u6548\u679c\u4e25\u91cd\u4f9d\u8d56\u5bf9\u76ee\u6807AI\u5de5\u5177\u7684\u7406\u89e3\u6df1\u5ea6\uff0c\u8fd9\u53ef\u80fd\u6210\u4e3a\u5176\u901a\u7528\u6027\u7684\u74f6\u9888\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u957f\u8fdc\u770b\uff0c\u5b83\u63cf\u7ed8\u4e86\u4e00\u4e2a\u201c\u4ee5\u6d4f\u89c8\u5668\u4e3a\u64cd\u4f5c\u7cfb\u7edf\u3001\u4ee5\u81ea\u7136\u8bed\u8a00\u4e3a\u4ea4\u4e92\u754c\u9762\u201d\u7684\u8bf1\u4eba\u524d\u666f\u3002\u4f46\u5176\u6210\u529f\u4e0e\u5426\uff0c\u53d6\u51b3\u4e8e\u80fd\u5426\u6784\u5efa\u4e00\u4e2a\u8db3\u591f\u5f3a\u5927\u3001\u53ef\u6269\u5c55\u7684\u672c\u5730AI\u4ee3\u7406\u67b6\u6784\uff0c\u800c\u975e\u6ca6\u4e3a\u4e00\u7cfb\u5217API\u8c03\u7528\u7684\u7b80\u5355\u805a\u5408\u3002\u5f53\u524d\u7248\u672c\u66f4\u50cf\u662f\u4e00\u4e2a\u529f\u80fd\u96c6\u5408\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u667a\u80fd\u4f53\u201d\u81ea\u4e3b\u6027\u548c\u5de5\u4f5c\u6d41\u8fde\u8d2f\u6027\uff0c\u4ecd\u6709\u5f85\u5e02\u573a\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\">MyNextBrowser<\/span>\n <\/div>\n<div class=\"comment-content\">MyNextBrowser turns your current browser into a supercharged AI assistant. Skip repetitive typing, research smarter, rewrite better, summarize tabs, create slides, dashboards & fill forms all in plain language. It stays private, works locally, and enhances any AI you use. Your browser finally works the way you think. Try the future of browsing.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Meet MyNextBrowser the AI-powered browser built for execution, not just browsing.<\/p>\n<p>We\u2019re stuck juggling 30+ tabs, switching between research tools, form fillers, presentation apps, dashboards, and AI chats\u2026 just to get one task done.<\/p>\n<p>MyNextBrowser eliminates that chaos by turning your browser into an intelligent workspace.<br \/>\nInstead of just opening websites, it helps you research, create, automate, and execute all in one place.<br \/>\n\u2728 What MyNextBrowser can do:\ud83d\udd0d Deep Research across the web in seconds<br \/>\n\ud83e\udde0 Prompt Enhancer for smarter AI outputs<br \/>\n\u270d\ufe0f Text Enhancer for instant content improvement<br \/>\n\ud83d\udcca Dashboard Creation from simple prompts<br \/>\n\ud83d\udcd1 Presentation Generation automatically<br \/>\n\ud83d\udcdd Smart Form Fill (save time on repetitive inputs)<br \/>\n\u26a1 AI-powered productivity tools inside your browser<br \/>\n\ud83e\udde9 Unified workspace to reduce tab overload<br \/>\n\ud83d\udd12 privacy and local first, all your data remains in the browser<br \/>\n\ud83d\udd0f Will Never train on your data\ud83c\udfaf No Third party tracker or analytics inside the extension<\/p>\n<p>No more copy-pasting between tools. No more context switching.<\/p>\n<p>Just one AI-native browser that thinks and works with you.Built for founders, developers, researchers, and power users who want to move faster on the internet.<\/p>\n<p>\ud83d\ude80 Launch Offer (Limited Time)We\u2019re offering early access at just $4 (originally ~$20) for a limited time \u2014 only 300 seats available.<\/p>\n<p>Yes, there\u2019s also a free tier so you can try the core experience before upgrading.If you believe the future of browsing is AI-first, this is your chance to get in early before the price increases.Stop browsing passively.<\/p>\n<p>Start executing actively with MyNextBrowser<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Nice launch. The idea of making the existing browser more agentic feels practical and timely. The privacy angle is especially interesting \u2014 would love to know how much happens locally versus through external services.<\/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\">@hiro15 Thanks Hiro! \ud83d\ude4c<br \/>\nMyNextBrowser is designed to be local-first, so all your generated content remains on your browser.<br \/>\nExternal services are only used when needed for specific AI tasks. The goal is to keep privacy, speed, and user control at the core.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The local-first, privacy-focused approach is the right call for a browser extension with this level of access \u2014 users will rightfully be cautious about giving an extension permission to read and modify all their tabs. The dashboard and presentation generation from prompts is an interesting angle that goes beyond typical browser automation into actual content creation. How does the prompt enhancer work \u2014 does it analyze the target AI tool’s strengths and tailor the prompt accordingly?<\/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\">@svyat_dvoretski Thanks Sviatoslav \ud83d\ude4c\ud83c\udffb,<br \/>\nThe Prompt Enhancer works using multiple parameters.<\/p>\n<p>First, it analyzes the user\u2019s prompt along with the platform where it is being used. Then it identifies the objective behind the prompt using a custom fine-tuned model. Finally, it detects missing elements and enriches the prompt based on perplexity optimization so the AI model can generate the most relevant and high-quality response.<\/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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Tried the dashboard feature and really liked it. The visuals look great, and the real-time data connection makes it feel genuinely practical. Most compelling feature that I’ve discovered yet.<\/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\">@sumit57 thanks sumit<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#14<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/35YV2OO46K7E2E\" class=\"app-title\">Gramms<\/a><\/p>\n<div class=\"one-liner\">Screen-free bedtime stories personalized to your child<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">36<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Gramms\u662f\u4e00\u6b3e\u901a\u8fc7AI\u751f\u6210\u4e2a\u6027\u5316\u7761\u524d\u6545\u4e8b\u7684APP\uff0c\u5728\u7761\u524d\u573a\u666f\u4e2d\u4e3a\u5bb6\u957f\u63d0\u4f9b\u4e86\u65e0\u9700\u5c4f\u5e55\u3001\u5b89\u5168\u4e14\u6e29\u99a8\u7684\u97f3\u9891\u6545\u4e8b\u65b9\u6848\uff0c\u66ff\u4ee3\u4e86\u5bb9\u6613\u5bfc\u81f4\u513f\u7ae5\u8fc7\u5ea6\u4f7f\u7528\u5c4f\u5e55\u7684\u5a31\u4e50\u65b9\u5f0f\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\/3cb7724b-4fc5-499f-a5d4-a8331bddfd21.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/77f070a9-fd0c-4363-a159-2878e31284a5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/452e9b4c-fd96-454b-8d53-2427361edb83.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2eb09ab4-3300-4123-bd7e-10928f7d276f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/396e5e71-8460-4be7-a78b-a59f302d1c0c.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\/4bcae4a1-dfe3-4a94-a67a-b1966848f4b5.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=DSpLbgQaqTY\"><source src=\"https:\/\/www.youtube.com\/watch?v=DSpLbgQaqTY\" 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\">Parenting<\/span><br \/>\n <span class=\"tag\">Kids<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u513f\u7ae5\u6559\u80b2\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">AI\u751f\u6210\u5185\u5bb9<\/span><br \/>\n <span class=\"tag\">\u7761\u524d\u6545\u4e8b<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u63a8\u8350<\/span><br \/>\n <span class=\"tag\">\u5c4f\u5e55\u6212\u65ad<\/span><br \/>\n <span class=\"tag\">\u5bb6\u5ead\u6559\u80b2<\/span><br \/>\n <span class=\"tag\">\u97f3\u9891\u5185\u5bb9<\/span><br \/>\n <span class=\"tag\">\u4eb2\u5b50\u4e92\u52a8<\/span><br \/>\n <span class=\"tag\">\u60c5\u611f\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u4e3a\u751f\u6210\u7684\u6545\u4e8b\u8d28\u91cf\u201c\u76f8\u5f53\u624e\u5b9e\u201d\uff0c\u5b69\u5b50\u5f88\u559c\u6b22\u3002\u8bc4\u8bba\u591a\u4e3a\u79f0\u8d5e\uff0c\u672a\u53d1\u73b0\u5177\u4f53\u95ee\u9898\u6216\u6539\u8fdb\u5efa\u8bae\u3002\u521b\u59cb\u4eba\u4e3b\u52a8\u5f81\u96c6\u53cd\u9988\uff0c\u4f46\u7528\u6237\u5c1a\u672a\u63d0\u51fa\u5b9e\u8d28\u6027\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 Gramms\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u5f53\u4ee3\u80b2\u513f\u7684\u9ad8\u9891\u75db\u70b9\uff1a\u5c06\u201c\u7761\u524d\u4eea\u5f0f\u201d\u4ece\u5c4f\u5e55\u4e89\u593a\u6218\u8f6c\u5316\u4e3a\u5b89\u5168\u3001\u6e29\u99a8\u7684\u97f3\u9891\u966a\u4f34\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u53c8\u4e00\u4e2aAI\u6545\u4e8b\u751f\u6210\u5668\u201d\uff0c\u800c\u5728\u4e8e\u5b83\u5145\u5f53\u4e86\u4e00\u4e2a\u201c\u6570\u5b57\u7f13\u51b2\u533a\u201d\u548c\u201c\u60c5\u611f\u8f6c\u8bd1\u5668\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u8bbe\u8ba1\u4e0a\u201c\u53cd\u5c4f\u5e55\u201d\u7684\u575a\u6301\u662f\u5b83\u6700\u7280\u5229\u7684\u6d1e\u5bdf\u3002\u5b83\u6ca1\u6709\u8bd5\u56fe\u5728\u4e92\u52a8\u6027\u548c\u89c6\u89c9\u523a\u6fc0\u4e0a\u4e0e\u77ed\u89c6\u9891\u5e73\u53f0\u7ade\u4e89\uff0c\u800c\u662f\u9000\u4e00\u6b65\uff0c\u56de\u5f52\u97f3\u9891\u7684\u672c\u8d28\u2014\u2014\u60f3\u8c61\u4e0e\u4e13\u6ce8\u3002\u8fd9\u770b\u4f3c\u662f\u4e00\u79cd\u529f\u80fd\u9650\u5236\uff0c\u5b9e\u5219\u662f\u5176\u6838\u5fc3\u62a4\u57ce\u6cb3\uff1a\u5b83\u8d29\u5356\u7684\u4e0d\u662f\u5185\u5bb9\u672c\u8eab\uff0c\u800c\u662f\u201c\u5bb6\u957f\u7684\u63a7\u5236\u611f\u201d\u548c\u201c\u5b69\u5b50\u7684\u5b89\u5168\u611f\u201d\u3002AI\u5728\u6b64\u7684\u89d2\u8272\u4e0d\u662f\u70ab\u6280\uff0c\u800c\u662f\u9ad8\u6548\u3001\u4f4e\u6210\u672c\u5730\u5b9e\u73b0\u4e2a\u6027\u5316\uff0c\u5c06\u5b69\u5b50\u7684\u57fa\u672c\u4fe1\u606f\u8f6c\u5316\u4e3a\u4e13\u5c5e\u53d9\u4e8b\uff0c\u6ee1\u8db3\u4e86\u513f\u7ae5\u5bf9\u201c\u81ea\u5df1\u662f\u6545\u4e8b\u4e3b\u89d2\u201d\u7684\u6c38\u6052\u6e34\u671b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u6700\u5177\u6f5c\u529b\u7684\u529f\u80fd\u201c\u58f0\u97f3\u514b\u9686\u201d\u5219\u89e6\u53ca\u4e86\u66f4\u6df1\u5c42\u7684\u60c5\u611f\u9700\u6c42\u3002\u5b83\u5c06\u5de5\u5177\u4ece\u201c\u5185\u5bb9\u63d0\u4f9b\u201d\u5347\u7ea7\u4e3a\u201c\u60c5\u611f\u8fde\u63a5\u4fdd\u5b58\u201d\uff0c\u5c24\u5176\u5bf9\u4e8e\u8de8\u5730\u57df\u5bb6\u5ead\u6216\u7eaa\u5ff5\u5df2\u6545\u4eb2\u4eba\uff0c\u63d0\u4f9b\u4e86\u96be\u4ee5\u66ff\u4ee3\u7684\u60c5\u611f\u4ef7\u503c\u3002\u8fd9\u4f7fGramms\u8d85\u8d8a\u4e86\u666e\u901a\u80b2\u513f\u5de5\u5177\uff0c\u8e0f\u5165\u4e86\u201c\u6570\u5b57\u9057\u4ea7\u201d\u548c\u201c\u60c5\u611f\u79d1\u6280\u201d\u7684\u9886\u57df\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u6545\u4e8b\u751f\u6210\u8d28\u91cf\u7684\u957f\u671f\u53ef\u6301\u7eed\u6027\u662f\u5173\u952e\uff0cAI\u5bb9\u6613\u9677\u5165\u6a21\u5f0f\u5316\uff0c\u513f\u7ae5\u7684\u5174\u8da3\u70b9\u5374\u4e0d\u65ad\u53d8\u5316\u3002\u5176\u6b21\uff0c\u201c\u65e0\u5c4f\u5e55\u97f3\u9891\u201d\u7684\u4f53\u9a8c\u58c1\u5792\u8f83\u4f4e\uff0c\u6781\u6613\u88ab\u5927\u578b\u6d41\u5a92\u4f53\u5e73\u53f0\u6216\u667a\u80fd\u97f3\u7bb1\u96c6\u6210\u7c7b\u4f3c\u529f\u80fd\u6240\u8986\u76d6\u3002\u6700\u540e\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u4f9d\u8d56\u8ba2\u9605\uff0c\u4f46\u201c\u6bcf\u54683\u4e2a\u6545\u4e8b\u201d\u7684\u514d\u8d39\u989d\u5ea6\u662f\u5426\u8db3\u4ee5\u5f62\u6210\u4e60\u60ef\uff0c\u800c\u201c\u65e0\u9650\u6545\u4e8b+\u58f0\u97f3\u514b\u9686\u201d\u7684\u4ed8\u8d39\u70b9\u662f\u5426\u8db3\u591f\u5f3a\u52b2\uff0c\u4ecd\u9700\u5e02\u573a\u9a8c\u8bc1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cGramms\u662f\u4e00\u6b21\u4f18\u96c5\u7684\u201c\u964d\u7ef4\u6253\u51fb\u201d\u3002\u5b83\u6ca1\u6709\u5728\u7ea2\u6d77\u4e2d\u62fc\u6740\uff0c\u800c\u662f\u91cd\u65b0\u5b9a\u4e49\u4e86\u6218\u573a\uff1a\u4ece\u201c\u4e89\u593a\u6ce8\u610f\u529b\u201d\u5230\u201c\u5f52\u8fd8\u5b89\u5b81\u201d\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u68c0\u9a8c\u73b0\u4ee3\u5bb6\u5ead\u662f\u5426\u613f\u610f\u4e3a\u4e00\u4efd\u6570\u5b57\u65f6\u4ee3\u7684\u3001\u6709\u6e29\u5ea6\u7684\u63a7\u5236\u6743\u4e70\u5355\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\">Gramms<\/span>\n <\/div>\n<div class=\"comment-content\">Create magical bedtime stories featuring your child. AI generates personalized stories with warm, grandparent-like narration in 60 seconds. Download free on iOS!<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The stories that it generated are pretty solid.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@aswin_kumar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aswin_kumar<\/a> Thanks Aswin! Keep the feedback coming! \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Excellent app. My kids loved the stories it generated. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@supreet_tare thanks so much Supreet! Glad to hear the kids liked it!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Pretty cool \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\">@iamarnob6543 thanks so much Arnob!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Love the idea \ud83d\udc4c<\/div>\n<div class=\"comment-actions\">\n<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\">@suhasmotwani thanks Suhas! \ud83d\ude4f\ud83c\udffd<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! I\u2019m Robin, founder of Gramms.<\/p>\n<p>Here\u2019s the problem that made me build this: bedtime has become screen time. Parents hand kids a tablet, YouTube autoplay takes over, and 20 minutes later they\u2019re watching unboxing videos or something weirdly age-inappropriate that slipped through the algorithm. Nobody feels great about it \u2014 but after a long day, what\u2019s the alternative?<\/p>\n<p> <a href=\"https:\/\/www.gramms.ai\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Gramms<\/strong><\/a> is that alternative.<\/p>\n<p>You add your child\u2019s name, age, and interests. Create your own story (or let AI surprise you). In about 60 seconds, Gramms generates an original bedtime story, creates unique cover art, and narrates it in a warm, emotive voice \u2014 all personalized to YOUR kid.<\/p>\n<p> Then you put the phone down. It\u2019s screen-free by design \u2014 background audio, like a podcast for bedtime. No animations, no tapping, no algorithmic rabbit holes. Just a voice telling your child\u2019s story.<\/p>\n<p> What makes it safe for kids:<br \/> \u2022 Every story is generated with strict age-appropriate guardrails \u2014 no violence, no scary content, nothing a parent wouldn\u2019t read aloud themselves<br \/> \u2022 Content is tuned to the child\u2019s actual age (a story for a 3-year-old reads very differently from one for a 9-year-old)<br \/> \u2022 No ads, no in-app social features, no user-generated content. Just stories<br \/> \u2022 No data shared with third parties without explicit parental consent<\/p>\n<p>And the feature I\u2019m most excited about: voice cloning. A grandparent (or anyone really!) records ~30 seconds of speech, and their actual voice narrates every story after that. For families where grandparents live far away \u2014 or are no longer around \u2014 it\u2019s something really special.<\/p>\n<p> Free: 3 stories\/week. Premium: unlimited + voice cloning.<\/p>\n<p>Would love feedback from parents, grandparents, and anyone who\u2019s ever felt guilty about handing a kid a screen at bedtime. What would make this better for your family?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#15<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/DXFTGL6ONKQTDV\" class=\"app-title\">Namespace SEO Studio<\/a><\/p>\n<div class=\"one-liner\">Instant SEO audit for any webpage<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">26<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5728\u6d4f\u89c8\u5668\u5185\u5373\u65f6\u8fd0\u884c\u3001\u65e0\u9700\u8054\u7f51\u7684SEO\u5ba1\u8ba1\u6269\u5c55\uff0c\u4e3a\u5f00\u53d1\u8005\u548c\u8425\u9500\u4eba\u5458\u63d0\u4f9b\u4e00\u7ad9\u5f0f\u9875\u9762SEO\u95ee\u9898\u8bca\u65ad\u4e0e\u4fee\u590d\u5efa\u8bae\uff0c\u89e3\u51b3\u4e86\u591a\u5de5\u5177\u5207\u6362\u548c\u6570\u636e\u9690\u79c1\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\/ef599b01-9d33-461f-8160-4e3ae4025735.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7b7a5325-c7c8-4eeb-9a0a-e5beb743a770.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c81b5177-f92a-4871-834c-29068e766c61.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\">Chrome Extensions<\/span><br \/>\n <span class=\"tag\">Analytics<\/span><br \/>\n <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">SEO<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">SEO\u5ba1\u8ba1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u5316\u8fd0\u884c<\/span><br \/>\n <span class=\"tag\">\u6280\u672fSEO<\/span><br \/>\n <span class=\"tag\">\u9875\u9762\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u7ed3\u6784\u5316\u6570\u636e\u68c0\u67e5<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5373\u65f6\u8bca\u65ad<\/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\u4fbf\u6377\u6027\u548c\u9690\u79c1\u4fdd\u62a4\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\u5bf9\u7ed3\u6784\u5316\u6570\u636e\/GEO\/AEO\u7b49\u9ad8\u7ea7SEO\u529f\u80fd\u7684\u652f\u6301\u7a0b\u5ea6\u3002\u5f00\u53d1\u8005\u56de\u590d\u786e\u8ba4\u6db5\u76d6\u57fa\u7840\u7ed3\u6784\u5316\u6570\u636e\u68c0\u67e5\uff0c\u5e76\u8ba1\u5212\u672a\u6765\u6df1\u5316AI\u641c\u7d22\u4f18\u5316\u5206\u6790\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 Namespace SEO Studio \u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u88ab\u5ffd\u89c6\u7684\u7f1d\u9699\u5e02\u573a\uff1a\u8f7b\u91cf\u3001\u5373\u65f6\u3001\u9690\u79c1\u4f18\u5148\u7684\u672c\u5730\u5316SEO\u5ba1\u8ba1\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u529f\u80fd\u5806\u780c\uff0c\u800c\u662f\u5bf9\u201c\u5de5\u4f5c\u6d41\u4e2d\u65ad\u201d\u548c\u201c\u6570\u636e\u5b89\u5168\u7126\u8651\u201d\u7684\u654f\u9510\u56de\u5e94\u3002\u5728SEO\u5de5\u5177\u666e\u904d\u4e91\u7aef\u5316\u3001\u8ba2\u9605\u5316\u3001\u529f\u80fd\u81c3\u80bf\u5316\u7684\u5f53\u4e0b\uff0c\u5b83\u53cd\u5176\u9053\u800c\u884c\uff0c\u4e3b\u6253\u201c\u672c\u5730\u8fd0\u884c\u201d\u548c\u201c\u6d4f\u89c8\u5668\u5185\u5b8c\u6210\u201d\uff0c\u8fd9\u4e0d\u4ec5\u662f\u6280\u672f\u8def\u5f84\u7684\u9009\u62e9\uff0c\u66f4\u662f\u5bf9\u7279\u5b9a\u7528\u6237\u7fa4\u4f53\uff08\u5982\u91cd\u89c6\u6570\u636e\u5b89\u5168\u7684\u5f00\u53d1\u8005\u3001\u9700\u8981\u5feb\u901f\u62bd\u67e5\u7684\u8425\u9500\u4eba\u5458\uff09\u5fc3\u7406\u7684\u7cbe\u51c6\u628a\u63e1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u201c\u950b\u5229\u201d\u4e4b\u5904\u4e5f\u53ef\u80fd\u6210\u4e3a\u5176\u5929\u82b1\u677f\u3002\u5b8c\u5168\u672c\u5730\u5316\u867d\u4fdd\u969c\u4e86\u9690\u79c1\u4e0e\u901f\u5ea6\uff0c\u4f46\u6df1\u5ea6\u5206\u6790\uff08\u5982\u5386\u53f2\u6570\u636e\u5bf9\u6bd4\u3001\u7ade\u4e89\u5bf9\u624b\u57fa\u51c6\u6d4b\u8bd5\uff09\u80fd\u529b\u5fc5\u7136\u53d7\u9650\uff0c\u8fd9\u4f7f\u5176\u5b9a\u4f4d\u66f4\u504f\u5411\u4e8e\u201cSEO\u624b\u672f\u5200\u201d\u800c\u975e\u201cSEO\u96f7\u8fbe\u201d\u3002\u4ece\u8bc4\u8bba\u4e92\u52a8\u53ef\u89c1\uff0c\u7528\u6237\u5df2\u4e0d\u6ee1\u8db3\u4e8e\u4f20\u7edfSEO\u6307\u6807\uff0c\u5f00\u59cb\u8ffd\u95eeGEO\/AEO\u7b49\u524d\u6cbf\u9700\u6c42\u3002\u5f00\u53d1\u8005\u7684\u56de\u5e94\u5c55\u73b0\u4e86\u524d\u77bb\u6027\uff0c\u4f46\u5c06\u8fd9\u4e9b\u9700\u8981\u5927\u91cf\u6570\u636e\u5904\u7406\u548cAI\u7406\u89e3\u7684\u590d\u6742\u5206\u6790\u878d\u5165\u672c\u5730\u67b6\u6784\uff0c\u5c06\u662f\u5de8\u5927\u6311\u6218\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0c\u8fd9\u662f\u4e00\u6b3e\u4f18\u79c0\u7684\u201c\u9a8c\u8bc1\u201d\u548c\u201c\u5373\u65f6\u8bca\u65ad\u201d\u5de5\u5177\uff0c\u4f46\u96be\u4ee5\u627f\u62c5\u201c\u6218\u7565\u5206\u6790\u201d\u89d2\u8272\u3002\u5b83\u6210\u529f\u5730\u5c06\u590d\u6742\u7684SEO\u5ba1\u8ba1\u7b80\u5316\u4e3a\u4e00\u4e2a\u5373\u70b9\u5373\u7528\u7684\u52a8\u4f5c\uff0c\u4f46\u82e5\u60f3\u4ece\u201c\u6709\u7528\u5de5\u5177\u201d\u8dc3\u5347\u4e3a\u201c\u5fc5\u5907\u5de5\u5177\u201d\uff0c\u5fc5\u987b\u5728\u201c\u6df1\u5ea6\u201d\u4e0e\u201c\u672c\u5730\u5316\u201d\u7684\u6096\u8bba\u4e2d\u627e\u5230\u65b0\u7684\u5e73\u8861\u70b9\u3002\u5176\u672a\u6765\u4e0d\u5728\u4e8e\u8ffd\u8d76\u5168\u80fd\u578b\u5e73\u53f0\u7684\u529f\u80fd\uff0c\u800c\u5e94\u6301\u7eed\u6df1\u5316\u5728\u901f\u5ea6\u3001\u9690\u79c1\u548c\u6838\u5fc3\u6307\u6807\u89e3\u91ca\u529b\u4e0a\u7684\u72ec\u7279\u4f18\u52bf\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\">Namespace SEO Studio<\/span>\n <\/div>\n<div class=\"comment-content\">Namespace SEO Studio is a browser extension that performs a full on page SEO audit directly in your browser. Instantly analyze meta tags, content structure, links, images, accessibility signals, and technical SEO factors that affect rankings. The extension runs more than thirty checks across six categories and provides a clear score with actionable fixes. Includes SERP preview, heading structure map, quick win suggestions, scan history, and PDF export. Everything runs locally no API calls.<\/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 Namespace SEO Studio because I was tired of jumping between multiple tools just to understand why a page was not ranking well.<\/p>\n<p>Many SEO tools are powerful but they often require accounts, subscriptions, or sending your website data to external servers. I wanted something simple, fast, and completely private that developers and marketers could use directly in their browser.<\/p>\n<p>Namespace SEO Studio runs entirely locally and performs a professional on page SEO audit in seconds. It analyzes meta tags, content structure, links, images, accessibility signals, and technical SEO factors that affect how search engines crawl and rank a page.<\/p>\n<p>The goal was to create a practical tool that not only finds problems but also explains why they matter and how to fix them.<\/p>\n<p>I would love to hear your feedback<br \/>\nWhat SEO checks do you think every audit tool should include?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice idea. Instant SEO audits inside the browser could be really useful for quick page analysis.<\/p>\n<p>Does the extension also help identify structured data issues or schema errors?<\/p>\n<p>As someone building a product, SEO insights like this are always valuable. <a href=\"https:\/\/www.producthunt.com\/@abdulnour\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"abdulnour\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abdulnour<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@prathiganesh Yes, structured data is part of the analysis.<\/p>\n<p>The extension scans the page for Schema and JSON LD structured data and shows whether structured data is present, missing, or potentially incomplete. This helps quickly verify if a page is exposing the information search engines and AI systems expect.<\/p>\n<p>It also highlights related signals that often affect how structured data is interpreted, such as:<\/p>\n<p>\u2022 Presence of JSON LD blocks in the page<br \/>\n\u2022 Type of schema detected such as Article, Product, Organization, FAQ<br \/>\n\u2022 Placement and visibility of structured data in the DOM<br \/>\n\u2022 Basic structural issues that could prevent parsers from reading it properly<\/p>\n<p>The goal is to give developers, SEO specialists, and site owners a fast validation layer directly in the browser without needing to open external tools for every page they check.<\/p>\n<p>Deeper schema validation and richer diagnostics are planned for future updates, including clearer detection of schema completeness and potential improvements for better visibility in search results and AI powered answer engines.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Is this tool also helpful for GEO & AEO? SEO is good but without these two, brand visibility is subpair<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@davitausberlin Great question. Yes, the tool is helpful for SEO, and many of the signals it analyzes are also directly relevant to GEO (Generative Engine Optimization) and AEO (Answer Engine Optimization).<\/p>\n<p>Modern AI driven search systems and answer engines rely heavily on structured, well organized, and machine readable content. The audit includes several elements that influence how AI systems understand and surface content, such as:<\/p>\n<p>Content and semantic structure<br \/>\nClear heading hierarchy, semantic HTML, and well structured content help AI models extract answers and summaries more accurately.<\/p>\n<p>Structured data<br \/>\nThe extension checks for schema and JSON LD, which are important signals used by search engines and AI systems to understand entities, products, articles, and FAQs.<\/p>\n<p>Technical accessibility<br \/>\nElements like canonical tags, robots directives, language attributes, and clean DOM structure affect how both crawlers and AI retrieval systems access and interpret the page.<\/p>\n<p>Content depth and clarity<br \/>\nWord count, readability, and content organization influence whether a page can serve as a reliable source for answer based results.<\/p>\n<p>The current focus of the tool is on solid technical and on page foundations, which are prerequisites for strong SEO, GEO, and AEO performance.<\/p>\n<p>Future updates are planned to include deeper analysis for AI oriented visibility, such as answer extraction readiness, entity clarity, and content structure optimized for generative search systems.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#16<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/4JU7BBBTPMZ5J5\" class=\"app-title\">Sendrise<\/a><\/p>\n<div class=\"one-liner\">Launch high-converting cold campaigns in minutes<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">26<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Sendrise\u662f\u4e00\u6b3eAI\u9a71\u52a8\u7684\u51b7\u90ae\u4ef6\u8425\u9500\u5e73\u53f0\uff0c\u5e2e\u52a9\u9500\u552e\u56e2\u961f\u5728\u5355\u4e00\u5de5\u5177\u5185\u5b8c\u6210\u6f5c\u5728\u5ba2\u6237\u67e5\u627e\u3001\u90ae\u7bb1\u9a8c\u8bc1\u3001AI\u4e2a\u6027\u5316\u64b0\u5199\u4e0e\u90ae\u4ef6\u53d1\u9001\uff0c\u89e3\u51b3\u591a\u5de5\u5177\u5806\u53e0\u3001\u6210\u672c\u9ad8\u6602\u4e14\u6d41\u7a0b\u5272\u88c2\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/d94f3581-024f-4767-8998-495d7b5cc3b5.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=oVkN3z7Zd50\"><source src=\"https:\/\/www.youtube.com\/watch?v=oVkN3z7Zd50\" 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\/33da2415-14c8-4bde-a1d4-00dc47467643.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\/1a2c507c-a668-42fc-a051-911de5a21c24.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\/048fc43a-31e5-4b77-b526-ada723987062.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\">Email<\/span><br \/>\n <span class=\"tag\">Email Marketing<\/span><br \/>\n <span class=\"tag\">SaaS<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u51b7\u90ae\u4ef6\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">AI\u4e2a\u6027\u5316<\/span><br \/>\n <span class=\"tag\">\u6f5c\u5728\u5ba2\u6237\u6316\u6398<\/span><br \/>\n <span class=\"tag\">\u90ae\u7bb1\u9a8c\u8bc1<\/span><br \/>\n <span class=\"tag\">\u4e00\u4f53\u5316\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">SaaS\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u8d4b\u80fd<\/span><br \/>\n <span class=\"tag\">\u90ae\u4ef6\u9001\u8fbe\u7387\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u751f\u547d\u5468\u671f\u4f18\u60e0<\/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\u4eb2\u81ea\u53d1\u5e03\u4ea7\u54c1\uff0c\u9610\u8ff0\u5f00\u53d1\u521d\u8877\u662f\u89e3\u51b3\u51b7\u90ae\u4ef6\u63a8\u5e7f\u590d\u6742\u3001\u6602\u8d35\u548c\u5de5\u5177\u788e\u7247\u5316\u7684\u95ee\u9898\u3002\u8bc4\u8bba\u4e3a\u4ea7\u54c1\u53d1\u5e03\u516c\u544a\uff0c\u672a\u5305\u542b\u5916\u90e8\u7528\u6237\u7684\u76f4\u63a5\u53cd\u9988\u6216\u5efa\u8bae\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Sendrise\u5207\u5165\u7684\u662f\u4e00\u4e2a\u62e5\u6324\u4f46\u75db\u70b9\u660e\u786e\u7684\u5e02\u573a\uff1a\u9500\u552e\u5916\u8054\u3002\u5176\u5ba3\u79f0\u7684\u201c\u4e00\u4f53\u5316\u201d\u662f\u6838\u5fc3\u5356\u70b9\uff0c\u76f4\u6307\u5f53\u524d\u7528\u6237\u9700\u5728\u6570\u636e\u6e90\u3001\u9a8c\u8bc1\u5668\u3001\u5199\u4f5c\u52a9\u624b\u548c\u90ae\u4ef6\u53d1\u9001\u5668\u4e4b\u95f4\u624b\u52a8\u5207\u6362\u7684\u201c\u5de5\u5177\u70bc\u72f1\u201d\u3002\u8fd9\u786e\u5b9e\u80fd\u5438\u5f15\u88ab\u788e\u7247\u5316\u548c\u53e0\u52a0\u8ba2\u9605\u6210\u672c\u56f0\u6270\u7684\u4e2d\u5c0f\u9500\u552e\u56e2\u961f\u6216\u521d\u521b\u516c\u53f8\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u8003\u9a8c\u5728\u4e8e\u51e0\u4e2a\u6df1\u5c42\u7ef4\u5ea6\u3002\u9996\u5148\uff0c\u201c\u4e00\u4f53\u5316\u201d\u5f80\u5f80\u610f\u5473\u7740\u5728\u6bcf\u4e2a\u7ec6\u5206\u529f\u80fd\u4e0a\u96be\u4ee5\u505a\u5230\u6781\u81f4\uff0c\u90ae\u7bb1\u9a8c\u8bc1\u7684\u51c6\u786e\u7387\u3001AI\u5199\u4f5c\u7684\u672c\u5730\u5316\u4e0e\u8bf4\u670d\u529b\u3001\u53d1\u9001\u57fa\u7840\u8bbe\u65bd\u7684\u7a33\u5b9a\u6027\u548c\u9001\u8fbe\u7387\uff0c\u6bcf\u4e00\u4e2a\u73af\u8282\u90fd\u662f\u4e13\u4e1a\u58c1\u5792\u3002\u5176\u6b21\uff0c\u51b7\u90ae\u4ef6\u751f\u6001\u6b63\u9762\u4e34\u6536\u4ef6\u7bb1\u89c4\u5219\u65e5\u8d8b\u4e25\u683c\u3001\u7528\u6237\u9690\u79c1\u610f\u8bc6\u589e\u5f3a\u4ee5\u53caAI\u5783\u573e\u90ae\u4ef6\u6cdb\u6ee5\u7684\u9006\u98ce\u3002\u9ad8\u9001\u8fbe\u7387\u627f\u8bfa\u5728\u957f\u671f\u5927\u89c4\u6a21\u4f7f\u7528\u65f6\u5c06\u9762\u4e34\u4e25\u5cfb\u6311\u6218\u3002\u6700\u540e\uff0c\u5176\u901a\u8fc7\u201c\u7ec8\u8eab\u5236\u201d\u4f18\u60e0\u542f\u52a8\uff0c\u867d\u662f\u83b7\u5ba2\u7b56\u7565\uff0c\u4f46\u4e5f\u53ef\u80fd\u6298\u5c04\u51fa\u5728\u4f20\u7edf\u6708\u8d39\u6a21\u5f0f\u4e0a\u9762\u4e34\u7740\u5f3a\u5927\u7684\u73b0\u6709\u7ade\u4e89\u5bf9\u624b\uff08\u5982Lemlist\u3001Smartlead\u7b49\uff09\u7684\u538b\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u67d0\u4e2a\u5355\u70b9\u6280\u672f\u521b\u65b0\uff0c\u800c\u5728\u4e8e\u5bf9\u201c\u7528\u6237\u4f53\u9a8c\u201d\u548c\u201c\u603b\u62e5\u6709\u6210\u672c\u201d\u7684\u91cd\u6784\u5c1d\u8bd5\u3002\u80fd\u5426\u6210\u529f\uff0c\u53d6\u51b3\u4e8e\u5176\u96c6\u6210\u529f\u80fd\u7684\u6df1\u5ea6\u800c\u975e\u5e7f\u5ea6\uff0c\u4ee5\u53ca\u80fd\u5426\u5728\u65e5\u76ca\u654f\u611f\u7684\u90ae\u4ef6\u751f\u6001\u4e2d\uff0c\u5e2e\u52a9\u7528\u6237\u5b9e\u73b0\u5408\u89c4\u3001\u7cbe\u51c6\u4e14\u6709\u6548\u7684\u89e6\u8fbe\uff0c\u800c\u975e\u4ec5\u4ec5\u662f\u66f4\u5feb\u7684\u5783\u573e\u90ae\u4ef6\u8f70\u70b8\u3002\u5982\u679c\u53ea\u662f\u5c06\u5e73\u5eb8\u7684\u529f\u80fd\u6346\u7ed1\u5728\u4e00\u8d77\uff0c\u5b83\u5f88\u5feb\u4f1a\u6ca6\u4e3a\u53e6\u4e00\u4e2a\u53ef\u66ff\u4ee3\u7684\u4e2d\u95f4\u4ef6\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\">Sendrise<\/span>\n <\/div>\n<div class=\"comment-content\">Scale your cold email outreach with AI-powered personalization, smart automation, and high deliverability. The #1 cold email tool for sales teams.<\/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>We built Sendrise because cold outreach felt unnecessarily complicated, expensive, and fragmented.<\/p>\n<p>Most founders, agencies, and sales teams end up juggling too many tools, one for leads, one for verification, one for writing emails, one for sending\u2026 and costs keep growing fast.<\/p>\n<p>So we asked ourselves:<br \/>\nWhat if cold outreach could feel simple again?<\/p>\n<p>\ud83d\ude80 Sendrise helps you:<br \/>\n\u2022 Find and organize leads<br \/>\n\u2022 Verify emails<br \/>\n\u2022 Write personalized outreach with AI<br \/>\n\u2022 Launch campaigns from one place<\/p>\n<p>And today, we\u2019re launching our Lifetime Deal because early users helped shape this product, and we wanted to make adoption easy for people who believe in building early with us \u2764\ufe0f<\/p>\n<p>This launch means a lot personally, many iterations, many late nights, many rebuilds, and a lot of learning to reach here.<\/p>\n<p>If you try it today, I\u2019d genuinely love your feedback, every comment helps us improve \ud83d\ude4c<\/p>\n<p>Thank you for checking us out and supporting indie builders \ud83d\udc99<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\/TRACNTTJ47OIA2\" class=\"app-title\">Billable for macOS<\/a><\/p>\n<div class=\"one-liner\">Fastest time & task tracker for solo founders & freelancers<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">20<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e13\u4e3a\u72ec\u7acb\u5f00\u53d1\u8005\u548c\u81ea\u7531\u804c\u4e1a\u8005\u8bbe\u8ba1\u7684macOS\u83dc\u5355\u680f\u8f7b\u91cf\u7ea7\u65f6\u95f4\u4e0e\u4efb\u52a1\u8ffd\u8e2a\u5de5\u5177\uff0c\u5728\u7528\u6237\u6c89\u6d78\u4e8e\u521b\u610f\u5de5\u4f5c\u65f6\uff0c\u5b9e\u73b0\u79d2\u7ea7\u8bb0\u5f55\u5de5\u65f6\u4e0e\u5feb\u901f\u751f\u6210\u8d26\u5355\uff0c\u89e3\u51b3\u884c\u653f\u4e8b\u52a1\u6253\u65ad\u5fc3\u6d41\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\/98e4f904-43a2-4c67-9a0e-dee141a84830.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8bb3c66c-2c5c-40e3-bb03-c55806aa3d73.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/308671eb-29f7-4e8d-a9c4-e12390257929.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/80295f41-ff49-489a-b5b4-6e65cd681f6f.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\/d90acde4-8177-409d-ad3e-072d0bd142b5.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=FQx5Z7Tm1ZI\"><source src=\"https:\/\/www.youtube.com\/watch?v=FQx5Z7Tm1ZI\" 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\">Freelance<\/span><br \/>\n <span class=\"tag\">Time Tracking<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u65f6\u95f4\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u83dc\u5355\u680f\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">macOS\u539f\u751f\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u81ea\u7531\u804c\u4e1a\u8005<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1\u8005<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u7ea7<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u9690\u79c1<\/span><br \/>\n <span class=\"tag\">\u53d1\u7968\u751f\u6210<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5bf9\u539f\u751f\u5e94\u7528\u4f53\u9a8c\u8868\u793a\u80af\u5b9a\uff0c\u5e76\u63d0\u51fa\u4e86\u4e24\u9879\u6838\u5fc3\u529f\u80fd\u5efa\u8bae\uff1a\u4e00\u662f\u5e0c\u671b\u589e\u52a0\u79bb\u5f00\u68c0\u6d4b\u529f\u80fd\u4ee5\u5e94\u5bf9\u5de5\u4f5c\u4e2d\u65ad\u573a\u666f\uff1b\u4e8c\u662f\u8be2\u95ee\u672a\u6765\u662f\u5426\u652f\u6301\u901a\u8fc7iCloud\u540c\u6b65\u7684iOS\u5ba2\u6237\u7aef\u3002\u5f00\u53d1\u8005\u56de\u590d\u786e\u8ba4\u4e86\u7761\u7720\u81ea\u52a8\u6682\u505c\u8ba1\u65f6\uff0c\u5e76\u660e\u786e\u5c06\u5f00\u53d1iCloud\u540c\u6b65\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 Billable \u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u88ab\u6548\u7387\u5de5\u5177\u5de8\u5934\u5ffd\u89c6\u7684\u7f1d\u9699\u5e02\u573a\uff1a\u9ad8\u521b\u610f\u5c5e\u6027\u72ec\u7acb\u5de5\u4f5c\u8005\u7684\u201c\u8ba1\u8d39\u538c\u6076\u75c7\u201d\u3002\u5176\u4ef7\u503c\u4e0d\u5728\u4e8e\u529f\u80fd\u5806\u780c\uff0c\u800c\u5728\u4e8e\u5bf9\u201c\u6700\u5c0f\u5316\u6469\u64e6\u201d\u7684\u6781\u7aef\u8ffd\u6c42\u3002\u5b83\u5c06\u81ea\u8eab\u5b9a\u4f4d\u4e3a\u201c\u83dc\u5355\u680f\u4e0a\u7684\u9690\u5f62\u52a9\u624b\u201d\uff0c\u672c\u8d28\u4e0a\u662f\u5c06\u8ba1\u8d39\u8fd9\u4e00\u201c\u5fc5\u8981\u4e4b\u6076\u201d\u4ece\u4e00\u9879\u9700\u8981\u5207\u6362\u4e0a\u4e0b\u6587\u3001\u542f\u52a8\u5e94\u7528\u7684\u4efb\u52a1\uff0c\u964d\u7ef4\u4e3a\u4e00\u4e2a\u8fd1\u4e4e\u65e0\u611f\u7684\u7cfb\u7edf\u7ea7\u64cd\u4f5c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u201c\u6570\u636e100%\u7559\u5b58\u4e8e\u8bbe\u5907\u201d\u7684\u9690\u79c1\u5356\u70b9\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u5728\u5f70\u663e\u5b89\u5168\u4e0e\u72ec\u7acb\u6027\u7684\u540c\u65f6\uff0c\u4e5f\u4e3b\u52a8\u653e\u5f03\u4e86\u8de8\u8bbe\u5907\u65e0\u7f1d\u4f53\u9a8c\u8fd9\u4e00\u73b0\u4ee3\u6548\u7387\u5de5\u5177\u7684\u6807\u914d\uff0c\u8fd9\u4e0e\u7528\u6237\u5bf9iCloud\u540c\u6b65\u7684\u5f3a\u70c8\u9700\u6c42\u5f62\u6210\u4e86\u76f4\u63a5\u77db\u76fe\u3002\u8fd9\u63ed\u793a\u4e86\u4ea7\u54c1\u54f2\u5b66\u7684\u5185\u5728\u5f20\u529b\uff1a\u662f\u575a\u5b88\u6781\u7b80\u3001\u672c\u5730\u7684\u7eaf\u7cb9\u6027\uff0c\u8fd8\u662f\u5411\u4fbf\u5229\u6027\u59a5\u534f\uff1f\u5f00\u53d1\u8005\u7684\u79ef\u6781\u56de\u5e94\u663e\u793a\u5176\u9009\u62e9\u4e86\u540e\u8005\uff0c\u4f46\u540c\u6b65\u529f\u80fd\u7684\u52a0\u5165\u662f\u5426\u4f1a\u7834\u574f\u5176\u5f15\u4ee5\u4e3a\u50b2\u7684\u201c\u8f7b\u91cf\u201d\u4e0e\u201c\u5373\u65f6\u201d\u611f\uff0c\u5c06\u662f\u4e00\u4e2a\u5173\u952e\u8003\u9a8c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u5e02\u573a\u89d2\u5ea6\u770b\uff0c\u5176\u805a\u7126\u201c\u72ec\u7acb\u521b\u4f5c\u8005\u201d\u7684\u53d9\u4e8b\u806a\u660e\u4e14\u7280\u5229\u3002\u5b83\u8d29\u5356\u7684\u4e0d\u662f\u7ba1\u7406\uff0c\u800c\u662f\u201c\u4fdd\u62a4\u201d\u2014\u2014\u4fdd\u62a4\u521b\u610f\u65f6\u95f4\uff0c\u4fdd\u62a4\u5fc3\u6d41\u72b6\u6001\u3002\u8fd9\u6bd4\u5355\u7eaf\u63a8\u9500\u8ba1\u65f6\u529f\u80fd\u66f4\u80fd\u5f15\u53d1\u60c5\u611f\u5171\u9e23\u3002\u4f46\u957f\u8fdc\u6765\u770b\uff0c\u5176\u62a4\u57ce\u6cb3\u53ef\u80fd\u8f83\u6d45\u3002\u4e00\u65e6\u5de8\u5934\u4eec\u5728\u5176\u91cd\u91cf\u7ea7\u4ea7\u54c1\u4e2d\u589e\u52a0\u4e00\u4e2a\u201c\u6781\u7b80\u6a21\u5f0f\u201d\uff0c\u6216\u51fa\u73b0\u7c7b\u4f3c\u5b9a\u4f4d\u7684\u7ade\u54c1\uff0cBillable \u5fc5\u987b\u8bc1\u660e\uff0c\u5176\u539f\u751f\u4f53\u9a8c\u4e0e\u5bf9\u7ec6\u5206\u4eba\u7fa4\u5fc3\u667a\u7684\u6df1\u5ea6\u7406\u89e3\uff0c\u80fd\u6784\u6210\u8db3\u591f\u575a\u56fa\u7684\u58c1\u5792\u3002\u5b83\u76ee\u524d\u66f4\u50cf\u4e00\u4e2a\u4f18\u96c5\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u800c\u975e\u4e00\u4e2a\u98a0\u8986\u6027\u7684\u5e73\u53f0\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Billable for macOS<\/span>\n <\/div>\n<div class=\"comment-content\">A lightweight task and time tracker that lives in your Mac menu bar. Built for solo founders and freelancers who want instant access and deep focus. Plan work, log billable hours, and generate invoices without switching tools. Fully native, keyboard-friendly, and private \u2014 your data stays 100% on your device. 14-day free trial, no card required.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone \ud83d\udc4b Ajith here — maker of Billable.<\/p>\n<p>A client recently asked me, \u201cWhy haven\u2019t you invoiced for the last 2 months? Don\u2019t you need money?\u201d<\/p>\n<p>Any normal person probably would\u2019ve sent those invoices long ago. But I\u2019d been buried in design work — the part I genuinely enjoy. The admin side — tracking tasks, logging hours, generating invoices — always slipped to the bottom of my list.<\/p>\n<p>Not because it\u2019s difficult. Because it creates friction and breaks flow.<\/p>\n<p>I wanted a tool I could open instantly, track instantly, invoice instantly — without context switching or juggling multiple apps. I tried a lot of tools, but nothing felt natural enough to stick.<\/p>\n<p>So I built Billable for myself — a lightweight menu bar app for macOS that helps solo founders and freelancers track work and get paid without letting admin steal their creative energy.<\/p>\n<p>Would really love your thoughts and feedback \ud83d\ude4f What\u2019s the most frustrating part of billing or time tracking for you today?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>A dedicated native macOS app is way more appealing for time tracking than keeping another heavy browser tab open. Do you have any idle detection built in for when I inevitably step away from my desk to debug something? That feature would make this an absolute no-brainer for my daily client work.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@y_taka Yes, the timer auto stops if your mac sleeps!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks like a cool app, Congrats on the launch. Do you have plan to support a companion iOS app that syncs from iCloud ?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@whiletruelearn\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@whiletruelearn<\/a> Hey, yup, definitely shipping a sync with iCloud feature \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\">#18<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/MXKLUC5H6URRWJ\" class=\"app-title\">Letterbase<\/a><\/p>\n<div class=\"one-liner\">Email marketing that actually converts<\/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>Letterbase\u662f\u4e00\u6b3e\u4e3a\u4e2d\u5c0f\u578b\u4f01\u4e1a\u8bbe\u8ba1\u7684\u7535\u5b50\u90ae\u4ef6\u8425\u9500\u5de5\u5177\uff0c\u4e13\u6ce8\u4e8e\u63d0\u5347\u8f6c\u5316\u7387\uff0c\u901a\u8fc7\u7b80\u5316\u8054\u7cfb\u4eba\u7ba1\u7406\u3001\u6d3b\u52a8\u521b\u5efa\u548c\u6548\u679c\u8ddf\u8e2a\u6d41\u7a0b\uff0c\u89e3\u51b3\u7528\u6237\u5728\u590d\u6742\u8425\u9500\u5de5\u5177\u4e2d\u96be\u4ee5\u9ad8\u6548\u8fd0\u8425\u90ae\u4ef6\u6d3b\u52a8\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\/b87adb35-e4d6-4c9a-8128-6afdbe9b2e7f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/be0f6aa4-b280-4227-b5e7-5959572efd10.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7b47f933-b941-4052-b063-8608ef08f513.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/770381d1-b32d-4d38-a576-48c8f9d5731d.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\">Newsletters<\/span><br \/>\n <span class=\"tag\">Email Marketing<\/span><br \/>\n <span class=\"tag\">Marketing<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u7535\u5b50\u90ae\u4ef6\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u8f6c\u5316\u7387\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u4e2d\u5c0f\u4f01\u4e1a<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u8054\u7cfb\u4eba\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u7b80\u5316\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AWS SES<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u589e\u503c<\/span><br \/>\n <span class=\"tag\">\u65b0\u95fb\u7b80\u62a5<\/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\u5766\u8bda\u4ea7\u54c1\u5904\u4e8e\u516c\u5f00\u8fed\u4ee3\u9636\u6bb5\uff0c\u5bfb\u6c42\u793e\u533a\u53cd\u9988\u3002\u7528\u6237\u80af\u5b9a\u5176\u805a\u7126\u201c\u5b9e\u9645\u8f6c\u5316\u201d\u7684\u5b9a\u4f4d\uff0c\u5e76\u8be2\u95ee\u4e0e\u7ade\u54c1\uff08\u5982Instantly\u3001Lemlist\uff09\u7684\u5dee\u5f02\u5316\u3002\u5f00\u53d1\u8005\u56de\u590d\u660e\u786e\u533a\u5206\u4e86\u4ea7\u54c1\u5b9a\u4f4d\uff1a\u4e13\u6ce8\u4e8e\u9762\u5411\u81ea\u6709\u5217\u8868\u7684\u8425\u9500\u6d3b\u52a8\uff0c\u800c\u975e\u964c\u751f\u9500\u552e\u63a8\u5e7f\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 Letterbase\u7684\u53d1\u5e03\u900f\u9732\u51fa\u4e00\u79cd\u52a1\u5b9e\u7684\u201c\u53cd\u7cbe\u81f4\u4e3b\u4e49\u201d\u7b56\u7565\u3002\u5728\u529f\u80fd\u8fd1\u4e4e\u5b8c\u5907\u65f6\u4fbf\u516c\u5f00\u4eae\u76f8\uff0c\u5176\u6838\u5fc3\u4ef7\u503c\u4e3b\u5f20\u5e76\u975e\u6280\u672f\u98a0\u8986\uff0c\u800c\u662f\u5e02\u573a\u5207\u5206\u7684\u7cbe\u51c6\u4e0e\u6267\u884c\u5c42\u9762\u7684\u7b80\u5316\u3002\u5b83\u806a\u660e\u5730\u907f\u5f00\u4e86\u4e0eInstantly\u3001Lemlist\u7b49\u5728\u201c\u964c\u751f\u63a8\u5e7f\u201d\u8d5b\u9053\u7684\u7ea2\u6d77\u53ae\u6740\uff0c\u8f6c\u800c\u951a\u5b9a\u4e2d\u5c0f\u4f01\u4e1a\u7684\u201c\u81ea\u6709\u5217\u8868\u8425\u9500\u201d\u8fd9\u4e00\u770b\u4f3c\u4f20\u7edf\u5374\u9700\u6c42\u7a33\u56fa\u7684\u573a\u666f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u6807\u8bed\u201cactually converts\u201d\u76f4\u6307\u884c\u4e1a\u901a\u75c5\u2014\u2014\u4f17\u591a\u5de5\u5177\u6c89\u8ff7\u4e8e\u62a5\u544a\u201c\u6253\u5f00\u7387\u201d\u201c\u70b9\u51fb\u7387\u201d\u7b49\u4e2d\u95f4\u6307\u6807\uff0c\u5374\u6a21\u7cca\u4e86\u6700\u7ec8\u5546\u4e1a\u8f6c\u5316\u7684\u6838\u5fc3\u76ee\u6807\u3002\u8fd9\u4e00\u5b9a\u4f4d\u80fd\u7cbe\u51c6\u5438\u5f15\u90a3\u4e9b\u5bf9\u8425\u9500ROI\u6709\u76f4\u63a5\u7126\u8651\u7684\u4e1a\u4e3b\u3002\u5176\u627f\u8bfa\u7684\u7b80\u5316\u4f53\u9a8c\u3001\u900f\u660e\u5b9a\u4ef7\uff08\u542b\u514d\u8d39\u5c42\u7ea7\uff09\u4ee5\u53ca\u4f9d\u6258AWS SES\u4fdd\u969c\u9001\u8fbe\u7387\uff0c\u5171\u540c\u6784\u6210\u4e86\u5bf9\u4e3b\u6d41\u81c3\u80bf\u5e73\u53f0\u7684\u4ef7\u503c\u89e3\u6784\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\u201c\u7b80\u5316\u201d\u4e0e\u201c\u529f\u80fd\u6df1\u5ea6\u201d\u7684\u6c38\u6052\u6096\u8bba\u3002\u4e2d\u5c0f\u4f01\u4e1a\u5728\u6210\u957f\u8fc7\u7a0b\u4e2d\uff0c\u5176\u8425\u9500\u9700\u6c42\u5fc5\u7136\u8d8b\u4e8e\u590d\u6742\u3002\u5f53\u524d\u201c\u7ba1\u7406\u3001\u521b\u5efa\u3001\u8ddf\u8e2a\u201d\u7684\u57fa\u7840\u529f\u80fd\u77e9\u9635\uff0c\u80fd\u5426\u5f62\u6210\u8db3\u591f\u6df1\u7684\u62a4\u57ce\u6cb3\uff1f\u5f53\u7528\u6237\u9700\u8981\u66f4\u590d\u6742\u7684\u81ea\u52a8\u5316\u6d41\u7a0b\u3001\u66f4\u7cbe\u7ec6\u7684\u5206\u7fa4\u6216A\/B\u6d4b\u8bd5\u65f6\uff0cLetterbase\u662f\u9009\u62e9\u4fdd\u6301\u6781\u7b80\uff08\u53ef\u80fd\u6d41\u5931\u7528\u6237\uff09\uff0c\u8fd8\u662f\u8d70\u5411\u529f\u80fd\u81a8\u80c0\uff08\u80cc\u79bb\u521d\u5fc3\uff09\uff1f\u6b64\u5916\uff0c\u5728Mailchimp\u7b49\u5de8\u5934\u5df2\u63d0\u4f9b\u5f3a\u5927\u514d\u8d39\u5957\u9910\u7684\u751f\u6001\u4e2d\uff0c\u4ec5\u51ed\u201c\u805a\u7126\u8f6c\u5316\u201d\u7684\u53d9\u4e8b\u548c\u7b80\u6d01UI\uff0c\u83b7\u53d6\u548c\u7559\u5b58\u7528\u6237\u7684\u6210\u672c\u4e0d\u5bb9\u5c0f\u89d1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u6b21Product Hunt\u53d1\u5e03\u70ed\u5ea6\uff0810\u7968\uff09\u5e73\u6de1\uff0c\u66f4\u50cf\u662f\u4e00\u6b21\u7cbe\u51c6\u7684\u65e9\u671f\u7528\u6237\u6d4b\u8bd5\u4e0e\u5b9a\u4f4d\u5ba3\u8a00\u3002\u5176\u6210\u8d25\u5173\u952e\u5728\u4e8e\uff0c\u80fd\u5426\u5728\u201c\u4e3a\u81ea\u6709\u5217\u8868\u8425\u9500\u63d0\u4f9b\u6781\u81f4\u7b80\u5355\u3001\u8f6c\u5316\u5bfc\u5411\u7684\u4f53\u9a8c\u201d\u8fd9\u4e00\u72ed\u7a84\u5207\u53e3\u4e0a\uff0c\u505a\u5230\u4f53\u9a8c\u4e0e\u6548\u679c\u7684\u53cc\u91cd\u78be\u538b\uff0c\u5e76\u6784\u5efa\u8d77\u53ef\u6301\u7eed\u7684\u5546\u4e1a\u6a21\u5f0f\u3002\u8fd9\u6761\u8def\u9700\u8981\u7684\u662f\u6df1\u5ea6\u800c\u975e\u5e7f\u5ea6\uff0c\u662f\u514b\u5236\u800c\u975e\u6269\u5f20\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\">Letterbase<\/span>\n <\/div>\n<div class=\"comment-content\">Letterbase – Email marketing that actually converts. Send beautiful campaigns, manage contacts, and track performance. Built for small and mid-sized businesses.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><em>Launching something new always comes with a temptation to polish it endlessly in private. I decided to take the opposite route.<\/em><\/p>\n<p>Today I’m sharing <strong>Letterbase<\/strong> publicly on Product Hunt while it’s <em>already functional but still evolving<\/em>. Instead of waiting for “perfect”, I wanted to build in the open, learn from real users, and improve based on real feedback.<\/p>\n<p><strong>Letterbase<\/strong> is built for people who want a simpler way to run email campaigns without unnecessary complexity. The goal is straightforward: make it easy to manage contacts, create campaigns, and understand your email analytics without getting lost in bloated tools.<\/p>\n<p>The product is already almost fully working, and this launch is about starting the conversation with the community that can help shape where it goes next.<br \/><em><br \/>If you check it out, I’d genuinely appreciate your thoughts, feedback, and suggestions. Every comment helps make Letterbase better.<\/em><\/p>\n<p>Thanks for taking the time to look \ud83d\ude4c<\/p>\n<p>\u2014 Builder of <a href=\"https:\/\/www.letterbase.net\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.letterbase.net<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Most email tools talk about opens and clicks. Focusing on actual conversions is a better angle.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How you guys compete in this very crowded market. In other words, what’s the difference or benefits, compared to tools like Instantly, Lemlist etc. Anyway, good luck<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@davitausberlin\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"davitausberlin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davitausberlin<\/a> <\/p>\n<p>Hey Davit, thanks for the question.<\/p>\n<p>We\u2019re actually focused on a different use case: Letterbase is built for <strong>email marketing<\/strong> (newsletters, campaigns to existing subscribers, product updates) rather than cold outreach. Tools like Instantly and Lemlist are geared toward outbound sales sequences.<\/p>\n<p>For small and mid-sized businesses that want to run campaigns, manage lists, and track opens\/clicks without complexity, we offer simple pricing (including a free tier), AWS SES for deliverability, and a straightforward dashboard. If you\u2019re mainly doing cold sales outreach, those tools are a better fit; if you\u2019re doing marketing to your own lists, we\u2019re a good option.<\/p>\n<p>Thanks for the good luck \u2014 same to you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\/5ISX4YDYLRVI2A\" class=\"app-title\">MindStash<\/a><\/p>\n<div class=\"one-liner\">Never lose a thought again.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">8<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>MindStash\u662f\u4e00\u6b3eAI\u9a71\u52a8\u7684\u667a\u80fd\u7b14\u8bb0\u5e94\u7528\uff0c\u901a\u8fc7\u81ea\u52a8\u5206\u7c7b\u3001\u8bc6\u522b\u610f\u56fe\u4e0e\u9884\u6d4b\u63d0\u9192\uff0c\u5728\u7528\u6237\u4ea7\u751f\u96f6\u6563\u60f3\u6cd5\u6216\u5f85\u529e\u4e8b\u9879\u7684\u77ac\u95f4\uff0c\u4ee5\u6781\u4f4e\u6469\u64e6\u7684\u65b9\u5f0f\u6355\u83b7\u5e76\u667a\u80fd\u5316\u7ba1\u7406\uff0c\u89e3\u51b3\u4e86\u4fe1\u606f\u6613\u4e22\u5931\u548c\u7ec4\u7ec7\u6210\u672c\u8fc7\u9ad8\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/05835345-9b73-4e20-9a24-dbeb5503bd44.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ba22596a-01a0-4aeb-b188-54e1f7e92b3f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/68bccd66-30d2-40da-bb2f-aaeaba2bcd0d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b80073b8-6a59-43b2-ba99-2704a7e4938c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/899ed796-d157-4777-a32c-9208c3c41d17.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\/7bc4e4c7-1325-4d64-a929-1c9b3971b9b6.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/267b47d5c9e140ac87af4160f079e31a\"><source src=\"https:\/\/www.loom.com\/share\/267b47d5c9e140ac87af4160f079e31a\" 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\">Notes<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u667a\u80fd\u7b14\u8bb0<\/span><br \/>\n <span class=\"tag\">AI\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u65e0\u538b\u529b\u8bb0\u5f55<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5206\u7c7b<\/span><br \/>\n <span class=\"tag\">\u610f\u56fe\u8bc6\u522b<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u63d0\u9192<\/span><br \/>\n <span class=\"tag\">\u4fe1\u606f\u518d\u6d6e\u73b0<\/span><br \/>\n <span class=\"tag\">\u5bf9\u8bdd\u5f0f\u641c\u7d22<\/span><br \/>\n <span class=\"tag\">\u601d\u7ef4\u7ba1\u7406<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u6b63\u9762\uff0c\u8ba4\u53ef\u5176\u201c\u65e0\u538b\u529b\u6355\u83b7\u201d\u548c\u201c\u81ea\u52a8\u518d\u6d6e\u73b0\u201d\u7684\u6838\u5fc3\u4ef7\u503c\u3002\u521b\u59cb\u4eba\u5206\u4eab\u4ea7\u54c1\u521d\u8877\u662f\u89e3\u51b3\u201c\u601d\u7ef4\u6d41\u5931\u201d\u95ee\u9898\u3002\u6709\u6548\u5efa\u8bae\/\u95ee\u9898\u5305\u62ec\uff1a\u5173\u6ce8\u6570\u636e\u89c4\u6a21\u6269\u5927\u540e\u7684\u641c\u7d22\u5ef6\u8fdf\u3001\u5e0c\u671b\u652f\u6301\u6309\u7279\u5b9a\u521b\u610f\u65f6\u95f4\u6bb5\u63a8\u9001\u60f3\u6cd5\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 MindStash\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u505a\u53e6\u4e00\u4e2a\u7b14\u8bb0\u4ed3\u5e93\uff0c\u800c\u65e8\u5728\u6210\u4e3a\u601d\u7ef4\u7684\u201c\u9884\u6d4b\u6027\u4e2d\u67a2\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684AI\u6807\u7b7e\u5316\uff0c\u800c\u5728\u4e8e\u6784\u5efa\u4e86\u4e00\u4e2a\u201c\u8bbe\u5b9a\u540e\u5373\u9057\u5fd8\u201d\u7684\u4fe1\u4efb\u7cfb\u7edf\uff0c\u901a\u8fc710\u4e2a\u667a\u80fd\u4fe1\u53f7\u5bf9\u788e\u7247\u4fe1\u606f\u8fdb\u884c\u610f\u56fe\u5efa\u6a21\uff0c\u8bd5\u56fe\u5c06\u7528\u6237\u4ece\u201c\u8bb0\u5fc6\u4e0e\u6574\u7406\u201d\u7684\u8ba4\u77e5\u8d1f\u8377\u4e2d\u5f7b\u5e95\u89e3\u653e\u3002\u4ea7\u54c1\u51b3\u7b56\u7280\u5229\uff1a500\u5b57\u7b26\u9650\u5236\u662f\u7cbe\u5999\u4e4b\u4e3e\uff0c\u5b83\u901a\u8fc7\u7ea6\u675f\u5f62\u5f0f\u6765\u786e\u4fdd\u8f93\u5165\u8f7b\u91cf\u4e0eAI\u5904\u7406\u7684\u7ecf\u6d4e\u6027\uff0c\u76f4\u51fb\u4f20\u7edf\u7b14\u8bb0\u5e94\u7528\u201c\u8fc7\u5ea6\u7ec4\u7ec7\u201d\u53cd\u800c\u5bfc\u81f4\u201c\u601d\u7ef4\u575f\u573a\u201d\u7684\u75c7\u7ed3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u6e05\u6670\u3002\u9996\u5148\uff0c\u201c\u81ea\u52a8\u5224\u65ad\u201d\u4e0e\u201c\u7528\u6237\u63a7\u5236\u201d\u4e4b\u95f4\u5b58\u5728\u6c38\u6052\u5f20\u529b\uff0cAI\u5bf9\u201c\u7d27\u6025\u201d\u6216\u201c\u76f8\u5173\u201d\u7684\u8bef\u5224\u53ef\u80fd\u5bfc\u81f4\u4fe1\u4efb\u5d29\u584c\u3002\u5176\u6b21\uff0c\u8bc4\u8bba\u4e2d\u63d0\u53ca\u7684\u641c\u7d22\u5ef6\u8fdf\u95ee\u9898\u6307\u5411\u4e86\u6838\u5fc3\uff1a\u968f\u7740\u6570\u636e\u79ef\u7d2f\uff0c\u7b80\u5355\u7684\u8fc7\u6ee4\u6807\u7b7e\u662f\u5426\u8db3\u591f\uff1f\u5176\u5ba3\u79f0\u7684\u201c\u5bf9\u8bdd\u5f0fAI\u4ee3\u7406\u201d\u5c06\u6210\u4e3a\u5173\u952e\u74f6\u9888\uff0c\u4e5f\u662f\u4ece\u201c\u597d\u7528\u5de5\u5177\u201d\u8dc3\u5347\u4e3a\u201c\u8ba4\u77e5\u4f19\u4f34\u201d\u7684\u4ef7\u503c\u5206\u6c34\u5cad\u3002\u5f53\u524d\u5b83\u66f4\u50cf\u662f\u4e3a\u201c\u77e5\u8bc6\u5de5\u4f5c\u8005\u201d\u8bbe\u8ba1\u7684\u7cbe\u5bc6\u5916\u8111\uff0c\u4f46\u5176\u957f\u671f\u6210\u529f\u53d6\u51b3\u4e8eAI\u80fd\u5426\u5728\u590d\u6742\u3001\u6a21\u7cca\u7684\u4e2a\u4eba\u8bed\u5883\u4e2d\uff0c\u6301\u7eed\u505a\u51fa\u4ee4\u4eba\u60ca\u559c\u7684\u201c\u76f8\u5173\u518d\u6d6e\u73b0\u201d\uff0c\u8fd9\u9700\u8981\u6df1\u5ea6\u7684\u4e2a\u6027\u5316\u8bad\u7ec3\uff0c\u800c\u975e\u4ec5\u9760\u89c4\u5219\u4e0e\u521d\u59cb\u5206\u7c7b\u3002\u5b83\u907f\u5f00\u4e0eNotion\u7b49\u5168\u80fd\u5de8\u5934\u7684\u6b63\u9762\u7ade\u4e89\uff0c\u5728\u201c\u6355\u83b7-\u63d0\u9192\u201d\u8fd9\u4e00\u5782\u76f4\u94fe\u8def\u4e0a\u505a\u6df1\uff0c\u662f\u4e00\u6761\u660e\u667a\u7684\u8def\u5f84\uff0c\u4f46\u5929\u82b1\u677f\u4e5f\u6e05\u6670\u53ef\u89c1\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\">MindStash<\/span>\n <\/div>\n<div class=\"comment-content\">Most note apps just store things. MindStash understands them. Drop any thought! AI assigns category, detects urgency, predicts when to remind you, and resurfaces it when it matters. 10 intelligence signals per item: intent, priority, time context, action required, and more. Plus a conversational AI agent to search and manage your entire knowledge base in plain English. Think less about remembering. Think more about everything else.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I built MindStash because I kept losing my own thoughts.<\/p>\n<p>Not in big, noticeable ways, but through small, steady losses. An idea that came in the shower. An article I planned to read later. A task I assumed I would remember. A restaurant a friend recommended. By the time I finally tried to write them down, they had already slipped away.<\/p>\n<p>I tried everything like Notes, Notion, Pocket, random browser tabs. None of it worked long-term because the friction of organizing was always higher than the value of retrieving. Things became graveyards.<\/p>\n<p>So I built the opposite: a tool where capturing takes under 10 seconds, and the AI handles everything else. Category, urgency, tags, when to remind you, how often to resurface it. All automatic! You just dump the thought and trust the system.<\/p>\n<p>What surprised me during development was how much intelligence you can extract from a single sentence. “Call John about the football match on Sunday” tells you: it’s time-sensitive, action-required, person-related, and should generate a Saturday evening reminder. The AI picks all of that up without you specifying anything.<\/p>\n<p>The 500-character limit was a deliberate product decision, not a technical constraint. It keeps capture frictionless, controls AI costs, and forces clarity. Turns out most real thoughts fit in 500 chars.<\/p>\n<p>If you’ve ever lost a good idea because the moment passed, MindStash is for you.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Notes that resurface on their own when they are actually relevant is a much better model than searching through everything manually.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@utkarsh_singh64\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@utkarsh_singh64<\/a> Thanks for boosting feedback! Please try our app and share the experience \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I always end up using a messy markdown file for quick brain dumps, but it becomes impossible to parse when I revisit it later. Having a dedicated inbox just for raw, unstructured ideas could easily replace my current habit of sending Slack messages to myself. I would love to hear how you are handling search latency as the number of saved thoughts scales up over time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@y_taka\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@y_taka<\/a> Nice observation Takahito! Support you have 100 saved items over the period of time and lets say you have marked only 20 as completed. But having 80 items in dashboard is still headache. to resolve this, I have give “Today” tab that will only show items that you should look into for present. moreover there are advanced filter given, so you can see items based on category. And lastly if none of this work for you, then you will always have our AI chat agent at your service!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The concept of ‘thought graveyards’ hits home. As a builder focused on deep creative flow, I know how easily a fleeting idea can vanish if the capture process is too heavy. Limiting it to 500 characters is a genius move to reduce friction. Does MindStash have a way to resurface these thoughts during specific times of day when we’re most creative?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@linapok\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@linapok<\/a> Yes Lina, It going to identify which day and what time the specific item should resurface. Give this product a shot. would to hear you after use feedback \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#20<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/XQTV45J6TIQEFS\" class=\"app-title\">SuprFlow<\/a><\/p>\n<div class=\"one-liner\">Speech to Text dictation for your Mac at $30 for lifetime<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">7<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5728Mac\u4e0a\u5b8c\u5168\u672c\u5730\u8fd0\u884c\u3001\u4fdd\u62a4\u9690\u79c1\u7684\u8bed\u97f3\u8f6c\u6587\u672c\u542c\u5199\u5de5\u5177\uff0c\u901a\u8fc7\u4e00\u6b21\u6027\u4e70\u65ad\u548c\u793e\u533a\u9a71\u52a8\u8def\u7ebf\u56fe\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5bf9\u4e91\u7aef\u6570\u636e\u6cc4\u9732\u548c\u8ba2\u9605\u5236\u538c\u5026\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\/d7531c68-9753-44b2-81d1-e00b2adbd4f2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/461d22aa-882b-4f80-ac37-0921ac528446.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/17e458fb-95fd-4a19-8b7d-0b57deccb285.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/89d079a4-7f01-4d8c-b2b9-bd25b2d7adca.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/68efdef1-53fd-4de8-930c-e689424fc5eb.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\/24d99924-adfa-46c1-88e2-0ec76f1248d2.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=MN2KOoIxyn8\"><source src=\"https:\/\/www.youtube.com\/watch?v=MN2KOoIxyn8\" 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\">Privacy<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8bed\u97f3\u8f6c\u6587\u672c<\/span><br \/>\n <span class=\"tag\">Mac\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u4e70\u65ad\u5236<\/span><br \/>\n <span class=\"tag\">\u793e\u533a\u9a71\u52a8<\/span><br \/>\n <span class=\"tag\">AI\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u542c\u5199\u8f6f\u4ef6<\/span><br \/>\n <span class=\"tag\">\u53ef\u5b9a\u5236\u5316<\/span><br \/>\n <span class=\"tag\">\u79bb\u7ebf\u5de5\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\u8d5e\u8d4f\u5176\u672c\u5730\u5904\u7406\u5e26\u6765\u7684\u9690\u79c1\u5b89\u5168\u548c\u4e70\u65ad\u6a21\u5f0f\u3002\u6709\u7528\u6237\u56e0\u6b64\u53d6\u6d88\u4e86\u7ade\u54c1\u8ba2\u9605\u3002\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u4e8e\u5546\u4e1a\u6a21\u5f0f\uff08\u5982\u65e0\u8d26\u6237\u5982\u4f55\u4fdd\u62a4IP\uff09\u53ca\u4e0e\u7ade\u54c1\uff08\u5982Wispr\uff09\u7684\u6280\u672f\u5dee\u5f02\u3002\u5f00\u53d1\u8005\u56de\u5e94\u6f84\u6e05\u4e86\u9996\u6b21\u6fc0\u6d3b\u9700\u8054\u7f51\uff0c\u540e\u7eed\u53ef\u5b8c\u5168\u79bb\u7ebf\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 SuprFlow\u5207\u5165\u7684\u662f\u4e00\u4e2a\u88ab\u201c\u4e91\u8ba2\u9605\u201d\u6a21\u5f0f\u7edf\u6cbb\u5df2\u4e45\u7684\u6210\u719f\u5e02\u573a\uff0c\u5176\u771f\u6b63\u7684\u98a0\u8986\u6027\u5e76\u975e\u6280\u672f\uff0c\u800c\u662f\u4ef7\u503c\u89c2\u4e0e\u5546\u4e1a\u6a21\u5f0f\u7684\u7ec4\u5408\u62f3\u3002\u5b83\u7cbe\u51c6\u72d9\u51fb\u4e86\u5f53\u524d\u7528\u6237\u7684\u4e24\u5927\u7126\u8651\uff1a\u6570\u636e\u9690\u79c1\u4e0e\u4ed8\u8d39\u75b2\u52b3\u3002\u901a\u8fc7\u5ba3\u79f0\u5b8c\u5168\u672c\u5730\u8fd0\u884c\u548c\u4e00\u6b21\u6027\u4e70\u65ad\uff0c\u5b83\u5c06\u81ea\u5df1\u5851\u9020\u6210\u4e91\u7aefAI\u670d\u52a1\u7684\u201c\u9053\u5fb7\u5bf9\u7acb\u9762\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u793e\u533a\u9a71\u52a8\u8def\u7ebf\u56fe\u201d\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u5bf9\u4e8e\u65e9\u671f\u5c0f\u4f17\u4ea7\u54c1\uff0c\u8fd9\u662f\u6784\u5efa\u94c1\u6746\u7528\u6237\u7fa4\u7684\u5229\u5668\uff1b\u4f46\u82e5\u7528\u6237\u9700\u6c42\u53d1\u6563\uff0c\u6781\u6613\u5bfc\u81f4\u4ea7\u54c1\u5b9a\u4f4d\u6a21\u7cca\u548c\u5f00\u53d1\u8d44\u6e90\u5206\u6563\uff0c\u8fd9\u4e0e\u5b83\u5f3a\u8c03\u7684\u201c\u4f60\u7684\u5de5\u4f5c\u6d41\u201d\u6240\u6697\u793a\u7684\u9ad8\u5ea6\u5b9a\u5236\u5316\u5b58\u5728\u5185\u5728\u77db\u76fe\u3002\u5176\u6280\u672f\u67b6\u6784\u652f\u6301\u6362\u7528\u81ea\u6709\u6a21\u578b\u662f\u4eae\u70b9\uff0c\u4f46\u8fd9\u5b9e\u9645\u4e0a\u5c06\u90e8\u5206\u6280\u672f\u590d\u6742\u5ea6\u8f6c\u79fb\u7ed9\u4e86\u8fdb\u9636\u7528\u6237\uff0c\u4e3b\u6d41\u7528\u6237\u53ef\u80fd\u4ecd\u4f9d\u8d56\u5176\u5185\u7f6e\u6a21\u578b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6700\u8106\u5f31\u7684\u73af\u8282\u5728\u4e8e\u5176\u5546\u4e1a\u6a21\u5f0f\u3002\u4e00\u6b21\u6027\u6536\u8d39\u7ed3\u5408\u201c\u6c38\u4e45\u6388\u6743\u201d\u5728\u957f\u671f\u7ef4\u62a4\u3001\u6a21\u578b\u66f4\u65b0\u548c\u6301\u7eed\u5f00\u53d1\u65b9\u9762\u5b58\u5728\u7ecf\u5178\u53ef\u6301\u7eed\u6027\u8d28\u7591\u3002\u867d\u7136\u901a\u8fc7\u201c\u8d2d\u4e70\u5373\u83b7\u5f97\u5851\u9020\u4ea7\u54c1\u5e2d\u4f4d\u201d\u7684\u8bdd\u672f\u8bd5\u56fe\u63d0\u5347\u8d2d\u4e70\u9644\u52a0\u503c\uff0c\u4f46\u8fd9\u672c\u8d28\u4e0a\u662f\u4e00\u79cd\u9884\u552e\u672a\u6765\u7684\u627f\u8bfa\uff0c\u8003\u9a8c\u56e2\u961f\u957f\u671f\u8fd0\u8425\u7684\u8bda\u610f\u4e0e\u80fd\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cSuprFlow\u662f\u4e00\u6b3e\u5178\u578b\u7684\u201c\u4ef7\u503c\u89c2\u4f18\u5148\u201d\u4ea7\u54c1\u3002\u5b83\u5728\u7ea2\u6d77\u4e2d\u5f00\u8f9f\u4e86\u4e00\u4e2a\u6ce8\u91cd\u9690\u79c1\u3001\u538c\u6076\u8ba2\u9605\u7684\u7ec6\u5206\u5e02\u573a\uff0c\u4f46\u80fd\u5426\u4ece\u60c5\u6000\u5bfc\u5411\u7684\u5de5\u5177\u6210\u957f\u4e3a\u53ef\u6301\u7eed\u7684\u5546\u4e1a\u4ea7\u54c1\uff0c\u53d6\u51b3\u4e8e\u5176\u56e2\u961f\u5982\u4f55\u5728\u201c\u793e\u533a\u58f0\u97f3\u201d\u3001\u201c\u6280\u672f\u503a\u52a1\u201d\u548c\u201c\u6536\u5165\u53ef\u6301\u7eed\u6027\u201d\u4e4b\u95f4\u627e\u5230\u5e73\u8861\u70b9\u3002\u5b83\u66f4\u50cf\u4e00\u6b21\u5bf9\u4e3b\u6d41\u5546\u4e1a\u6a21\u5f0f\u7684\u6297\u8bae\uff0c\u5176\u6210\u529f\u4e0e\u5426\u5c06\u9a8c\u8bc1\u8fd9\u4e2a\u7ec6\u5206\u5e02\u573a\u7684\u5b9e\u9645\u89c4\u6a21\u4e0e\u4ed8\u8d39\u610f\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\">SuprFlow<\/span>\n <\/div>\n<div class=\"comment-content\">SuprFlow is a privacy-centered speech-to-text dictation app for your mac. Your customizations, your workflow, your rules. Most apps work one way and that is that. We are building something you can truly make your own. You decide the roadmap and we build what the community needs. Buy SuprFlow and get a seat to shape what gets built next. Two founders, 40 yrs combined experience.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! I built SuprFlow because I kept running into the same problem: every voice-to-text tool either sent my audio to the cloud or locked me into a subscription.<\/p>\n<p>SuprFlow is an AI harness that runs the full speech-to-text pipeline locally on your Mac. Nothing leaves your machine. No account, no server, no exceptions.<\/p>\n<p>What makes it different is the model flexibility. You can use the built-in offline ASR models and get going in seconds, or swap in your own. We support multiple ASR pipelines so you are never locked into one approach.<\/p>\n<p>It is a one-time purchase. $49.99, yours forever.<\/p>\n<p>But more than that, we are building this with the community. If you have a workflow you want supported, a model you want integrated, or a feature that would make this fit your setup better, I want to hear it. The roadmap is literally shaped by what people tell us.<\/p>\n<p>Happy to answer anything. What would you build with this?<\/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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019ve been using SuprFlow for about two months during the beta, and I\u2019ve really enjoyed it.<\/p>\n<p>What I like most is that everything runs locally on my machine. No accounts, no cloud uploads, no subscription.<\/p>\n<p>After using it for a while, I actually cancelled my Wispr Flow subscription. SuprFlow just fits my workflow better.<\/p>\n<p>Excited to see how this evolves.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@vjdj28\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vjdj28<\/a> Thank you for your feedback & support \u2764\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cool business model innovation! Does Wispr not do the processing locally already? It always seems so fast I assumed the model was local.<\/p>\n<\/p>\n<p>Also curious how you are protecting your IP without accounts. Don’t you need that for purchase verification at a minimum? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@john_brozena\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@john_brozena<\/a> If your internet is disconnected, Wispr fails to work \ud83d\ude42 But they definitely do a lot of cutting edge stuffs to make it so snappy, no doubts!<\/p>\n<\/p>\n<p>Great point on the IP, you are spot-on! Just to clarify, while an internet connection is needed for the initial installation (for license validation and setting up your account), SuprFlow works completely offline after that. The account is purely for tracking your license and accessing support, no ongoing connectivity required. So once you’re set up, you’re good to go even without internet!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally, a dictation app that isn\u2019t just one-size-fits-all. Curious to see how the community shapes the roadmap over time \ud83d\ude04<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ian_powell2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ian_powell2<\/a> That’s exactly the spirit we’re building with! The community roadmap is something we’re really excited about. Every user gets a vote on what gets built next, so the product genuinely grows based on real needs. Would love to hear what features matter most to 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<\/div>\n<p><\/p>\n<div id=\"imageModal\" class=\"modal\">\n <span class=\"close\">×<\/span><br \/>\n <img class=\"modal-content\" id=\"modalImage\">\n<\/div>\n<p><script>\n \/\/ \u83b7\u53d6\u6a21\u6001\u6846\u5143\u7d20\n const modal = document.getElementById(\"imageModal\");\n const modalImg = document.getElementById(\"modalImage\");\n const closeBtn = document.getElementsByClassName(\"close\")[0];<\/p>\n<p> \/\/ \u68c0\u6d4b\u662f\u5426\u4e3a\u79fb\u52a8\u8bbe\u5907\n const isMobile = \/iPhone|iPad|iPod|Android\/i.test(navigator.userAgent);<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4f18\u5316\n function addTouchOptimization() {\n if (isMobile) {\n \/\/ \u4e3a\u6240\u6709\u53ef\u70b9\u51fb\u5143\u7d20\u6dfb\u52a0\u89e6\u6478\u53cd\u9988\n const clickableElements = document.querySelectorAll(\n '.media-content, .close, .video-overlay, .play-icon'\n );<\/p>\n<p> clickableElements.forEach(el => {\n el.style.touchAction = 'manipulation'; \/\/ \u9632\u6b62\u53cc\u51fb\u7f29\u653e\n });\n }\n }<\/p>\n<p> \/\/ \u4e3a\u6240\u6709\u56fe\u7247\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\n const images = document.querySelectorAll(\"img.media-content\");\n images.forEach(img => {\n img.onclick = function() {\n modal.style.display = \"block\";\n modalImg.src = this.src;\n \/\/ \u963b\u6b62\u80cc\u666f\u6eda\u52a8\n document.body.style.overflow = \"hidden\";\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n img.addEventListener('touchstart', function(e) {\n \/\/ \u9632\u6b62\u89e6\u6478\u4e8b\u4ef6\u89e6\u53d1\u4e0d\u5fc5\u8981\u7684\u884c\u4e3a\n e.preventDefault();\n this.click();\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u4e3a\u89c6\u9891\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6 - \u8df3\u8f6c\u5230\u89c6\u9891URL\n const videos = document.querySelectorAll(\"video.media-content\");\n videos.forEach(video => {\n \/\/ \u70b9\u51fb\u89c6\u9891\u672c\u8eab\u65f6\u8df3\u8f6c\u5230\u89c6\u9891URL\n video.onclick = function(e) {\n \/\/ \u68c0\u67e5\u70b9\u51fb\u76ee\u6807\u662f\u5426\u662f\u89c6\u9891\u63a7\u4ef6\u6216\u5176\u5b50\u5143\u7d20\n let isControlClick = false;\n let target = e.target;<\/p>\n<p> \/\/ \u5411\u4e0a\u904d\u5386DOM\uff0c\u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\u5143\u7d20\n while (target && target !== this) {\n \/\/ \u68c0\u67e5\u662f\u5426\u6709\u63a7\u4ef6\u76f8\u5173\u7684\u7c7b\u540d\u6216\u5c5e\u6027\n if (target.classList.contains('video-js') || \n target.tagName.toLowerCase() === 'button' || \n target.tagName.toLowerCase() === 'input' || \n target.tagName.toLowerCase() === 'select' ||\n target.className.includes('control')) {\n isControlClick = true;\n break;\n }\n target = target.parentElement;\n }<\/p>\n<p> \/\/ \u53ea\u6709\u5f53\u70b9\u51fb\u7684\u662f\u89c6\u9891\u672c\u8eab\u800c\u975e\u63a7\u4ef6\u65f6\u624d\u8df3\u8f6c\n if (!isControlClick && e.target.tagName.toLowerCase() === 'video') {\n const videoUrl = this.getAttribute('data-video-url') || this.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n video.addEventListener('touchstart', function(e) {\n \/\/ \u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\n let isControlClick = false;\n let target = e.target;<\/p>\n<p> while (target && target !== this) {\n if (target.tagName.toLowerCase() === 'button' || \n target.tagName.toLowerCase() === 'input' || \n target.className.includes('control')) {\n isControlClick = true;\n break;\n }\n target = target.parentElement;\n }<\/p>\n<p> if (!isControlClick) {\n e.preventDefault();\n const videoUrl = this.getAttribute('data-video-url') || this.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u4e3a\u89c6\u9891\u906e\u7f69\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\uff0c\u786e\u4fdd\u70b9\u51fb\u906e\u7f69\u4e5f\u80fd\u8df3\u8f6c\n const videoOverlays = document.querySelectorAll('.video-overlay');\n videoOverlays.forEach(overlay => {\n overlay.onclick = function(e) {\n \/\/ \u963b\u6b62\u4e8b\u4ef6\u5192\u6ce1\u5230\u89c6\u9891\u5143\u7d20\n e.stopPropagation();\n const video = this.parentElement.querySelector('video.media-content');\n if (video) {\n const videoUrl = video.getAttribute('data-video-url') || video.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n overlay.addEventListener('touchstart', function(e) {\n e.preventDefault();\n e.stopPropagation();\n const video = this.parentElement.querySelector('video.media-content');\n if (video) {\n const videoUrl = video.getAttribute('data-video-url') || video.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u5173\u95ed\u6a21\u6001\u6846\n closeBtn.onclick = function() {\n modal.style.display = \"none\";\n \/\/ \u6062\u590d\u80cc\u666f\u6eda\u52a8\n document.body.style.overflow = \"auto\";\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n closeBtn.addEventListener('touchstart', function(e) {\n e.preventDefault();\n modal.style.display = \"none\";\n document.body.style.overflow = \"auto\";\n }, { passive: false });\n }<\/p>\n<p> \/\/ \u70b9\u51fb\u6a21\u6001\u6846\u5916\u90e8\u5173\u95ed\n window.onclick = function(event) {\n if (event.target === modal) {\n modal.style.display = \"none\";\n document.body.style.overflow = \"auto\";\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n modal.addEventListener('touchstart', function(e) {\n if (e.target === modal) {\n modal.style.display = \"none\";\n document.body.style.overflow = \"auto\";\n }\n }, { passive: true });\n }<\/p>\n<p> \/\/ \u6309ESC\u952e\u5173\u95ed\u6a21\u6001\u6846\n document.addEventListener('keydown', function(event) {\n if (event.key === 'Escape' && modal.style.display === 'block') {\n modal.style.display = 'none';\n document.body.style.overflow = \"auto\";\n }\n });<\/p>\n<p> \/\/ \u68c0\u67e5\u6bcf\u4e2a\u5a92\u4f53\u753b\u5eca\u4e2d\u662f\u5426\u53ea\u6709\u4e00\u4e2a\u9879\u76ee\uff0c\u5982\u679c\u662f\uff0c\u6dfb\u52a0single-item\u7c7b\n document.querySelectorAll('.media-gallery').forEach(gallery => {\n if (gallery.querySelectorAll('.media-item-wrapper').length === 1) {\n gallery.classList.add('single-item');\n }\n });<\/p>\n<p> \/\/ 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commentsContainer.classList.contains('comments-container')) {\n commentsContainer.classList.toggle('open');\n }\n });\n });\n<\/script><\/p>\n<p><\/body><br \/>\n<\/html><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-03-14 PH\u70ed\u699c | 2026-03-14 #1 Agent 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