\n \n \n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-04-17<\/title><\/p>\n<style>\n \/* --- \u5168\u5c40\u91cd\u7f6e\u4e0e\u5b57\u4f53 --- *\/\n :root {\n --ph-orange: #FF6154;\n --text-main: #21293C;\n --text-secondary: #4B587C;\n --bg-ai: #F7F7F9;\n --border-color: #E6E6E6;\n }<\/p>\n<p> body {\n font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif;\n color: var(--text-main);\n background-color: #ffffff;\n line-height: 1.6;\n margin: 0;\n padding: 20px;\n }<\/p>\n<p> .container {\n max-width: 800px;\n margin: 0 auto;\n }<\/p>\n<p> \/* --- \u5361\u7247\u6837\u5f0f --- *\/\n .app-card {\n border-bottom: 1px solid var(--border-color);\n padding-bottom: 40px;\n margin-bottom: 40px;\n }<\/p>\n<p> \/* --- 1. \u5934\u90e8\u533a\u57df --- *\/\n .app-header {\n display: flex;\n align-items: flex-start;\n gap: 16px;\n margin-bottom: 20px;\n }<\/p>\n<p> .rank {\n font-size: 24px;\n font-weight: 300;\n color: #999;\n min-width: 30px;\n padding-top: 4px;\n }<\/p>\n<p> .title-group {\n flex: 1;\n }<\/p>\n<p> .app-title {\n font-size: 24px;\n font-weight: 800;\n margin: 0 0 4px 0;\n color: var(--text-main);\n text-decoration: none;\n display: inline-block;\n }<\/p>\n<p> .app-title:hover {\n color: var(--ph-orange);\n text-decoration: underline;\n }<\/p>\n<p> .vote-btn {\n display: flex;\n flex-direction: column;\n align-items: center;\n justify-content: center;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 8px 12px;\n background: #fff;\n min-width: 60px;\n box-shadow: 0 1px 2px rgba(0,0,0,0.05);\n }<\/p>\n<p> .vote-arrow {\n color: var(--ph-orange);\n font-size: 14px;\n margin-bottom: -2px;\n }<\/p>\n<p> .vote-count {\n font-weight: 600;\n font-size: 14px;\n }<\/p>\n<p> \/* --- 2. \u5347\u7ea7\u7248\u5a92\u4f53\u753b\u5eca (\u5173\u952e\u4fee\u6539) --- *\/\n .media-gallery {\n display: flex;\n gap: 16px;\n overflow-x: auto; \/* \u5141\u8bb8\u6a2a\u5411\u6eda\u52a8 *\/\n padding-bottom: 16px; \/* \u7559\u51fa\u6eda\u52a8\u7a7a\u95f4 *\/\n scroll-snap-type: x mandatory; \/* \u6eda\u52a8\u5438\u9644\u6548\u679c *\/\n -webkit-overflow-scrolling: touch; \/* iOS \u5e73\u6ed1\u6eda\u52a8 *\/\n margin-bottom: 20px;<\/p>\n<p> \/* \u9690\u85cf\u9ed8\u8ba4\u6eda\u52a8\u6761\u4f46\u4fdd\u7559\u529f\u80fd (Firefox) *\/\n scrollbar-width: thin;\n scrollbar-color: #ddd transparent;\n }<\/p>\n<p> \/* Webkit \u6eda\u52a8\u6761\u6837\u5f0f\u4f18\u5316 *\/\n .media-gallery::-webkit-scrollbar {\n height: 6px;\n }\n .media-gallery::-webkit-scrollbar-track {\n background: transparent;\n }\n .media-gallery::-webkit-scrollbar-thumb {\n background-color: #eee;\n border-radius: 10px;\n }<\/p>\n<p> .media-item-wrapper {\n flex: 0 0 auto; \/* \u9632\u6b62\u88ab\u538b\u7f29 *\/\n width: 80%; \/* \u79fb\u52a8\u7aef\u9ed8\u8ba4\u9732\u51fa\u4e00\u70b9\u4e0b\u4e00\u5f20\uff0c\u63d0\u793a\u53ef\u6ed1\u52a8 *\/\n max-width: 500px; \/* \u684c\u9762\u7aef\u6700\u5927\u5bbd\u5ea6 *\/\n aspect-ratio: 16\/9; \/* \u7edf\u4e00\u6bd4\u4f8b *\/<\/p>\n<p> position: relative;\n border-radius: 12px;\n overflow: hidden;\n border: 1px solid rgba(0,0,0,0.08);\n background-color: #f5f5f5;\n scroll-snap-align: center; \/* \u6eda\u52a8\u505c\u6b62\u65f6\u5c45\u4e2d *\/\n }<\/p>\n<p> .media-content {\n width: 100%;\n height: 100%;\n object-fit: cover; \/* \u586b\u5145\u5bb9\u5668 *\/\n display: block;\n cursor: pointer;\n }<\/p>\n<p> \/* \u89c6\u9891\u6807\u7b7e\u7279\u6b8a\u5904\u7406 *\/\n video.media-content {\n background-color: #000;\n cursor: pointer;\n }<\/p>\n<p> \/* \u5982\u679c\u53ea\u67091\u4e2a\u5a92\u4f53\uff0c\u4e0d\u8981\u6eda\u52a8\uff0c\u4e14\u5bbd\u5ea6\u81ea\u9002\u5e94 *\/\n .media-gallery.single-item .media-item-wrapper {\n width: 100%;\n max-width: 100%;\n }<\/p>\n<p> \/* --- 3. \u63cf\u8ff0\u4e0e\u6807\u7b7e --- *\/\n .one-liner {\n font-size: 18px;\n color: var(--text-secondary);\n margin-bottom: 12px;\n font-weight: 500;\n }<\/p>\n<p> .tags-container {\n display: flex;\n flex-wrap: wrap;\n gap: 8px;\n margin-bottom: 24px;\n }<\/p>\n<p> .tag {\n font-size: 12px;\n color: var(--text-secondary);\n background-color: #F2F2F2;\n padding: 4px 10px;\n border-radius: 20px;\n font-weight: 600;\n text-transform: uppercase;\n }<\/p>\n<p> \/* --- 4. AI \u6458\u8981\u533a --- *\/\n .ai-section {\n background-color: var(--bg-ai);\n border-radius: 12px;\n padding: 20px;\n margin-bottom: 20px;\n border-left: 4px solid var(--ph-orange);\n }<\/p>\n<p> .ai-title {\n font-size: 14px;\n font-weight: 700;\n color: var(--text-main);\n margin: 0 0 12px 0;\n display: flex;\n align-items: center;\n gap: 6px;\n }<\/p>\n<p> .ai-content {\n font-size: 15px;\n color: #333;\n margin-bottom: 0;\n line-height: 1.7;\n }<\/p>\n<p> \/* --- 5. \u8bc4\u8bba\u533a --- *\/\n .reviews-section {\n margin-top: 10px;\n }<\/p>\n<p> .review-item {\n display: flex;\n gap: 10px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .review-avatar {\n font-size: 18px;\n margin-top: 2px;\n min-width: 24px;\n }<\/p>\n<p> .review-bubble {\n background: #fff;\n border: 1px solid var(--border-color);\n padding: 8px 12px;\n border-radius: 0 12px 12px 12px;\n color: var(--text-secondary);\n line-height: 1.5;\n }<\/p>\n<p> .review-author {\n font-weight: 700;\n color: var(--text-main);\n margin-right: 4px;\n font-style: normal;\n }<\/p>\n<p> .comments-section {\n margin-top: 30px;\n border-top: 1px solid var(--border-color);\n padding-top: 20px;\n }<\/p>\n<p> .comments-toggle {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 12px 20px;\n cursor: pointer;\n display: flex;\n justify-content: space-between;\n align-items: center;\n width: 100%;\n font-size: 14px;\n font-weight: 600;\n color: var(--text-main);\n transition: all 0.3s ease;\n }<\/p>\n<p> .comments-toggle:hover {\n background-color: #e9ecef;\n }<\/p>\n<p> .comments-toggle .toggle-arrow {\n font-size: 18px;\n transition: transform 0.3s ease;\n }<\/p>\n<p> .comments-toggle.open .toggle-arrow {\n transform: rotate(180deg);\n }<\/p>\n<p> .comments-container {\n max-height: 0;\n overflow: hidden;\n transition: max-height 0.5s ease;\n margin-top: 15px;\n }<\/p>\n<p> .comments-container.open {\n max-height: 800px;\n overflow: auto;\n }<\/p>\n<p> .comment-item {\n background-color: #fff;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 16px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .comment-header {\n display: flex;\n justify-content: space-between;\n align-items: flex-start;\n margin-bottom: 8px;\n }<\/p>\n<p> .comment-author {\n font-weight: 600;\n color: var(--text-main);\n margin-right: 8px;\n }<\/p>\n<p> .comment-content {\n color: var(--text-secondary);\n line-height: 1.5;\n margin-bottom: 10px;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> .comment-content p {\n margin: 0;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> \/* \u4f18\u5316\u8868\u60c5\u7b26\u53f7\u663e\u793a *\/\n .emoji {\n display: inline;\n max-width: 15px;\n overflow-wrap: normal;\n }<\/p>\n<p> .comment-actions {\n display: flex;\n align-items: center;\n gap: 16px;\n font-size: 12px;\n color: var(--text-secondary);\n }<\/p>\n<p> .comment-vote {\n display: flex;\n align-items: center;\n gap: 4px;\n cursor: pointer;\n }<\/p>\n<p> .comment-replies {\n margin-top: 12px;\n margin-left: 20px;\n padding-left: 12px;\n border-left: 2px solid var(--border-color);\n }<\/p>\n<p> .reply-item {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 6px;\n padding: 12px;\n margin-bottom: 8px;\n font-size: 13px;\n }<\/p>\n<p> .reply-content {\n color: var(--text-secondary);\n line-height: 1.4;\n margin-bottom: 6px;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }<\/p>\n<p> \/* --- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846\u6837\u5f0f --- *\/\n .modal {\n display: none;\n position: fixed;\n z-index: 1000;\n left: 0;\n top: 0;\n width: 100%;\n height: 100%;\n background-color: rgba(0, 0, 0, 0.9);\n overflow: auto;\n transition: opacity 0.3s ease;\n }<\/p>\n<p> .modal-content {\n display: block;\n max-width: 90%;\n max-height: 90vh;\n margin: 5vh auto;\n object-fit: contain;\n animation: zoom 0.3s;\n }<\/p>\n<p> @keyframes zoom {\n from {transform: scale(0.8); opacity: 0;}\n to {transform: scale(1); opacity: 1;}\n }<\/p>\n<p> .close {\n position: absolute;\n top: 20px;\n right: 35px;\n color: #fff;\n font-size: 40px;\n font-weight: bold;\n transition: 0.3s;\n cursor: pointer;\n \/* \u6dfb\u52a0\u89e6\u63a7\u4f18\u5316 *\/\n padding: 10px;\n line-height: 1;\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> .close:hover,\n .close:focus {\n color: #bbb;\n text-decoration: none;\n }<\/p>\n<p> \/* \u89c6\u9891\u70b9\u51fb\u63d0\u793a\u6837\u5f0f *\/\n .video-overlay {\n position: absolute;\n top: 0;\n left: 0;\n width: 100%;\n height: 100%;\n display: flex;\n align-items: center;\n justify-content: center;\n background-color: rgba(0, 0, 0, 0.2);\n opacity: 0;\n transition: opacity 0.3s ease;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n touch-action: manipulation;\n cursor: pointer;\n }<\/p>\n<p> .media-item-wrapper:hover .video-overlay {\n opacity: 1;\n }<\/p>\n<p> \/* \u4e3a\u89e6\u6478\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u6548\u679c *\/\n .media-item-wrapper:active .video-overlay {\n opacity: 0.8;\n }<\/p>\n<p> .play-icon {\n width: 80px;\n height: 80px;\n background-color: rgba(255, 255, 255, 0.9);\n border-radius: 50%;\n display: flex;\n align-items: center;\n justify-content: center;\n color: var(--ph-orange);\n font-size: 24px;\n font-weight: bold;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }\n <\/style>\n<p><\/head><br \/>\n<body><\/p>\n<div class=\"container\">\n<h1 style=\"text-align:center; margin-bottom:40px; font-weight:900;\">PH\u70ed\u699c | 2026-04-17<\/h1>\n<p> <!-- \u5c55\u793aapp\u5361\u7247 --><\/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\/ODDUWVTWKOPU45\" class=\"app-title\">Claude Opus 4.7<\/a><\/p>\n<div class=\"one-liner\">Claude\u2019s most capable model for reasoning and agentic coding<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">436<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Claude Opus 4.7\u662fAnthropic\u6700\u5148\u8fdb\u7684AI\u6a21\u578b\uff0c\u901a\u8fc7\u589e\u5f3a\u7684\u590d\u6742\u63a8\u7406\u3001\u81ea\u4e3b\u4ee3\u7801\u9a8c\u8bc1\u4e0e\u957f\u7a0b\u4efb\u52a1\u5904\u7406\u80fd\u529b\uff0c\u4e3a\u5f00\u53d1\u8005\u548c\u77e5\u8bc6\u5de5\u4f5c\u8005\u89e3\u51b3\u4e86\u5728\u6784\u5efaAI\u667a\u80fd\u4f53\u4e0e\u5904\u7406\u591a\u6b65\u9aa4\u3001\u957f\u65f6\u95f4\u5de5\u4f5c\u6d41\u65f6\u9700\u8981\u6301\u7eed\u4eba\u5de5\u76d1\u7763\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f742c760-2052-4612-a212-4562c20c33b1.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/32af94bf-5dee-4642-bbed-6459111ef37e.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9f78ae05-ea9e-4e55-aa9c-ab6a7717dc76.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a5895a80-7161-4d06-bd1a-6c8f86532949.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0c22328f-be61-4078-92a4-3ed4f8cedceb.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/40534fa4-5a58-4e8b-a7b6-b6a1a29df25a.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c00ba3a9-6e78-4309-b720-a1f77f5d6f54.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/632e77cb-f65e-427b-8cef-52ccc2c64e78.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4e82c3f4-a8ca-492c-a1d8-b0b9749ad4e6.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5cd9b132-8d00-44ec-b0c9-134a4dfd4fd2.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/126b240c-5ec4-48bd-981a-9f142959cfd4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">API<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Development<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5927\u578b\u8bed\u8a00\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">AI\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u7f16\u7a0b<\/span><br \/>\n <span class=\"tag\">\u590d\u6742\u63a8\u7406<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u6001\u89c6\u89c9<\/span><br \/>\n <span class=\"tag\">\u957f\u4e0a\u4e0b\u6587\u8bb0\u5fc6<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7AI<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\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\u666e\u904d\u8ba4\u53ef\u5176\u5728\u590d\u6742\u7f16\u7801\u3001\u957f\u4efb\u52a1\u5904\u7406\u548c\u8de8\u4f1a\u8bdd\u8bb0\u5fc6\u65b9\u9762\u7684\u663e\u8457\u63d0\u5347\uff0c\u5c24\u5176\u8d5e\u8d4f\u5176\u8f93\u51fa\u81ea\u6211\u9a8c\u8bc1\u529f\u80fd\u3002\u4e3b\u8981\u62c5\u5fe7\u96c6\u4e2d\u4e8e\u65b0\u5206\u8bcd\u5668\u5bfc\u81f4\u7684token\u6d88\u8017\u6fc0\u589e\uff08\u7ea61.35\u500d\uff09\u53ef\u80fd\u5e26\u6765\u7684\u6210\u672c\u95ee\u9898\uff0c\u5e76\u5bf9\u5176\u5728\u975e\u7f16\u7801\u4efb\u52a1\uff08\u5982\u6218\u7565\u5934\u8111\u98ce\u66b4\uff09\u4e2d\u7684\u6311\u6218\u6027\u8868\u793a\u7591\u8651\u3002\u90e8\u5206\u7528\u6237\u671f\u5f85\u66f4\u900f\u660e\u7684\u77e5\u8bc6\u622a\u6b62\u65e5\u671f\u4e0e\u9a8c\u8bc1\u673a\u5236\u8bf4\u660e\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 Claude Opus 4.7\u5e76\u975e\u4e00\u6b21\u70ab\u6280\u5f0f\u7684\u6280\u672f\u72c2\u6b22\uff0c\u800c\u662f\u4e00\u6b21\u7cbe\u51c6\u7684\u201c\u5de5\u7a0b\u5316\u201d\u8dc3\u8fdb\u3002\u5b83\u76f4\u6307\u5f53\u524dAI\u5e94\u7528\u4ece\u201c\u73a9\u5177\u201d\u8fc8\u5411\u201c\u5de5\u5177\u201d\u7684\u6838\u5fc3\u74f6\u9888\uff1a\u53ef\u9760\u6027\u3001\u6301\u7eed\u6027\u4e0e\u53ef\u63a7\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u57fa\u51c6\u6d4b\u8bd5\u5206\u6570\u7684\u5fae\u6da8\uff0c\u800c\u5728\u4e8e\u5c06\u201c\u667a\u80fd\u4f53\u201d\u5de5\u4f5c\u6d41\u4ece\u6982\u5ff5\u63a8\u5411\u4e86\u53ef\u7528\u7684\u5de5\u4e1a\u7ea7\u573a\u666f\u3002\u81ea\u6211\u9a8c\u8bc1\u8f93\u51fa\u673a\u5236\uff0c\u672c\u8d28\u4e0a\u662f\u4e3aAI\u5f15\u5165\u4e86\u521d\u6b65\u7684\u201c\u8d28\u91cf\u68c0\u67e5\u201d\u73af\u8282\uff0c\u8bd5\u56fe\u7528\u8ba1\u7b97\u6210\u672c\u6362\u53d6\u53ef\u4fe1\u5ea6\uff0c\u8fd9\u6bd4\u5355\u7eaf\u8ffd\u6c42\u66f4\u5927\u89c4\u6a21\u53c2\u6570\u66f4\u5177\u73b0\u5b9e\u610f\u4e49\u3002\u8de8\u4f1a\u8bdd\u8bb0\u5fc6\u7684\u6539\u5584\uff0c\u5219\u662f\u5728\u5bf9\u6297AI\u7684\u201c\u5065\u5fd8\u75c7\u201d\uff0c\u65e8\u5728\u5c06\u5bf9\u8bdd\u5f0f\u4ea4\u4e92\u5347\u7ea7\u4e3a\u53ef\u6301\u7eed\u7684\u9879\u76ee\u534f\u4f5c\u4f19\u4f34\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u7684\u201c\u7280\u5229\u201d\u4e4b\u5904\u4e5f\u66b4\u9732\u4e86\u884c\u4e1a\u7684\u6df1\u5c42\u56f0\u5883\u3002\u4e3a\u6362\u53d6\u53ef\u9760\u6027\u800c\u5f15\u5165\u7684\u201cxhigh\u201d\u52aa\u529b\u6a21\u5f0f\u548c\u65b0\u5206\u8bcd\u5668\uff0c\u76f4\u63a5\u5bfc\u81f4\u4e86token\u6d88\u8017\u7684\u98d9\u5347\uff0c\u8fd9\u65e0\u5f02\u4e8e\u5c06\u6280\u672f\u6210\u672c\u6beb\u4e0d\u63a9\u9970\u5730\u8f6c\u5ac1\u4e3a\u7528\u6237\u7684\u8d22\u52a1\u6210\u672c\u3002\u8fd9\u6e05\u6670\u5730\u63ed\u793a\u4e86\u4e00\u4e2a\u73b0\u5b9e\uff1a\u5f53\u524dAI\u80fd\u529b\u7684\u6bcf\u4e00\u6b21\u5b9e\u8d28\u6027\u8fdb\u6b65\uff0c\u4f9d\u7136\u4e25\u91cd\u4f9d\u8d56\u7b97\u529b\u5806\u780c\uff0c\u5c1a\u672a\u51fa\u73b0\u9769\u547d\u6027\u7684\u6548\u7387\u7a81\u7834\u3002\u6b64\u5916\uff0c\u6a21\u578b\u5728\u7f16\u7801\u4efb\u52a1\u4e0a\u9ad8\u5ea6\u4f18\u5316\uff0c\u5374\u5728\u521b\u9020\u6027\u6311\u6218\u4efb\u52a1\u4e0a\u88ab\u6307\u201c\u8fc7\u4e8e\u987a\u4ece\u201d\uff0c\u6697\u793a\u5176\u80fd\u529b\u53ef\u80fd\u6b63\u8d70\u5411\u201c\u5de5\u5177\u5316\u201d\u7684\u7a84\u5316\uff0c\u4e0e\u901a\u7528\u667a\u80fd\u7684\u613f\u666f\u4ea7\u751f\u5fae\u5999\u80cc\u79bb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4e4b\uff0cOpus 4.7\u662f\u4e00\u6b21\u5f3a\u6709\u529b\u7684\u8fed\u4ee3\uff0c\u5b83\u8bc1\u660eAI\u6b63\u4ece\u201c\u80fd\u505a\u4ec0\u4e48\u201d\u8f6c\u5411\u201c\u80fd\u53ef\u9760\u5730\u5b8c\u6210\u4ec0\u4e48\u201d\u3002\u4f46\u5b83\u4e5f\u662f\u4e00\u9762\u955c\u5b50\uff0c\u6620\u7167\u51fa\u901a\u5f80\u771f\u6b63\u81ea\u4e3b\u667a\u80fd\u7684\u9053\u8def\u4e0a\uff0c\u6210\u672c\u3001\u80fd\u529b\u6cdb\u5316\u4e0e\u53ef\u9760\u6027\u4e4b\u95f4\u7684\u8270\u96be\u6743\u8861\u3002\u5b83\u670d\u52a1\u4e8e\u4eca\u5929\u7684\u5b9e\u5e72\u5bb6\uff0c\u800c\u975e\u660e\u5929\u7684\u68a6\u60f3\u5bb6\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Claude Opus 4.7<\/span>\n <\/div>\n<div class=\"comment-content\">Claude Opus 4.7 is Anthropic\u2019s most advanced generally available AI model, built for complex reasoning and agentic coding. It handles long-running tasks, follows instructions precisely, verifies outputs, and delivers high-quality results across coding, research, and workflows.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Claude Opus 4.7<\/strong> looks like a serious leap forward for AI-powered development and knowledge work. It tackles a key problem: handling complex, long-running tasks that previously required constant human supervision.<\/p>\n<\/p>\n<p>With stronger instruction-following, better multimodal vision, and improved reasoning consistency, it enables users to confidently delegate harder workflows.<\/p>\n<\/p>\n<p><strong>Why it stands out:<\/strong><\/p>\n<ul>\n<li>\n<p>Verifies its own outputs for higher reliability<\/p>\n<\/li>\n<li>\n<p>Maintains coherence across long, multi-step tasks<\/p>\n<\/li>\n<li>\n<p>Improved high-resolution image understanding<\/p>\n<\/li>\n<li>\n<p>Better memory across sessions for ongoing work<\/p>\n<\/li>\n<\/ul>\n<p><strong>Key features:<\/strong><\/p>\n<ul>\n<li>\n<p>Advanced coding + agentic task handling<\/p>\n<\/li>\n<li>\n<p>`\/ultrareview` for deep code reviews<\/p>\n<\/li>\n<li>\n<p>Effort control (high \u2192 xhigh) for better reasoning vs latency tradeoff<\/p>\n<\/li>\n<li>\n<p>Available across API, Claude apps, and major cloud platforms<\/p>\n<\/li>\n<\/ul>\n<p><strong>Who it\u2019s for & use cases:<\/strong><\/p>\n<ul>\n<li>\n<p>Developers building AI agents and automations<\/p>\n<\/li>\n<li>\n<p>Analysts working on finance, research, and modeling<\/p>\n<\/li>\n<li>\n<p>Teams handling complex docs, workflows, and long-running tasks<\/p>\n<\/li>\n<\/ul>\n<p>If you\u2019re building AI agents or scaling complex workflows, this feels like a meaningful upgrade.<\/p>\n<\/p>\n<p>P.S. I hunt the latest and greatest launches in tech, SaaS and AI, follow to be notified <strong>\u2192<\/strong> <a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> How does the \/ultrareview feature + xhigh effort mode change your daily dev workflow for agentic tasks, like repo-scale refactors? Any quick win you’ve spotted already?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> <\/p>\n<p>I hope I don’t need to re-explain may architecture to it again and again. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> Really impressive release \ud83d\udc4f \u2014 Opus 4.7 feels like a meaningful step toward <em>truly delegatable<\/em> AI work. Love the focus on reliability and long\u2011running workflows; this is exactly what builders and teams have been waiting for.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Anthropic released Opus 4.7 today. Same pricing as 4.6 ($5\/$25 per million tokens), available across API, Bedrock, Vertex AI, and Microsoft Foundry.<\/p>\n<p>What changed vs 4.6:<\/p>\n<ul>\n<li>\n<p>Coding<strong>.<\/strong> Biggest gains on long-horizon software engineering tasks. Model now verifies its own outputs before reporting back.<\/p>\n<\/li>\n<li>\n<p>Vision<strong>.<\/strong> Accepts images up to 2,576px (~3.75MP)- over 3x more than any prior Claude. Key unlock for computer-use agents and diagram extraction.<\/p>\n<\/li>\n<li>\n<p>Instruction following<strong>.<\/strong> Now interprets literally. Anthropic warns: prompts tuned for 4.6 may break \u2014 re-tuning needed.<\/p>\n<\/li>\n<li>\n<p>Memory<strong>.<\/strong> Better at file system-based memory across long multi-session work.<\/p>\n<\/li>\n<li>\n<p>Real-world knowledge work<strong>.<\/strong> State-of-the-art on Finance Agent eval and GDPval-AA.<\/p>\n<\/li>\n<\/ul>\n<p>New features<strong>:<\/strong><\/p>\n<ul>\n<li>\n<p>xhigh effort level between high and max – finer control over reasoning vs. latency. Claude Code default is now xhigh for all plans.<\/p>\n<\/li>\n<li>\n<p>Task budgets in public beta on the API.<\/p>\n<\/li>\n<li>\n<p>\/ultrareview in Claude Code – dedicated review session flagging bugs and design issues. Three free for Pro and Max users.<\/p>\n<\/li>\n<li>\n<p>Auto mode extended to Claude Code Max users.<\/p>\n<\/li>\n<\/ul>\n<p>Honest caveats<strong>:<\/strong> New tokenizer \u2192 same input maps to up to 1.35x more tokens. Opus 4.7 thinks more at higher effort levels, especially on later agentic turns. Safety profile is roughly similar to 4.6 \u2014 improvement on honesty and prompt injection resistance, modestly weaker on harm-reduction advice for controlled substances. Still less capable than Claude Mythos Preview, which remains on limited release.<\/p>\n<p>Bottom line<strong>:<\/strong> Meaningful upgrade in the three places that matter most- agentic coding reliability, vision for computer-use agents, and knowledge work benchmarks. Solid iteration, obviously shy of Mythos.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The session memory improvement is the feature I’ve been waiting for. Working on a large codebase with Claude Code, the biggest pain was re-explaining architectural decisions every new session. If Opus 4.7 actually retains context across multi-session projects, that alone justifies the upgrade. Curious how the new tokenizer affects costs in practice \u2014 1.35x more tokens on the same input is worth watching.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ethanfrostlove\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ethanfrostlove<\/a> Same, I ended up upgrading from Pro to Max and still faced those limitations (at least to an extent) but what I’ve been doing to circumvent that issue is by paying attention to the context cap. When there’s 5% left I ask it to commit everything in the last hour or so to memory and have memory exported to a location of my choice. <\/p>\n<\/p>\n<p>When the context windows is maxed out and compacting or I simply start a new conversation I’ll point Claude to that memory bank and tell it to continue where I left off. This seems to work fluidly for me.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I tried a quick brainstorm on some strategic direction, but didn’t really like the response. It was not challenging me, even with explicit instructions to do so. Curious to what others are experiencing. Could it be that this model is even more tailored to e.g., coding than Opus 4.6? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The jump from Opus 4 to 4.7 in agentic coding is massive. I’ve been using Claude Code daily and the difference in how it handles multi-file refactors and complex debugging chains is night and day. The extended thinking really shines when you give it architectural decisions to reason through.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">I\u2018m super excited to test it out! Do you know what the date of knowledge database is? Especially if MacOS \/ iOS 26 Liquid Glass code is natively supported? With 4.6 I always had to use several mcps to get the right look of my implementations\u2026 <\/p>\n<p>Thx!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the verification step is interesting. most models just output and hope for the best. how does Opus 4.7 actually verify its own code outputs – static analysis, test generation, or something else?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>First impression was very, very positive! As I was preparing for my launch yesterday, it pretty much saved the day! It caught errors that 4.6 was ignoring for long time, helped me design some really valuable scripts and designed some really cool graphics & flows for me.<\/p>\n<p>Maybe I’m just hyped and excited, but I felt like I couldn’t do it without this. Came exactly on the right 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019ve been using Claude pretty regularly for coding and problem solving, and one thing I\u2019ve really appreciated is how well it handles longer, more complex tasks compared to most tools.<\/p>\n<p>There have been quite a few times where I didn\u2019t have to keep re-explaining context, which made a big difference when working through multi-step problems. Curious how much further 4.7 pushes this, especially around maintaining context and reasoning across longer workflows. Excited to try it out.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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 href=\"https:\/\/www.producthunt.com\/products\/caveman-claude-code-skill-plugin\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"caveman-claude-code-skill-plugin\" target=\"_blank\" rel=\"noopener\">@Caveman<\/a> included?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 href=\"https:\/\/x.com\/leerob\/status\/2044813242455740905\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">to quote<\/a> <a href=\"https:\/\/www.producthunt.com\/@leerob\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leerob<\/a>: “I really like this model for general agentic work outside coding. It is definitely expensive though.”<\/p>\n<\/p>\n<p>a product like <a href=\"https:\/\/www.producthunt.com\/products\/edgee\" target=\"_blank\" rel=\"noopener\">@Edgee<\/a> might be a great combo in this context imho<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Going to start today 4.7, I have been using Opus 4.6 and have been very happy with its output and performance!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>BIG STEP UP, have used it so far!! Watch out though!! Will eat your tokens LOL<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p> Multiple people here mention token consumption being brutal. What’s the rough token count on a typical multi-file refactor compared to Opus 4? Trying to figure out if the quality jump justifies the cost jump before committing to it for longer 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the agentic coding benchmarks look wild \u2014 curious how it handles really long-horizon tasks in practice vs. the SWE-bench numbers. anyone tried it on multi-hour agent workflows yet?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Opus 4.7 sounds impressive for complex reasoning tasks. I’m curious about the agentic coding capabilities – when Claude is running long-running tasks autonomously, I’m wondering how others find it handling decision-making any better when it encounters ambiguous requirements or edge cases. Does it ask for clarification or make intelligent assumptions any better?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\">I’ve Been testing 4.7 both coding in Terminal CLI and chatting about my projects on Claude.ai and at least it feels like there is a great leap in understanding of complex dynamics. 4.6 was already Impressive but this seems to be yet on another level. <\/p>\n<p>On the Claude.ai chat side I feel like Opus is now pushing me even more towards getting things done and ready for my launch and this is the first time that it took the iniative to really hash out all the angles about what we’ve been developing, and for the first time I didn’t had to ask it to read the project files and am actually impressed in the way it understood some intricacies that I’ve been explaining again and again to 4.6 even when those small details have been saved in the project memory several times. Now we got straight to the point without me having to explain where we are. <\/p>\n<p>Would be great to know how the awareness of the context between a project’s chats has changed and how it’s managed? Now some chats with old details that have changed in later chats didn’t become a problem that I’d have to address. Impressive. <\/p>\n<p>On the coding side especially with the complex code base and interactions that I’m working on, for the first time I had the same experience as with the chat side of Opus actually remembering the small details and priorities we’ve set and actually serving me with choises that are really toward the goals we’ve set and it pulled from the code base stuff that I’ve previously had to hash out every time to get to a proper plan. <\/p>\n<p> Unfortunately the update nuked my terminal chats from the past 7 months but I got over it fast because when I continued the work with Opus 4.7 and had to start hashing out some stuff that were ready to implement in serveral different chats before the nuke, we actually got those done in one go without any spoon feeding and hand holding. <\/p>\n<p>How have people felt about this change and am I imagining this? \ud83d\ude02\ud83d\udc4d <\/p>\n<p>Ps. I had to change the effort level to max and token limit to 200k in terminal CLI. The json got cleared on the update so the thinking got a downgrade and at first I was disappointed<\/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\">It\u2019s a powerhouse for design. Been using it since the launch. But it consumes mad tokens<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#2<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/PAAYARPATBOR7T\" class=\"app-title\">Build Check (for Outsiders)<\/a><\/p>\n<div class=\"one-liner\">Is your app idea actually worth building?<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">368<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e3a\u201c\u5708\u5916\u4eba\u201d\u548c\u201c\u6c1b\u56f4\u7a0b\u5e8f\u5458\u201d\u8bbe\u8ba1\u7684\u514d\u8d39\u5feb\u901f\u6d4b\u9a8c\uff0c\u901a\u8fc76\u4e2a\u7ef4\u5ea6\u4e3a\u5e94\u7528\u60f3\u6cd5\u8bc4\u5206\uff0c\u5e2e\u52a9\u7528\u6237\u5728\u6295\u5165\u5927\u91cf\u65f6\u95f4\u5f00\u53d1\u524d\uff0c\u5224\u65ad\u5176\u662f\u5426\u503c\u5f97\u6784\u5efa\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c61cad10-f37d-4adc-a731-6c98a6752a84.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\/5ae1e914-2ddf-4c00-8c34-88cd00455ca0.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\/93ee3692-e7f1-4d0d-8f5a-eb27f1ceeb1e.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\/0f5032a4-88f1-492a-acf1-c1a97012fc5b.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\/6b46a8f4-f2a5-4244-9e0d-f962e0202550.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\/e674e508-d76b-442d-a023-d5df29994e65.jpeg?auto=format\" data-video-url=\"https:\/\/youtube.com\/shorts\/fFF-BwYHbC8?feature=share\"><source src=\"https:\/\/youtube.com\/shorts\/fFF-BwYHbC8?feature=share\" 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\">No-Code<\/span><br \/>\n <span class=\"tag\">Vibe coding<\/span><br \/>\n <span class=\"tag\">Vercel Day<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4ea7\u54c1\u521b\u610f\u9a8c\u8bc1<\/span><br \/>\n <span class=\"tag\">\u60f3\u6cd5\u7b5b\u9009<\/span><br \/>\n <span class=\"tag\">\u521b\u4e1a\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u53ef\u884c\u6027\u8bc4\u4f30<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1\u8005<\/span><br \/>\n <span class=\"tag\">\u5708\u5916\u4eba\u521b\u4e1a<\/span><br \/>\n <span class=\"tag\">AI\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u5feb\u901f\u6d4b\u9a8c<\/span><br \/>\n <span class=\"tag\">\u51b3\u7b56\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\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\u6838\u5fc3\u4ef7\u503c\uff0c\u8ba4\u4e3a\u80fd\u8282\u7701\u65f6\u95f4\u3001\u63d0\u4f9b\u5177\u4f53\u884c\u52a8\u6b65\u9aa4\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\u8bc4\u5206\u7b97\u6cd5\u539f\u7406\uff08\u662f\u5426\u4e3aAI\uff09\u3001\u5bf9\u5168\u65b0\u521b\u610f\u7684\u8bc4\u4f30\u65b9\u5f0f\u3001\u4ee5\u53ca\u957f\u671f\u5546\u4e1a\u6a21\u5f0f\u3002\u5f00\u53d1\u8005\u56de\u5e94\u8bc4\u5206\u76ee\u524d\u4e3a\u786e\u5b9a\u6027\u7b97\u6cd5\uff0cAI\u7528\u4e8e\u540e\u7eed\u5206\u6790\uff0c\u5e76\u8003\u8651\u901a\u8fc7\u5bf9\u63a5\u6559\u7ec3\u3001\u63a8\u5e7f\u6280\u672f\u6808\u7b49\u65b9\u5f0f\u76c8\u5229\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 Build Check \u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u88ab\u5ffd\u89c6\u4f46\u6b63\u5728\u6269\u5927\u7684\u5e02\u573a\uff1a\u5177\u5907\u9886\u57df\u77e5\u8bc6\u4f46\u7f3a\u4e4f\u6280\u672f\u4ea7\u54c1\u5316\u7ecf\u9a8c\u7684\u201c\u5708\u5916\u4eba\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u5728\u4e8e\u90a3\u4e2a\u770b\u4f3c\u79d1\u5b66\u7684\u201c60\u5206\u5236\u201d\u8bc4\u5206\u2014\u2014\u8fd9\u66f4\u50cf\u662f\u4e00\u4e2a\u5f15\u5bfc\u7528\u6237\u8fdb\u884c\u7cfb\u7edf\u6027\u601d\u8003\u7684\u201c\u4eea\u5f0f\u611f\u201d\u8f7d\u4f53\u3002\u4ea7\u54c1\u7684\u7280\u5229\u4e4b\u5904\u5728\u4e8e\uff0c\u5b83\u7528\u6781\u7b80\u7684\u4ea4\u4e92\uff0812\u4e2a\u95ee\u9898\uff09\u5b8c\u6210\u4e86\u5bf9\u7528\u6237\u60f3\u6cd5\u6700\u521d\u6b65\u7684\u201c\u795b\u9b45\u201d\uff0c\u8feb\u4f7f\u63d0\u95ee\u8005\u4ece\u6a21\u7cca\u7684\u201c\u6211\u611f\u89c9\u6709\u4e2a\u75db\u70b9\u201d\u8f6c\u5411\u601d\u8003\u5e02\u573a\u3001\u7528\u6237\u3001\u53ef\u884c\u6027\u7b49\u5177\u4f53\u7ef4\u5ea6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6838\u5fc3\u77db\u76fe\u4e5f\u5728\u4e8e\u6b64\u3002\u8bc4\u8bba\u4e2d\u201c\u9ad8\u5206\u4f1a\u5426\u53ea\u662f\u8ba9\u4eba\u4eec\u5bf9\u6401\u7f6e\u7684\u60f3\u6cd5\u611f\u89c9\u66f4\u826f\u597d\u201d\u7684\u8d28\u7591\u4e00\u9488\u89c1\u8840\u3002\u4ea7\u54c1\u76ee\u524d\u66f4\u50cf\u4e00\u4e2a\u201c\u4fe1\u5fc3\u68c0\u67e5\u201d\u6216\u201c\u7ed3\u6784\u5316\u601d\u8003\u201d\u5de5\u5177\uff0c\u800c\u975e\u771f\u6b63\u7684\u9884\u6d4b\u5f15\u64ce\u3002\u5b83\u7684\u8bc4\u5206\u7f3a\u4e4f\u7ecf\u8fc7\u9a8c\u8bc1\u7684\u6570\u636e\u80cc\u4e66\uff0c\u5bf9\u4e8e\u201c\u65e0\u5148\u4f8b\u201d\u7684\u5168\u65b0\u60f3\u6cd5\u66f4\u662f\u675f\u624b\u65e0\u7b56\u3002\u8fd9\u4f7f\u5176\u9762\u4e34\u201c\u73a9\u5177\u201d\u4e0e\u201c\u5de5\u5177\u201d\u7684\u5b9a\u4f4d\u98ce\u9669\uff1a\u5bf9\u4e25\u8083\u521b\u4e1a\u8005\u800c\u8a00\uff0c\u5b83\u8fc7\u4e8e\u8f7b\u91cf\uff1b\u5bf9\u597d\u5947\u7684\u5708\u5916\u4eba\u800c\u8a00\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u4e00\u4e2a\u8da3\u5473\u6d4b\u8bd5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f00\u53d1\u8005\u7684\u8def\u7ebf\u56fe\uff08\u5bf9\u63a5\u6559\u7ec3\u3001\u884c\u4e1a\u624b\u518c\u3001\u9a8c\u8bc1\u5b9e\u9a8c\uff09\u63ed\u793a\u4e86\u5176\u771f\u6b63\u7684\u91ce\u5fc3\uff1a\u5e76\u975e\u6b62\u6b65\u4e8e\u8bc4\u5206\uff0c\u800c\u662f\u6210\u4e3a\u201c\u5708\u5916\u4eba\u201d\u6784\u5efa\u6570\u5b57\u4ea7\u54c1\u7684\u5165\u53e3\u548c\u5bfc\u822a\u4eea\u3002\u5546\u4e1a\u6a21\u5f0f\u4e5f\u9690\u542b\u4e8e\u6b64\u2014\u2014\u672a\u6765\u53ef\u80fd\u7684\u6559\u7ec3\u5339\u914d\u3001\u6280\u672f\u670d\u52a1\u63a8\u5e7f\u7b49\uff0c\u90fd\u662f\u6bd4\u5411\u63d0\u95ee\u8005\u6536\u8d39\u66f4\u987a\u7545\u7684\u53d8\u73b0\u8def\u5f84\u3002\u6210\u529f\u7684\u5173\u952e\u5728\u4e8e\uff0c\u80fd\u5426\u5c06\u8f7b\u91cf\u7ea7\u7684\u201c\u68c0\u67e5\u201d\u4e0e\u540e\u7eed\u91cd\u5ea6\u7684\u3001\u53ef\u4fe1\u7684\u201c\u884c\u52a8\u652f\u6301\u201d\u65e0\u7f1d\u8854\u63a5\uff0c\u6784\u5efa\u4e00\u4e2a\u4ece\u201c\u60f3\u6cd5\u7b5b\u9009\u201d\u5230\u201c\u843d\u5730\u652f\u6301\u201d\u7684\u5b8c\u6574\u4fe1\u4efb\u94fe\u6761\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u4e92\u8054\u7f51\u4e0a\u53c8\u4e00\u4e2a\u6709\u8da3\u7684\u3001\u4f46\u6700\u7ec8\u88ab\u9057\u5fd8\u7684\u201c\u5c0f\u6d4b\u9a8c\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\">Build Check (for Outsiders)<\/span>\n <\/div>\n<div class=\"comment-content\">A free quiz for outsiders and vibe coders. Score your app idea across 6 dimensions and find out if it’s worth building \u2014 before you spend weeks on it.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\ud83d\udc4b Hey Product Hunt!<\/p>\n<p>I\u2019m German. I build a lot, I learn a lot, and I\u2019ve noticed a massive shift.<\/p>\n<p><strong>The “Outsiders” are coming<\/strong>. Managers, lawyers, and even employees who see real problems but don\u2019t know if their solution makes sense as a product. I\u2019ve answered the “Should I build this?” question 100+ times this year.<\/p>\n<p>So, I vibecoded a ‘solution’.<\/p>\n<p><strong>Build Check<\/strong> is a <2min filter designed to help you stop overthinking and start shipping. It\u2019s not a complex business consultant; it\u2019s a gut-check for your idea.<\/p>\n<p><strong>Why I built this:<\/strong><\/p>\n<p>– The Idea Maze: Most people quit because they don’t know where to start.<br \/>– Personal Utility: I use it myself to filter the “magic” ideas from the profitable ones.<\/p>\n<p>– Launch lessons: I’m sharing all the process so everybody can know about it.<\/p>\n<p><strong>Who it\u2019s for:<\/strong><\/p>\n<p>The domain experts. The people in sales, law, accounting or whatever who found a “pain” but need a tech-roadmap to solve it. Now they can make it real through AI but sometimes it’s nonsense. <\/p>\n<p><strong>What’s next:<\/strong><\/p>\n<p>– Matchmaking: Connecting ideas with the right coaches or devs.<\/p>\n<p>– Benchmarking: Researching competitors and industry leaders.<\/p>\n<p>– ICP Snapshot: one paragraph describing the ideal first user<\/p>\n<p>– Domain selling: After some suggestion, linking with platforms like Godaddy, Cloudlfare.<br \/>– Actionable Guides: Tailored playbooks based on your specific industry.<br \/>– Validation experiment: a single 48-hour experiment to run before writing a line of code.<br \/>– Gurus’ validation: Tech influencers giving feedback to beginners.<\/p>\n<p>I built this for saving my time, but I\u2019m realizing the impact it has for those outside the “bubble.”<\/p>\n<p><strong>It’s 100% FREE – not looking for profit.<\/strong><\/p>\n<p>Would love your feedback\u2014what\u2019s your <em>buildability<\/em> score? \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@german_merlo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@german_merlo1<\/a> Do you see people actually dropping ideas after the quiz, or is it more of a confidence check?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 launch! Which model scores the idea, and on what criteria across the 6 dimensions?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@byalexai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@byalexai<\/a> currently the score isn’t AI \u2014 it’s deterministic. Your answers to the 12 questions map directly to points across 6 dimensions (10 pts each, 60 total). AI only kicks in <em>after<\/em> your score to generate the competitor benchmark, ICP snapshot, next steps, and validation experiment. Given the feedback I’m getting here, I have several ideas to improve it<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks like very useful for indiehackers\/builders \ud83d\ude42 <a href=\"https:\/\/www.producthunt.com\/@german_merlo1\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"german_merlo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@german_merlo1<\/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\/@neelptl2602\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@neelptl2602<\/a> thanks Neel! Hope it’s truly useful so I can keep improving 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>Went in skeptical, came out with 3 concrete things to do this week on my idea. That’s a win.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@silva_pabloj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@silva_pabloj<\/a> thanks man! tbh I went skeptical too but builders are finding it useful. I’ll work on that way!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great idea but how do you score each dimension? Did you build own algorithm or rely on AI? From business point though, are you planning to monetise this app (because for me it’s hard to understand how you can build recurring revenue here)? Congrats for launch and good luck!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@konstantinalikhanov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@konstantinalikhanov<\/a> Currently it’s a mix of my own algorithm and AI analysis. Are 12 simple dimensions and are too simple to answer (and understand). As I said it’s a quick first filter.<\/p>\n<p>There’re several ways to get it monetized. Linking coaches with builders, tech stack suggestions (promoted), launchpads, and so on<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As someone who’s built a few too many things that are not worth my while, this seems like a good idea. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jacinto_salz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jacinto_salz<\/a> thanks man! I also did the same. So I know how that actually feels<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! Where do you want to deliver your quizes? (I mean any aspiration to pub quizes, schools etc?) \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> Yeap! would love to introduce this kind of framework on schools but I’m not sure if would work. For now, I added an embed option to make it accessible everywhere<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Nice I’ll for sure try this when I’ve got more time on my hands!<\/p>\n<p> If something is a totally novel idea with no “prior art” how is the answer derived in that case?<\/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\/@janne_vakkilainen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@janne_vakkilainen<\/a> probably the answer will be you need to go and validate if demand actually exists! But I’ll keep thinking on different options to face that situation<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@german_merlo1 Yeah that’s a complex task for sure.<br \/>\nI’ll give it a spin<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What is you future plan about sustaining it? I my view, this should not have any cost for participants. And you’d need a strong iedntity verification system. Plus, this can become a marketing platform as well. A lots to think about. I’m sure you did your study. Great idea. Congrats.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@humayoun_kabir1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@humayoun_kabir1<\/a> yeap! First approach is to give a better clear roadmap to build\/launch if the idea is well scored. Matchmaking with partners, tech stacks or coaches is also I’m analyzing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Love the focus on outsiders specifically. That perspective is usually what teams are missing. What\u2019s been the most surprising insight people have gotten from using it so far?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@uxpinjack\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@uxpinjack<\/a> I feel people is more surprised when score is good than the opposite. Seems like we tend to look for a reason to stop (or not) doing something<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Can sure be helpful for a lot of people! The questions look sensible to me. I’d add doing a comprehensive web search to check if a tool that can solve the problem does exist already.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@konrad_sx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@konrad_sx<\/a> thanks! Loved it. I’ll work on that way<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>this is great tool to save 2 years building something nobody wants.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jiteshghanchi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jiteshghanchi<\/a> probably not 2 years but a big bunch of time and energy! Thanks Jitesh<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 often does your application say that an idea is not worth building. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jake_strack\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jake_strack<\/a> like this<\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f1e25529-4de7-4261-9181-b266acb3ad42.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the outsiders angle is real like half the best products come from someone who got tired of a problem at their day job. <\/p>\n<\/p>\n<p>but the “should i build this” question is usually cope, people who ship don’t need a filter they need a deadline. curious if a high score actually predicts shipping, or just makes people feel smarter about sitting on the idea<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@saad_el_gueddari\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saad_el_gueddari<\/a> aren’t predicting shipping, just a quick filter for now. I’ll keep working on the directions the feedback tells me<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations. And happy product launch. <a href=\"https:\/\/www.producthunt.com\/@german_merlo1\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"german_merlo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@german_merlo1<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@huisong_li\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@huisong_li<\/a> Thanks Huisong! I’m truly happy to be here again launching, learning and validating. Hope I can share some lesson then!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 and useful idea! Congrats!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@fyuhkust\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fyuhkust<\/a> Thanks Fei! Hope it’s useful for many builders over there. At least saving a little bit of time and energy!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 idea! Validation part is super important, but not many founders pay enough attention to that<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@danshipit\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@danshipit<\/a> Yeah Daniil! It’s just a very beginning but I’m sure the product can iterate so It can help many founders over there. Thanks for your support!<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/AO2GMMCVV4OJK2\" class=\"app-title\">Codex 2.0 by OpenAI<\/a><\/p>\n<div class=\"one-liner\">Codex now runs apps, automates tasks, codes & more<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">266<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Codex 2.0 \u5df2\u4ece\u4e00\u4e2a\u4ee3\u7801\u751f\u6210\u52a9\u624b\u8fdb\u5316\u4e3a\u4e00\u4e2a\u80fd\u64cd\u4f5c\u7535\u8111\u3001\u8fde\u63a5\u591a\u6b3e\u5de5\u5177\u5e76\u81ea\u52a8\u5316\u957f\u671f\u4efb\u52a1\u7684AI\u5de5\u4f5c\u4f34\u4fa3\uff0c\u65e8\u5728\u89e3\u51b3\u5f00\u53d1\u8005\u5728\u590d\u6742\u5de5\u4f5c\u6d41\u4e2d\u9891\u7e41\u5207\u6362\u4e0a\u4e0b\u6587\u548c\u624b\u52a8\u64cd\u4f5c\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/15d2b3ee-983e-4b2b-8cd0-314e518d88dc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5d372791-94c1-4092-ae1e-06aa63cf7ae2.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Task Management<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5de5\u4f5c\u4f34\u4fa3<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u8f6f\u4ef6\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u591a\u5de5\u5177\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u80cc\u666f\u6267\u884c<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u611f\u77e5<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u81ea\u52a8\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\u666e\u904d\u8ba4\u53ef\u5176\u4ece\u7f16\u7801\u52a9\u624b\u5411\u5168\u80fd\u5de5\u4f5c\u6d41\u4ee3\u7406\u7684\u8f6c\u578b\uff0c\u8ba4\u4e3a\u80fd\u6781\u5927\u63d0\u5347\u6548\u7387\u3002\u4e3b\u8981\u7591\u95ee\u548c\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u957f\u65f6\u81ea\u52a8\u5316\u4efb\u52a1\u7684\u5f02\u6b65\u4ea4\u63a5\u5982\u4f55\u5904\u7406\u3001\u672c\u5730\u4f9d\u8d56\u7ba1\u7406\u7b49\u6280\u672f\u7ec6\u8282\u3001\u8bb0\u5fc6\u529f\u80fd\u7684\u4f5c\u7528\u8303\u56f4\u662f\u5426\u8de8\u9879\u76ee\uff0c\u4ee5\u53ca\u62c5\u5fc3\u529f\u80fd\u6cdb\u5316\u53ef\u80fd\u5bfc\u81f4\u6838\u5fc3\u4f53\u9a8c\u4e0b\u964d\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 Codex 2.0\u7684\u53d1\u5e03\uff0c\u6807\u5fd7\u7740OpenAI\u6b63\u5c06\u5176\u6700\u5148\u8fdb\u7684\u6a21\u578b\u80fd\u529b\u4ece\u201c\u751f\u6210\u201d\u6fc0\u8fdb\u5730\u63a8\u5411\u201c\u6267\u884c\u201d\u4e0e\u201c\u4ee3\u7406\u201d\u7684\u6df1\u6c34\u533a\u3002\u8fd9\u8fdc\u975e\u4e00\u6b21\u7b80\u5355\u7684\u529f\u80fd\u53e0\u52a0\uff0c\u800c\u662f\u4e00\u6b21\u6218\u7565\u5347\u7ef4\uff1a\u8bd5\u56fe\u5c06Codex\u6253\u9020\u4e3a\u64cd\u4f5c\u7cfb\u7edf\u4e4b\u4e0a\u7684\u201c\u5143\u64cd\u4f5c\u7cfb\u7edf\u201d\uff0c\u4e00\u4e2a\u80fd\u76f4\u63a5\u64cd\u63a7\u6570\u5b57\u73af\u5883\u3001\u4e32\u8054\u5404\u7c7bSaaS\u5de5\u5177\u7684\u667a\u80fd\u4e2d\u67a2\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u53c8\u591a\u96c6\u6210\u4e8690\u4e2a\u63d2\u4ef6\uff0c\u800c\u5728\u4e8e\u201c\u8bb0\u5fc6\u201d\u3001\u201c\u80cc\u666f\u6267\u884c\u201d\u548c\u201c\u4e0a\u4e0b\u6587\u611f\u77e5\u201d\u6240\u5171\u540c\u6784\u5efa\u7684\u201c\u6301\u7eed\u6027\u201d\u3002\u8fd9\u4f7f\u5b83\u6709\u53ef\u80fd\u6253\u7834\u4f20\u7edf\u81ea\u52a8\u5316\u5de5\u5177\uff08\u5982Zapier\uff09\u57fa\u4e8e\u5373\u65f6\u89e6\u53d1\u7684\u3001\u7247\u6bb5\u7684\u81ea\u52a8\u5316\u903b\u8f91\uff0c\u8f6c\u5411\u7ba1\u7406\u8de8\u8d8a\u6570\u5929\u751a\u81f3\u6570\u5468\u3001\u5e26\u6709\u72b6\u6001\u4fdd\u6301\u548c\u6f14\u8fdb\u80fd\u529b\u7684\u590d\u6742\u5de5\u4f5c\u6d41\u3002\u4f8b\u5982\uff0c\u5b83\u80fd\u5c06\u4e00\u4e2a\u4e09\u5468\u524d\u7684\u4ea7\u54c1\u9700\u6c42\u6587\u6863\u4e0e\u4eca\u5929\u7684\u4ee3\u7801\u8bc4\u5ba1\u5173\u8054\u8d77\u6765\uff0c\u8fd9\u6b63\u662f\u8bc4\u8bba\u4e2d\u90a3\u4f4d\u7528\u6237\u6240\u654f\u9510\u6307\u51fa\u7684\u201c\u771f\u6b63\u4e0d\u540c\u4e4b\u5904\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u98ce\u9669\u4e0e\u91ce\u5fc3\u5e76\u5b58\u3002\u5176\u4e00\uff0c\u590d\u6742\u6027\u8bc5\u5492\uff1a\u4ece\u4e13\u6ce8\u7f16\u7801\u5230\u201c\u53d6\u60a6\u6240\u6709\u4eba\u201d\uff0c\u53ef\u80fd\u7a00\u91ca\u5176\u4f5c\u4e3a\u5f00\u53d1\u8005\u5229\u5668\u7684\u950b\u5229\u5ea6\uff0c\u65e9\u671f\u201c\u7b80\u6d01\u4f18\u96c5\u201d\u7684\u4f53\u9a8c\u53ef\u80fd\u88ab\u81c3\u80bf\u7684\u754c\u9762\u548c\u590d\u6742\u7684\u8bbe\u7f6e\u6240\u53d6\u4ee3\uff0c\u5df2\u6709\u7528\u6237\u8868\u8fbe\u4e86\u5bf9\u6b64\u7684\u62c5\u5fe7\u3002\u5176\u4e8c\uff0c\u53ef\u9760\u6027\u5e7d\u7075\uff1a\u5728\u672c\u5730\u73af\u5883\u4e2d\u81ea\u52a8\u5904\u7406\u6df7\u4e71\u7684\u4f9d\u8d56\u3001\u6267\u884c\u6570\u636e\u5e93\u8fc1\u79fb\u811a\u672c\uff0c\u5176\u5bb9\u9519\u7387\u548c\u5b89\u5168\u6027\u5c06\u662f\u5de8\u5927\u8003\u9a8c\uff0c\u4e00\u6b21\u9519\u8bef\u7684\u81ea\u52a8\u5316\u64cd\u4f5c\u53ef\u80fd\u5bfc\u81f4\u707e\u96be\u6027\u540e\u679c\u3002\u5176\u4e09\uff0c\u751f\u6001\u5b9a\u4f4d\uff1a\u5b83\u65e2\u662fJIRA\u3001GitLab\u7b49\u5de5\u5177\u7684\u8fde\u63a5\u8005\uff0c\u957f\u8fdc\u770b\u4e5f\u53ef\u80fd\u6210\u4e3a\u5b83\u4eec\u7684\u66ff\u4ee3\u8005\u3002\u8fd9\u79cd\u201c\u53cb\u654c\u201d\u5173\u7cfb\u5c06\u5982\u4f55\u6f14\u53d8\uff0c\u503c\u5f97\u89c2\u5bdf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4e4b\uff0cCodex 2.0\u63cf\u7ed8\u4e86\u4e00\u4e2a\u8bf1\u4eba\u7684\u672a\u6765\uff1aAI\u4e0d\u518d\u662f\u526f\u9a7e\u9a76\uff0c\u800c\u662f\u9010\u6e10\u63a5\u7ba1\u9a7e\u9a76\u8231\u3002\u4f46\u5f53\u524d\u7248\u672c\u66f4\u50cf\u662f\u4e00\u6b21\u5927\u80c6\u7684\u5ba3\u8a00\uff0c\u5176\u5de5\u7a0b\u5b9e\u73b0\u80fd\u5426\u5339\u914d\u5176\u6218\u7565\u6784\u60f3\uff0c\u80fd\u5426\u5728\u63d0\u4f9b\u5f3a\u5927\u80fd\u529b\u7684\u540c\u65f6\u4fdd\u6301\u8db3\u591f\u7684\u53ef\u63a7\u6027\u4e0e\u7b80\u6d01\u6027\uff0c\u5c06\u662f\u51b3\u5b9a\u5b83\u80fd\u5426\u4ece\u201c\u60ca\u8273\u7684\u6f14\u793a\u201d\u8d70\u5411\u201c\u53ef\u9760\u7684\u57fa\u7840\u8bbe\u65bd\u201d\u7684\u5173\u952e\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Codex 2.0 by OpenAI<\/span>\n <\/div>\n<div class=\"comment-content\">Codex is evolving into an AI-powered work companion that goes beyond coding. It can operate your computer, interact with apps, generate images, connect with 90+ tools, and automate long-running tasks. With memory, context awareness, and background execution, it helps developers and teams manage workflows, iterate faster, and stay on top of work across the entire software lifecycle.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Codex is no longer just a coding assistant, it\u2019s becoming a full workflow agent. It solves context switching and manual work by operating your computer, integrating with tools, and automating ongoing tasks.<\/p>\n<\/p>\n<p><strong>Here’s what’s new:<\/strong><\/p>\n<ul>\n<li>\n<p>Computer use on Mac: Codex can see, click, and type across apps<\/p>\n<\/li>\n<li>\n<p>In-app browser for faster frontend, app, and game iteration<\/p>\n<\/li>\n<li>\n<p>Image generation with gpt-image-1.5<\/p>\n<\/li>\n<li>\n<p>90+ new plugins across tools like JIRA, CircleCI, GitLab, Microsoft Suite, Neon, Render, and more<\/p>\n<\/li>\n<li>\n<p>GitHub review comment handling<\/p>\n<\/li>\n<li>\n<p>Multiple terminal tabs<\/p>\n<\/li>\n<li>\n<p>Remote devbox support over SSH in alpha<\/p>\n<\/li>\n<li>\n<p>Rich file previews for PDFs, sheets, slides, and docs<\/p>\n<\/li>\n<li>\n<p>Automations that can resume existing threads over days or weeks<\/p>\n<\/li>\n<li>\n<p>Memory preview for preferences, corrections, and reusable context<\/p>\n<\/li>\n<li>\n<p>Proactive suggestions for what to pick up next<\/p>\n<\/li>\n<\/ul>\n<p>Perfect for developers, builders, and teams managing complex workflows.<\/p>\n<\/p>\n<p>P.S. I hunt the latest and greatest launches in tech, SaaS and AI, follow to be notified <strong>\u2192<\/strong> <a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> How does it handle long-running automations across async handoffs?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> <br \/>Your project is excellent. <br \/>I am a professional full stack and AI developer, and I am very happy to meet you.<\/p>\n<p>I have extensive experience successfully completing many projects in the past.<\/p>\n<p>If you encounter any difficulties in project development or are looking to hire a developer, please contact me immediately.<\/p>\n<p>I would be grateful if you could introduce me to any startup founders you know who are currently developing or looking for developers.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 transition from just generating code to actually executing apps in the background is a massive workflow upgrade. I am really curious to learn how the engine handles messy local package dependencies when running these automated tasks. I will definitely be using this to spin up and test my database migration scripts without having to constantly context-switch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Honestly, it feels like complication for the sake of complication. It used to be an excellent app. Now it seems to be drifting off course. It\u2019s trying to please everyone, but there\u2019s a chance\u2014and a risk\u2014that developers will actually end up worse off. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Tried to create a modern task reminder app in Material 3 Expressive design. It built a web 2.0 infancy like webpage as the app’s home page. \ud83e\udd26<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Memory and context awareness across “the entire software lifecycle” is a big claim. Does the memory persist across separate projects, or is it scoped per workspace\/repo? Genuinely different product if it can connect context from a planning doc written three weeks ago to a PR being reviewed today.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/GCQEFP2KEUCOT4\" class=\"app-title\">E.Y.E. by Expert Chase<\/a><\/p>\n<div class=\"one-liner\">Where human life runs with AI<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">225<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u7531\u4e2a\u4ebaAI\u52a9\u624b\u9a71\u52a8\u7684\u201c\u751f\u6d3b\u64cd\u4f5c\u7cfb\u7edf\u201d\uff0c\u65e8\u5728\u901a\u8fc7\u4e00\u4e2a\u7edf\u4e00\u7684\u5bf9\u8bdd\u754c\u9762\uff0c\u6574\u5408\u5e76\u81ea\u52a8\u7ba1\u7406\u65e5\u7a0b\u3001\u4efb\u52a1\u3001\u5065\u5eb7\u3001\u8d22\u52a1\u7b49\u751f\u6d3b\u5404\u65b9\u9762\u6570\u636e\uff0c\u89e3\u51b3\u7528\u6237\u56e0\u4f7f\u7528\u591a\u4e2a\u72ec\u7acb\u5e94\u7528\u800c\u5bfc\u81f4\u7684\u6570\u636e\u5b64\u5c9b\u4e0e\u6548\u7387\u4f4e\u4e0b\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/650d64aa-0dc7-47c9-9cd5-2858d93f3e45.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/712f7edb-5941-47fd-a6ef-f976776c3219.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\/392c4740-c701-4192-aefc-d8d2cb4eed53.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a6547397-b573-4c34-8b9b-2ee351860b5f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/30688065-bfe6-4c5d-a426-9aee1e59c085.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5ff320e6-4d0b-4c82-a0f0-da8ad429e4d0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f0678113-ce90-4320-b4b3-f0d220afbf80.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/eae8cc71-5f74-4461-9072-53e85c64faef.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0080a026-dbfe-4792-b790-b3474c351547.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8d12e9bc-fc67-4df7-88f4-b8ac9d429bec.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\/b23138c5-b8a2-4f6b-957f-70d5595bd7a0.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=zywqRfXzHJo\"><source src=\"https:\/\/www.youtube.com\/watch?v=zywqRfXzHJo\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Vercel Day<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u751f\u6d3b\u64cd\u4f5c\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4ebaAI\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u65e5\u5e38\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5e94\u7528\u805a\u5408<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u6574\u5408<\/span><br \/>\n <span class=\"tag\">\u5bf9\u8bdd\u5f0f\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">\u8ba2\u9605\u5236<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u751f\u6d3b<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u6574\u5408\u751f\u6001\u7684\u613f\u666f\uff0c\u5c24\u5176\u8d5e\u8d4f\u4e0e\u73b0\u6709\u65e5\u5386\/\u63d0\u9192\u4e8b\u9879\u7684\u540c\u6b65\u80fd\u529b\u3002\u6838\u5fc3\u5173\u5207\u96c6\u4e2d\u4e8e\u6570\u636e\u9690\u79c1\u4e0e\u5b89\u5168\u3002\u529f\u80fd\u4e0a\uff0c\u7528\u6237\u671f\u5f85\u66f4\u6df1\u5ea6\u96c6\u6210\uff08\u5982Notion\uff09\u3001\u8bed\u97f3\u4ea4\u4e92\u3001AI\u4eba\u683c\u5b9a\u5236\uff0c\u5e76\u8be2\u95eeAI\u5728\u52a8\u6001\u751f\u6d3b\u573a\u666f\u4e2d\u7684\u4e3b\u52a8\u51b3\u7b56\u80fd\u529b\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n E.Y.E. \u63cf\u7ed8\u4e86\u4e00\u4e2a\u8bf1\u4eba\u7684\u201c\u751f\u6d3b\u7edf\u4e00\u573a\u7406\u8bba\u201d\uff1a\u4e00\u4e2a\u80fd\u7406\u89e3\u4e0a\u4e0b\u6587\u3001\u8bb0\u5fc6\u6301\u4e45\u7684AI\u4f5c\u4e3a\u6838\u5fc3\uff0c\u4e32\u8054\u8d77\u6563\u843d\u7684\u751f\u6d3b\u6570\u636e\u6d41\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u4e3b\u5f20\u5e76\u975e\u529f\u80fd\u5806\u780c\uff0c\u800c\u662f\u8bd5\u56fe\u6210\u4e3a\u7528\u6237\u4e0e\u6570\u5b57\u4e16\u754c\u4ea4\u4e92\u7684\u201c\u667a\u80fd\u5c42\u201d\u6216\u4e2d\u67a2\u795e\u7ecf\u7cfb\u7edf\uff0c\u901a\u8fc7\u5bf9\u8bdd\u53d6\u4ee3\u624b\u52a8\u64cd\u4f5c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u4e09\u91cd\u5c16\u9510\u6311\u6218\u3002\u9996\u5148\uff0c**\u6570\u636e\u62a4\u57ce\u6cb3\u7684\u6096\u8bba**\uff1a\u4ea7\u54c1\u5ba3\u79f0\u201c\u4e0d\u76f2\u76ee\u53d6\u4ee3\u73b0\u6709\u5de5\u5177\u201d\uff0c\u800c\u662f\u901a\u8fc7\u8fde\u63a5\u6784\u5efa\u4ef7\u503c\uff0c\u8fd9\u56fa\u7136\u662f\u964d\u4f4e\u7528\u6237\u8fc1\u79fb\u6210\u672c\u7684\u660e\u667a\u4e4b\u4e3e\uff0c\u4f46\u4e5f\u4f7f\u5176\u53ef\u80fd\u957f\u671f\u6ca6\u4e3a\u201c\u805a\u5408\u5668\u7684\u805a\u5408\u5668\u201d\uff0c\u6df1\u5ea6\u4e0e\u4f53\u9a8c\u53d7\u5236\u4e8e\u7b2c\u4e09\u65b9API\u3002\u82e5\u60f3\u771f\u6b63\u201c\u53d6\u4ee3\u201d\uff0c\u5219\u9700\u6784\u5efa\u4e0d\u53ef\u66ff\u4ee3\u7684\u6838\u5fc3\u6570\u636e\u80fd\u529b\uff0c\u8fd9\u4ece\u65e9\u671f\u7528\u6237\u9752\u7750\u7684\u996e\u98df\u626b\u63cf\u548c\u8d22\u52a1\u8ffd\u8e2a\u529f\u80fd\u5df2\u73b0\u7aef\u502a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u6b21\uff0c**\u9690\u79c1\u4e0e\u4ef7\u503c\u7684\u7ec8\u6781\u6743\u8861**\uff1a\u4ea7\u54c1\u5c06\u8bbf\u95ee\u5168\u90e8\u751f\u6d3b\u6570\u636e\u5b9a\u4e49\u4e3a\u201c\u4ef7\u503c\u524d\u63d0\u201d\uff0c\u4f46\u8bc4\u8bba\u4e2d\u53cd\u590d\u51fa\u73b0\u7684\u9690\u79c1\u8d28\u7591\u662f\u5b83\u5fc5\u987b\u8de8\u8d8a\u7684\u4fe1\u4efb\u9e3f\u6c9f\u3002\u4ec5\u627f\u8bfa\u201c\u6570\u636e\u5b89\u5168\u201d\u3001\u201c\u7528\u6237\u63a7\u5236\u201d\u662f\u884c\u4e1a\u57fa\u7ebf\uff0c\u8fdc\u4e0d\u8db3\u591f\u3002\u5b83\u9700\u8981\u5411\u7528\u6237\u900f\u660e\u5730\u8bc1\u660e\uff0c\u8fd9\u79cd\u53f2\u65e0\u524d\u4f8b\u7684\u6570\u636e\u96c6\u4e2d\u6240\u6362\u6765\u7684\u4e2a\u6027\u5316\u670d\u52a1\uff0c\u8fdc\u8d85\u8fc7\u6f5c\u5728\u98ce\u9669\u3002\u5426\u5219\uff0c\u5b83\u53ea\u4f1a\u5438\u5f15\u5c11\u6570\u9690\u79c1\u949d\u611f\u7684\u91cd\u5ea6\u6548\u7387\u7231\u597d\u8005\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6700\u540e\uff0c**AI\u80fd\u529b\u7684\u8fb9\u754c\u4e0e\u9884\u671f\u7ba1\u7406**\uff1a\u4ea7\u54c1\u5c06AI\u5b9a\u4f4d\u4e3a\u80fd\u201c\u4e3b\u52a8\u7ba1\u7406\u4e00\u5207\u201d\u7684\u667a\u80fd\u4f53\uff0c\u4f46\u7528\u6237\u5df2\u7280\u5229\u5730\u95ee\u53ca\u201c\u4f18\u5148\u7ea7\u5feb\u901f\u5207\u6362\u201d\u7b49\u52a8\u6001\u573a\u666f\u7684\u5904\u7406\u903b\u8f91\u3002\u8fd9\u89e6\u53ca\u4e86\u5f53\u524dAI\u7684\u8f6f\u808b\uff1a\u5728\u6a21\u7cca\u3001\u591a\u76ee\u6807\u51b2\u7a81\u7684\u771f\u5b9e\u751f\u6d3b\u51b3\u7b56\u4e2d\uff0c\u5b83\u80fd\u5426\u63d0\u4f9b\u8d85\u8d8a\u57fa\u7840\u81ea\u52a8\u5316\uff08\u5982\u5b89\u6392\u4f1a\u8bae\uff09\u7684\u771f\u6b63\u667a\u6167\uff1f\u8fd8\u662f\u6700\u7ec8\u4f1a\u9000\u5316\u4e3a\u4e00\u4e2a\u66f4\u590d\u6742\u7684\u6307\u4ee4\u8f93\u5165\u754c\u9762\uff1f\n <\/p>\n<p class=\"ai-content\">\n \u603b\u800c\u8a00\u4e4b\uff0cE.Y.E. \u7684\u91ce\u5fc3\u503c\u5f97\u5c0a\u656c\uff0c\u5b83\u7784\u51c6\u7684\u662f\u201c\u6d88\u8d39\u7ea7AI\u201d\u7684\u5723\u676f\u3002\u4f46\u5176\u6210\u529f\u4e0d\u53d6\u51b3\u4e8e\u6280\u672f\u6574\u5408\u7684\u5e7f\u5ea6\uff0c\u800c\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u67d0\u4e00\u5782\u76f4\u751f\u6d3b\u573a\u666f\uff08\u5982\u5065\u5eb7\u6216\u8d22\u52a1\uff09\u51ed\u501fAI\u9a71\u52a8\uff0c\u63d0\u4f9b\u8fdc\u8d85\u5355\u4e00\u5de5\u5177\u7684\u7ec4\u5408\u6d1e\u5bdf\u4e0e\u81ea\u52a8\u5316\uff0c\u4ece\u800c\u5efa\u7acb\u9996\u4e2a\u4e0d\u53ef\u64bc\u52a8\u7684\u201c\u6865\u5934\u5821\u201d\u3002\u5426\u5219\uff0c\u201c\u4e07\u80fd\u5e94\u7528\u201d\u7684\u9677\u9631\uff0c\u5386\u53f2\u4e0a\u5df2\u5c61\u89c1\u4e0d\u9c9c\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\">E.Y.E. by Expert Chase<\/span>\n <\/div>\n<div class=\"comment-content\">We’re on a mission to make AI actually useful in real life. We help people organize every aspect of their everyday life in one place with our AI, E.Y.E. He draws on users\u2019 real-life data and answers based on that data, not generic responses. We\u2019re here to replace all to-do apps, calendar apps, food trackers, sleep trackers, habit trackers, finance trackers, fitness trackers, notes, everything. One subscription. Unlimited AI. Plus Integrations. btw EYE stands for \u201cEmpower Your Everyday\u201d.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I\u2019m launching something new. app.expertchase.com<\/p>\n<p>A new kind of app for everyday life.<br \/>\nExpert Chase, Inc. The Life OS.<\/p>\n<p>A new category I call the \u2018everyday app\u2019, powered by E.Y.E., a human-centered AI.<\/p>\n<p>Expert Chase brings Consumer AI into how people actually live.<\/p>\n<p>The goal is simple: make AI truly useful in real life.<\/p>\n<p>We help organize every part of your life. We\u2019re here to replace all your to-do apps, calendar apps, food trackers, sleep trackers, habit trackers, finance trackers, fitness trackers, notes, everything. One subscription. Unlimited AI. Plus integrations.<\/p>\n<p>E.Y.E. remembers you. He knows who you are, and he also draws on your real-life data.<\/p>\n<p>You interact naturally with your AI through conversation while he helps manage your everyday life, including managing your calendar, creating and organizing tasks, building habits, logging workouts, tracking nutrition (you can even log meals directly in the AI chat using the camera to scan food), monitoring sleep, logging financial transactions, and much more.<br \/>\nAll through simple conversations with an AI that understands context, remembers you, adapts as you interact with him, suggests, gives insights, summarizes, analyzes, and plans.<\/p>\n<p>EYE answers based on your data.<br \/>\nNot generic responses.<\/p>\n<p>Soon, you will be able to connect your entire digital ecosystem in one place. Google Calendar & Tasks and Apple Calendar & Reminders are already available to connect, keeping your schedule and tasks automatically in sync.<br \/>\nNext, financial transactions will be available to sync securely, and health data will be available to connect across fitness and sleep, so your workouts and sleep hours are tracked seamlessly. Everything in your life will be connected and run automatically, while you stay in control.<\/p>\n<p>At the core, E.Y.E. acts as the central intelligence for your life. He understands context, maintains persistent memory, connects your data, and actively manages everything together in real time.<\/p>\n<p>Expert Chase is where your life runs, with AI.<br \/>\n2026 is the year Consumer AI begins.<\/p>\n<p>\u25a0 expertchase.com<br \/>\n\u25a0 app.expertchase.com<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>18<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@eye\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eye<\/a> Congratulations \ud83c\udf89 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@eye\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eye<\/a> already connecting apple reminders… that’s a good start. usually these ‘all-in-one’ apps try to lock you in, but keeping the sync with existing ecosystems is the only way i\u2019d actually stick with it. supported \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@eye\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eye<\/a> Quick question: How does E.Y.E. handle those messy “life moments” where priorities shift fast? Does he proactively reschedule\/analyze on the fly, or suggest trade-offs based on your past patterns?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Sounds groundbreaking and very ambitious. Do I understand correctly that as a user I dock this app with my various apps, be it health, finance etc. and the AI makes decisions based on real data? Do you think people will be willing to share all their private data with LLMs? Good luck today!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@davitausberlin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davitausberlin<\/a> Really appreciate this, and great question.<\/p>\n<p>Yes, that\u2019s exactly the idea. You can either connect the tools you already use, or simply tell the AI and let it help you directly with what you need. When you do connect tools, the AI can also work on top of your own data to support your day-to-day life in a way that feels personal and relevant.<\/p>\n<p>On the privacy side, this is something I take very seriously. Data is secure, connections are permission based, and the user is always in control of what\u2019s connected and what\u2019s not. The AI doesn\u2019t \u201cown\u201d the data, it only uses it to respond when needed. Over time, I think people are willing to share data when they clearly see the value and understand how it\u2019s handled.<\/p>\n<p>Thanks for the thoughtful question, really appreciate the support.<\/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>Do you plan to integrate more tools? E.g. notion etc.?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> Yes Nika \ud83d\udc8e\ud83d\udc50 that\u2019s a big part of the vision.<\/p>\n<p>We\u2019re building E.Y.E. to connect with the tools people already use, not replace everything blindly.<\/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><a href=\"https:\/\/www.producthunt.com\/@eye\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eye<\/a> AI is already here, and it\u2019s great to see new services using these technologies to make people\u2019s lives easier.<\/p>\n<p>Good luck<\/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\/@maria_anosova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maria_anosova<\/a> Thanks so much for saying that \ud83d\ude42 It\u2019s my mission to bring AI for humans and make it useful for everyday people, including non-tech users. Thanks, Maria \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This looks amazing, ambicious yet balanced. Cant wait to try it. How are you handling privacy concerns? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@geckogt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@geckogt<\/a> Really appreciate it \ud83d\ude4f<br \/>Your data in Expert Chase is tied to your account, and <strong>we\u2019re not <\/strong>using your chats to train <strong>our own<\/strong> models.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>does the ai handle the calendar management directly or does it just ‘suggest’ times? i\u2019d love to just tell it ‘book a 30 min workout’ and have it find the slot based on my health data. that’s the dream for 2026 <a href=\"https:\/\/www.producthunt.com\/@eye\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"eye\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eye<\/a> <a href=\"https:\/\/www.producthunt.com\/products\/expert-chase-deleted-1107920\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"expert-chase-deleted-1107920\" target=\"_blank\" rel=\"noopener\">@E.Y.E. by Expert Chase<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@priya_kushwaha1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@priya_kushwaha1<\/a> Yes, exactly what you described. The AI understands your intent and can handle both tasks and calendar events depending on what you ask.<\/p>\n<p>If it\u2019s something like a workout without a specific time, it would typically create it as a task. If there\u2019s a time or scheduling context, it can then find the best available slot in your calendar and schedule it automatically. (and yes, it works precisely with the user\u2019s time zone). You can also manage, update, or remove events with your confirmation.<\/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>Congrats on the launch! <\/p>\n<\/p>\n<p>Which “tracker” your early users end up leaning on most: is there one that pulls them into the ecosystem, and the rest follow?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@byalexai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@byalexai<\/a> Appreciate it \ud83d\ude4f<\/p>\n<p>So far users shared with me they love the nutrition tracker (food scan inside chat) and the finance tracker that supports multiple currencies.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>i love app like this that focus on daily activities like habit tracker and food tracker<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This feels really useful for getting fast, reliable answers without digging through forums. What kinds of topics or categories are seeing the most demand so far?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>I have tried it, but the AI doesn\u2019t support voice responses. I wish I could customize its persona and voice and have real-time conversations with it. Do you think adding these features would be a good idea?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@new_user___0632026ced409ba91c37d78\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@new_user___0632026ced409ba91c37d78<\/a> Thanks for giving it a spin, really appreciate the feedback. Voice, persona, and real-time chat are exactly the kind of upgrades that make it feel more alive, and we\u2019re definitely moving in that direction. No promises on timing, but you\u2019re right to want it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>If you nail the data layer, this could replace half the apps on my phone.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shota_h\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shota_h<\/a> That\u2019s exactly the direction we\u2019re aiming for \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@shota_h\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shota_h<\/a> Me too \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>How do you make sure the AI actually understands my real context well enough to replace all these separate apps, and not just feel like another layer on top?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@maya_elor\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maya_elor<\/a> When you talk to EYE, he\u2019s looking at what\u2019s already yours in Expert Chase: what you\u2019ve logged, what you\u2019ve told him across your chats with him, and anything you\u2019ve let him remember. That\u2019s how we ground him in your real situation instead of generic advice. He\u2019s wired into the same data you keep in the app, so the goal is one place that actually knows your week, not a pretty layer on top of five silos.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>If you don’t add voice command is not going to work as expected. Do that and it’s really going to be what. you want.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Tried the demo \u2013 the “EYE” AI feels smooth, and having calendar, tasks, and notes in one place is nice. But I’m curious: how does it handle privacy when the AI has access to everything (calendar, notes, real\u2011time context)? Is data processed locally or on your servers?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@wasil_abdal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@wasil_abdal<\/a> Data is processed securely on our servers, not locally.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#5<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/FP55QXKMLWV5XP\" class=\"app-title\">Submit.DIY<\/a><\/p>\n<div class=\"one-liner\">All-in-one AI launch platform for makers<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">202<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Submit.DIY\u662f\u4e00\u6b3e\u96c6\u6210\u4e86AI\u526f\u9a7e\u9a76\u7684\u4e00\u7ad9\u5f0f\u4ea7\u54c1\u53d1\u5e03\u5e73\u53f0\uff0c\u5e2e\u52a9\u521b\u4f5c\u8005\u548c\u521d\u521b\u56e2\u961f\u5728\u53d1\u5e03\u65b0\u4ea7\u54c1\u65f6\uff0c\u9ad8\u6548\u89e3\u51b3\u8de8\u5e73\u53f0\u5185\u5bb9\u751f\u6210\u3001\u53d1\u5e03\u6e20\u9053\u7ba1\u7406\u53ca\u8fdb\u5ea6\u8ffd\u8e2a\u7b49\u7e41\u7410\u7684\u7269\u6d41\u95ee\u9898\uff0c\u5c06\u7cbe\u529b\u805a\u7126\u4e8e\u4ea7\u54c1\u6784\u5efa\u672c\u8eab\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e334a4d9-c09d-4a00-abbe-31f29113f88d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9207471f-898c-4f46-8c86-4bf852b62eca.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e338a855-164a-48ab-9ca0-e37281fcd59c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/659007a7-e6eb-4934-833c-875bce36c812.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\/dc8450b6-6230-4891-8a47-09bd1f066a7f.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/N9_A6atpWo4\"><source src=\"https:\/\/youtu.be\/N9_A6atpWo4\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">Growth Hacking<\/span><br \/>\n <span class=\"tag\">Vercel Day<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4ea7\u54c1\u53d1\u5e03\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">AI\u5185\u5bb9\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u521d\u521b\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u591a\u6e20\u9053\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u53d1\u5e03\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u589e\u957f\u9ed1\u5ba2<\/span><br \/>\n <span class=\"tag\">\u4e00\u7ad9\u5f0f\u89e3\u51b3\u65b9\u6848<\/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\u53d1\u5e03\u6d41\u7a0b\u6df7\u4e71\u7684\u75db\u70b9\u3002\u4e3b\u8981\u53cd\u9988\u96c6\u4e2d\u5728\uff1a\u5e0c\u671b\u589e\u52a0\u514d\u8d39\u8bd5\u7528\u5c42\u4ee5\u964d\u4f4e\u4f7f\u7528\u95e8\u69db\uff1b\u5173\u5fc3AI\u751f\u6210\u5185\u5bb9\u5982\u4f55\u907f\u514d\u5343\u7bc7\u4e00\u5f8b\u5e76\u4fdd\u6301\u54c1\u724c\u771f\u5b9e\u6027\uff1b\u8be2\u95ee\u5e73\u53f0\u662f\u5426\u534f\u52a9\u8fdb\u884c\u63d0\u4ea4\u4f18\u5148\u7ea7\u6392\u5e8f\uff1b\u4ee5\u53ca\u786e\u8ba4\u5176\u662f\u5426\u6d89\u53ca\u8fdd\u89c4\u81ea\u52a8\u63d0\u4ea4\u3002\u5f00\u53d1\u8005\u56de\u590d\u5f3a\u8c03\u4e86DIY\u624b\u52a8\u6838\u5fc3\u4e0e\u7075\u6d3b\u7684\u8fc7\u6ee4\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 Submit.DIY\u7684\u672c\u8d28\uff0c\u662f\u5c06\u8fc7\u53bb\u4e09\u5e74\u95f4\u4ece\u201cProduct Launch AI\u201d\u4e2d\u6c89\u6dc0\u7684\u3001\u5173\u4e8e\u201c\u5982\u4f55\u6210\u529f\u53d1\u5e03\u4e00\u6b3e\u4ea7\u54c1\u201d\u7684\u9690\u6027\u77e5\u8bc6\u8fdb\u884c\u4e86\u4ea7\u54c1\u5316\u5c01\u88c5\u3002\u5b83\u63d0\u4f9b\u7684\u8fdc\u4e0d\u6b62\u662fAI\u5199\u7a3f\u6216\u6e20\u9053\u5217\u8868\uff0c\u800c\u662f\u4e00\u4e2a\u7ed3\u6784\u5316\u7684\u53d1\u5e03\u201c\u64cd\u4f5c\u6846\u67b6\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\uff0c\u5b83\u8bd5\u56fe\u5c06\u4e00\u6b21\u6210\u529f\u7684\u4ea7\u54c1\u53d1\u5e03\u4ece\u4e00\u95e8\u201c\u827a\u672f\u201d\u6216\u201c\u8fd0\u6c14\u201d\uff0c\u8f6c\u53d8\u4e3a\u53ef\u89c4\u5212\u3001\u53ef\u6267\u884c\u3001\u53ef\u8ffd\u8e2a\u7684\u201c\u79d1\u5b66\u6d41\u7a0b\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u806a\u660e\u5730\u907f\u5f00\u4e86\u201c\u5168\u81ea\u52a8\u63d0\u4ea4\u201d\u7684\u96f7\u533a\uff0c\u575a\u5b88\u201cDIY\u201d\u5b9a\u4f4d\uff0c\u8fd9\u65e2\u662f\u51fa\u4e8e\u5bf9\u5e73\u53f0\u89c4\u5219\uff08\u5982\u907f\u514d\u88ab\u6807\u8bb0\u4e3a\u5783\u573e\u63d0\u4ea4\uff09\u7684\u5c0a\u91cd\uff0c\u4e5f\u5de7\u5999\u5730\u89c4\u907f\u4e86\u81ea\u52a8\u5316\u96be\u4ee5\u89e3\u51b3\u7684\u4e2a\u6027\u5316\u6c9f\u901a\u96be\u9898\u3002\u5b83\u5c06AI\u5b9a\u4f4d\u4e3a\u201c\u526f\u9a7e\u9a76\u201d\uff08Sidekick\uff09\uff0c\u4e13\u6ce8\u4e8e\u89e3\u51b3\u6700\u8017\u65f6\u7684\u5185\u5bb9\u521d\u7a3f\u751f\u6210\u548c\u4fe1\u606f\u6574\u5408\uff0c\u800c\u5c06\u7b56\u7565\u51b3\u7b56\uff08\u5982\u6e20\u9053\u9009\u62e9\u3001\u6392\u5e8f\uff09\u7559\u7ed9\u4eba\u672c\u8eab\u3002\u8fd9\u79cd\u201cAI\u589e\u5f3a\u201d\u800c\u975e\u201cAI\u66ff\u4ee3\u201d\u7684\u601d\u8def\uff0c\u5728\u5f53\u524d\u9636\u6bb5\u66f4\u4e3a\u52a1\u5b9e\u548c\u53ef\u6301\u7eed\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u4e5f\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u5176\u6838\u5fc3\u529f\u80fd\u6a21\u5757\uff08\u5185\u5bb9\u751f\u6210\u3001\u6e20\u9053\u53d1\u73b0\u3001\u770b\u677f\u8ffd\u8e2a\uff09\u5e76\u975e\u4e0d\u53ef\u66ff\u4ee3\uff0c\u5355\u4e2a\u529f\u80fd\u90fd\u6709\u4f17\u591a\u4e13\u6ce8\u5de5\u5177\u5b58\u5728\uff0c\u5176\u62a4\u57ce\u6cb3\u5728\u4e8e\u201c\u6574\u5408\u201d\u7684\u6df1\u5ea6\u4e0e\u4f53\u9a8c\u7684\u65e0\u7f1d\u7a0b\u5ea6\u3002\u5176\u6b21\uff0c\u7528\u6237\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u4ed8\u8d39\u5899\u6050\u60e7\u201d\u548c\u201c\u5185\u5bb9\u540c\u8d28\u5316\u201d\u7684\u62c5\u5fe7\u76f4\u6307\u8981\u5bb3\uff1a\u5bf9\u4e8e\u9884\u7b97\u654f\u611f\u7684\u72ec\u7acb\u5f00\u53d1\u8005\u2014\u2014\u5176\u6838\u5fc3\u76ee\u6807\u7528\u6237\u4e4b\u4e00\uff0c\u5b9a\u4ef7\u7b56\u7565\u9700\u8981\u66f4\u7cbe\u7ec6\u7684\u8bbe\u8ba1\uff1b\u800cAI\u751f\u6210\u5185\u5bb9\u7684\u201c\u6a21\u677f\u5316\u201d\u98ce\u9669\uff0c\u53ef\u80fd\u4f7f\u5176\u5728\u8ffd\u6c42\u54c1\u724c\u72ec\u7279\u6027\u7684\u9ad8\u7aef\u7528\u6237\u9762\u524d\u5438\u5f15\u529b\u4e0d\u8db3\u3002\u6700\u540e\uff0c\u8be5\u5e73\u53f0\u7684\u6210\u529f\u5c06\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u5176\u6e20\u9053\u6570\u636e\u5e93\u7684\u8d28\u91cf\u3001\u65f6\u6548\u6027\u4e0e\u63a8\u8350\u7b97\u6cd5\u7684\u7cbe\u51c6\u5ea6\uff0c\u8fd9\u9700\u8981\u6301\u7eed\u7684\u8fd0\u8425\u6295\u5165\u548c\u6570\u636e\u79ef\u7d2f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cSubmit.DIY\u662f\u4e00\u6b3e\u5207\u4e2d\u521a\u9700\u3001\u8bbe\u8ba1\u601d\u8def\u6e05\u6670\u7684\u4ea7\u54c1\u3002\u5b83\u80fd\u5426\u4ece\u201c\u6709\u7528\u7684\u5de5\u5177\u201d\u6210\u957f\u4e3a\u201c\u4e0d\u53ef\u6216\u7f3a\u7684\u5e73\u53f0\u201d\uff0c\u53d6\u51b3\u4e8e\u5176\u80fd\u5426\u5728\u201c\u6807\u51c6\u5316\u6d41\u7a0b\u201d\u4e0e\u201c\u4e2a\u6027\u5316\u9700\u6c42\u201d\u4e4b\u95f4\u627e\u5230\u6700\u4f73\u5e73\u8861\u70b9\uff0c\u5e76\u6784\u5efa\u8d77\u57fa\u4e8e\u6570\u636e\u4e0e\u7f51\u7edc\u6548\u5e94\u7684\u771f\u6b63\u58c1\u5792\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\">Submit.DIY<\/span>\n <\/div>\n<div class=\"comment-content\">Your all-in-one toolkit to plan, execute, and track product launches. Powered by an AI Sidekick that generates ready-to-publish copy for every channel in one click. No more scattered info across docs, to-do-lists etc. Multiple features that’s required to plan a product launch is under one platform.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"http:\/\/Submit.DIY\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Submit.DIY<\/strong><\/a> takes the grind out of product launches. Paste in your product details, and the AI Sidekick generates ready-to-publish taglines, descriptions, pitches, and social posts \u2014 tailored for each platform, in one click.<\/p>\n<p>Then use the rest of the toolkit to find, track, and manage submissions across 160+ launch platforms, blogs, newsletters, and communities, matched to your goal, whether that’s a strong backlink, a blog feature, or an influencer mention.<\/p>\n<p><a href=\"http:\/\/Submit.DIY\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Submit.DIY<\/a> evolved from <a href=\"https:\/\/www.producthunt.com\/products\/product-launch-ai\" target=\"_blank\" rel=\"noopener\">Product Launch AI<\/a>, one of the top 10 products during its launch day on Product Hunt around 3 years ago. Through Product Launch AI, we helped first-time founders and developers create the right content for their first launch. That knowledge, learning, and feedback is now packaged into a complete toolkit.<\/p>\n<p><strong>What’s included:<\/strong><br \/>– AI Sidekick: generate and bookmark platform-specific copy, social posts, and community messages instantly<br \/>– Platform discovery: launchpads, newsletters, communities, and influencers with DR, pricing, and link type at a glance<br \/>– Centralized planning: manage products, timelines, and launch checklists in one place<br \/>– Submission tracking: queue platforms, mark as launched, and stay on top of every submission<br \/>– Notes and launch journal: keep context for every platform and product organized<\/p>\n<p>So you spend less time on launch logistics and more time building. <a href=\"http:\/\/Submit.DIY\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Submit.DIY<\/a> handles the planning, the copy, and the tracking, so your product gets seen.<\/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\/@adithya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adithya<\/a> This is so cool, Adithya! Congrats on the launch! <\/p>\n<p>We\u2019re seeing a lot of Product Hunt “siblings”, and it would be great to have them listed here so people can discover them alongside launch platforms like Product Hunt. <\/p>\n<\/p>\n<p>By the way, I\u2019m the moderator of r\/GrowthHacking. We\u2019re happy to have founders share their products there as long as the posts are use case driven, talk about the specific problem you solve and how you solve it, rather than just listing features. <\/p>\n<\/p>\n<p>I am sharing this with my maker friends who are looking to build backlinks, gain awareness and initial users \/ customers for their products. \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@adithya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adithya<\/a> wow, that is interesting! Congrats on the launch! Wish I knew about that a few days ago. \ud83d\ude06 <\/p>\n<p>My honest feedback as a solo builder who just made my first launch is that the paywall is scaring me away… Have you considered a free tier or trial with limited scope? (f.e. first launch \/ just one channel) Guessing that if someone launches one product, they will soon launch another, then another… So getting a good first-time experience will lock them in for the long haul.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@adithya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adithya<\/a> For founders blending personal branding with product drops, how does the AI Sidekick adapt pitches to feel authentic across both worlds without sounding generic?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 practical idea. Launching is always more chaotic than building. Having everything in one place with tracking and content support makes a lot of sense. How do you help people prioritize which platforms are actually worth submitting 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@uxpinjack\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@uxpinjack<\/a> At this point, we let the maker prfioritize because too much AI for everything isn’t good \ud83d\ude09<\/p>\n<p>But yes, you would be able to exactly narrow down based on your product’s category and the platform category you are looking for and then further filter down based on metrics, DA etc. <\/p>\n<p>For example, your product category is mobile app, the platform category that you are looking for could be newsletters, blogs and communities. You can mix and match these options along with specific number filters to exactly pick where you want to submit or plug your product. <\/p>\n<p>The goal isn’t to share at 100s of places, but to share about it in 5 of them for example that’s worthy enough.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<pre><code>Congrats on the launch! Would this get rejected as auto submission by directories?<\/code><\/pre>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@i_dino\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@i_dino<\/a> We do not do auto submissions hence it is DIY. We will help you find not just directories but other places and platforms to plug your product. And the launch kit and AI Sidekick helps you in planning, drafting and consolidating everything you require to execute your launch. <\/p>\n<p>Hope this answers your question. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! How do you keep the AI from sounding generic when every maker uses similar prompts?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ermakovich_sergey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ermakovich_sergey<\/a> The maker doesn’t have to use any prompts at all – that’s why it is a launch sidekick \ud83d\ude09<\/p>\n<p>Once you add your product name, description and link – it has enough context to provide you the relevant recommendations based on the goal and question you pick. We revisit once every couple of weeks to optimize it for the best results ultimately to help the maker before\/during and post launch as well.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">This is so cool! Was preparing a launch myself for the past weeks, and I wish I saw this one earlier \ud83e\udee3<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@natalia_zak\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@natalia_zak<\/a> Thank you. Bookmark us, will definitely be useful for your future launches \ud83d\ude09<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Must have for anyone who launches a lot of products\u2026 well done Adithya \ud83d\ude4c<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@ayushtweetshere Thank you Ayush for your support. Your early feedback definitely helped change things a bit for better.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 a launch coming up soon and the logistics always take longer than expected. Does <a href=\"http:\/\/Submit.DIY\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Submit.DIY<\/a> help with sequencing, like what to submit where and when? or mainly with the copy and tracking? Congrats ont he 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\/@jared_salois\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jared_salois<\/a> Thank you. <\/p>\n<p>We do not automate sequencing because each maker would have their preferences. But we have something called as queues, you can mark “where” you would like to launch which get’s added to the queue (you can include a note too if required) so you clearly know what to execute and when and once done, you can mark it as complete which automatically removes it from the queue but still shows under the launched queue for you to keep track. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">#6<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/QO5SBISWZ574XP\" class=\"app-title\">Canva AI 2.0<\/a><\/p>\n<div class=\"one-liner\">AI that creates with you, and connects to your world<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">161<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Canva AI 2.0\u5c06\u8bbe\u8ba1\u5e73\u53f0\u8f6c\u53d8\u4e3a\u5bf9\u8bdd\u5f0f\u667a\u80fd\u521b\u4f5c\u52a9\u624b\uff0c\u5728\u56e2\u961f\u4ece\u6784\u601d\u5230\u53d1\u5e03\u7684\u5b8c\u6574\u5de5\u4f5c\u6d41\u4e2d\uff0c\u901a\u8fc7\u7406\u89e3\u54c1\u724c\u3001\u8fde\u63a5\u5916\u90e8\u5de5\u5177\u5e76\u751f\u6210\u53ef\u5206\u5c42\u7f16\u8f91\u7684\u8bbe\u8ba1\uff0c\u89e3\u51b3\u521b\u610f\u4ea7\u51fa\u6548\u7387\u4f4e\u3001\u534f\u4f5c\u65ad\u5c42\u53ca\u54c1\u724c\u4e00\u81f4\u6027\u7ef4\u62a4\u96be\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d82a2da2-336b-47c4-86cd-da97c96bd8da.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/de197587-b414-43c7-a150-91e5e2d89125.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c268ef74-eeac-44bc-ad96-7c8f192684ca.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9115c801-37fc-47cb-8b27-7e1421632729.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bb3fa6c6-b03a-4d5f-b634-c36170388d63.avif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6e0b15ad-9b09-425e-a95b-1ee625d6038b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8911475f-b7e4-4bd4-b87b-9ad84a1b50f0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/95607e5c-0508-4a4b-8348-85b42ac3b7cb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e6eb6aa9-bba4-4739-a3cd-0d60e7c3c030.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\/0ec14897-f187-4cf0-89bb-15b4489c9f85.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=jR5kepnNENM\"><source src=\"https:\/\/www.youtube.com\/watch?v=jR5kepnNENM\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Design Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Graphics & Design<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8bbe\u8ba1\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u5bf9\u8bdd\u5f0fAI<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u521b\u4f5c\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u4e00\u81f4\u6027\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u53ef\u7f16\u8f91AI\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u591a\u5de5\u5177\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\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\u80af\u5b9a\u5176\u5411\u201c\u667a\u80fd\u521b\u4f5c\u5de5\u4f5c\u7a7a\u95f4\u201d\u7684\u8f6c\u578b\u613f\u666f\uff0c\u671f\u5f85\u53ef\u7f16\u8f91\u7684AI\u8f93\u51fa\u80fd\u63d0\u5347\u4ef7\u503c\u3002\u4e3b\u8981\u8d28\u7591\u96c6\u4e2d\u4e8eAI\u751f\u6210\u7ed3\u679c\u7684\u53ef\u9760\u6027\u4e0e\u5b9e\u7528\u6027\uff08V1\u8f93\u51fa\u8d28\u91cf\u5dee\u9700\u624b\u52a8\u91cd\u505a\uff09\uff0c\u5e76\u5173\u52072.0\u662f\u5426\u4e3a\u5e95\u5c42\u6a21\u578b\u5347\u7ea7\u3001\u80fd\u5426\u65e0\u7f1d\u6574\u5408\u8fdb\u5df2\u6709\u9879\u76ee\u4ee5\u53ca\u4ed8\u8d39\u6a21\u5f0f\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Canva AI 2.0\u7684\u91ce\u5fc3\u8fdc\u4e0d\u6b62\u4e8e\u6dfb\u52a0\u51e0\u4e2a\u751f\u6210\u5f0f\u529f\u80fd\uff0c\u5176\u6838\u5fc3\u6218\u7565\u662f\u6253\u9020\u4e00\u4e2a\u201c\u667a\u80fd\u4f53\u5316\u201d\u7684\u521b\u4f5c\u64cd\u4f5c\u7cfb\u7edf\u3002\u5b83\u8bd5\u56fe\u653b\u514b\u5f53\u524dAIGC\u5de5\u5177\u7684\u6838\u5fc3\u7f3a\u9677\uff1a\u751f\u6210\u7ed3\u679c\u4e0e\u4e13\u4e1a\u8bbe\u8ba1\u5de5\u4f5c\u6d41\u7684\u8131\u8282\u3002\u901a\u8fc7\u5f15\u5165\u201c\u8bb0\u5fc6\u201d\uff08\u54c1\u724c\u667a\u80fd\uff09\u3001\u201c\u8fde\u63a5\u201d\uff08\u5916\u90e8\u5de5\u5177\u96c6\u6210\uff09\u548c\u201c\u5bf9\u8bdd\u5f0f\u8fed\u4ee3\u201d\uff0c\u4ea7\u54c1\u7784\u51c6\u7684\u662f\u56e2\u961f\u521b\u610f\u751f\u4ea7\u4e2d\u66f4\u75db\u82e6\u7684\u201c\u6700\u540e\u4e00\u82f1\u91cc\u201d\u2014\u2014\u5373\u4eceAI\u521d\u7a3f\u5230\u6700\u7ec8\u6210\u54c1\u7684\u53cd\u590d\u4fee\u6539\u3001\u534f\u4f5c\u4e0e\u53d1\u5e03\u73af\u8282\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u7528\u6237\u8bc4\u8bba\u7280\u5229\u5730\u6307\u51fa\u4e86\u7406\u60f3\u4e0e\u73b0\u5b9e\u7684\u88c2\u7f1d\uff1a\u524d\u4ee3AI\u8f93\u51fa\u7684\u4f4e\u53ef\u9760\u6027\u4e0e\u4f4e\u53ef\u7528\u6027\uff0c\u8ba9\u7528\u6237\u4e0d\u5f97\u4e0d\u624b\u52a8\u91cd\u505a\uff0c\u8fd9\u76f4\u63a5\u52a8\u6447\u4e86\u201c\u63d0\u5347\u6548\u7387\u201d\u7684\u6839\u672c\u627f\u8bfa\u3002\u56e0\u6b64\uff0c2.0\u6210\u8d25\u7684\u5173\u952e\u5728\u4e8e\u5176\u5ba3\u79f0\u7684\u201c\u5206\u5c42\u53ef\u7f16\u8f91\u8f93\u51fa\u201d\u662f\u771f\u6b63\u7684\u5e95\u5c42\u8bbe\u8ba1\u6a21\u578b\u80fd\u529b\u98de\u8dc3\uff0c\u8fd8\u662f\u4ec5\u4ec5\u5728\u65e7\u6a21\u578b\u4e4b\u4e0a\u53e0\u52a0\u4e86\u4ea4\u4e92\u5c42\u3002\u82e5\u5c5e\u540e\u8005\uff0c\u5b83\u53ef\u80fd\u4ec5\u662f\u4e00\u4e2a\u66f4\u6d41\u7545\u7684\u201c\u5305\u88c5\u201d\uff0c\u65e0\u6cd5\u89e3\u51b3\u8d28\u91cf\u672c\u6e90\u95ee\u9898\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u6784\u5efa\u4e00\u4e2a\u95ed\u73af\u751f\u6001\u7cfb\u7edf\uff1a\u5c06\u751f\u6210\u3001\u7f16\u8f91\u3001\u534f\u4f5c\u3001\u53d1\u5e03\u548c\u54c1\u724c\u7ba1\u7406\u6346\u7ed1\u4e8e\u4e00\u4f53\uff0c\u63d0\u9ad8\u7528\u6237\u5207\u6362\u81f3\u5176\u4ed6\u5de5\u5177\u7684\u6210\u672c\u3002\u8fd9\u4e0d\u518d\u662f\u4e0eMidjourney\u6216DALL-E\u7ade\u4e89\u56fe\u50cf\u751f\u6210\uff0c\u800c\u662f\u4e0eFigma\u3001Adobe\u7b49\u4e89\u593a\u201c\u5b8c\u6574\u5de5\u4f5c\u6d41\u201d\u7684\u5165\u53e3\u3002\u98ce\u9669\u5728\u4e8e\uff0c\u82e5AI\u6838\u5fc3\u80fd\u529b\u4e0d\u8fbe\u9884\u671f\uff0c\u8fd9\u4e9b\u5b8f\u4f1f\u7684\u96c6\u6210\u4e0e\u534f\u4f5c\u529f\u80fd\u5c06\u6210\u4e3a\u7a7a\u4e2d\u697c\u9601\uff0c\u88ab\u7528\u6237\u89c6\u4e3a\u534e\u800c\u4e0d\u5b9e\u7684\u8d1f\u62c5\u3002Canva\u5fc5\u987b\u8bc1\u660e\uff0c\u5176AI\u662f\u771f\u6b63\u7406\u89e3\u8bbe\u8ba1\u7684\u201c\u521b\u4f5c\u4f19\u4f34\u201d\uff0c\u800c\u975e\u4e00\u4e2a\u4ecd\u9700\u5927\u91cf\u4eba\u5de5\u6536\u5c3e\u7684\u201c\u968f\u673a\u7075\u611f\u751f\u6210\u5668\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\">Canva AI 2.0<\/span>\n <\/div>\n<div class=\"comment-content\">Canva AI 2.0 turns Canva into a conversational, agentic creative platform. Powered by Canva\u2019s design model, it can generate layered editable designs from a prompt, remember your style and brand, connect to your tools, and help teams move from first idea to final publish in one place.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone!<\/p>\n<p>Canva AI 2.0 is a much bigger move than \u201cmore AI features.\u201d<\/p>\n<p>What Canva is really doing here is turning itself into an agentic creative workspace: conversational design, layered editable outputs, memory, connectors, scheduling, web research, brand intelligence, Sheets AI, and <a href=\"https:\/\/www.canva.com\/ai-code-generator\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Canva Code 2.0<\/a> all tied into one system.<\/p>\n<p>Rather than stopping at one-shot generation, Canva is trying to stay present through the whole creative process. You start with an idea, refine it through conversation, pull in context from the tools you already use, and still keep everything fully editable and on brand.<\/p>\n<p>They are going after something more valuable: being the place where teams still do the last mile of editing, collaboration, and publishing.<\/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\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> Seems like its going to be worth paying for Canva Pro. The new features are exciting especially the one that says we can edit the AI generated images \/ outputs. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> How’s Canva AI 2.0 handling the handoff from agent-generated drafts to human polish? Any workflows where it actually speeds up the feedback loop with non-designers?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Has it been tested and confirmed that Canva AI is reliable? I use Canva everyday and I end up doing all the manual work since the AI gives a completely different response to what we request.<br \/>Can it also be used on projects one has already began working on? For example in mind maps displaying 7 examples. Is it reliable enough to refine the options to nine and still leave it as an editable template?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@shemojs Good questions – I use Canva every day also and agree with you – I’ve ended up never using the AI as its outputs are consistently poor. Was hoping we’d get a 2.0 out of Canva Create – looking forward to trying 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>do people with premium get it or everyone<\/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>as others pointed out, v1 outputs were hard to use without redoing most of the work manually. is 2.0 a new underlying design model, or the same one with better orchestration and memory on top? the answer changes how much to expect from it tbh<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#7<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/WPPY4MPSZOBCXS\" class=\"app-title\">Hello Aria<\/a><\/p>\n<div class=\"one-liner\">Turn chats into tasks, reminders & notes \u2014 instantly.<\/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>\u4e00\u6b3e\u96c6\u6210\u4e8eWhatsApp\u3001Telegram\u7b49\u65e5\u5e38\u901a\u8baf\u5de5\u5177\u5185\u7684AI\u751f\u4ea7\u529b\u52a9\u624b\uff0c\u901a\u8fc7\u81ea\u7136\u5bf9\u8bdd\u6216\u8bed\u97f3\u5373\u65f6\u521b\u5efa\u4efb\u52a1\u3001\u63d0\u9192\u548c\u7b14\u8bb0\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u591a\u5e94\u7528\u95f4\u9891\u7e41\u5207\u6362\u3001\u4fe1\u606f\u788e\u7247\u5316\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6307e811-a5a6-4213-8129-73917e1ba4ab.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6ac7ee73-f5ec-40ac-bd69-d8325ece20b4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1b55b4ab-9011-4cce-987e-df38791fc64c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6573b6fc-e4d8-411b-be54-7265dd228a17.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7b681443-2961-4cd1-b758-971226ee1988.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\/aeaa9b97-f458-4114-9564-e9487b40bf84.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a93b71a1-540c-4e1f-9670-79f52de67e1a.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\/0567cb46-0125-4bd7-bab9-a6b21d17c5c9.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/PFSFyMUDxSw\"><source src=\"https:\/\/youtu.be\/PFSFyMUDxSw\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Vercel Day<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u751f\u4ea7\u529b\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u5bf9\u8bdd\u5f0f\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u8f6c\u4efb\u52a1<\/span><br \/>\n <span class=\"tag\">\u5e94\u7528\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e73\u53f0\u540c\u6b65<\/span><br \/>\n <span class=\"tag\">\u51cf\u5c11\u5de5\u5177\u5207\u6362<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u6548\u7387<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u52a9\u7406<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u57fa\u4e8e\u73b0\u6709\u901a\u8baf\u5de5\u5177\u7684\u4f4e\u95e8\u69db\u4f7f\u7528\u548c\u8bed\u97f3\u8f6c\u4efb\u52a1\u529f\u80fd\u3002\u91cd\u70b9\u5173\u6ce8\u95ee\u9898\u5305\u62ec\uff1a\u8de8\u5e73\u53f0\u4e0a\u4e0b\u6587\u540c\u6b65\u80fd\u529b\u3001\u957f\u671f\u4f7f\u7528\u7684\u4fe1\u606f\u7ec4\u7ec7\u903b\u8f91\u3001\u5bf9Meta\u7b49\u5e73\u53f0API\u7684\u4f9d\u8d56\u98ce\u9669\u3002\u521b\u59cb\u4eba\u8be6\u7ec6\u56de\u590d\u4e86\u6280\u672f\u67b6\u6784\u4e0e\u5e94\u5bf9\u7b56\u7565\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n HelloAria\u7684\u806a\u660e\u4e4b\u5904\u5728\u4e8e\u5176\u201c\u6e20\u9053\u65e0\u611f\u201d\u7684\u4ea7\u54c1\u54f2\u5b66\u3002\u5b83\u6ca1\u6709\u9009\u62e9\u521b\u5efa\u4e00\u4e2a\u9700\u8981\u7528\u6237\u6539\u53d8\u4e60\u60ef\u7684\u201c\u4e2d\u5fc3\u5316\u751f\u4ea7\u529b\u5e73\u53f0\u201d\uff0c\u800c\u662f\u5c06\u81ea\u5df1\u62c6\u89e3\u6210\u4e00\u4e2a\u53bb\u4e2d\u5fc3\u5316\u7684\u201cAI\u5927\u8111\u201d\uff0c\u5bc4\u751f\u5728\u7528\u6237\u6700\u9ad8\u9891\u7684\u901a\u8baf\u573a\u666f\u4e2d\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u5bf9\u201c\u5de5\u5177\u81a8\u80c0\u201d\u65f6\u4ee3\u7684\u4e00\u6b21\u7cbe\u51c6\u53cd\u51fb\u2014\u2014\u7528\u6237\u4e0d\u662f\u9700\u8981\u7b2c6\u4e2a\u7ba1\u7406\u5e94\u7528\uff0c\u800c\u662f\u9700\u8981\u524d5\u4e2a\u5e94\u7528\u80fd\u65e0\u7f1d\u8054\u52a8\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u7684\u6280\u672f\u62a4\u57ce\u6cb3\u5e76\u975eAI\u89e3\u6790\u8bed\u97f3\u6216\u6587\u672c\u7684\u80fd\u529b\uff08\u8fd9\u5df2\u662f\u7ea2\u6d77\uff09\uff0c\u800c\u5728\u4e8e\u5176\u5ba3\u79f0\u7684\u201c\u72b6\u6001\u7edf\u4e00\u67b6\u6784\u201d\uff1a\u8ba9\u5404\u4e2a\u901a\u8baf\u6e20\u9053\u6210\u4e3a\u65e0\u72b6\u6001\u7684\u4ea4\u4e92\u754c\u9762\uff0c\u800c\u5c06\u7528\u6237\u610f\u56fe\u3001\u4efb\u52a1\u72b6\u6001\u548c\u8bb0\u5fc6\u7ef4\u62a4\u5728\u4e2d\u592e\u5c42\u3002\u8fd9\u89e3\u51b3\u4e86\u591a\u7aef\u751f\u4ea7\u529b\u5de5\u5177\u6700\u68d8\u624b\u7684\u201c\u72b6\u6001\u5206\u88c2\u201d\u95ee\u9898\u3002\u4ece\u8bc4\u8bba\u4e2d\u521b\u59cb\u4eba\u900f\u9732\u7684\u7ec6\u8282\u770b\uff0c\u4ed6\u4eec\u5df2\u4e3a\u6b64\u4ed8\u51fa\u4e86\u4e0d\u5c0f\u7684\u91cd\u6784\u4ee3\u4ef7\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u9690\u542b\u7740\u53cc\u91cd\u98ce\u9669\u3002\u9996\u5148\u662f\u201c\u529f\u80fd\u4ef7\u503c\u7a00\u91ca\u201d\u98ce\u9669\uff1a\u4f5c\u4e3a\u5bc4\u751f\u578b\u5de5\u5177\uff0c\u5176\u6838\u5fc3\u529f\u80fd\uff08\u521b\u5efa\u63d0\u9192\u3001\u4efb\u52a1\uff09\u5b9e\u5219\u662f\u5c06\u624b\u673a\u7cfb\u7edf\u7ea7\u80fd\u529b\uff08\u5982Siri\uff09\u6216\u65e5\u5386\u5e94\u7528\u7684\u6838\u5fc3\u4f53\u9a8c\uff0c\u5305\u88f9\u4e86\u4e00\u5c42\u5bf9\u8bdd\u5f0f\u4ea4\u4e92\u3002\u8fd9\u79cd\u4f53\u9a8c\u4f18\u52bf\u5728\u521d\u671f\u60ca\u8273\uff0c\u4f46\u5bb9\u6613\u88ab\u539f\u751f\u5e73\u53f0\u6216\u5de8\u5934\u901a\u8fc7\u7b80\u5355\u8fed\u4ee3\u6240\u8986\u76d6\u3002\u5176\u6b21\u662f\u5176\u201c\u4e2d\u95f4\u4ef6\u201d\u5b9a\u4f4d\u7684\u5c34\u5c2c\uff1a\u5bf9\u4e8e\u4e2a\u4eba\u7528\u6237\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u4e00\u4e2a\u4e0d\u9519\u7684\u6548\u7387\u73a9\u5177\uff1b\u5bf9\u4e8e\u56e2\u961f\uff0c\u5176\u5f53\u524d\u529f\u80fd\u6df1\u5ea6\u53c8\u8fdc\u672a\u8fbe\u5230Asana\u3001Notion\u7b49\u4e13\u4e1a\u534f\u4f5c\u5de5\u5177\u7684\u6c34\u5e73\u3002\u8bc4\u8bba\u4e2d\u63d0\u53ca\u7684\u201c\u4f1a\u8bae\u7eaa\u8981\u201d\u529f\u80fd\u6216\u8bb8\u662f\u4e00\u4e2a\u80fd\u4f53\u73b0\u5176AI\u9644\u52a0\u503c\u7684\u7a81\u7834\u53e3\uff0c\u4f46\u9700\u8bc1\u660e\u5176\u6458\u8981\u8d28\u91cf\u80fd\u8d85\u8d8a\u5355\u7eaf\u7684\u5f55\u97f3\u8f6c\u6587\u5b57\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cHelloAria\u662f\u4e00\u6b21\u4f18\u96c5\u7684\u201c\u573a\u666f\u5077\u88ad\u201d\uff0c\u5b83\u7cbe\u51c6\u5730\u6355\u6349\u5230\u4e86\u5de5\u5177\u75b2\u52b3\u4e0b\u7684\u7528\u6237\u60c5\u7eea\u3002\u4f46\u5176\u957f\u671f\u4ef7\u503c\uff0c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u4ece\u201c\u5728\u804a\u5929\u4e2d\u521b\u5efa\u4efb\u52a1\u201d\u7684\u4fbf\u6377\u5de5\u5177\uff0c\u6f14\u8fdb\u4e3a\u771f\u6b63\u7406\u89e3\u7528\u6237\u5de5\u4f5c\u6d41\u3001\u5e76\u80fd\u4e3b\u52a8\u534f\u8c03\u591a\u5e73\u53f0\u8d44\u6e90\u7684\u201c\u667a\u80fd\u4e2d\u67a2\u201d\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u53e6\u4e00\u4e2a\u5728\u6548\u7387\u7ea2\u6d77\u4e2d\uff0c\u51ed\u501f\u5de7\u5999\u5207\u5165\u70b9\u83b7\u5f97\u77ed\u6682\u559d\u5f69\u7684\u8fc7\u5ba2\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\">Hello Aria<\/span>\n <\/div>\n<div class=\"comment-content\">Stop switching between 5 apps. Just message Aria. HelloAria is the AI productivity assistant that lives inside WhatsApp, Telegram, email, and your iOS app. Manage reminders, tasks, calendar, notes, and meeting minutes \u2014 all from a single chat. Too busy to type? Send a voice note \u2014 Aria turns it into tasks, notes, and action items automatically. Syncs with Google Calendar, Drive, Meet, Outlook, and One AI. Endless uses. All your productivity in a single chat.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>I’m Tharun, founder of HelloAria.<\/p>\n<p>I studied robotics at NYU \u2014 spent years building systems that automate complex tasks. Ironically, my own life was a mess. Todoist for tasks, Apple Reminders for quick stuff, Google Calendar for meetings, Notion for notes \u2014 and I was STILL forgetting things. Five apps open. Nothing in sync. I’d set a reminder in one app and miss it because I was living in another.<\/p>\n<p>One night I thought \u2014 I spend all day on WhatsApp anyway. What if I could just text someone and say “remind me to call mom on Sunday” and it just… happened?<\/p>\n<p>That’s how HelloAria started. Built it for myself first. Then friends wanted it. Then strangers started asking for it.<\/p>\n<p>\ud83d\udee0 <strong>What it does:<\/strong> Message Aria on WhatsApp, Telegram, or email \u2014 she creates reminders, to-dos, calendar events, meeting notes, and follow-ups. Everything syncs to your iOS app and web dashboard. Too busy to type? Send a voice note \u2014 Aria turns it into tasks and action items automatically.<\/p>\n<p>\u26a1 <strong>What makes it different:<\/strong><\/p>\n<ul>\n<li>\n<p>No new app to learn \u2014 works inside apps you already use daily<\/p>\n<\/li>\n<li>\n<p>AI that understands context: “remind me to call mom every Sunday at 5pm” \u2014 done<\/p>\n<\/li>\n<li>\n<p>Voice notes \u2192 instant to-dos, notes, and reminders<\/p>\n<\/li>\n<li>\n<p>Meeting recording with AI-generated summaries and action items<\/p>\n<\/li>\n<li>\n<p>Google Calendar, Drive, Meet, Outlook, OneDrive integrations<\/p>\n<\/li>\n<\/ul>\n<p>\ud83c\udfaf <strong>Who it’s for:<\/strong><\/p>\n<ul>\n<li>\n<p>Busy professionals drowning in app-switching<\/p>\n<\/li>\n<li>\n<p>Freelancers managing clients, invoices, and deadlines<\/p>\n<\/li>\n<li>\n<p>Founders and solopreneurs wearing 10 hats at once<\/p>\n<\/li>\n<li>\n<p>Teams that want shared reminders and meeting minutes<\/p>\n<\/li>\n<li>\n<p>Students juggling assignments, deadlines, and group projects<\/p>\n<\/li>\n<li>\n<p>Parents coordinating family schedules, school events, and errands<\/p>\n<p>\ud83c\udf81 <strong>3 Months Free<\/strong> for the PH community:<\/p>\n<p>\ud83d\udcf1 <strong>iOS users<\/strong> \u2192 <a href=\"https:\/\/apps.apple.com\/redeem?ctx=offercodes&id=6757361279&code=PRODUCTHUNT\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Claim here<\/a><\/p>\n<p>\ud83d\udcac <strong>WhatsApp & Dashboard users<\/strong> \u2192 Email us at <a href=\"mailto:info@realityrift.co\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">info@realityrift.co<\/a> with subject “Product Hunt” and we’ll activate it for you.<\/p>\n<\/li>\n<\/ul>\n<p>I’d genuinely love your feedback \u2014 what productivity problems would you want Aria to solve for you?<\/p>\n<p>\u2014 Tharun<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>19<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sai_tharun_kakirala\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sai_tharun_kakirala<\/a> the ‘MOM Mode’ (meeting minutes) from voice notes sounds incredible for small teams. we spend more time writing summaries than we do in the actual meetings sometimes. rooting for you guys.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sai_tharun_kakirala\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sai_tharun_kakirala<\/a> This is very useful. I’ve connected my Google Calendar to HelloAria. Now I can add events with just a voice note, no app switching or typing required. A simple setup that makes managing my day much easier. really impressed with the product.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">This looks really powerful \ud83d\udd25<br \/>\nIt can turn chats into tasks, reminders, and notes instantly \u2014 which saves a lot of time. The best part is it works inside WhatsApp, Telegram, and email, so no need to switch between apps. Voice note to task conversion is also a huge advantage for busy people. Plus, syncing with calendar and drive makes it a complete productivity tool \ud83d\ude80<br \/>\nIf it works smoothly, this is a serious game changer!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Happy launch! So basically a super-chat App, which connects with various other messengers, calendar and so on and helps to manage all the conversations from one place? I guess this would work pretty well for B2B as well (outlook, Slack etc. all in one place), did you think about it?<\/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\/@davitausberlin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davitausberlin<\/a> <br \/>Thanks Davit \ud83d\ude4f<\/p>\n<p>Small but important distinction \u2014 HelloAria isn’t a chat hub that aggregates conversations across apps. It’s an AI assistant that <em>lives inside<\/em> the messengers you already use (WhatsApp, Telegram, email), and turns what you say into structured output \u2014 tasks, reminders, calendar events, meeting notes.<\/p>\n<p>So instead of “one inbox for all chats,” it’s “one brain that understands what you need and executes it across tools.”<\/p>\n<p>On B2B \u2014 100%, it’s already a big use case. Outlook is live today, along with Google Calendar, Drive, Meet, and OneDrive. What’s coming next is deeper team functionality \u2014 shared reminders, meeting minutes with auto-tagged action items per person, and proactive nudges like “hey, you promised the deck to Sarah by Thursday.”<\/p>\n<p>Slack + Teams integrations are on the roadmap too.<\/p>\n<p>What’s your biggest B2B coordination pain right now? Genuinely curious \u2014 we’re actively shaping that roadmap.<\/p>\n<p>Good luck with Banyan AI Lite \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the simplicity here! Especially the voice note. As a parent with little kids, I never have free hands to type when I remember something I need to do<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@julialeffler\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@julialeffler<\/a> <br \/>Oh this one hits \ud83d\ude4f<\/p>\n<p>Parents were genuinely one of the use cases that surprised us most. We built Aria thinking “busy professionals” \u2014 and then a bunch of moms and dads wrote in saying “I finally added the dentist appointment because I could voice-note it while holding the baby.” That reframed the whole thing for us.<\/p>\n<p>If you try it: voice-note something like “remind me Thursday at 7am to pack Emma’s water bottle” \u2014 Aria will parse the day, time, and your kid’s name and just handle it. No typing, no switching apps.<\/p>\n<p>Would love to hear how it holds up in real kid-chaos \u2014 that’s the feedback that shapes the roadmap most \ud83d\ude4f<\/p>\n<p>Thanks for being here on launch day \u2764\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Love the idea of consolidating productivity into messaging apps where people already spend time. Quick question – how does Aria handle context across different chat platforms? For example, if someone starts a task in WhatsApp and needs to reference it in Telegram later, does it seamlessly sync, or do users need to manage that manually?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@osakasaul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@osakasaul<\/a> <br \/>Thanks \ud83d\ude4f and this is genuinely one of the hardest problems we’ve solved \u2014 love that you zeroed in on it.<\/p>\n<p>Short answer: fully seamless, zero manual management.<\/p>\n<p>How it works under the hood: the channels (WhatsApp, Telegram, iOS, email) are just interfaces. Aria’s “brain” sits above all of them \u2014 a single user context with unified memory, task state, and history. You’re not talking to “WhatsApp Aria” or “Telegram Aria,” you’re talking to Aria, who happens to be reachable through those channels.<\/p>\n<p>So the flow you described works exactly as you’d hope:<\/p>\n<p>\u2192 Create a task on WhatsApp \u2192 “remind me to send Q3 report Friday”<\/p>\n<p>\u2192 Later on Telegram \u2192 “what did I need to send Friday?” \u2192 Aria recalls it instantly<\/p>\n<p>\u2192 Mark it done from the iOS app \u2192 all channels reflect the update in real time<\/p>\n<p>The key architectural choice was making the channels stateless and the brain stateful. Most multi-channel tools do it the other way (each channel maintains its own state, then they try to sync) and it’s why those products feel fragmented. We learned that the hard way in v1.<\/p>\n<p>Biggest unsolved part we’re still working on: cross-channel conversation <em>continuity<\/em> \u2014 picking up a half-finished conversation mid-thread when you switch devices. Much harder than state sync.<\/p>\n<p>What made you ask this specifically \u2014 are you building something adjacent?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch <a href=\"https:\/\/www.producthunt.com\/@sai_tharun_kakirala\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"sai_tharun_kakirala\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sai_tharun_kakirala<\/a> and Sophia! The multi-channel approach (WhatsApp, Slack, Telegram) is smart! You meet users where the habit already lives. <\/p>\n<\/p>\n<p>Curious which channel your users actually stick with long-term once the reminder routine kicks in?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@byalexai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@byalexai<\/a> <br \/>Thanks so much \ud83d\ude4f and yeah, that’s honestly one of my favorite questions to get asked because the answer surprised us.<\/p>\n<p>Intuition said WhatsApp wins \u2014 it’s where people live, lowest friction, instant habit.<\/p>\n<p>Reality: WhatsApp wins for acquisition, but iOS wins for retention.<\/p>\n<p>What we see: users onboard through WhatsApp (because that’s where the friction is zero), then graduate to the iOS app within 2-3 weeks for anything involving multiple reminders at once, voice-note meeting recordings, or reviewing their day. WhatsApp stays as the “quick capture” layer \u2014 the “remind me to call mom” moment while walking.<\/p>\n<p>So it’s less “which channel wins” and more “which job-to-be-done lives on which channel”:<\/p>\n<p>\u2192 WhatsApp\/Telegram = capture (fast, one-shot, voice or text)<\/p>\n<p>\u2192 iOS = review + meeting recording (richer UI, full context)<\/p>\n<p>\u2192 Email = reports, summaries, anything you want to archive<\/p>\n<p>The biggest surprise: power users end up using ALL of them, daily, without thinking about it. Aria syncs the context across, so they don’t feel like separate tools.<\/p>\n<p>What’s your context for the question \u2014 building something channel-first yourself?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This feels like a nice shift toward reducing tool overload. Having reminders, notes, and calendar all in one conversational layer makes a lot of sense. How do you handle keeping everything organized as usage scales?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@uxpinjack\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@uxpinjack<\/a> <br \/>Thanks \ud83d\ude4f and yeah, “tool overload” is exactly the framing we keep coming back to \u2014 people don’t need another app, they need fewer.<\/p>\n<p>On scale: the short answer is Aria treats memory like a human assistant would, not like a database. Three layers working together:<\/p>\n<p>\u2192 Short-term context \u2014 what you’re talking about right now (this week’s meetings, today’s to-dos)<\/p>\n<p>\u2192 Mid-term memory \u2014 recurring patterns Aria picks up (your Monday 9am standup, the grocery list you rebuild every Sunday, your kid’s swim class)<\/p>\n<p>\u2192 Long-term knowledge \u2014 the stable stuff (your family’s names, your work projects, recurring contacts)<\/p>\n<p>Retrieval is semantic, not chronological \u2014 so when you say “remind me about that thing Sarah mentioned,” Aria searches intent, not keywords.<\/p>\n<p>The honest challenge at scale isn’t storage, it’s <em>forgetting gracefully<\/em> \u2014 knowing when an old reminder is no longer relevant vs when to surface it again. Still actively tuning that one.<\/p>\n<p>Great question \u2014 what kind of usage were you imagining when you asked? Teams, personal, something else?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>best of luck with the launch !!!, also meeting minutes from voice notes is a clever wedge honestly, feels like the feature that actually sells the rest of the product. the risk long-term is platform dependency, since like whatsapp business api policies can shift overnight and kill entire workflows. <\/p>\n<\/p>\n<p>any backup plan there or is that just the cost of doing business on top of meta ?<\/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\/@saad_el_gueddari\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saad_el_gueddari<\/a> <br \/>Thanks \ud83d\ude4f and yeah \u2014 that’s <em>exactly<\/em> the conversation we had internally about 8 months in.<\/p>\n<p>HelloAria actually started as WhatsApp-first AI. It was getting traction, users loved it, but every time Meta shifted a Business API policy I was losing sleep. One policy change away from an entire user base being locked out wasn’t a risk we were willing to ride long-term.<\/p>\n<p>So we rebuilt the architecture to be channel-agnostic. Today Aria lives on:<\/p>\n<p>\u2192 WhatsApp<\/p>\n<p>\u2192 Telegram<\/p>\n<p>\u2192 iOS app (our own platform, fully controlled)<\/p>\n<p>\u2192 Email (SMTP \u2014 nobody can take this away)<\/p>\n<p>\u2192 Web dashboard<\/p>\n<p>Same AI brain, same user context, same data \u2014 users pick the channel that fits their life. If Meta changes something tomorrow, our WhatsApp users migrate to Telegram or the iOS app in one tap and keep all their tasks, reminders, and history.<\/p>\n<p>It cost us 3 months of engineering we didn’t really have, but channel dependency is one risk I don’t want to carry into a Series A conversation.<\/p>\n<p>Good eye on this \u2014 most people don’t spot it until it’s already a problem \ud83e\udee1<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 voice note \u2192 tasks workflow is the one I keep thinking about. What’s the latency like? If I’m rattling off 10 things from a parking lot voice memo, how long before they show up as structured tasks? And does Aria make judgment calls about what’s a task vs. a reminder vs. a note, or does it ask you to clarify?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/ZSCEQOBWDUCRNL\" class=\"app-title\">CalendarPipe<\/a><\/p>\n<div class=\"one-liner\">Programmable calendar sync for humans and AI agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">146<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>CalendarPipe\u662f\u4e00\u6b3e\u53ef\u7f16\u7a0b\u65e5\u5386\u540c\u6b65\u5de5\u5177\uff0c\u901a\u8fc7\u53ef\u89c6\u5316\u6216\u4ee3\u7801\u65b9\u5f0f\u521b\u5efa\u6570\u636e\u7ba1\u9053\uff0c\u667a\u80fd\u8fc7\u6ee4\u548c\u8f6c\u53d1\u65e5\u7a0b\u4e8b\u4ef6\uff0c\u89e3\u51b3\u4e86\u591a\u65e5\u5386\u7ba1\u7406\u6df7\u4e71\u53caAI\u4ee3\u7406\u4e0e\u4eba\u7c7b\u65e5\u7a0b\u65e0\u7f1d\u534f\u4f5c\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1c72af0a-42cc-457c-b9fe-d6c7b06e86c2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/00fc3993-c102-43a5-a529-7fb4985a3dec.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\/ab8920f2-c5df-4b1b-a762-25e5a19b4d61.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\">Calendar<\/span><br \/>\n <span class=\"tag\">Vercel Day<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u65e5\u5386\u540c\u6b65<\/span><br \/>\n <span class=\"tag\">\u53ef\u7f16\u7a0b\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u4ee3\u7406\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u65e0OAuth\u540c\u6b65<\/span><br \/>\n <span class=\"tag\">\u65e5\u7a0b\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u7ba1\u9053<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">API\u9a71\u52a8<\/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\u591a\u65e5\u5386\u51b2\u7a81\u548c\u53ef\u7f16\u7a0b\u6027\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u5bf9\u201c\u65e0OAuth\u9080\u8bf7\u201d\u673a\u5236\u8868\u793a\u8d5e\u8d4f\u3002\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u5728AI\u4ee3\u7406\u7684\u8eab\u4efd\u9a8c\u8bc1\u3001\u4e8b\u4ef6\u51b2\u7a81\u89e3\u51b3\u903b\u8f91\u3001\u4e0e\u73b0\u6709\u5de5\u5177\u7684\u4e92\u64cd\u4f5c\u6027\uff0c\u4ee5\u53ca\u9080\u8bf7\u90ae\u4ef6\u9001\u8fbe\u7684\u7a33\u5b9a\u6027\u7b49\u6280\u672f\u7ec6\u8282\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n CalendarPipe\u8868\u9762\u4e0a\u662f\u4e00\u6b3e\u65e5\u5386\u540c\u6b65\u5de5\u5177\u7684\u201c\u4f18\u5316\u7248\u672c\u201d\uff0c\u4f46\u5176\u771f\u6b63\u7684\u98a0\u8986\u6027\u5728\u4e8e\u4e24\u70b9\uff1a\u4e00\u662f\u7528\u201c\u6570\u636e\u7ba1\u9053\u201d\u7684\u5de5\u7a0b\u601d\u7ef4\u91cd\u6784\u4e86\u65e5\u5386\u540c\u6b65\u903b\u8f91\uff0c\u5c06\u50f5\u5316\u7684\u955c\u50cf\u540c\u6b65\u53d8\u4e3a\u53ef\u7f16\u7a0b\u7684\u4e8b\u4ef6\u6d41\u5904\u7406\uff0c\u8fd9\u5b9e\u8d28\u4e0a\u662f\u4e3a\u4e2a\u4eba\u65f6\u95f4\u6570\u636e\u63d0\u4f9b\u4e86ETL\u80fd\u529b\uff1b\u4e8c\u662f\u5176\u9887\u5177\u91ce\u5fc3\u7684\u201cAI\u4ee3\u7406\u57fa\u7840\u8bbe\u65bd\u201d\u5b9a\u4f4d\uff0c\u901a\u8fc7\u63d0\u4f9bREST API\u3001CalDAV\u548cMCP\u670d\u52a1\u5668\uff0c\u5b83\u8bd5\u56fe\u6210\u4e3aAI\u4f53\u534f\u8c03\u4e0e\u884c\u52a8\u7684\u201c\u65f6\u95f4\u5c42\u201d\u64cd\u4f5c\u7cfb\u7edf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5de7\u5999\u5730\u7528\u201c\u90ae\u4ef6\u9080\u8bf7\u201d\u7ed5\u8fc7\u4e86\u4f01\u4e1aOAuth\u5ba1\u6279\u548c\u5b89\u5168\u58c1\u5792\uff0c\u8fd9\u79cd\u52a1\u5b9e\u7684\u8bbe\u8ba1\u663e\u8457\u964d\u4f4e\u4e86\u90e8\u7f72\u95e8\u69db\uff0c\u4f46\u8bc4\u8bba\u4e2d\u5173\u4e8e\u9080\u8bf7\u9001\u8fbe\u53ef\u9760\u6027\u7684\u8d28\u7591\u4e5f\u76f4\u51fb\u5176\u547d\u95e8\u2014\u2014\u5b83\u628a\u590d\u6742\u6027\u4ece\u6743\u9650\u7ba1\u7406\u8f6c\u79fb\u5230\u4e86\u90ae\u4ef6\u751f\u6001\u7684\u517c\u5bb9\u6027\u4e0a\uff0c\u8fd9\u662f\u4e00\u573a\u5371\u9669\u7684\u8d4c\u535a\u3002\u5176\u5ba3\u79f0\u7684\u201c\u65e0\u4ee3\u7801AI\u63cf\u8ff0\u521b\u5efa\u7ba1\u9053\u201d\u529f\u80fd\uff0c\u5728\u5f53\u524dAI\u6280\u672f\u80cc\u666f\u4e0b\uff0c\u5f88\u53ef\u80fd\u4ecd\u662f\u4e00\u4e2a\u9700\u8981\u5927\u91cf\u8c03\u8bd5\u7684\u201c\u534a\u6210\u54c1\u201d\u5356\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cCalendarPipe\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u5b83\u4eca\u5929\u80fd\u591a\u5b8c\u7f8e\u5730\u540c\u6b65\u65e5\u5386\uff0c\u800c\u5728\u4e8e\u5b83\u7387\u5148\u4e3aAI\u65f6\u4ee3\u7684\u4eba\u673a\u534f\u4f5c\uff0c\u5b9a\u4e49\u5e76\u62a2\u5360\u4e86\u4e00\u4e2a\u5173\u952e\u7684\u57fa\u7840\u8bbe\u65bd\u63a5\u53e3\uff1a**\u53ef\u7f16\u7a0b\u3001\u53ef\u4e92\u64cd\u4f5c\u7684\u65f6\u95f4\u534f\u8bae**\u3002\u5982\u679c\u6210\u529f\uff0c\u5b83\u5c06\u6210\u4e3a\u8fde\u63a5\u4eba\u7c7b\u65e5\u7a0b\u4e0e\u6570\u5b57\u667a\u80fd\u4f53\u7684\u5173\u952e\u4e2d\u95f4\u4ef6\uff1b\u5982\u679c\u5931\u8d25\uff0c\u5219\u4f1a\u6ca6\u4e3a\u53e6\u4e00\u4e2a\u8fc7\u5ea6\u5de5\u7a0b\u5316\u7684\u81ea\u52a8\u5316\u73a9\u5177\u3002\u5176146\u7968\u7684Product Hunt\u70ed\u5ea6\uff0c\u53cd\u6620\u7684\u6b63\u662f\u5e02\u573a\u5bf9\u8fd9\u79cd\u524d\u77bb\u6027\u5c1d\u8bd5\u65e2\u5174\u594b\u53c8\u89c2\u671b\u7684\u590d\u6742\u5fc3\u6001\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\">CalendarPipe<\/span>\n <\/div>\n<div class=\"comment-content\">CalendarPipe syncs Google, Outlook, and Apple calendars through programmable pipes that filter, transform, and route events. Build pipes visually, describe them in plain English with AI, or write TypeScript. Events flow as real invitations \u2014 no OAuth needed on the recipient side. AI agents get a REST API, CalDAV, and MCP server to spin up their own calendars and send invites.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b<\/p>\n<p>We built CalendarPipe because my work calendar didn’t reflect my family calendar. Every week, I had to manually update blocks in my work calendar to ensure availability for errands or taking care of kids. Existing sync tools mirror everything or some parameters but aren’t programmable. In my case, events in my family calendar starting with “J:” need to block time on my work calendar – and nothing else should leak through.<\/p>\n<p>Another problem: my company doesn’t approve apps connecting via OAuth to calendars directly. So we built a smart workaround that manages calendar invitations via email, avoiding the need for security approval entirely.<\/p>\n<p>The core concept is a pipe, a pure function that takes an event in and decides what comes out. Block it, pass it through, redact the title – the configurability is almost endless \ud83e\uddd1\u200d\ud83d\udcbb.<\/p>\n<p>For AI agents \ud83e\udd16: CalendarPipe ships a REST API and ready-to-use skills. Agents can spin up their own hosted calendar and deliver real email invitations to any inbox.<\/p>\n<p>Would love your feedback – especially on the pipe concept and the agentic workflows. AMA!<\/p>\n<p>EDIT: Don’t forget to use the promo code if you want to experiment with Pro features! \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jukben\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jukben<\/a> My calendars are now nicely organized and following all the little weird quicks of my personal time management. Let’s go \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Calendar sync for agents is a sharp unlock \u2014 every time I try to let an agent book or reschedule, the conflict-resolution logic is the part that falls over. How do you handle it when a human moves an event an agent is watching? Congrats on launch \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mariomonteiro\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mariomonteiro<\/a> We did not want to build any custom agents for this so that you can easily integrate it with whatever you already use today, be it Claude Code\/Cowork or OpenClaw it is pretty much up to you to prompt the agents what to do with the changing events.<br \/><a href=\"https:\/\/www.producthunt.com\/@jukben\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"jukben\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jukben<\/a> created a nice skill describing how to use CalendarPipe so you don’t have to start from scratch <a href=\"https:\/\/github.com\/calendarpipe\/skills\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/calendarpipe\/skills<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019ve struggled with juggling multiple calendars, so this idea really clicks for me. I like that I can define rules instead of constantly fixing conflicts.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>I’ve been hacking this together manually for 3 years, WHERE WAS 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\/@petrbrzek\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@petrbrzek<\/a> Somewhere deep in our backlogs \ud83d\ude48 We can only thank the AI advancement for items getting out of there \ud83d\ude43<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>oh this is cool \u2014 the “calendar sync for AI agents” angle is interesting. does it expose a webhook or API so an agent can react to incoming events, or is it mostly bidirectional sync between calendar providers?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! This is genuinely clever – the idea of events flowing as real invitations without OAuth friction is a game-changer for adoption.<\/p>\n<p>Quick question: when an AI agent sends calendar invites through CalendarPipe, how do you handle the identity\/verification side? Does the invite appear to come from the agent itself, or from a proxy account?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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! \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>oh yes, it’s like we are living in the “future” while my cal still runs on conflicts without me ever noticing them<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is pretty clever! I’ve faced similar issues before and just went with Zapier or the native email fwd’ing\/automation tools but I’d image CalendarPipe feels much more native? Curious how you landed on building this vs using an existing automation tool.<\/p>\n<p>Well done <a href=\"https:\/\/www.producthunt.com\/@jukben\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"jukben\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jukben<\/a> btw, I’m going to 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jukben\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jukben<\/a> <a href=\"https:\/\/www.producthunt.com\/@gabe\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gabe<\/a> Oh definitely feels more native. It just works. You set it up in 5 minutes and then you can forget about it forever. I tried many more manual approaches as well as alternative products, but it always lacked the flexibility & simplicity that a simple code snippet provides.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Invitation-based delivery is a clever way around OAuth and \u201crecipient doesn\u2019t need an account,\u201d but invites\/ICS can be fragile across Outlook\/Gmail\/security gateways. What have been the hardest interoperability or deliverability issues to handle, and what guardrails\/debugging have you built for users when an invite doesn\u2019t render or RSVP correctly?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#9<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/HEMBHSTXPVR4PM\" class=\"app-title\">Cloudflare Email Service<\/a><\/p>\n<div class=\"one-liner\">Turn any email inbox into a native interface for AI agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">144<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Cloudflare Email Service \u63d0\u4f9b\u4e86\u4e00\u4e2a\u57fa\u7840\u8bbe\u65bd\u5c42\uff0c\u4f7f\u5f00\u53d1\u8005\u80fd\u76f4\u63a5\u5728AI\u667a\u80fd\u4f53\u6216\u5e94\u7528\u4e2d\u96c6\u6210\u90ae\u4ef6\u6536\u53d1\u4e0e\u5904\u7406\u80fd\u529b\uff0c\u5c06\u666e\u53ca\u7684\u90ae\u7bb1\u8f6c\u53d8\u4e3aAI\u667a\u80fd\u4f53\u7684\u539f\u751f\u4ea4\u4e92\u754c\u9762\uff0c\u89e3\u51b3\u4e86\u667a\u80fd\u4f53\u591a\u901a\u9053\u90e8\u7f72\u4e2d\u90ae\u4ef6\u6e20\u9053\u63a5\u5165\u590d\u6742\u3001\u6210\u672c\u9ad8\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0602a4aa-1843-4b8f-8359-2b67d9191b25.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\/eda2b976-4962-45f5-983b-9a4ebc4d0a99.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/73694627-3038-4bbe-a22d-b2dc11a68a02.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/be8aac1a-f550-4f38-8d45-c847d01ab95b.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\">Email<\/span><br \/>\n <span class=\"tag\">Email Marketing<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u90ae\u4ef6API<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u63a5\u53e3<\/span><br \/>\n <span class=\"tag\">\u65e0\u670d\u52a1\u5668\u8ba1\u7b97<\/span><br \/>\n <span class=\"tag\">\u4e91\u57fa\u7840\u8bbe\u65bd<\/span><br \/>\n <span class=\"tag\">\u591a\u901a\u9053AI<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u90ae\u4ef6\u5904\u7406<\/span><br \/>\n <span class=\"tag\">Cloudflare Workers<\/span><br \/>\n <span class=\"tag\">\u516c\u6d4b\u4ea7\u54c1<\/span><br \/>\n <span class=\"tag\">\u96c6\u6210\u670d\u52a1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u6ce8\u4e0eWorkers KV\u7b49\u670d\u52a1\u7684\u96c6\u6210\u3001\u90ae\u4ef6\u4f1a\u8bdd\u72b6\u6001\u7ba1\u7406\u3001\u672a\u6765\u662f\u5426\u652f\u6301\u4f20\u7edfSMTP\u534f\u8bae\u3002\u90e8\u5206\u7528\u6237\u8ba4\u4e3a\u6982\u5ff5\u521d\u671f\u8f83\u96be\u7406\u89e3\uff0c\u4f46\u8ba4\u53ef\u5176\u5b9a\u4ef7\u548c\u5bf9\u521d\u521b\u4f01\u4e1a\u7684\u4ef7\u503c\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 Cloudflare Email Service \u7684\u53d1\u5e03\uff0c\u8fdc\u4e0d\u6b62\u662f\u589e\u52a0\u4e00\u4e2a\u90ae\u4ef6\u53d1\u9001API\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\uff0c\u5b83\u8bd5\u56fe\u5c06\u6700\u53e4\u8001\u3001\u6700\u666e\u9002\u7684\u4e92\u8054\u7f51\u901a\u4fe1\u534f\u8bae\u2014\u2014\u7535\u5b50\u90ae\u4ef6\uff0c\u7cfb\u7edf\u6027\u5730\u6539\u9020\u4e3aAI\u667a\u80fd\u4f53\u7684\u6807\u51c6\u5316\u201c\u8f93\u5165\/\u8f93\u51fa\u201d\u5916\u56f4\u8bbe\u5907\u3002\u8fd9\u6b65\u68cb\u770b\u4f3c\u5e73\u6de1\uff0c\u5b9e\u5219\u7280\u5229\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524dAI\u667a\u80fd\u4f53\u751f\u6001\u9762\u4e34\u201c\u573a\u666f\u788e\u7247\u5316\u201d\u96be\u9898\uff0c\u6bcf\u4e2a\u65b0\u6e20\u9053\uff08\u5982Slack\u3001Discord\uff09\u90fd\u9700\u5b9a\u5236\u5f00\u53d1\u3002Cloudflare\u6b64\u4e3e\uff0c\u672c\u8d28\u4e0a\u662f\u5c06\u90ae\u7bb1\u8fd9\u4e2a\u6700\u9ad8\u6e17\u900f\u7387\u7684\u201c\u8d85\u7ea7\u5165\u53e3\u201d\u8fdb\u884c\u4e86\u57fa\u7840\u8bbe\u65bd\u5316\u62bd\u8c61\u3002\u5f00\u53d1\u8005\u65e0\u9700\u518d\u7ea0\u7f20\u4e8eSMTP\u670d\u52a1\u5668\u3001\u9012\u9001\u7387\u3001\u53cd\u5783\u573e\u90ae\u4ef6\u7b49\u6ce5\u6f6d\uff0c\u800c\u662f\u901a\u8fc7\u7b80\u5355\u7684Worker\u51fd\u6570\uff0c\u5c31\u80fd\u8ba9\u667a\u80fd\u4f53\u83b7\u5f97\u4e00\u4e2a\u5168\u7403\u53ef\u8fbe\u3001\u7a33\u5b9a\u53ef\u9760\u7684\u7535\u5b50\u90ae\u7bb1\u3002\u8fd9\u6781\u5927\u5730\u964d\u4f4e\u4e86AI\u5e94\u7528\u89e6\u8fbe\u6700\u5e7f\u6cdb\u7528\u6237\u7fa4\u4f53\u7684\u6280\u672f\u95e8\u69db\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u4e5f\u66b4\u9732\u51fa\u5176\u5f53\u524d\u7684\u201c\u534a\u6210\u54c1\u201d\u5c5e\u6027\u3002\u7528\u6237\u8bc4\u8bba\u5c16\u9510\u5730\u6307\u51fa\u4e86\u5173\u952e\u7f3a\u53e3\uff1a\u4f1a\u8bdd\u72b6\u6001\u7ba1\u7406\u3002\u771f\u6b63\u7684\u667a\u80fd\u4f53\u5bf9\u8bdd\u9700\u8981\u4e0a\u4e0b\u6587\uff0c\u800c\u90ae\u4ef6\u5929\u7136\u7684\u5f02\u6b65\u3001\u591a\u7ebf\u7a0b\u7279\u6027\u5bf9\u72b6\u6001\u4fdd\u6301\u63d0\u51fa\u4e86\u6311\u6218\u3002\u5982\u679c\u6bcf\u6b21 inbound \u90ae\u4ef6\u90fd\u89e6\u53d1\u4e00\u4e2a\u5168\u65b0\u7684Worker\uff0c\u610f\u5473\u7740\u667a\u80fd\u4f53\u5c06\u662f\u201c\u5931\u5fc6\u7684\u201d\uff0c\u8fd9\u4e25\u91cd\u9650\u5236\u4e86\u590d\u6742\u5de5\u4f5c\u6d41\u7684\u5b9e\u73b0\u3002\u6b64\u5916\uff0c\u4e0eCloudflare\u81ea\u8eab\u751f\u6001\uff08\u5982KV\uff09\u7684\u96c6\u6210\u6df1\u5ea6\uff0c\u5c06\u51b3\u5b9a\u5176\u80fd\u5426\u652f\u6491\u4e2a\u6027\u5316\u3001\u591a\u6b65\u9aa4\u7684\u4e25\u8083\u5546\u4e1a\u573a\u666f\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u53d1\u9001\u901a\u77e5\u3002\n <\/p>\n<p class=\"ai-content\">\n Cloudflare\u7684\u7ade\u4e89\u7b56\u7565\u6e05\u6670\uff1a\u5b83\u4e0d\u76f4\u63a5\u5236\u9020AI\uff0c\u800c\u662f\u7acb\u5fd7\u6210\u4e3a\u201cAI\u65f6\u4ee3\u7684\u6c34\u7535\u7164\u201d\u3002\u901a\u8fc7\u5c06\u7f51\u7edc\u3001\u5b89\u5168\u3001\u8ba1\u7b97\u3001\u5b58\u50a8\uff0c\u518d\u5230\u5982\u4eca\u7684\u90ae\u4ef6\u901a\u4fe1\uff0c\u5168\u90e8\u6253\u5305\u4e3a\u65e0\u670d\u52a1\u5668\u3001\u6309\u9700\u4ed8\u8d39\u7684\u6a21\u5757\uff0c\u5b83\u6b63\u5728\u6784\u7b51\u4e00\u4e2a\u6781\u9ad8\u7684\u5f00\u53d1\u6548\u7387\u58c1\u5792\u3002\u5176\u771f\u6b63\u5bf9\u624b\u6216\u662fAWS SES\u7b49\u4f20\u7edf\u90ae\u4ef6\u670d\u52a1\uff0c\u800c\u662f\u6240\u6709\u8bd5\u56fe\u6784\u5efa\u5c01\u95ed\u751f\u6001\u7684AI\u5e73\u53f0\u3002\u5982\u679c\u667a\u80fd\u4f53\u53ef\u4ee5\u8f7b\u6613\u5730\u901a\u8fc7\u90ae\u7bb1\u4e0e\u4efb\u4f55\u7cfb\u7edf\u5bf9\u8bdd\uff0c\u90a3\u4e48\u5e73\u53f0\u9501\u5b9a\u7684\u4ef7\u503c\u5c31\u4f1a\u88ab\u524a\u5f31\u3002\u5f53\u7136\uff0c\u8fd9\u4e00\u5207\u7684\u524d\u63d0\u662f\uff0cCloudflare\u9700\u8981\u5c3d\u5feb\u8865\u9f50\u4f1a\u8bdd\u7ba1\u7406\u3001\u66f4\u7075\u6d3b\u7684\u534f\u8bae\u652f\u6301\u7b49\u80fd\u529b\uff0c\u5426\u5219\u201c\u90ae\u7bb1\u5373\u754c\u9762\u201d\u7684\u613f\u666f\uff0c\u53ef\u80fd\u53ea\u4f1a\u505c\u7559\u5728\u4e00\u4e2a\u9ad8\u6548\u7684\u90ae\u4ef6\u63a8\u9001\u5de5\u5177\u5c42\u9762\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\">Cloudflare Email Service<\/span>\n <\/div>\n<div class=\"comment-content\">Agents are becoming multi-channel. That means making them available wherever your users already are \u2014 including the inbox. Today, Cloudflare Email Service enters public beta with the infrastructure layer to make that easy: send, receive, and process email natively from your agents.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Cloudflare Email Service is now in public beta \ud83d\udce7 <\/p>\n<p>Send and receive emails directly from Workers or REST API with global delivery on Cloudflare’s network<\/p>\n<p>And just in time for you to build email agents with the Agents SDK!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@saaswarrior\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saaswarrior<\/a> For those of us creating multi-step workflows, how seamless is chaining this with Workers KV for personalization at scale? Any gotchas from your beta testing?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>email as an agent interface is such an underrated channel \u2014 every user already has an inbox. curious how you’re handling threading and state when an agent replies across multiple messages. is there a session concept baked in, or does each inbound just trigger a fresh Worker invocation?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 wonder, if traditional SMTP credentials (protocol) would be available at some point.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Kind of confusing what this really is even after reading the blog post. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@emil_hajric\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@emil_hajric<\/a> – a bit. Once at their console it becomes clear how to send emails: <\/p>\n<ol>\n<li>\n<p>switch to workers to paid ($5\/mo) plan plus usage<\/p>\n<\/li>\n<li>\n<p>provision token allowing to send emails for a domain<\/p>\n<\/li>\n<li>\n<p>and then simple http request from any app can allow for email sends.<\/p>\n<\/li>\n<\/ol>\n<p>Good pricing and after this is live for some time – it will be a great help for startups. Especially ones on AWS being denied by SES.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/M6IGM7B54M5TA2\" class=\"app-title\">Visual PR Testing with AI<\/a><\/p>\n<div class=\"one-liner\">Validate every PR with AI that runs tests for you<\/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>\u4e00\u6b3e\u5728\u4ee3\u7801\u5408\u5e76\u524d\uff0c\u901a\u8fc7AI\u4ee3\u7406\u5728\u771f\u5b9e\u6d4f\u89c8\u5668\u4e2d\u81ea\u52a8\u8fd0\u884c\u52a8\u6001\u56de\u5f52\u548c\u63a2\u7d22\u6027\u6d4b\u8bd5\uff0c\u4ee5\u9a8c\u8bc1PR\u53d8\u66f4\u3001\u52a0\u901f\u5f00\u53d1\u53cd\u9988\u4e0e\u8c03\u8bd5\u7684QA\u5de5\u5177\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dc83cb1a-0859-4a03-bd3a-bc2fd0366d4a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/02b2a4a5-e1c3-4bd6-89f7-e5dc1a64f291.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cf8bb466-b2e9-4dba-aeba-ed8d6e56a35e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/637e72fa-ddb7-4679-9c43-e1cc1b94fe1b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Vercel Day<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u6d4b\u8bd5\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">PR\u8d28\u91cf\u95e8\u7981<\/span><br \/>\n <span class=\"tag\">\u52a8\u6001\u56de\u5f52\u6d4b\u8bd5<\/span><br \/>\n <span class=\"tag\">\u63a2\u7d22\u6027\u6d4b\u8bd5<\/span><br \/>\n <span class=\"tag\">\u9884\u89c8\u73af\u5883\u6d4b\u8bd5<\/span><br \/>\n <span class=\"tag\">\u667a\u80fdQA\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8fd0\u7ef4<\/span><br \/>\n <span class=\"tag\">\u6301\u7eed\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u8f6f\u4ef6\u8d28\u91cf\u4fdd\u969c<\/span><br \/>\n <span class=\"tag\">AI\u8f85\u52a9\u5f00\u53d1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3PR\u5ba1\u67e5\u74f6\u9888\u7684\u75db\u70b9\u3002\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u4e8e\uff1aAI\u6d4b\u8bd5\u7684\u8bef\u62a5\u7387\/\u6f0f\u62a5\u7387\u3001\u5bf9\u4e0d\u7a33\u5b9a\u6d4b\u8bd5\u7684\u5904\u7406\u3001\u5bf9\u590d\u6742\u4e1a\u52a1\u903b\u8f91\u7684\u6d4b\u8bd5\u80fd\u529b\uff0c\u4ee5\u53ca\u5982\u4f55\u4eceAI\u751f\u6210PR\u4e2d\u63d0\u53d6\u6d4b\u8bd5\u9700\u6c42\u3002\u56e2\u961f\u56de\u590d\u79f0\u805a\u7126\u771f\u5b9e\u56de\u5f52\u95ee\u9898\uff0c\u5e76\u4f1a\u7531\u4ee3\u7406\u8bc4\u4f30\u7ed3\u679c\u540e\u518d\u4e0a\u62a5\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 QA.tech\u7684\u4eae\u76f8\uff0c\u76f4\u6307\u73b0\u4ee3\u8f6f\u4ef6\u5f00\u53d1\u6d41\u7a0b\u4e2d\u4e00\u4e2a\u7ecf\u5178\u6096\u8bba\uff1a\u8ffd\u6c42\u654f\u6377\u4e0e\u786e\u4fdd\u8d28\u91cf\u4e4b\u95f4\u7684\u6c38\u6052\u5f20\u529b\u3002\u5b83\u5e76\u975e\u7b80\u5355\u7684\u6d4b\u8bd5\u81ea\u52a8\u5316\uff0c\u800c\u662f\u8bd5\u56fe\u5c06\u201c\u8d28\u91cf\u5de6\u79fb\u201d\u548c\u201cAI\u4ee3\u7406\u201d\u4e24\u4e2a\u70ed\u95e8\u6982\u5ff5\u8fdb\u884c\u5b9e\u8d28\u6027\u7f1d\u5408\uff0c\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u91cd\u6784PR\u73af\u8282\u7684\u4fe1\u606f\u5bc6\u5ea6\u3002\n <\/p>\n<p class=\"ai-content\">\n 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class=\"ai-content\">\n \u66f4\u6df1\u5c42\u7684\u4ef7\u503c\u5728\u4e8e\uff0c\u5b83\u53ef\u80fd\u6b63\u5728\u6084\u7136\u5b9a\u4e49\u4e00\u79cd\u65b0\u7684\u201c\u8d28\u91cf\u4fe1\u53f7\u201d\u3002\u4f20\u7edf\u7684CI\/CD\u6d41\u6c34\u7ebf\u4fe1\u53f7\uff08\u6784\u5efa\u6210\u529f\/\u5931\u8d25\u3001\u5355\u5143\u6d4b\u8bd5\u901a\u8fc7\u7387\uff09\u662f\u7ed3\u6784\u5316\u7684\u3001\u4e8c\u5143\u7684\u3002\u800cQA.tech\u63d0\u4f9b\u7684\uff0c\u662f\u5e26\u6709\u622a\u56fe\u3001\u65e5\u5fd7\u548c\u7f51\u7edc\u6d3b\u52a8\u7684\u201c\u53d9\u4e8b\u6027\u5931\u8d25\u62a5\u544a\u201d\u3002\u8fd9\u79cd\u5bcc\u4e0a\u4e0b\u6587\u62a5\u544a\u4e0d\u4ec5\u80fd\u52a0\u901f\u8c03\u8bd5\uff0c\u66f4\u80fd\u5c06\u6a21\u7cca\u7684\u201c\u611f\u89c9\u6709\u95ee\u9898\u201d\u8f6c\u5316\u4e3a\u53ef\u8ffd\u6eaf\u3001\u53ef\u8ba8\u8bba\u7684\u5177\u4f53\u8bc1\u636e\uff0c\u4ece\u800c\u63d0\u5347\u6574\u4e2a\u56e2\u961f\uff08\u5f00\u53d1\u3001QA\u3001\u4ea7\u54c1\uff09\u56f4\u7ed5\u8d28\u91cf\u8fdb\u884c\u6c9f\u901a\u7684\u6548\u7387\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u6210\u529f\u4e0e\u5426\uff0c\u4e0d\u53d6\u51b3\u4e8eAI\u80fd\u5426\u5b8c\u5168\u66ff\u4ee3\u4eba\u7c7b\u6d4b\u8bd5\uff0c\u800c\u5728\u4e8e\u5b83\u80fd\u5426\u6210\u4e3a\u4e00\u4e2a\u9ad8\u4fe1\u566a\u6bd4\u7684\u3001\u6301\u7eed\u8fd0\u884c\u7684\u201c\u98ce\u9669\u96f7\u8fbe\u201d\uff0c\u5c06\u4eba\u7c7b\u4ece\u91cd\u590d\u7684\u56de\u5f52\u9a8c\u8bc1\u4e2d\u89e3\u653e\u51fa\u6765\uff0c\u805a\u7126\u4e8e\u66f4\u590d\u6742\u7684\u6d4b\u8bd5\u573a\u666f\u4e0e\u8d28\u91cf\u7b56\u7565\u3002\u8fd9\u662f\u4e00\u573a\u5173\u4e8e\u7cbe\u5ea6\u4e0e\u6548\u7387\u7684\u8c6a\u8d4c\uff0c\u8d4c\u8d62\u4e86\uff0c\u4fbf\u662f\u5f00\u53d1\u5de5\u4f5c\u6d41\u7684\u4e00\u6b21\u91cd\u8981\u8fdb\u5316\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\">Visual PR Testing with AI<\/span>\n <\/div>\n<div class=\"comment-content\">QA.tech runs dynamic regression and exploratory testing on every PR preview \u2013 automatically. AI agents validate your changes against real user flows in a real browser, posting results back to the PR before anyone reviews or merges. Every failure comes with screenshots, logs, and network activity so your team debugs fast. Push a new commit and it re-runs. Merge only when tests pass.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>“That’s weird. It works on my machine.” If I had a cent for every time I’ve heard that, I wouldn’t need to work anymore. <\/p>\n<p>We’re fixing one of the most painful parts of development: testing new things while they’re still being built. <\/p>\n<p>From the developer side, you want fast feedback, clear repro steps, and all of it while you’re still in the zone. From the quality side, we bring your requirements into one place and help make sure every PR meets the bar, whether it was written by a human or generated by AI. <\/p>\n<p>Built on Vercel (vercel functions, ai-sdk, nextjs hosted on vercel) and works out of the box with Environments and Preview Deployments. <\/p>\n<p>Give it a try and let me know what you think!<\/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\/@daniel_mauno_pettersson\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniel_mauno_pettersson<\/a> <br \/>Your project is excellent. <br \/>I am a professional full stack and AI developer, and I am very happy to meet you.<\/p>\n<p>I have extensive experience successfully completing many projects in the past.<\/p>\n<p>I would be grateful if you could introduce me to any startup founders you know who are currently developing or looking for developers.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@daniel_mauno_pettersson\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniel_mauno_pettersson<\/a> For AI-generated PRs, how does it auto-generate those repro steps or requirements from just a prompt?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>PR review is the bottleneck every team complains about but no one fixes. Curious what the false-positive rate looks like in practice \u2014 does the agent flag cosmetic changes (whitespace, renames) as issues, or only real regressions? Congrats on launch \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mariomonteiro\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mariomonteiro<\/a> Thanks for your support! We can flag some cosmetics if you prompt for it but we focus on real regressions. False positives can happen but it’s more likely with false negatives although we try to filter those and just mention somethings were left untested if our agents can’t figure it out.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Ahh that sounds cool. so is it like: 1. Login commit change. 2. AI writes tests to focus on login UX 3. Runs tests in headless CI browser. 4. Shhows result in pr?<\/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\/@conduit_design\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@conduit_design<\/a> Yes pretty much it – and then we write a comprehensive review and suggestions on things that could be improved!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@conduit_design\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@conduit_design<\/a> You got it! Feel free to try it out.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>running AI regression + exploratory tests on every preview deploy is such a good use of agent time \u2014 way more valuable than yet another chat ui. how flaky are the runs in practice? curious if you’ve had to build in any self-healing or retry logic for transient UI stuff.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! This is a compelling take on QA automation. I’m curious about how <a href=\"http:\/\/QA.tech\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">QA.tech<\/a> handles the nuances of testing products with complex user flows or those requiring specific business logic validation. Do your agents learn from existing test cases, or do they generate test scenarios from scratch by exploring the product?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>how do you handle flaky tests eating the pr signal? <\/p>\n<\/p>\n<p>every team i’ve seen roll out automated pr checks ends up with devs reflexively re-running until green, at which point the whole system is just theater. wondering whats the stance is<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@saad_el_gueddari\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saad_el_gueddari<\/a> We let the agents assess the results before posting to the user so we know it’s real issues actually impacted by the code changes and not unrelated.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#11<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/BIKQJ4SKC3ZMMY\" class=\"app-title\">Arky<\/a><\/p>\n<div class=\"one-liner\">The canvas for thinking with AI<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">125<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Arky\u662f\u4e00\u6b3eAI\u601d\u7ef4\u753b\u5e03\u5e94\u7528\uff0c\u5b83\u901a\u8fc7\u7ed3\u5408\u81ea\u7531\u753b\u5e03\u4e0e\u7ed3\u6784\u5316\u6587\u6863\uff0c\u5728\u6784\u601d\u3001\u5199\u4f5c\u3001\u4ea7\u54c1\u89c4\u5212\u7b49\u9700\u8981\u68b3\u7406\u590d\u6742\u60f3\u6cd5\u7684\u573a\u666f\u4e2d\uff0c\u89e3\u51b3\u4e86\u4f20\u7edf\u5de5\u5177\u5728\u601d\u7ef4\u53d1\u6563\u4e0e\u7ed3\u6784\u5316\u8f93\u51fa\u4e4b\u95f4\u96be\u4ee5\u987a\u7545\u8fc7\u6e21\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/23927496-ec7a-4939-ba89-00bbbed4403b.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/fScK5UZ_1_8?si=t0amifQu4fg1B6xB\"><source src=\"https:\/\/youtu.be\/fScK5UZ_1_8?si=t0amifQu4fg1B6xB\" 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\/d35a8b45-2c3d-45dc-9e50-bd9441d56535.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/80af5eea-5618-4d52-b2df-3fc95600df33.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f1698227-11f2-4acf-b1ba-42de33981109.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/17255654-d8bd-42c1-b847-f529d99e4944.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6579a633-e914-4e3c-aad3-6299cb14bccb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c13877e8-85d2-4df4-a5e1-917b499249f3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a5ebb2ca-a0e5-4cc7-8a8b-bfe403204d66.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Writing<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Vercel Day<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u601d\u7ef4\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u753b\u5e03<\/span><br \/>\n <span class=\"tag\">\u7ed3\u6784\u5316\u5199\u4f5c<\/span><br \/>\n <span class=\"tag\">\u5934\u8111\u98ce\u66b4<\/span><br \/>\n <span class=\"tag\">\u601d\u7ef4\u6574\u7406<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">Markdown<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\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\u4ea7\u54c1\u89e3\u51b3\u4e86\u201c\u60f3\u6cd5\u6563\u843d\u5404\u5904\u3001\u96be\u4ee5\u7ed3\u6784\u5316\u201d\u7684\u75db\u70b9\uff0c\u8d5e\u8d4f\u753b\u5e03\u4e0e\u6587\u6863\u7ed3\u5408\u7684\u6a21\u5f0f\u3002\u6838\u5fc3\u5efa\u8bae\u5305\u62ec\uff1a\u589e\u52a0\u8de8\u6587\u6863\u94fe\u63a5\uff08\u5982Obsidian\uff09\u3001\u652f\u6301\u601d\u7ef4\u5bfc\u56fe\u5feb\u6377\u952e\u3001\u5f00\u53d1\u534f\u4f5c\u529f\u80fd\u3001\u5b9e\u73b0\u804a\u5929\u5185\u5bb9\u76f4\u63a5\u8f6c\u4e3a\u753b\u5e03\u5361\u7247\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 Arky\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u6210\u4e3a\u53e6\u4e00\u4e2a\u201cAI\u5199\u4f5c\u52a9\u624b\u201d\uff0c\u800c\u5728\u4e8e\u62a2\u5360\u201cAI\u601d\u8003\u73af\u5883\u201d\u8fd9\u4e00\u5fc3\u667a\u9ad8\u5730\u3002\u5b83\u654f\u9510\u5730\u5207\u4e2d\u4e86\u5f53\u524d\u751f\u4ea7\u529b\u5de5\u5177\u7684\u4e24\u5927\u65ad\u5c42\uff1a\u7ebf\u6027\u6587\u6863\u5de5\u5177\uff08\u5982Word\uff09\u627c\u6740\u53d1\u6563\u601d\u7ef4\uff0c\u800c\u65e0\u9650\u753b\u5e03\u5de5\u5177\uff08\u5982Figma\u3001Milanote\uff09\u7f3a\u4e4f\u6536\u655b\u7ed3\u6784\u3002\u5176\u5ba3\u79f0\u7684\u201c\u4ece\u6df7\u4e71\u5230\u7ed3\u6784\u201d\u7684\u6d41\u7a0b\uff0c\u672c\u8d28\u4e0a\u662f\u5c06\u4eba\u7c7b\u975e\u7ebf\u6027\u7684\u601d\u8003\u8fc7\u7a0b\u4ea7\u54c1\u5316\uff0c\u5e76\u8ba9AI\u626e\u6f14\u201c\u601d\u7ef4\u67b6\u6784\u5e08\u201d\u800c\u975e\u201c\u6587\u5b57\u79d8\u4e66\u201d\u7684\u89d2\u8272\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u4e5f\u5728\u4e8e\u6b64\u3002\u9996\u5148\uff0c\u5b83\u8bd5\u56fe\u8c03\u548c\u201c\u81ea\u7531\u201d\u4e0e\u201c\u7ed3\u6784\u201d\u8fd9\u4e00\u5bf9\u5929\u7136\u77db\u76fe\u3002\u8bc4\u8bba\u4e2d\u7528\u6237\u5c06\u5176\u4e0eMilanote\u3001Obsidian\u3001MindNode\u5bf9\u6bd4\uff0c\u6070\u6070\u8bf4\u660e\u4e86\u5b83\u6b63\u5192\u9669\u95ef\u5165\u4e00\u4e2a\u9700\u6c42\u9ad8\u5ea6\u5206\u5316\u7684\u5e02\u573a\uff0c\u9700\u8981\u6559\u80b2\u7528\u6237\u63a5\u53d7\u4e00\u79cd\u65b0\u7684\u6df7\u5408\u8303\u5f0f\u3002\u5176\u6b21\uff0c\u5176AI\u7684\u6df1\u5ea6\u6574\u5408\u662f\u6210\u8d25\u5173\u952e\u3002\u5982\u679cAI\u4ec5\u80fd\u8fdb\u884c\u8868\u9762\u6574\u7406\u6216\u6587\u672c\u751f\u6210\uff0c\u5219\u4ea7\u54c1\u4e0e\u201c\u753b\u5e03+\u5927\u7eb2\u7f16\u8f91\u5668\u201d\u65e0\u5f02\u3002\u5b83\u5fc5\u987b\u8bc1\u660eAI\u80fd\u771f\u6b63\u7406\u89e3\u753b\u5e03\u4e0a\u5143\u7d20\u7684\u8bed\u4e49\u5173\u8054\uff0c\u5e76\u8f85\u52a9\u7528\u6237\u5b8c\u6210\u601d\u7ef4\u8dc3\u8fc1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u770b\uff0c\u65e9\u671f\u7528\u6237\u591a\u4e3a\u201c\u89c6\u89c9\u601d\u8003\u8005\u201d\u3001\u201c\u521b\u59cb\u4eba\u201d\u3001\u201c\u7814\u7a76\u8005\u201d\uff0c\u4ed6\u4eec\u662f\u9ad8\u4ef7\u503c\u4f46\u6311\u5254\u7684\u7fa4\u4f53\u3002\u4ea7\u54c1\u76ee\u524d\u7cbe\u51c6\u5730\u6ee1\u8db3\u4e86\u4ed6\u4eec\u201c\u601d\u7ef4\u524d\u620f\u201d\u7684\u9700\u6c42\uff0c\u4f46\u5982\u8981\u6269\u5927\u5e02\u573a\uff0c\u5fc5\u987b\u56de\u7b54\uff1a\u8fd9\u79cd\u6df1\u5ea6\u3001\u4e2a\u4eba\u7684\u601d\u8003\u5de5\u5177\uff0c\u5176\u534f\u4f5c\u573a\u666f\u5982\u4f55\u8bbe\u8ba1\uff1f\u5982\u4f55\u907f\u514d\u6ca6\u4e3a\u53e6\u4e00\u4e2a\u7cbe\u7f8e\u7684\u4e2a\u4eba\u7b14\u8bb0\u4ed3\u5e93\uff1fArky\u7684\u7b54\u6848\u6216\u5c06\u5b9a\u4e49\u4e0b\u4e00\u4ee3\u601d\u8003\u578b\u5de5\u5177\u7684\u8fb9\u754c\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Arky<\/span>\n <\/div>\n<div class=\"comment-content\">Introducing Arky, your AI thinking canvas. Arky is derived from the word \u201carchitect.\u201d It’s a canvas where you shape and assemble your thoughts with AI. Traditional writing tools lock you into a top-down flow \u2014 great for output, but too rigid for thinking. Design canvases give you spatial freedom, but no structure to build on. Arky brings both together. On a canvas, using markdown-based hierarchy, you can architect your ideas and develop them with AI \u2014 at every step of the process! \u2764\ufe0f\u200d\ud83d\udd25<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey guys, Minseo here \u2014 I’m the one building Arky.<\/p>\n<p>I\u2019ve always had lots of ideas, often messy and complex. I\u2019ve struggled to find a tool that really helps me make sense of them. A word processor like MS Word felt too rigid. Figma gave me more freedom, but it was hard to shape things into structured format. Paper wasn\u2019t quite it either.<\/p>\n<p>Most tools are designed around the final output \u2014 not the thinking process itself. And when AI came along, most just bolted it on to what they already had, just focusing on making output faster. Nobody stopped to ask: what about the thinking that happens before all that?<\/p>\n<p>So we started building Arky.<br \/>\nArky is a canvas where thinking actually happens. You start by placing ideas freely \u2014 no structure required. As things start to connect, you shape them into a hierarchy. When you’re ready, flip to document view and it’s already a clean, readable doc. AI is there throughout, not just at the end. You can export it via markdown, MS Word, or PDF. More options will coming soon.<\/p>\n<p>It’s for anyone who works with complex ideas \u2014 founders, researchers, writers, product people. If you’ve ever opened a blank doc with a full head of ideas and didn’t know where to start, Arky is for you. And this is just the beginning!<\/p>\n<p>Thanks for the up-vote. Don’t forget to download the Mac app.\ud83d\ude0a<br \/>\nHappy building!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>13<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>mobile isn\u2019t available yet \u2014 coming soon! thanks \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@creativeminseo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@creativeminseo<\/a> Hi Minseo, I am in the same TakaoTalk channel as you. Congrats on the launch and upvoted. Do let us know we can help you with user acquisition, conversion and customer success through <a href=\"https:\/\/skilledup.life\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/skilledup.life<\/a> – we have 60,000 skilled volunteers for early stage tech startups such as yours. <\/p>\n<p>In terms of your app, it could probably fit into <a href=\"https:\/\/skilledup.life\/idea\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/skilledup.life\/idea<\/a> stage. Our customers might also find it useful. Can also go hand in hand with <a href=\"https:\/\/app.skilledup.life\/company\/lukemcc333\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/app.skilledup.life\/company\/lukemcc333<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@creativeminseo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@creativeminseo<\/a> Congrats on the launch, Minseo! \ud83d\ude80<\/p>\n<p>I actually just stumbled onto Arky today and it\u2019s a breath of fresh air. I spend a lot of time analyzing ‘Software-Stage Fit’ for my project, SoftRankings, and Arky is such a clear winner for the ‘Architect’ phase of a startup.<\/p>\n<p>Most tools just help you type faster, but Arky feels like it actually helps you <em>think<\/em> through the structure of a PRD or roadmap before the doc gets rigid. That ‘thinking canvas’ approach is a masterclass in PX.<\/p>\n<p>Already featured you guys as a Seed-Stage Essential on my end can\u2019t wait to see how the ‘canvas-to-doc’ logic evolves. Quick question: are you planning on adding any collaborative ‘multiplayer’ thinking modes soon, or is the focus strictly on the solo architect for now?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is awesome! I just started doing daily notes in Obsidian and just putting my messy thoughts and ideas in them but it’s lacking clarity and this feels like it could bring that. Really like how easy it makes to start with messy notes and transform them into something organized and structured, like a Notion\/Google doc.<\/p>\n<\/p>\n<p>I think you could have a referencing\/linking feature like Obsidian or Notion where documents can connect to each other, that would make it even more awesome! Although the ability to see the canvas\/doc at different scopes\/levels of a document is already really good.<\/p>\n<\/p>\n<p>Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@richardguerre\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@richardguerre<\/a> Thank you Richard, yeah totally \u2014 we\u2019re also thinking about adding cross-project linking like Obsidian. it\u2019s definitely one of the things they do really well. for us, we\u2019re more focused on the step <em>before<\/em> that \u2014 helping you actually shape and evolve your thoughts before they get turned into structured markdown.<\/p>\n<p>really appreciate the feedback. we\u2019ll keep making it better \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>I\u2019ve actually been looking for something like Arky for a while. I often get random ideas, but they usually end up stuck in notes and never really go anywhere. This feels like a much better way to actually <em>work through<\/em> those ideas instead of just storing them.<\/p>\n<p>The canvas + structure combo is what really stands out. Being able to freely brainstorm and then gradually shape things into something more organized feels much closer to how thinking actually works.<\/p>\n<p>One feature that could make it even smoother: automatically turning chats into cards directly on the canvas (with the right prompt\/context). That would make the flow between thinking and building even more seamless<br \/>.<\/p>\n<p>Overall, the app feels really well put together, smooth, intuitive, and genuinely useful. Congratulations on the launch! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@matheusdsantosr_dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matheusdsantosr_dev<\/a> Hey Matheus, this means a lot, really appreciate you taking the time to write this.<\/p>\n<p>The \u201cideas getting stuck in notes\u201d part is exactly what I\u2019ve felt too, and a big reason we started building arky. Glad the canvas + structure flow clicked for you, and also love the idea about turning chats into cards on the canvas \u2014 that\u2019s very much in line with where we\u2019re heading. <\/p>\n<p>Thanks again for the kind words, and for trying it out \ud83d\ude0a<\/p>\n<p>If you have any feedback, feel free to reach out anytime at <a href=\"mailto:minseo@arky.so\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">minseo@arky.so<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is amazing! I literally use Milanote for this use-case. I hate nested pages and love the concept of canvases. I use mind mapping tools like mindnode as well, just to get that feature. I liked the onboarding as well, and it wasn’t too much because the app is simple. Very good job!<\/p>\n<p>Feature request – please enable mindmapping with “tab” to add new branches. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@raunaqvaisoha\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@raunaqvaisoha<\/a> I’ve been using Milanote for awhile for the same reason. Glad you brought up a similar use case and I definitely want to check this out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@raunaqvaisoha\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@raunaqvaisoha<\/a> hey raunaq! <\/p>\n<p>this means a lot, thank you \ud83d\ude0a<\/p>\n<p>milanote + mindnode is literally the combo we\u2019ve been thinking about haha<\/p>\n<\/p>\n<p>and yeah, tab-to-add-branch is a great call.<\/p>\n<p>we\u2019re trying to evolve the canvas into something that makes thinking feel more natural and fluid.<\/p>\n<\/p>\n<p>really appreciate this \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Minseo! The structure versus freedom tension is the real thing here. Most canvas tools end up as digital Post-it walls that never convert into anything shippable. How does Arky handle the bridge? start messy and let the AI suggest a hierarchy, or stake out a skeleton first and fill in from there?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@keith_hiyamojo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@keith_hiyamojo<\/a> hey keith, really good question \u2014 that tension is something we think about a lot.<\/p>\n<\/p>\n<p>most canvas tools kinda stop at \u201cmessy but flexible\u201d and don\u2019t really help you turn that into something concrete.<\/p>\n<\/p>\n<p>what we\u2019re trying to do is bridge that gap. start messy, but don\u2019t stay there.<\/p>\n<p>you can dump thoughts onto the canvas however you want, then use AI and shells(heading that contains paragraph) to gradually shape it \u2014 group things, refine them, pull structure out of the mess.<\/p>\n<\/p>\n<p>under the hood the canvas is backed by a markdown-like structure, so you can flip into a clean document view 1:1 anytime. also makes it way easier for the AI to actually understand what you\u2019re building.<\/p>\n<\/p>\n<p>so basically we support both directions \u2014 bottom-up (messy thoughts \u2192 structure) and top-down (start with an outline \u2192 break it open and explore). same space, either way in.<\/p>\n<p>that\u2019s the core idea we\u2019re chasing.<\/p>\n<\/p>\n<p>thanks for the thoughtful question \u2014 really appreciate you digging into 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The canvas-for-thinking concept resonates beyond just writing \u2014 spatial thinking with AI context is powerful for any domain where narrative and structure matter together. I’ve been working on StoryRoute (<a href=\"https:\/\/storyroute.netlify.app\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/storyroute.netlify.app\/<\/a>), an interactive travel app that turns city exploration into branching narrative experiences. The challenge was exactly this: how do you give AI-generated content spatial and contextual coherence so it feels authored rather than generated? A tool like Arky would be a great thinking environment for designing those story architectures before building them 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@samir_asadov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samir_asadov<\/a> Hey Samir, I really agree that spatial thinking becomes powerful when narrative and structure both matter.<\/p>\n<p>We\u2019re trying to be very intentional about the boundary between what humans should do and what AI can help with \u2014 and build an environment where people can think more like themselves, not less.<\/p>\n<p>Really appreciate you taking the time to share 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>Absolutely love Arky \u2013 been using it for a few weeks. As a visual thinker, was doing most of my ideating in Figjam or just on paper before that and it was a total mess. Will be a lifetime user, glad to see it getting more attention \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@amont_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amont_<\/a> Thanks Alex, really appreciate it! If you ever need anything, feel free to email me at <a href=\"mailto:minseo@arky.so\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">minseo@arky.so<\/a> \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\">#12<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/U5Q5KWWEAGXW73\" class=\"app-title\">AI Mode in Chrome<\/a><\/p>\n<div class=\"one-liner\">Browse and search side-by-side, without switching tabs<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">123<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>AI Mode in Chrome \u662f\u4e00\u6b3e\u5c06\u7f51\u9875\u4e0eAI\u641c\u7d22\u5e76\u6392\u663e\u793a\u7684\u6d4f\u89c8\u5668\u589e\u5f3a\u5de5\u5177\uff0c\u5728\u7528\u6237\u8fdb\u884c\u591a\u8d44\u6599\u6e90\u7814\u7a76\u6216\u6df1\u5ea6\u4fe1\u606f\u68c0\u7d22\u65f6\uff0c\u89e3\u51b3\u4e86\u9891\u7e41\u5207\u6362\u6807\u7b7e\u9875\u5bfc\u81f4\u601d\u8def\u4e2d\u65ad\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/94a11957-4005-4a82-a799-8859c5a6a261.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/471df4d7-e10a-4fec-b768-b888483930db.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8d6c53a0-8dcb-4f65-9a67-df9b233eca79.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/57fb8672-5e57-403a-ace0-ab69951502df.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\/4928b73e-3ef8-49f6-a0f0-7840300d1cef.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4fe1989c-d9bc-4639-8eec-c433ace9b8ef.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/26e1a1c1-5ada-4c80-aa96-5520dc0e4eca.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=HuZUmhGcg-I\"><source src=\"https:\/\/www.youtube.com\/watch?v=HuZUmhGcg-I\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">User Experience<\/span><br \/>\n <span class=\"tag\">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\">\u4fa7\u8fb9\u680f\u641c\u7d22<\/span><br \/>\n <span class=\"tag\">\u591a\u4e0a\u4e0b\u6587\u8f93\u5165<\/span><br \/>\n <span class=\"tag\">\u7814\u7a76\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u589e\u5f3a<\/span><br \/>\n <span class=\"tag\">\u8c37\u6b4cChrome\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">\u7f51\u9875\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">\u4fe1\u606f\u6574\u5408<\/span><br \/>\n <span class=\"tag\">\u684c\u9762\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\u4e3b\u8981\u5173\u6ce8\u5176\u4e0eArc\u7b49\u7ade\u54c1\u7684\u6838\u5fc3\u5dee\u5f02\uff0c\u8d28\u7591\u5176\u662f\u5426\u771f\u6b63\u63d0\u5347\u4e86\u601d\u7ef4\u8fde\u8d2f\u6027\uff0c\u8fd8\u662f\u4ec5\u4f18\u5316\u4e86\u6807\u7b7e\u7ba1\u7406\u3002\u540c\u65f6\uff0c\u5bf9PDF\u7b49\u6587\u4ef6\u7684\u5177\u4f53\u5de5\u4f5c\u6d41\u7a0b\uff08\u5982\u662f\u5426\u652f\u6301\u672c\u5730\u6587\u4ef6\uff09\u5b58\u5728\u7591\u95ee\uff0c\u4f53\u73b0\u4e86\u7528\u6237\u5bf9\u5b9e\u7528\u6027\u7684\u6df1\u5ea6\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 AI Mode in Chrome \u5e76\u975e\u9769\u547d\u6027\u521b\u65b0\uff0c\u800c\u662f\u8c37\u6b4c\u5bf9\u201c\u6d4f\u89c8\u5668\u5373\u64cd\u4f5c\u7cfb\u7edf\u201d\u8d8b\u52bf\u7684\u4e00\u6b21\u4fdd\u5b88\u6027\u56de\u5e94\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u5e76\u6392\u663e\u793a\u201d\u8fd9\u4e00\u8868\u5c42\u4ea4\u4e92\uff0c\u800c\u5728\u4e8e\u6784\u5efa\u4e86\u4e00\u4e2a\u4ee5\u5f53\u524d\u6d4f\u89c8\u4f1a\u8bdd\u4e3a\u4e2d\u5fc3\u7684\u8f7b\u91cf\u7ea7AI\u5de5\u4f5c\u533a\u3002\u901a\u8fc7\u5c06\u591a\u4e2a\u5f00\u653e\u6807\u7b7e\u9875\u3001\u672c\u5730PDF\u548c\u56fe\u50cf\u6574\u5408\u4e3aAI\u7684\u4e0a\u4e0b\u6587\uff0c\u5b83\u8bd5\u56fe\u5c06\u96f6\u6563\u7684\u6d4f\u89c8\u884c\u4e3a\u8f6c\u5316\u4e3a\u7ed3\u6784\u5316\u7684\u7814\u7a76\u6d41\u7a0b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6df1\u5c42\u77db\u76fe\u5728\u4e8e\u5b9a\u4f4d\u6a21\u7cca\u3002\u5bf9\u4e8e\u8f7b\u5ea6\u641c\u7d22\u7528\u6237\uff0c\u4f20\u7edf\u6807\u7b7e\u9875\u5df2\u8db3\u591f\uff1b\u5bf9\u4e8e\u91cd\u5ea6\u7814\u7a76\u8005\uff0c\u4e13\u7528\u7684\u7814\u7a76\u5de5\u5177\u6216AI\u52a9\u624b\u5728\u6570\u636e\u5904\u7406\u6df1\u5ea6\u4e0a\u8fdc\u8d85\u6b64\u529f\u80fd\u3002\u5b83\u66f4\u50cf\u662f\u4e00\u4e2a\u8bd5\u56fe\u7528AI\u7c98\u5408\u5242\u4fee\u8865\u4f20\u7edf\u6d4f\u89c8\u5668\u591a\u6807\u7b7e\u9875\u8bbe\u8ba1\u7f3a\u9677\u7684\u201c\u521b\u53ef\u8d34\u201d\uff0c\u5176\u201c\u591a\u8f93\u5165\u5c42\u201d\u7684\u60f3\u8c61\u529b\u53d7\u9650\u4e8eChrome\u81ea\u8eab\u7684\u6c99\u76d2\u73af\u5883\u3002\u8bc4\u8bba\u4e2d\u5bf9\u672c\u5730\u6587\u4ef6\u652f\u6301\u548c\u5de5\u4f5c\u6d41\u7684\u8d28\u7591\uff0c\u6070\u6070\u51fb\u4e2d\u4e86\u5176\u4f5c\u4e3a\u201c\u539f\u751f\u529f\u80fd\u201d\u5374\u53ef\u80fd\u5b58\u5728\u7684\u5c01\u95ed\u6027\u8f6f\u808b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0c\u8fd9\u662f\u8c37\u6b4c\u5728AI\u65f6\u4ee3\u5bf9\u6d4f\u89c8\u5668\u5165\u53e3\u5730\u4f4d\u7684\u9632\u5fa1\u6027\u5e03\u5c40\u3002\u5b83\u4e0d\u65e8\u5728\u53d6\u4ee3ChatGPT\u7b49\u72ec\u7acbAI\u5e94\u7528\uff0c\u800c\u662f\u5e0c\u671b\u5c06\u7528\u6237\u7684\u4fe1\u606f\u83b7\u53d6\u95ed\u73af\u7262\u7262\u9501\u5728Chrome\u751f\u6001\u5185\u3002\u5176\u6210\u529f\u4e0e\u5426\uff0c\u4e0d\u53d6\u51b3\u4e8e\u529f\u80fd\u7684\u70ab\u9177\uff0c\u800c\u53d6\u51b3\u4e8eAI\u5728\u5177\u4f53\u7f51\u9875\u4e0a\u4e0b\u6587\u4e2d\u7684\u7406\u89e3\u4e0e\u63a8\u7406\u80fd\u529b\u662f\u5426\u771f\u6b63\u4e1d\u6ed1\u5230\u8ba9\u7528\u6237\u5fd8\u8bb0\u6807\u7b7e\u9875\u7684\u5b58\u5728\u3002\u76ee\u524d\u770b\u6765\uff0c\u5b83\u8fc8\u51fa\u4e86\u6b63\u786e\u4f46\u5fae\u5c0f\u7684\u4e00\u6b65\uff0c\u5c1a\u672a\u89e6\u53ca\u91cd\u5851\u7528\u6237\u5de5\u4f5c\u6d41\u7684\u98a0\u8986\u6027\u95e8\u69db\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 Mode in Chrome<\/span>\n <\/div>\n<div class=\"comment-content\">AI Mode in Chrome opens websites alongside your search so you can ask follow-up questions in context. Add open tabs, images, or PDFs as inputs. For everyday Chrome users on desktop.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The way most people use a browser hasn’t changed in 20 years: open tab, search, open another tab, lose your place, repeat.<\/p>\n<\/p>\n<p>AI Mode in Chrome is Google’s answer to that. It’s a native upgrade to Chrome that keeps your search results and the web pages you’re visiting in the same view, so your research stays connected rather than fragmented.<\/p>\n<\/p>\n<p><strong>What it is:<\/strong> An updated AI Mode experience built into Chrome desktop that surfaces web content and search side-by-side, with support for adding open tabs, images, and files as search context.<\/p>\n<\/p>\n<p><strong>Problem -> Solution:<\/strong> Switching between search and browsing breaks your train of thought. AI Mode in Chrome holds both together. Click a link and the site opens next to your search, with the AI ready to answer questions grounded in that specific page.<\/p>\n<\/p>\n<p><strong>What makes it different:<\/strong> The multi-input layer is the interesting part. You can feed AI Mode multiple open tabs simultaneously, not just one page at a time. Combine that with PDF and image support and it starts to resemble a research workspace more than a search box.<\/p>\n<\/p>\n<p><strong>Key features:<\/strong><\/p>\n<ul>\n<li>\n<p>Side-by-side web and search view on Chrome desktop<\/p>\n<\/li>\n<li>\n<p>Plus menu to add open tabs, images, or PDFs as context<\/p>\n<\/li>\n<li>\n<p>Access to Canvas and image creation tools within the same interface<\/p>\n<\/li>\n<\/ul>\n<p><strong>Who it’s for:<\/strong> Students mid-research, professionals pulling from multiple documents, and anyone whose browser sessions routinely spiral into tab chaos.<\/p>\n<\/p>\n<p><strong>Honest note:<\/strong> US-only for now, no confirmed global date.<\/p>\n<\/p>\n<p>P.S. I hunt the latest and greatest launches in tech, SaaS and AI, follow to be notified <strong>\u2192<\/strong> <a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> When you’re pulling 5+ PH launches, workshop notes, and competitor sites\u2014does keeping search + pages side-by-side actually hold your thinking together better than Arc or current ChatGPT tabs? Or does it just feel like prettier tab management?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>PDFs as inputs is interesting \u2014 what’s the workflow there? Do you drag the PDF into the panel, or does it only work if the PDF is already open in a Chrome tab? Wondering if this covers local files or just things you’ve navigated to in the browser.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#13<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/RAJS7PCRIB2A7O\" class=\"app-title\">Qwen3.6-35B-A3B<\/a><\/p>\n<div class=\"one-liner\">The open sparse MoE model for agentic coding<\/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>Qwen3.6-35B-A3B\u662f\u4e00\u6b3e\u9ad8\u6548\u5f00\u6e90\u7a00\u758f\u4e13\u5bb6\u6df7\u5408\u6a21\u578b\uff0c\u51ed\u501f\u6781\u4f4e\u7684\u6fc0\u6d3b\u53c2\u6570\u91cf\uff0c\u5728\u667a\u80fd\u4f53\u7f16\u7801\u548c\u591a\u6a21\u6001\u63a8\u7406\u573a\u666f\u4e0b\uff0c\u4e3a\u5f00\u53d1\u8005\u63d0\u4f9b\u4e86\u5ab2\u7f8e\u8d85\u5927\u5bc6\u96c6\u6a21\u578b\u6027\u80fd\u7684\u8f7b\u91cf\u5316\u3001\u53ef\u5546\u7528\u7684\u524d\u6cbfAI\u89e3\u51b3\u65b9\u6848\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bef6fa43-b460-4122-b3be-8a4e98959c93.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/38c7f3e6-1ae1-4404-a69b-501a174e9213.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d3f015cb-a058-4193-9908-202f1bfe0d87.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\/4a4dd5d1-17bb-45ec-8b0a-295a35786a9b.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Development<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u6e90\u5927\u8bed\u8a00\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u7a00\u758f\u4e13\u5bb6\u6df7\u5408\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u7f16\u7801<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u6001\u63a8\u7406<\/span><br \/>\n <span class=\"tag\">\u9ad8\u6548\u63a8\u7406<\/span><br \/>\n <span class=\"tag\">Apache 2.0\u8bb8\u53ef<\/span><br \/>\n <span class=\"tag\">AI\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6a21\u578b\u90e8\u7f72<\/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>\u6838\u5fc3\u8bc4\u8bba\u6765\u81ea\u9879\u76ee\u65b9\uff0c\u5f3a\u8c03\u5176\u4f5c\u4e3aQwen3.6\u7cfb\u5217\u9996\u4e2a\u5f00\u6e90\u6743\u91cd\u6a21\u578b\u7684\u91cc\u7a0b\u7891\u610f\u4e49\uff0c\u7a81\u51fa\u517635B\u603b\u53c2\/3B\u6fc0\u6d3b\u53c2\u7684\u7a00\u758f\u9ad8\u6548\u7279\u6027\u3001\u5f3a\u5927\u7684\u667a\u80fd\u7f16\u7801\u4e0e\u591a\u6a21\u6001\u80fd\u529b\u3001Apache 2.0\u8bb8\u53ef\u7684\u5546\u7528\u53cb\u597d\u6027\uff0c\u4ee5\u53ca\u5b8c\u5584\u7684\u5de5\u5177\u94fe\u652f\u6301\uff0c\u5b9a\u4f4d\u4e3a\u53ef\u7acb\u5373\u6295\u5165\u4f7f\u7528\u7684\u5de5\u7a0b\u5316\u4ea7\u54c1\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Qwen3.6-35B-A3B\u7684\u53d1\u5e03\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b3e\u65b0\u6a21\u578b\uff0c\u4e0d\u5982\u8bf4\u662f\u5bf9\u5f53\u524d\u5927\u6a21\u578b\u7ade\u8d5b\u903b\u8f91\u7684\u4e00\u6b21\u7cbe\u51c6\u4fa7\u51fb\u3002\u5b83\u907f\u5f00\u4e86\u201c\u53c2\u6570\u81f3\u4e0a\u201d\u7684\u519b\u5907\u7ade\u8d5b\uff0c\u65d7\u5e1c\u9c9c\u660e\u5730\u62bc\u6ce8\u201c\u7a00\u758f\u5316\u201d\u4e0e\u201c\u6548\u7387\u201d\u8d5b\u9053\u3002\u5176\u6838\u5fc3\u53d9\u4e8b\u201c\u4ee53B\u6fc0\u6d3b\u53c2\u6570\u6311\u6218\u5e9e\u5927\u7a20\u5bc6\u6a21\u578b\u201d\uff0c\u76f4\u6307\u884c\u4e1a\u75db\u70b9\uff1a\u9ad8\u6602\u7684\u63a8\u7406\u6210\u672c\u4e0e\u90e8\u7f72\u95e8\u69db\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u4ef7\u503c\u5728\u4e8e\u5176\u201c\u5de5\u7a0b\u5316\u8bda\u610f\u201d\u3002Apache 2.0\u8bb8\u53ef\u8bc1\u626b\u6e05\u4e86\u5546\u4e1a\u5316\u7684\u6700\u5927\u6cd5\u5f8b\u969c\u788d\uff0c\u800c\u540c\u6b65\u63a8\u51fa\u7684OpenClaw\u3001API\u53ca\u672c\u5730\u90e8\u7f72\u8def\u5f84\uff0c\u5219\u8868\u660e\u5b83\u5e76\u975e\u5b9e\u9a8c\u5ba4\u73a9\u5177\uff0c\u800c\u662f\u610f\u56fe\u76f4\u63a5\u6d41\u5165\u751f\u4ea7\u73af\u5883\u7684\u201c\u5373\u6218\u529b\u201d\u3002\u5b83\u5c06\u7ade\u4e89\u7ef4\u5ea6\u4ece\u5355\u7eaf\u7684\u699c\u5355\u6027\u80fd\uff0c\u62c9\u5230\u4e86\u201c\u6027\u80fd-\u6210\u672c-\u6613\u7528\u6027\u201d\u7684\u7efc\u5408\u5e73\u8861\u4e0a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u660e\u663e\u3002\u7a00\u758f\u6a21\u578b\u7684\u7406\u8bba\u6548\u7387\u4f18\u52bf\uff0c\u5728\u590d\u6742\u7684\u5b9e\u9645\u90e8\u7f72\u73af\u5883\u4e2d\u80fd\u5426\u7a33\u5b9a\u5151\u73b0\uff0c\u4ecd\u9700\u5927\u89c4\u6a21\u5b9e\u8df5\u9a8c\u8bc1\u3002\u5176\u201c\u524d\u6cbf\u6c34\u5e73\u7684\u667a\u80fd\u4f53\u7f16\u7801\u201d\u80fd\u529b\uff0c\u5728\u5e94\u5bf9\u771f\u5b9e\u3001\u590d\u6742\u7684\u8f6f\u4ef6\u5f00\u53d1\u6d41\u6c34\u7ebf\u65f6\uff0c\u80fd\u5426\u4fdd\u6301\u7a33\u5b9a\u53ef\u9760\uff0c\u4e5f\u662f\u95ee\u53f7\u3002\u7528\u6237\u8bc4\u8bba\u867d\u79ef\u6781\uff0c\u4f46\u51e0\u4e4e\u6e90\u4e8e\u9879\u76ee\u65b9\u81ea\u8eab\uff0c\u7f3a\u4e4f\u7b2c\u4e09\u65b9\u5f00\u53d1\u8005\u7684\u771f\u5b9e\u53cd\u9988\uff0c\u751f\u6001\u70ed\u5ea6\u4e0e\u793e\u533a\u63a5\u7eb3\u5ea6\u6709\u5f85\u89c2\u5bdf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u800c\u8a00\u4e4b\uff0c\u8fd9\u662f\u4e00\u6b21\u6781\u5177\u7b56\u7565\u6027\u7684\u53d1\u5e03\u3002\u5b83\u8bd5\u56fe\u7528\u5f00\u6e90\u3001\u9ad8\u6548\u3001\u53ef\u5546\u7528\u7684\u7ec4\u5408\u62f3\uff0c\u5728\u5de8\u5934\u6797\u7acb\u7684AI\u57fa\u7840\u6a21\u578b\u5c42\u6495\u5f00\u4e00\u9053\u53e3\u5b50\uff0c\u5438\u5f15\u90a3\u4e9b\u5bf9\u6210\u672c\u654f\u611f\u3001\u6e34\u671b\u53ef\u63a7\u90e8\u7f72\u7684\u5f00\u53d1\u8005\u4e0e\u4f01\u4e1a\u3002\u5176\u6210\u529f\u4e0e\u5426\uff0c\u4e0d\u53d6\u51b3\u4e8e\u6280\u672f\u8bba\u6587\u7684\u6307\u6807\uff0c\u800c\u53d6\u51b3\u4e8e\u672a\u6765\u51e0\u4e2a\u6708\u5185\uff0c\u6709\u591a\u5c11\u5b9e\u9645\u5e94\u7528\u57fa\u4e8e\u5b83\u6784\u5efa\u8d77\u6765\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Qwen3.6-35B-A3B<\/span>\n <\/div>\n<div class=\"comment-content\">Qwen3.6-35B-A3B is a highly efficient open-source MoE model with 35B total and just 3B active parameters. It delivers frontier-level agentic coding and multimodal reasoning, rivaling much larger dense models. Apache 2.0 licensed and available now.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone!<\/p>\n<p>Qwen3.6-35B-A3B is the <strong>first open-weight release<\/strong> in the Qwen3.6 family.<\/p>\n<p>A 35B total \/ 3B active MoE, Apache 2.0, strong agentic coding, native multimodal reasoning, and dual thinking \/ non-thinking modes is a very serious package for an open release. The efficiency story is also part of the hook here: this is a sparse model trying to compete far above its active size.<\/p>\n<p>And importantly, the surrounding workflow is already there. <a href=\"https:\/\/www.producthunt.com\/products\/clawdbot-2\" target=\"_blank\" rel=\"noopener\">@OpenClaw<\/a> , <a href=\"https:\/\/www.producthunt.com\/products\/claude-code\" target=\"_blank\" rel=\"noopener\">@Claude Code<\/a> , <a href=\"https:\/\/qwen.ai\/qwencode\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Qwen Code<\/a>, <a href=\"https:\/\/modelstudio.alibabacloud.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">API<\/a> path, <a href=\"https:\/\/huggingface.co\/Qwen\/Qwen3.6-35B-A3B\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">self-hosting<\/a> path \u2014 this is positioned as something people can actually build with right away.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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<\/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\/XAUK2XZYWAJCKX\" class=\"app-title\">LIVE: wtf are agents buying?<\/a><\/p>\n<div class=\"one-liner\">Watch agents spend money in real time<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">116<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5b9e\u65f6\u76f4\u64adAI\u667a\u80fd\u4f53\u82b1\u8d39\u771f\u5b9e\u91d1\u94b1\u8fdb\u884c\u4ea4\u6613\u8fc7\u7a0b\u7684\u5e73\u53f0\uff0c\u5c06\u62bd\u8c61\u7684\u201cAI\u6d88\u8d39\u201d\u6982\u5ff5\u5177\u8c61\u5316\uff0c\u89e3\u51b3\u4e86\u516c\u4f17\u5bf9AI\u4f5c\u4e3a\u7ecf\u6d4e\u4e3b\u4f53\u884c\u4e3a\u7f3a\u4e4f\u76f4\u89c2\u8ba4\u77e5\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a57f8f5f-eb2c-4ad6-abeb-ddf2e801be92.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8991fd20-5635-4354-ac1b-ccc48a9aa0bf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2873bb63-3c43-4c50-ad1c-bc284972e637.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\/a892599c-76a8-4bf0-8619-c483acd78826.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/JOS8vknS6JY\"><source src=\"https:\/\/youtu.be\/JOS8vknS6JY\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Web3<\/span><br \/>\n <span class=\"tag\">Vercel Day<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u4ea4\u6613\u76f4\u64ad<\/span><br \/>\n <span class=\"tag\">\u884c\u4e3a\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u7ecf\u6d4e<\/span><br \/>\n <span class=\"tag\">\u533a\u5757\u94fe\u6570\u636e<\/span><br \/>\n <span class=\"tag\">\u79d1\u6280\u89c2\u5bdf<\/span><br \/>\n <span class=\"tag\">\u900f\u660e\u5ea6\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u65b0\u5174\u7ecf\u6d4e\u73b0\u8c61<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u521b\u610f\u4e0e\u76f4\u89c2\u6027\uff0c\u4f46\u63d0\u51fa\u5177\u4f53\u95ee\u9898\uff1a\u4ea4\u6613\u6eda\u52a8\u8fc7\u5feb\u96be\u4ee5\u770b\u6e05\uff1b\u597d\u5947AI\u6d88\u8d39\u662f\u7406\u6027\u9009\u62e9\u8fd8\u662f\u53d7\u73af\u5883\u5f15\u5bfc\uff1b\u5173\u5fc3\u6570\u636e\u662f\u5426\u6709\u8da3\u4e0d\u91cd\u590d\u53ca\u6d88\u8d39\u6a21\u5f0f\u5206\u6790\u3002\u53e6\u6709\u8bc4\u8bba\u63d0\u53ca\u6b64\u524dAI\u9ad8\u4ef7\u8d2d\u7269\u4e8b\u4ef6\u80cc\u666f\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n \u8fd9\u6b3e\u4ea7\u54c1\u4e0e\u5176\u8bf4\u662f\u4e00\u4e2a\u5de5\u5177\uff0c\u4e0d\u5982\u8bf4\u662f\u4e00\u9762\u73b0\u8c61\u7ea7\u7684\u201c\u955c\u5b50\u201d\u3002\u5b83\u7684\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u6280\u672f\u7a81\u7834\uff0c\u800c\u5728\u4e8e\u7528\u6781\u81f4\u7684\u900f\u660e\u5316\u624b\u6cd5\uff0c\u5c06\u201cAI\u667a\u80fd\u4f53\u5373\u7ecf\u6d4e\u4e3b\u4f53\u201d\u8fd9\u4e00\u524d\u6cbf\u53d9\u4e8b\u4ece\u767d\u76ae\u4e66\u548c\u884c\u4e1a\u8ba8\u8bba\u4e2d\u5265\u79bb\uff0c\u7c97\u66b4\u5730\u6295\u5c04\u5230\u516c\u5171\u89c6\u91ce\u4e2d\u3002\u76f4\u64ad\u6d41\u6c34\u822c\u7684\u4ea4\u6613\u6570\u636e\uff0c\u662f\u5bf9\u5f53\u524dAI\u4ee3\u7406\u5546\u4e1a\u5316\u6d6a\u6f6e\u6700\u76f4\u767d\u3001\u751a\u81f3\u7565\u5e26\u884c\u4e3a\u827a\u672f\u5f0f\u7684\u6ce8\u89e3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5de7\u5999\u5730\u6293\u4f4f\u4e86\u884c\u4e1a\u5185\u5916\u7684\u4e00\u4e2a\u8ba4\u77e5\u9e3f\u6c9f\uff1a\u4e13\u5bb6\u8c08\u8bbaAgent\u7684\u81ea\u4e3b\u4ea4\u6613\u80fd\u529b\uff0c\u800c\u5927\u4f17\u5bf9\u6b64\u7684\u611f\u77e5\u4ecd\u505c\u7559\u5728\u201c\u62bd\u8c61\u6982\u5ff5\u201d\u3002\u901a\u8fc7\u76f4\u64ad\u201c\u82b1\u94b1\u201d\u8fd9\u4e00\u6700\u5177\u666e\u4e16\u7406\u89e3\u529b\u7684\u884c\u4e3a\uff0c\u5b83\u5b8c\u6210\u4e86\u521d\u6b65\u7684\u5e02\u573a\u6559\u80b2\u3002\u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u8d28\u7591\u4e5f\u6070\u6070\u70b9\u51fa\u4e86\u4ea7\u54c1\u7684\u6df1\u5c42\u56f0\u5883\uff1a\u5f53\u65b0\u9c9c\u611f\u892a\u53bb\uff0c\u5b83\u7a76\u7adf\u662f\u4e00\u4e2a\u53ef\u6301\u7eed\u7684\u89c2\u5bdf\u7a97\u53e3\uff0c\u8fd8\u662f\u4e00\u4e2a\u77ed\u6682\u7684\u5671\u5934\uff1f\u7528\u6237\u63d0\u51fa\u7684\u201c\u6eda\u52a8\u8fc7\u5feb\u201d\u3001\u201c\u662f\u5426\u91cd\u590d\u201d\u7b49\u95ee\u9898\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u62f7\u95ee\u5176\u957f\u671f\u5185\u5bb9\u4ef7\u503c\u3002\u5982\u679c\u5c55\u793a\u7684\u4ec5\u662f\u672a\u7ecf\u89e3\u6790\u7684\u6570\u636e\u6d41\uff0c\u5176\u6d1e\u5bdf\u6df1\u5ea6\u5c06\u5f88\u5feb\u89e6\u53ca\u5929\u82b1\u677f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u950b\u8292\u5728\u4e8e\uff0c\u5b83\u53ef\u80fd\u65e0\u610f\u4e2d\u6210\u4e3a\u4e86\u4e00\u4e2a\u201c\u5ba1\u8ba1\u5de5\u5177\u201d\u3002\u5c06AI\u4ee3\u7406\u7684\u6bcf\u4e00\u6b21API\u8c03\u7528\u3001\u6570\u636e\u8d2d\u4e70\u548c\u8ba1\u7b97\u652f\u51fa\u7f6e\u4e8e\u516c\u4f17\u51dd\u89c6\u4e4b\u4e0b\uff0c\u8fd9\u672c\u8eab\u5c31\u5bf9\u6574\u4e2a\u751f\u6001\u7684\u5408\u7406\u6027\u4e0e\u6548\u7387\u63d0\u51fa\u4e86\u65e0\u58f0\u7684\u8d28\u95ee\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u7406\u6027\u9009\u62e9\u4e0e\u73af\u5883\u5f15\u5bfc\u201d\u7684\u8ba8\u8bba\uff0c\u5df2\u89e6\u53caAI\u51b3\u7b56\u9ed1\u7bb1\u4e0e\u4f26\u7406\u7684\u654f\u611f\u533a\u3002\u4ea7\u54c1\u7684\u672a\u6765\uff0c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u4ece\u201c\u76f4\u64ad\u82b1\u94b1\u201d\u7684\u730e\u5947\uff0c\u8f6c\u5411\u6784\u5efa\u7406\u89e3AI\u7ecf\u6d4e\u884c\u4e3a\u7684\u5206\u6790\u6846\u67b6\uff0c\u5426\u5219\u5176\u547d\u8fd0\u6050\u5c06\u6b62\u6b65\u4e8e\u4e00\u4e2a\u7cbe\u5de7\u7684\u79d1\u666e\u6f14\u793a\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">LIVE: wtf are agents buying?<\/span>\n <\/div>\n<div class=\"comment-content\">First-ever livestream of AI agents spending real money. Watch now.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I kept hearing that agents are spending money, but it always felt abstract.<\/p>\n<p>Like what are they actually buying?<br \/>How often? How much?<br \/>Is this even real?<\/p>\n<\/p>\n<p><strong>So we built this: <\/strong><a href=\"http:\/\/wtfareagentsbuying.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>wtfareagentsbuying.com<\/strong><\/a><\/p>\n<p>The first live stream of AI agents spending real money.<\/p>\n<\/p>\n<p>How we made this?<\/p>\n<p>We pull data from x402 and find out what happens behind each transaction. API calls, scrapes, data, compute.<\/p>\n<p>Then we stream it live.<\/p>\n<\/p>\n<p>Seeing it made it click for me. This is not theoretical anymore. Agents are already economic actors.<\/p>\n<p>Join us and watch agents spend money live. Let me know what you\u2019d love to see next!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shengkun_ye\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shengkun_ye<\/a> Congrats on the launch! This looks really interesting \ud83d\udc4f<\/p>\n<p>If you ever need help building new features or improving the product, I\u2019d be happy to help.<\/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=\"reply-item\">\n<div class=\"reply-content\">@shengkun_ye am happy<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Good move (after some AI agent purchased overpriced $2k courses). \ud83d\ude05<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Hi! What’s the split between agents buying the “correct” rational choice vs. agents being nudged by framing in the environment? The gap between those two is the whole game.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is such a creative concept! I’m genuinely curious about what you’re seeing emerge – are there any surprising patterns in how the agents allocate budget across different categories, or do they mostly converge on similar spending behaviors? Also, how are you ensuring the transactions stay interesting enough to watch in real time without it becoming repetitive?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I like it, but one issue I discovered is that it scrolls too fast. There are new ai\u2019s purchasing so fast \ud83d\udca8 that I can\u2019t even look at what they bought. But other than that it is pretty cool to see what AI actually does.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/QMRLNKMDWY2DNJ\" class=\"app-title\">Elvan<\/a><\/p>\n<div class=\"one-liner\">Turn customer feedback into decisions with AI<\/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>Elvan\u662f\u4e00\u6b3eAI\u539f\u751f\u53cd\u9988\u5e73\u53f0\uff0c\u901a\u8fc7\u5728\u7528\u6237\u65c5\u7a0b\u7684\u5173\u952e\u89e6\u70b9\u81ea\u52a8\u89e6\u53d1\u8c03\u7814\u5e76\u5b9e\u65f6AI\u5206\u6790\uff0c\u5c06\u5206\u6563\u3001\u6ede\u540e\u7684\u5ba2\u6237\u53cd\u9988\u8f6c\u5316\u4e3a\u53ef\u5373\u65f6\u884c\u52a8\u7684\u6e05\u6670\u4fe1\u53f7\uff0c\u89e3\u51b3\u4e86\u4ea7\u54c1\u4e0e\u5ba2\u6237\u6210\u529f\u56e2\u961f\u96be\u4ee5\u5229\u7528\u53cd\u9988\u9a71\u52a8\u51b3\u7b56\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6fd76757-d9b4-46fc-b996-3e2bd6f25db9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7cfea082-fec8-466f-9d39-b24b17ea40ed.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d34dacec-a0a1-4c3c-9f89-e4b08301ba7d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d61b10a8-ea1f-433c-977a-49bd04988937.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\">Customer Success<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">Vercel Day<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5ba2\u6237\u53cd\u9988\u5206\u6790<\/span><br \/>\n <span class=\"tag\">AI\u9a71\u52a8<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u4f53\u9a8c\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u6d1e\u5bdf<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u51b3\u7b56<\/span><br \/>\n <span class=\"tag\">NPS\/CSAT\/CES<\/span><br \/>\n <span class=\"tag\">\u591a\u6e20\u9053\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u540c<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u6ce8\u70b9\u96c6\u4e2d\u5728\u4ea7\u54c1\u5b9e\u9645\u96c6\u6210\u6df1\u5ea6\u3001\u4fe1\u53f7\u8fc7\u6ee4\u673a\u5236\u3001\u7528\u6237\u7ec6\u5206\u80fd\u529b\u53ca\u5c0f\u56e2\u961f\u9002\u7528\u6027\u3002\u521b\u59cb\u4eba\u56de\u590d\u786e\u8ba4\u4e86\u57fa\u4e8e\u4e8b\u4ef6\u7684\u89e6\u53d1\u3001\u81ea\u5b9a\u4e49\u5c5e\u6027\u5b9e\u73b0\u7ec6\u5206\u3001\u4ee5\u53ca\u5c0f\u89c4\u6a21\u53ef\u7528\u6027\uff0c\u5e76\u900f\u9732\u5185\u7f6e\u7528\u6237\u7ec6\u5206\u529f\u80fd\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 Elvan\u7684\u53d9\u4e8b\u7cbe\u51c6\u51fb\u4e2d\u4e86\u201c\u53cd\u9988\u5e9f\u589f\u201d\u8fd9\u4e00\u7ecf\u5178\u4f01\u4e1a\u56f0\u5883\u2014\u2014\u6570\u636e\u6cdb\u6ee5\u800c\u6d1e\u5bdf\u532e\u4e4f\u3002\u5176\u5ba3\u79f0\u7684\u201c\u4e0b\u4e00\u4ee3\u201d\u5e76\u975e\u7a7a\u8c08\uff0c\u6838\u5fc3\u5728\u4e8e\u6784\u5efa\u4e86\u201c\u4fe1\u53f7\u5c42\u201d\u7684\u4e2d\u95f4\u4ef6\u903b\u8f91\uff1a\u524d\u7aef\u8fde\u63a5\u884c\u4e3a\u4e8b\u4ef6\u4e0e\u591a\u6e20\u9053\u89e6\u70b9\uff0c\u540e\u7aef\u901a\u8fc7AI\u538b\u7f29\u539f\u59cb\u6587\u672c\u4e3a\u7ed3\u6784\u5316\u6d1e\u5bdf\uff0c\u5e76\u6ce8\u5165Slack\u7b49\u534f\u4f5c\u6d41\u3002\u8fd9\u8bd5\u56fe\u5c06\u53cd\u9988\u4ece\u201c\u4e8b\u540e\u62a5\u544a\u201d\u53d8\u4e3a\u201c\u5b9e\u65f6\u4e1a\u52a1\u89e6\u53d1\u5668\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u5747\u9690\u542b\u4e8e\u7ec6\u8282\u3002\u9996\u5148\uff0c\u201cAI\u5206\u6790\u201d\u7684\u95e8\u69db\u5728\u4e8e\u8bad\u7ec3\u6570\u636e\u7684\u9886\u57df\u7279\u5f02\u6027\u4e0e\u6807\u7b7e\u4f53\u7cfb\u7684\u8d28\u91cf\uff0c\u65b0\u5e73\u53f0\u80fd\u5426\u8d85\u8d8a\u901a\u7528\u60c5\u611f\u5206\u6790\uff0c\u7cbe\u51c6\u8bc6\u522b\u201c\u6d41\u5931\u4fe1\u53f7\u201d\u4e0e\u201c\u529f\u80fd\u8bf7\u6c42\u201d\uff0c\u4ecd\u9700\u9a8c\u8bc1\u3002\u5176\u6b21\uff0c\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u96c6\u6210\u6df1\u5ea6\u201d\u4e0e\u201c\u4fe1\u53f7\u8fc7\u8f7d\u201d\u7684\u63d0\u95ee\uff0c\u76f4\u6307\u5176\u4f5c\u4e3a\u4e2d\u95f4\u7ba1\u9053\u7684\u5173\u952e\uff1a\u82e5\u4ec5\u5b9e\u73b0\u6d45\u5c42\u6570\u636e\u7ba1\u9053\uff0c\u800c\u975e\u6df1\u5ea6\u4e1a\u52a1\u89c4\u5219\u5d4c\u5165\uff08\u5982\u57fa\u4e8eZendesk\u5de5\u5355\u7c7b\u578b\u6216\u5ba2\u6237\u5206\u5c42\u7684\u89e6\u53d1\u903b\u8f91\uff09\uff0c\u5219\u5176\u201c\u5728\u6b63\u786e\u65f6\u523b\u89e6\u53d1\u201d\u7684\u627f\u8bfa\u5c06\u5927\u6253\u6298\u6263\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5b9a\u4f4d\u663e\u793a\u51fa\u6e05\u9192\u7684\u53d6\u820d\uff1a\u653e\u5f03\u590d\u6742\u7684\u81ea\u5b9a\u4e49\u6784\u5efa\u5668\uff0c\u5f3a\u8c03\u201c\u5f00\u7bb1\u5373\u7528\u201d\u3002\u8fd9\u4f7f\u5176\u660e\u663e\u533a\u522b\u4e8eQualtrics\u7b49\u91cd\u578b\u5e73\u53f0\uff0c\u66f4\u8d34\u8fd1Amplitude\u7684\u6570\u636e\u9a71\u52a8\u4ea7\u54c1\u6587\u5316\uff0c\u670d\u52a1\u4e8e\u6e34\u671b\u201c\u4ea7\u54c1\u5206\u6790\u822c\u4f7f\u7528\u53cd\u9988\u201d\u7684\u654f\u6377\u56e2\u961f\u3002\u65e9\u671f\u8def\u7ebf\u56fe\u56de\u5e94\u4e5f\u663e\u793a\u5176\u91c7\u53d6\u52a1\u5b9e\u7b56\u7565\u2014\u2014\u901a\u8fc7\u81ea\u5b9a\u4e49\u5c5e\u6027\u63d0\u4f9b\u7075\u6d3b\u6027\uff0c\u540c\u65f6\u6536\u96c6\u7528\u4f8b\u4ee5\u89c4\u5212\u539f\u751f\u529f\u80fd\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cElvan\u7684\u4ef7\u503c\u4e3b\u5f20\u4e0d\u5728\u4e8eAI\u7684\u6280\u672f\u70ab\u6280\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u5c06\u53cd\u9988\u201c\u5de5\u4f5c\u6d41\u5316\u201d\u3002\u5176\u6210\u8d25\u5173\u952e\u5728\u4e8e\u80fd\u5426\u5728\u4fdd\u8bc1\u201c\u65e0\u4ee3\u7801\u201d\u6613\u7528\u6027\u7684\u540c\u65f6\uff0c\u901a\u8fc7\u6df1\u5ea6\u3001\u7075\u6d3b\u7684\u96c6\u6210\u914d\u7f6e\uff0c\u771f\u6b63\u6253\u901a\u4ece\u7528\u6237\u884c\u4e3a\u5230\u56e2\u961f\u884c\u52a8\u7684\u95ed\u73af\u3002\u82e5\u6210\u529f\uff0c\u5b83\u5c06\u6210\u4e3a\u4ea7\u54c1\u51b3\u7b56\u7684\u611f\u5b98\u795e\u7ecf\uff1b\u82e5\u6d41\u4e8e\u8868\u9762\uff0c\u5219\u53ea\u662f\u53e6\u4e00\u4e2a\u7f8e\u89c2\u7684\u6570\u636e\u770b\u677f\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\">Elvan<\/span>\n <\/div>\n<div class=\"comment-content\">Next-generation, AI-native feedback platform to collect NPS, CSAT, and CES across product, email, embed, and tools like Zendesk and Salesforce. Trigger surveys at the right moment across every touchpoint, then analyze every response with AI to uncover sentiment, themes, and churn signals. Responses stream to Slack in real time so teams can act instantly. No complex builders. No manual tagging. Just clear signals that help you build better products.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b<\/p>\n<p>I\u2019m Ravi, co-founder of Elvan.<\/p>\n<p>We built Elvan on <a href=\"https:\/\/www.producthunt.com\/products\/vercel\" target=\"_blank\" rel=\"noopener\">@Vercel<\/a> with a simple goal. Make customer feedback as actionable as product analytics.<\/p>\n<p><strong><br \/>\ud83e\udde9 What is Elvan?<\/strong><\/p>\n<p>Elvan is a next-generation, AI-native feedback platform that helps you collect and understand customer feedback across every touchpoint.<\/p>\n<p>You can collect feedback via:<\/p>\n<ul>\n<li>\n<p>In-product (Web SDK)<\/p>\n<\/li>\n<li>\n<p>Email<\/p>\n<\/li>\n<li>\n<p>Embedded forms<\/p>\n<\/li>\n<li>\n<p>Shareable links<\/p>\n<\/li>\n<li>\n<p>Shopify, Intercom, Salesforce, and your website<\/p>\n<\/li>\n<\/ul>\n<p>It is built for true omnichannel feedback collection, not just one channel.<\/p>\n<\/p>\n<h2><strong>\ud83d\udea8 The Problem<\/strong><\/h2>\n<p>Most teams already collect NPS or CSAT.<\/p>\n<p>But:<\/p>\n<ul>\n<li>\n<p>Feedback is collected too late<\/p>\n<\/li>\n<li>\n<p>Signals are spread across tools<\/p>\n<\/li>\n<li>\n<p>Responses sit in CSV exports<\/p>\n<\/li>\n<li>\n<p>Teams read comments manually<\/p>\n<\/li>\n<li>\n<p>Churn signals are missed<\/p>\n<\/li>\n<\/ul>\n<p>Feedback gets collected, but it does not drive decisions.<\/p>\n<\/p>\n<h2><strong>\ud83d\udca1 The Solution<\/strong><\/h2>\n<\/p>\n<p>Elvan turns feedback into a real-time signal layer.<\/p>\n<ul>\n<li>\n<p>Capture feedback at the right moment based on real user events<\/p>\n<\/li>\n<li>\n<p>Collect across channels like product, email, and your existing tools<\/p>\n<\/li>\n<li>\n<p>Automatically analyze responses with AI<\/p>\n<\/li>\n<li>\n<p>Route insights to where your team already works<\/p>\n<\/li>\n<\/ul>\n<p>You go from raw responses to clear, structured insight your team can act on immediately..<\/p>\n<\/p>\n<h2><strong>\u26a1 Why Elvan is Different<\/strong><\/h2>\n<p>We did not start with surveys and add AI later.<\/p>\n<\/p>\n<p>We built Elvan from scratch to focus on one thing. Turning feedback into action.<\/p>\n<ul>\n<li>\n<p>No complex builders<\/p>\n<\/li>\n<li>\n<p>No manual tagging<\/p>\n<\/li>\n<li>\n<p>No enterprise bloat<\/p>\n<\/li>\n<\/ul>\n<h2><strong>\ud83e\udde0 Features & Benefits<\/strong><\/h2>\n<p>Elvan automatically:<\/p>\n<ul>\n<li>\n<p>Detects sentiment<\/p>\n<\/li>\n<li>\n<p>Clusters recurring themes<\/p>\n<\/li>\n<li>\n<p>Surfaces early churn signals<\/p>\n<\/li>\n<li>\n<p>Identifies feature requests<\/p>\n<\/li>\n<li>\n<p>Generates summaries you can share with leadership<\/p>\n<\/li>\n<\/ul>\n<p>Feedback collection can be triggered directly from tools like Zendesk and Salesforce when key events happen, such as ticket resolution or deal closure.<\/p>\n<\/p>\n<p>Responses stream into Slack in real time, so your team sees customer feedback as it happens and can act immediately.<\/p>\n<\/p>\n<p>Instead of reading 200 responses, you get a few clear actions to focus on.<\/p>\n<\/p>\n<h2><strong>\ud83d\udc65 Who is this for?<\/strong><\/h2>\n<ul>\n<li>\n<p>SaaS founders and product teams<\/p>\n<\/li>\n<li>\n<p>Customer Success and CX leaders<\/p>\n<\/li>\n<li>\n<p>Product-led growth teams<\/p>\n<\/li>\n<li>\n<p>Indie hackers<\/p>\n<\/li>\n<\/ul>\n<p>Especially teams that already collect feedback but struggle to act on it.<\/p>\n<\/p>\n<h2><strong>\ud83d\udd27 Use Cases<\/strong><\/h2>\n<ul>\n<li>\n<p>NPS after onboarding<\/p>\n<\/li>\n<li>\n<p>CSAT after support interactions<\/p>\n<\/li>\n<li>\n<p>In-product feedback after feature usage<\/p>\n<\/li>\n<li>\n<p>PMF surveys<\/p>\n<\/li>\n<li>\n<p>Post-purchase feedback for eCommerce<\/p>\n<\/li>\n<\/ul>\n<h2>\ud83c\udf81 Launch Offer<\/h2>\n<p>We are offering 40% off for the first 12 months<br \/>Use code: PRODUCTHUNT<\/p>\n<p>Early users will also get direct access to me for feedback and roadmap input.<\/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\/@ravi_founder\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ravi_founder<\/a> Congo. How do you tune the streaming insights to surface only the highest-impact signals without overwhelming the channel?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 Zendesk and Salesforce integrations are mentioned but I’m wondering how deep they actually go. Is it just piping survey responses into a custom field, or can you trigger a survey <em>from<\/em> a Zendesk ticket event \u2014 like after a support ticket closes with a certain tag?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Does Elvan differentiate between heavy users and people who just signed up?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jared_salois\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jared_salois<\/a> Great question! Not natively just yet. <\/p>\n<p>Right now you can trigger surveys based on user actions and timing, but built-in segmentation between new signups and power users is on our roadmap. That said, if you pass in custom user properties, you can work around it today. Would love to hear your use case \u2014 it’d help us prioritize this feature!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">We’ve always struggled with feedback living in too many places. Support tools, emails, and random docs all end up containing bits of insight.<\/p>\n<p>Having a single place with automatic analysis sounds really practical. Does Elvan work well even if you only have a few dozen active users?<\/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\/@tanjum\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tanjum<\/a> That’s exactly the pain we built Elvan to solve – feedback scattered across support threads, emails, and random docs is nearly impossible to act on. <\/p>\n<p>And yes, Elvan works great even with a few dozen active users! <\/p>\n<p>The analysis would actually be more focused at smaller scale since patterns emerge cleanly from a tight user group. <\/p>\n<p>Give it a try and let us know what you think! \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Timing feedback correctly is such an underrated problem. Most teams either ask too early or way too late.<\/p>\n<p>Curious how Elvan decides when to show a survey. Is it based on user actions or predefined timing rules?<\/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\/@1mirul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@1mirul<\/a> You nailed it, timing is everything with feedback, and most tools get it wrong. <\/p>\n<p>Elvan uses both: you can trigger surveys based on specific user actions (like completing a key workflow or hitting a milestone) <em>or<\/em> set time-based rules if you prefer. <\/p>\n<p>The goal is to catch users at the moment when their experience is freshest. <\/p>\n<p>Happy to walk you through the setup if you’d like!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/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\/UMKVSDJCI24RYK\" class=\"app-title\">Athena<\/a><\/p>\n<div class=\"one-liner\">Claude Code for Product Teams<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">97<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Athena\u662f\u4e00\u6b3eAI\u9a71\u52a8\u7684\u4ea7\u54c1\u5de5\u4f5c\u7a7a\u95f4\uff0c\u901a\u8fc7AI\u5b50\u4ee3\u7406\u7406\u89e3\u4ea7\u54c1\u67b6\u6784\u4e0e\u7ea6\u675f\uff0c\u5728\u8de8\u804c\u80fd\u56e2\u961f\u534f\u4f5c\u573a\u666f\u4e2d\uff0c\u89e3\u51b3\u4ea7\u54c1\u610f\u56fe\u4e0e\u5de5\u7a0b\u73b0\u5b9e\u8131\u8282\u3001\u51b3\u7b56\u57fa\u4e8e\u731c\u6d4b\u800c\u975e\u7cfb\u7edf\u5316\u5206\u6790\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/54459673-a907-442b-a481-6796abd6f692.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/50fee4ba-fd11-489c-8deb-57320e61cc6f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9ea7332f-e9c0-49a1-be4c-e5316e6a4ca3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e144ece0-aad5-47da-ae21-4753c2f9e0d4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/205f7e09-ae61-49bb-9364-516cf69c70a8.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\/c19ee24f-96ca-40a2-aefa-9398adec488e.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/m1P8ckROa-o\"><source src=\"https:\/\/youtu.be\/m1P8ckROa-o\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Vercel Day<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4ea7\u54c1\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u8de8\u804c\u80fd\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u53d1\u73b0\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u5de5\u4f5c\u7a7a\u95f4<\/span><br \/>\n <span class=\"tag\">\u51b3\u7b56\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u5de5\u7a0b\u7ea6\u675f\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">SaaS\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u6548\u7387<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u53ef\u5176\u8fde\u63a5\u4ea7\u54c1\u4e0e\u5de5\u7a0b\u7684\u613f\u666f\u3002\u4e3b\u8981\u95ee\u9898\/\u5efa\u8bae\u5305\u62ec\uff1a\u786e\u8ba4\u4ea7\u54c1\u53ef\u7528\u6027\uff08\u975e\u4ec5\u7b49\u5f85\u5217\u8868\uff09\u3001\u8be2\u95ee\u5bf9\u5feb\u901f\u53d8\u5316\u67b6\u6784\u7684\u9002\u5e94\u6027\u3001\u63a2\u8ba8\u5176\u6838\u5fc3\u5efa\u6a21\u7ef4\u5ea6\u7684\u51b3\u7b56\u903b\u8f91\uff0c\u4ee5\u53ca\u5173\u5fc3\u4e0eJira\u7b49\u73b0\u6709\u9879\u76ee\u5de5\u5177\u7684\u96c6\u6210\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 Athena\u7684\u91ce\u5fc3\u5e76\u975e\u7b80\u5355\u5730\u201c\u4e3a\u4ea7\u54c1\u6d41\u7a0b\u6dfb\u52a0AI\u201d\uff0c\u800c\u662f\u8bd5\u56fe\u6210\u4e3a\u4ea7\u54c1\u7cfb\u7edf\u7684\u201c\u6570\u5b57\u5b6a\u751f\u201d\u4e2d\u67a2\u3002\u5176\u5ba3\u79f0\u7684\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u5c06\u201c\u4ea7\u54c1\u72b6\u6001\u3001\u67b6\u6784\u3001\u6570\u636e\u6d41\u201d\u8fd9\u4e09\u4e2a\u901a\u5e38\u5272\u88c2\u7684\u8ba4\u77e5\u5c42\u8fdb\u884c\u6301\u7eed\u5efa\u6a21\u4e0e\u5173\u8054\uff0c\u8fd9\u76f4\u51fb\u4e86\u4ea7\u54c1\u5f00\u53d1\u7684\u6838\u5fc3\u987d\u75be\uff1a\u51b3\u7b56\u57fa\u4e8e\u7247\u9762\u7684\u4e0a\u4e0b\u6587\u548c\u5931\u771f\u7684\u62bd\u8c61\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u770b\uff0c\u5176\u201cClaude Code for Teams\u201d\u7684\u6807\u8bed\u5f15\u53d1\u4e86\u5173\u4e8e\u7528\u6237\u5b9a\u4f4d\u7684\u5de7\u5999\u8ba8\u8bba\u2014\u2014\u5b83\u660e\u786e\u670d\u52a1\u4e8e\u975e\u7ec8\u7aef\u7528\u6237\uff08\u4ea7\u54c1\u7ecf\u7406\uff09\uff0c\u65e8\u5728\u5c06\u6280\u672f\u590d\u6742\u6027\u8f6c\u5316\u4e3a\u53ef\u76f4\u89c2\u64cd\u4f5c\u7684\u754c\u9762\u3002\u8fd9\u4e00\u5b9a\u4f4d\u7cbe\u51c6\u4e14\u5371\u9669\u3002\u7cbe\u51c6\u5728\u4e8e\u5b83\u7784\u51c6\u4e86\u4fe1\u606f\u4f20\u9012\u635f\u8017\u6700\u5927\u7684\u73af\u8282\uff1b\u5371\u9669\u5728\u4e8e\uff0c\u5c06\u52a8\u6001\u3001\u6a21\u7cca\u7684\u4ea7\u54c1\u610f\u56fe\u4e0e\u4e25\u8c28\u3001\u590d\u6742\u7684\u7cfb\u7edf\u67b6\u6784\u8fdb\u884c\u5b9e\u65f6\u5bf9\u9f50\uff0c\u5176AI\u5b50\u4ee3\u7406\u7684\u201c\u7406\u89e3\u201d\u6df1\u5ea6\u4e0e\u51c6\u786e\u6027\u5c06\u9762\u4e34\u6781\u7aef\u8003\u9a8c\u3002\u521b\u59cb\u4eba\u56de\u5e16\u4e2d\u63d0\u5230\uff0c\u5176\u5efa\u6a21\u7ef4\u5ea6\u6e90\u4e8e\u201c\u56e2\u961f\u5b9e\u9645\u88ab\u5361\u4f4f\u7684\u5730\u65b9\u201d\uff0c\u8fd9\u662f\u4e00\u79cd\u52a1\u5b9e\u7684\u3001\u95ee\u9898\u9a71\u52a8\u7684\u4ea7\u54c1\u54f2\u5b66\uff0c\u4f46\u5982\u4f55\u907f\u514d\u5728\u590d\u6742\u573a\u666f\u4e0b\u9677\u5165\u201c\u8fc7\u5ea6\u5efa\u6a21\u201d\u6216\u201c\u5efa\u6a21\u5931\u771f\u201d\uff0c\u5c06\u662f\u5176\u80fd\u5426\u4ece\u201c\u6709\u8da3\u6982\u5ff5\u201d\u8fdb\u5316\u4e3a\u201c\u5fc5\u5907\u57fa\u7840\u8bbe\u65bd\u201d\u7684\u5173\u952e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u76ee\u524d\u83b7\u5f97\u7684\u65e9\u671f\u8d5e\u8a89\uff0c\u66f4\u591a\u6e90\u4e8e\u5e02\u573a\u5bf9\u201c\u6253\u7834\u4ea7\u54c1-\u5de5\u7a0b\u58c1\u5792\u201d\u8fd9\u4e00\u957f\u671f\u75db\u70b9\u7684\u5f3a\u70c8\u5171\u9e23\u3002\u5176\u771f\u6b63\u7684\u8bd5\u91d1\u77f3\u5728\u4e8e\uff1a\u5f53\u9762\u5bf9\u5feb\u901f\u8fed\u4ee3\u3001\u6280\u672f\u503a\u6c89\u91cd\u6216\u6587\u6863\u7f3a\u5931\u7684\u771f\u5b9e\u7cfb\u7edf\u65f6\uff0cAthena\u80fd\u5426\u751f\u6210\u4e0d\u4ec5\u201c\u7ed3\u6784\u5316\u201d\u800c\u4e14\u201c\u9ad8\u4fdd\u771f\u201d\u7684\u4ea7\u54c1\u63a8\u7406\uff0c\u4ece\u800c\u771f\u6b63\u53d6\u4ee3\u800c\u975e\u589e\u52a0\u56e2\u961f\u7684\u8ba4\u77e5\u8d1f\u8377\u3002\u8fd9\u662f\u4e00\u573a\u9ad8\u96be\u5ea6\u7684\u8d4c\u535a\uff0c\u4f46\u65b9\u5411\u503c\u5f97\u6df1\u7a76\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\">Athena<\/span>\n <\/div>\n<div class=\"comment-content\">Athena is an AI-powered product workspace that helps teams stop guessing and start building with clarity. Powered by AI subagents, Athena understands your product and acts as a thinking partner – connecting context, challenging assumptions, and guiding better decisions so you can validate faster and build what actually matters.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b<\/p>\n<p>Stop running product discovery as a manual process.<br \/>It\u2019s time to do it differently.<\/p>\n<p>Athena is open to everyone!<br \/><strong>\ud83c\udf81 PH exclusive: use code PRODUCTHUNT for early access to our premium features \ud83d\udd25<\/strong><\/p>\n<p>We\u2019re excited to introduce <strong>Athena<\/strong> – your living product brain.<br \/>Athena is an AI-powered platform that automates product discovery by bridging the gap between business intent and technical reality.<\/p>\n<p>Instead of starting from scratch every time, Athena builds a structured understanding of your product – how it actually works, what constraints exist, and where opportunities hide.<\/p>\n<p><strong>What makes Athena different?<\/strong><br \/>\ud83e\udde0 Instant Product Context – understand your product in seconds.<br \/>\ud83d\udd01 Continuous Learning – Athena evolves with every decision, feature, and change.<br \/>\ud83e\udde9 Structured Product Reasoning – turn messy inputs into clear product thinking.<br \/>\ud83d\udc40 Blind Spot Detection – uncover gaps and opportunities you didn\u2019t even know existed.<\/p>\n<p>Athena works with any product – SaaS, internal tools, or infrastructure – and adapts to how your team actually builds.<\/p>\n<p>We built Athena because product discovery today is broken: too manual, too fragmented.<\/p>\n<p>We\u2019re here, listening and learning – your feedback will shape what Athena becomes \ud83d\ude4c<\/p>\n<p>Ask us anything, challenge us, or just say hi!<br \/>Excited to build this together \ud83d\ude80<br \/><strong>The Athena Team<\/strong><\/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\/@maya_elor\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maya_elor<\/a> Hey Maya, congrats on the launch. <\/p>\n<p>The last gallery image probably has a typo. It should be “Expert” instead of “Expart”. And the landing page says join the wait list. Is it not available yet? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Hey everyone \ud83d\udc4b Tal here, CTO at Athena<br \/><\/strong><\/p>\n<p>One of the biggest gaps we kept running into wasn\u2019t lack of skills, it was lack of shared understanding between product and engineering.<\/p>\n<p>PRD\u2019s say one thing, the system behaves differently, and decisions are made on partial context.<\/p>\n<p>Athena was built to close that gap.<\/p>\n<p>Under the hood, Athena uses AI subagents that map and continuously update your product\u2019s actual state, architecture, data flows, constraints and make it accessible in a way product teams can actually use.<\/p>\n<p>So instead of translating back and forth, you\u2019re working from the same source of truth.<\/p>\n<p>For me, the goal wasn\u2019t just \u201cadd AI to product workflows\u201d<br \/><strong>It was to make product thinking more grounded, more technical, and far less based on guesswork.<\/strong><\/p>\n<\/p>\n<p>Happy to dive deeper into how it works or the architecture behind it if you’re curious \ud83d\udc40<\/p>\n<p><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tal_elor\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tal_elor<\/a> We just crossed 95 upvotes \ud83d\ude31<\/p>\n<p>Thanks everyone for the support! \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This hits very close to home!<br \/>From the dev side, we\u2019re constantly getting partial context or decisions that don\u2019t fully reflect the system constraints. Athena feels like something that actually speaks our language.<br \/>Already thinking about how to bring this to my team – if this works as described, it can seriously improve how we collaborate with the product team!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@amirzak\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amirzak<\/a> That\u2019s exactly why we built Athena! Bridging that gap between product decisions and dev constraints is our North Star.<\/p>\n<p>Would love to hear more about your team\u2019s workflow once you share it with them!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019d be interested to see how it handles fast-changing architectures and evolving dependencies in practice. I sent it to my team as well!<\/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\/@itay_mintzer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@itay_mintzer<\/a> Yes, that\u2019s exactly one of the harder cases we\u2019re optimizing for.<\/p>\n<p>Keep us posted on your product team use cases! \ud83d\ude4c\ud83c\udffb<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">How is this \u201cClaude Code for Teams\u201d if it\u2019s not in the terminal?<\/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\">@chrismessina Product managers were never meant to work in the terminal. <\/p>\n<p>That\u2019s the point – it\u2019s built for them, turning technical complexity into something intuitive they can actually use \ud83e\udd2f<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “make the invisible observable” framing resonates. We’re doing something adjacent in a different domain, measuring how AI agents shift each other’s recommendations in real time. The hardest part, for us at least, was deciding what to even instrument. How did you land on “product state + architecture + data flows” as the three layers worth continuously modeling? Seems like that decision is 80% of the product.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>@ichiba <br \/>Actually we didn\u2019t start from the layers, we started from where teams actually get blocked. <\/p>\n<p>Every \u201cis this worth building?\u201d conversation kept collapsing into three unknowns:<br \/>-what does this change mean for the product itself.<br \/>-what does it touch in the architecture.<br \/>-and how data actually moves between them. <\/p>\n<p>If you\u2019re missing even one of those, you either under-scope or over-engineer. <br \/>So the \u201cproduct state + architecture + data flows\u201d wasn\u2019t a modeling decision as much as a constraint: it\u2019s the minimum surface area needed to reason about impact before writing code.<\/p>\n<p>Agree though, deciding what to instrument is most of the product. We\u2019re still trimming it constantly to avoid drifting into \u201cmodeling everything\u201d territory.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Does Athena plug into project or CMS systems (Monday, JIRA, Salesforce etc.) currently? I’m thinking of how to map product discovery to customer requests and engineering work.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@kevinodirl<br \/>\nYes, we integrate with systems like Jira and similar tools.<\/p>\n<p>These integrations are part of our premium version, designed to connect the full workflow end-to-end, from early product ideas and customer requests, all the way to execution and launch.<\/p>\n<p>Happy to share more about how we\u2019re approaching this, feel free to book some time with us.<br \/>\n<a href=\"https:\/\/calendly.com\/tal-getathena\/schedule-demo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/calendly.com\/tal-getathe…<\/a><\/div>\n<div class=\"comment-actions\">\n<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\">#17<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/EHF2P7IOV7Z6PL\" class=\"app-title\">DJI Osmo Pocket 4<\/a><\/p>\n<div class=\"one-liner\">The world in your pocket, now in 4K\/240fps<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">94<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>DJI Osmo Pocket 4\u662f\u4e00\u6b3e\u96c6\u6210\u4e861\u82f1\u5bf8\u4f20\u611f\u5668\u548c3\u8f74\u4e91\u53f0\u7684\u8d85\u4fbf\u643a\u76f8\u673a\uff0c\u4ee5\u53e3\u888b\u7ea7\u4f53\u79ef\u63d0\u4f9b\u4e86\u4e13\u4e1a\u7ea7\u76844K\/240fps\u89c6\u9891\u62cd\u6444\u80fd\u529b\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u79fb\u52a8\u548c\u65e5\u5e38\u573a\u666f\u4e2d\uff0c\u5bf9\u9ad8\u8d28\u91cf\u3001\u7a33\u5b9a\u753b\u9762\u4e0e\u4fbf\u6377\u6027\u96be\u4ee5\u517c\u5f97\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a54fa9c9-7197-4275-b156-0e11ba05e4b9.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\/99559b40-1c2a-462f-aa24-06e72da8dcba.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\/4ef3251e-9835-4a67-90dc-43ceb3573f2e.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\/d5791a6a-ec13-4f51-9865-f3a4de90398b.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\/29280ed3-75d6-428e-b00f-0f76d364b6f4.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\/5edbd044-f6e7-420d-b325-8ef3984fc228.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\/6af9a2fe-efd0-4803-b570-f6337822c8e1.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\/bc70c689-e882-471b-8f19-b9956ffb6f05.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\/bef1a462-8e8b-4d99-9c85-e52660f6afb3.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\/59210e13-4c2a-4f9a-8a89-f7f339dda0f6.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\/ac8c34c0-8828-4b7f-86d9-f41a2ad3bc02.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\/ecd0a0bb-57e0-40be-beaa-cf38dfd7b592.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\/23121829-a523-4e1c-ac35-cc23e3605901.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\/06551f27-2820-4552-8cb3-97f1eea4e58a.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\/3643b284-64cb-4c50-bebe-8ec4162f060c.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\/87168ed3-a3e6-4925-8b95-a10f5c7f42f1.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\/7c2abc88-2bdf-443f-b7de-2f8fc16030b3.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=EbebFc9PHcU\"><source src=\"https:\/\/www.youtube.com\/watch?v=EbebFc9PHcU\" 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\">Hardware<\/span><br \/>\n <span class=\"tag\">Photography<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u53e3\u888b\u4e91\u53f0\u76f8\u673a<\/span><br \/>\n <span class=\"tag\">\u6d88\u8d39\u7ea7\u5f71\u50cf<\/span><br \/>\n <span class=\"tag\">Vlog\u8bbe\u5907<\/span><br \/>\n <span class=\"tag\">1\u82f1\u5bf8\u4f20\u611f\u5668<\/span><br \/>\n <span class=\"tag\">4K\u8d85\u9ad8\u6e05<\/span><br \/>\n <span class=\"tag\">\u9ad8\u901f\u6444\u5f71<\/span><br \/>\n <span class=\"tag\">\u4fbf\u643a\u7a33\u5b9a\u5668<\/span><br \/>\n <span class=\"tag\">\u4e13\u4e1a\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u968f\u8eab\u62cd\u6444<\/span><br \/>\n <span class=\"tag\">\u5f71\u50cf\u7cfb\u7edf<\/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\u4e3b\u8981\u96c6\u4e2d\u4e8e\u4e24\u70b9\uff1a\u4e00\u662f\u8d44\u6df1\u7528\u6237\u80af\u5b9a\u4ea7\u54c1\u4ece\u624b\u673a\u914d\u4ef6\u5230\u72ec\u7acb\u5f71\u50cf\u7cfb\u7edf\u7684\u5341\u5e74\u6f14\u8fdb\uff0c\u8ba4\u4e3a\u4f9b\u5e94\u94fe\u6210\u719f\u662f\u5173\u952e\uff1b\u4e8c\u662f\u6f5c\u5728\u7528\u6237\u5173\u5fc3\u65b0\u54c1\u4e0e\u4e0a\u4e00\u4ee3\uff08Pocket 3\uff09\u7684\u4f53\u79ef\u5bf9\u6bd4\uff0c\u4ee5\u53ca\u9ad8\u89c4\u683c\u62cd\u6444\u4e0b\u7684\u6563\u70ed\u4e0e\u7535\u6c60\u7eed\u822a\u8868\u73b0\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 DJI Osmo Pocket 4\u7684\u53d1\u5e03\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b21\u5e38\u89c4\u8fed\u4ee3\uff0c\u4e0d\u5982\u8bf4\u662f\u5bf9\u201c\u53e3\u888b\u76f8\u673a\u201d\u54c1\u7c7b\u5b9a\u4e49\u7684\u53c8\u4e00\u6b21\u5f3a\u52bf\u4fee\u8ba2\u3002\u5b83\u9ad8\u4e3e\u76841\u82f1\u5bf8CMOS\u30014K\/240fps\u300114\u6863\u52a8\u6001\u8303\u56f4\u7b49\u53c2\u6570\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u8fdb\u884c\u4e00\u573a\u201c\u89c4\u683c\u964d\u7ef4\u6253\u51fb\u201d\uff0c\u5c06\u4ee5\u5f80\u4e13\u4e1a\u8bbe\u5907\u6216\u5927\u578b\u76f8\u673a\u624d\u5177\u5907\u7684\u6210\u50cf\u80fd\u529b\uff0c\u66b4\u529b\u585e\u8fdb\u4e00\u4e2a\u53ef\u65e5\u5e38\u643a\u5e26\u7684\u5f62\u6001\u4e2d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u771f\u6b63\u4ef7\u503c\uff0c\u5e76\u975e\u5728\u4e8e\u53c2\u6570\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u5176\u7cbe\u51c6\u5361\u4f4d\u4e86\u4e00\u4e2a\u6301\u7eed\u6269\u5927\u7684\u5e02\u573a\u7f1d\u9699\uff1a\u65e5\u76ca\u589e\u957f\u7684\u201c\u4e13\u4e1a\u6d88\u8d39\u8005\u201d\uff08Prosumer\uff09\u5bf9\u521b\u4f5c\u5de5\u5177\u201c\u65e2\u8981\u53c8\u8981\u201d\u7684\u82db\u523b\u9700\u6c42\u3002\u4ed6\u4eec\u9700\u8981\u5ab2\u7f8e\u4e13\u4e1a\u76f8\u673a\u7684\u753b\u8d28\u4e0e\u540e\u671f\u7a7a\u95f4\uff0810-bit D-Log\uff09\uff0c\u5374\u53c8\u6781\u5ea6\u6297\u62d2\u4f20\u7edf\u8bbe\u5907\u7684\u4f53\u79ef\u3001\u91cd\u91cf\u4e0e\u64cd\u4f5c\u590d\u6742\u5ea6\u3002Osmo Pocket 4\u8bd5\u56fe\u6210\u4e3a\u8fd9\u4e2a\u77db\u76fe\u7684\u7ec8\u6781\u89e3\u836f\u2014\u2014\u4e00\u4e2a\u653e\u8fdb\u53e3\u888b\u7684\u201c\u5f71\u50cf\u7cfb\u7edf\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5149\u9c9c\u53c2\u6570\u80cc\u540e\uff0c\u9690\u5fe7\u540c\u6837\u660e\u663e\u3002\u9996\u5f53\u5176\u51b2\u7684\u5c31\u662f\u70ed\u7ba1\u7406\u4e0e\u529f\u8017\u5e73\u8861\u3002\u5728\u5982\u6b64\u7d27\u51d1\u7684\u673a\u8eab\u5185\u5b9e\u73b04K\/240fps\u7684\u6301\u7eed\u5f55\u5236\uff0c\u662f\u5bf9\u6563\u70ed\u8bbe\u8ba1\u7684\u6781\u9650\u6311\u6218\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u5173\u4e8e\u53d1\u70ed\u548c\u7535\u6c60\u7eed\u822a\u7684\u7591\u95ee\uff0c\u76f4\u63a5\u547d\u4e2d\u4e86\u8fd9\u7c7b\u4ea7\u54c1\u5de5\u7a0b\u4e0a\u7684\u963f\u5580\u7409\u65af\u4e4b\u8e35\u3002\u82e5\u65e0\u6cd5\u5728\u5b9e\u9645\u4f7f\u7528\u4e2d\u59a5\u5584\u89e3\u51b3\uff0c\u6240\u6709\u7684\u9ad8\u89c4\u683c\u90fd\u5c06\u6ca6\u4e3a\u8425\u9500\u5671\u5934\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u6b21\uff0c\u4ea7\u54c1\u7684\u6210\u529f\u9ad8\u5ea6\u4f9d\u8d56\u4f9b\u5e94\u94fe\u7684\u6210\u719f\u5ea6\uff0c\u6b63\u5982\u9ad8\u8d5e\u8bc4\u8bba\u6240\u6307\u51fa\u7684\u3002\u8fd9\u63ed\u793a\u4e86DJI\u7684\u6838\u5fc3\u4f18\u52bf\u5df2\u4ece\u5355\u7eaf\u7684\u7b97\u6cd5\u7a33\u5b9a\uff0c\u6269\u5c55\u5230\u5bf9\u6838\u5fc3\u786c\u4ef6\uff08\u7535\u673a\u3001\u4f20\u611f\u5668\uff09\u4f9b\u5e94\u94fe\u7684\u89c4\u6a21\u5316\u6574\u5408\u4e0e\u6210\u672c\u63a7\u5236\u80fd\u529b\u3002\u8fd9\u4f7f\u5f97\u7ade\u4e89\u5bf9\u624b\u96be\u4ee5\u5728\u540c\u7b49\u4f53\u79ef\u548c\u4ef7\u683c\u4e0b\u590d\u5236\u5176\u6027\u80fd\uff0c\u6784\u7b51\u4e86\u6df1\u539a\u7684\u62a4\u57ce\u6cb3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6700\u7ec8\uff0cOsmo Pocket 4\u7684\u4ef7\u503c\u5728\u4e8e\u5b83\u6b63\u63a8\u52a8\u4e00\u4e2a\u8d8b\u52bf\uff1a\u5f71\u50cf\u521b\u4f5c\u7684\u201c\u53bb\u8bbe\u5907\u5316\u201d\u3002\u5f53\u4e00\u53f0\u53e3\u888b\u8bbe\u5907\u63d0\u4f9b\u7684\u753b\u8d28\u8db3\u4ee5\u6ee1\u8db3\u5927\u591a\u6570\u793e\u4ea4\u5a92\u4f53\u3001\u751a\u81f3\u90e8\u5206\u5546\u4e1a\u9879\u76ee\u7684\u9700\u6c42\u65f6\uff0c\u7528\u6237\u9009\u62e9\u8bbe\u5907\u7684\u9996\u8981\u8003\u91cf\u5c06\u4ece\u201c\u6027\u80fd\u662f\u5426\u8db3\u591f\u597d\u201d\uff0c\u8f6c\u5411\u201c\u4f53\u9a8c\u662f\u5426\u8db3\u591f\u65e0\u611f\u4e0e\u4fbf\u6377\u201d\u3002\u5b83\u524a\u5f31\u4e86\u4f20\u7edf\u76f8\u673a\u4f5c\u4e3a\u552f\u4e00\u201c\u6b63\u7ecf\u201d\u521b\u4f5c\u5de5\u5177\u7684\u5fc3\u7406\u5730\u4f4d\uff0c\u8ba9\u9ad8\u8d28\u91cf\u5f71\u50cf\u6355\u6349\u771f\u6b63\u878d\u5165\u751f\u6d3b\u6d41\u3002\u5b83\u7684\u5bf9\u624b\u53ef\u80fd\u4e0d\u518d\u662f\u5176\u4ed6\u8fd0\u52a8\u76f8\u673a\u6216\u4e91\u53f0\uff0c\u800c\u662f\u7528\u6237\u201c\u61d2\u5f97\u5e26\u5927\u76f8\u673a\u201d\u7684\u60f0\u6027\u3002\u80fd\u5426\u5f81\u670d\u8fd9\u4e00\u70b9\uff0c\u624d\u662f\u5176\u5e02\u573a\u6210\u8d25\u7684\u5173\u952e\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">DJI Osmo Pocket 4<\/span>\n <\/div>\n<div class=\"comment-content\">DJI Osmo Pocket 4 pushes the pocket gimbal camera into a much more serious imaging system: 1-inch CMOS, 4K\/240fps, 14-stop dynamic range, 10-bit D-Log, 2\u00d7 lossless zoom, built-in storage, and faster pro-grade workflow features in a device that still fits in your pocket.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone!<\/p>\n<\/p>\n<p>Ten years ago, my partner and I met on campus and built what felt like a very advanced phone gimbal at the time. Looking back now, that product feels almost ordinary.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/118dfae2-389b-41ea-9c78-54e1d45a6b60.webp?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p>Ten years later, the gimbal is no longer just a stabilizer attached to a phone. It has become a standalone imaging system of its own, and the Osmo Pocket line is probably the clearest consumer example of that shift. By the time you get to Pocket 4, you are looking at a 1-inch CMOS pocket camera with 4K\/240fps, 14-stop dynamic range, 10-bit D-Log, 2\u00d7 lossless zoom, built-in storage, and fast transfer in a device people can genuinely carry and use every day.<\/p>\n<\/p>\n<p>Control algorithms still matter, of course. But in my view, the real secret behind this category\u2019s success is that handheld 3-axis stabilization crossed the threshold a long time ago. What matters now is the continued supply-chain maturity of motors and packaging, and the ability to keep securing high-quality 1-inch sensors at consumer scale. That is what turned this from a niche accessory into a mass consumer imaging product.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> Hey Zac, great hunt! \ud83d\ude42 <\/p>\n<p>I am planning to buy Osmo Pocket 3 Creator Combo for shooting videos on the go. <a href=\"https:\/\/www.instagram.com\/reel\/DXCCddTk5Oj\/?utm_source=ig_web_copy_link&igsh=MzRlODBiNWFlZA==\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">This video<\/a> was shot on my friend <a href=\"https:\/\/www.producthunt.com\/@iamanantgupta\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"iamanantgupta\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@iamanantgupta<\/a>‘s Pocket 3. <\/p>\n<p>Is “Pocket 4” the latest release? Is it as compact as the Pocket 3 or slightly bulky? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>That\u2019s a big step up in specs for something that small. How does it handle heat and battery when shooting at higher frame rates like 4K\/240fps?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#18<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/5DJC3SQX4PNTZX\" class=\"app-title\">CoAgentor<\/a><\/p>\n<div class=\"one-liner\">AI Agents that participate live in meetings<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">92<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u80fd\u8ba9AI\u667a\u80fd\u4f53\u5b9e\u65f6\u53c2\u4e0e\u89c6\u9891\u4f1a\u8bae\u3001\u5728\u4f1a\u8bae\u4e2d\u4e3b\u52a8\u53d1\u8a00\u56de\u7b54\u95ee\u9898\u6216\u63d0\u4f9b\u6570\u636e\u7684\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u4f1a\u8bae\u56e0\u4fe1\u606f\u7f3a\u5931\u800c\u6548\u7387\u4f4e\u4e0b\u3001\u65e0\u6cd5\u5f53\u573a\u51b3\u7b56\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5b74849f-50f4-4ea6-acc3-1cbef6a3077d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a0522224-5913-4476-8ba8-4fcc36d9c5c0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/53c0c2a7-f11f-4d19-a14b-4d7a6e973c6d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/443ee814-dc84-429d-8b2c-842353ea7c2e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/09bfe0db-084e-43dc-985d-1d9872a5254e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ef4b0d5c-427c-4ac5-85b5-b6729c2bc1f9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9a61cf9a-58dd-4650-87c8-8e23484cecc4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/88ff68f4-98b6-490b-b50a-c8a90981130c.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\/d406e54b-4e53-406e-8c83-936a7e3af490.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=vUBoEZ1eKbM\"><source src=\"https:\/\/www.youtube.com\/watch?v=vUBoEZ1eKbM\" 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\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Vercel Day<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4f1a\u8bae\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u8bed\u97f3\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u4f1a\u8bae\u6548\u7387<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3AI<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u5e93\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u6d41\u7a0b<\/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\u4ece\u201c\u88ab\u52a8\u8bb0\u5f55\u201d\u5230\u201c\u4e3b\u52a8\u53c2\u4e0e\u201d\u7684\u7406\u5ff5\u8f6c\u53d8\uff0c\u5e76\u8d5e\u8d4f\u5176\u53ef\u914d\u7f6e\u6027\u3002\u4e3b\u8981\u95ee\u9898\u805a\u7126\u4e8e\uff1aAI\u8bed\u97f3\u7684\u81ea\u7136\u5ea6\u4e0e\u8eab\u4efd\u6807\u8bc6\u3001\u591a\u667a\u80fd\u4f53\u540c\u65f6\u53d1\u8a00\u7684\u51b2\u7a81\u7ba1\u7406\u3001\u6570\u636e\u5b89\u5168\u4e0e\u5408\u89c4\u8ba4\u8bc1\uff08\u5982SOC2\u3001GDPR\uff09\uff0c\u4ee5\u53caAI\u4e0eAI\u5bf9\u8bdd\u573a\u666f\u4e0b\u7684\u4ea4\u4e92\u903b\u8f91\u8c03\u4f18\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 CoAgentor\u7684\u91ce\u5fc3\uff0c\u8fdc\u4e0d\u6b62\u4e8e\u505a\u4e00\u4e2a\u66f4\u806a\u660e\u7684\u4f1a\u8bae\u8bb0\u5f55\u5458\u3002\u5b83\u8bd5\u56fe\u5c06\u4f1a\u8bae\u4ece\u201c\u4fe1\u606f\u8ba8\u8bba\u4f1a\u201d\u5347\u7ea7\u4e3a\u201c\u51b3\u7b56\u6267\u884c\u4f1a\u201d\uff0c\u5176\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u5c06\u9759\u6001\u7684\u77e5\u8bc6\u5e93\u8f6c\u5316\u4e3a\u52a8\u6001\u7684\u3001\u53ef\u5b9e\u65f6\u8c03\u7528\u7684\u201c\u4f1a\u8bae\u53c2\u4e0e\u8005\u201d\u3002\u8fd9\u6233\u4e2d\u4e86\u4e00\u4e2a\u771f\u5b9e\u4e14\u666e\u904d\u7684\u75db\u70b9\uff1a\u5927\u91cf\u4f1a\u8bae\u56e0\u5173\u952e\u6570\u636e\u6216\u80cc\u666f\u4fe1\u606f\u7684\u7f3a\u5931\u800c\u9677\u5165\u7a7a\u8f6c\uff0c\u5f62\u6210\u201c\u4f1a\u800c\u4e0d\u8bae\uff0c\u8bae\u800c\u4e0d\u51b3\u201d\u7684\u6076\u6027\u5faa\u73af\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u4e0e\u673a\u9047\u540c\u6837\u5de8\u5927\u3002\u4ece\u4ea7\u54c1\u5c42\u9762\u770b\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u81ea\u7136\u6253\u65ad\u201d\u4e0e\u201c\u5b9e\u65f6\u54cd\u5e94\u201d\u5728\u590d\u6742\u7684\u4eba\u7c7b\u5bf9\u8bdd\u6d41\u4e2d\u6781\u6613\u7ffb\u8f66\uff0c\u5982\u4f55\u7cbe\u51c6\u5b9a\u4e49\u89e6\u53d1\u89c4\u5219\u3001\u907f\u514d\u65e0\u6548\u6216\u5c34\u5c2c\u7684\u63d2\u8bdd\uff0c\u662f\u7528\u6237\u4f53\u9a8c\u7684\u751f\u6b7b\u7ebf\u3002\u591a\u667a\u80fd\u4f53\u95f4\u7684\u53d1\u8a00\u4f18\u5148\u7ea7\u4e0e\u51b2\u7a81\u89e3\u51b3\u673a\u5236\uff0c\u8bc4\u8bba\u4e2d\u5df2\u66b4\u9732\u51fa\u5176\u4ecd\u5904\u4e8e\u201c\u8fdb\u884c\u65f6\u201d\u3002\u4ece\u6280\u672f\u4f26\u7406\u4e0e\u5408\u89c4\u770b\uff0c\u8ba9AI\u4ee5\u62df\u4eba\u5316\u8bed\u97f3\u4ecb\u5165\u4eba\u7c7b\u5bf9\u8bdd\uff0c\u5fc5\u987b\u89e3\u51b3\u900f\u660e\u6027\u95ee\u9898\uff08\u4e0e\u4f1a\u8005\u662f\u5426\u77e5\u60c5\uff09\uff0c\u5e76\u80cc\u8d1f\u6781\u9ad8\u7684\u6570\u636e\u5b89\u5168\u4e0e\u9690\u79c1\u4fdd\u62a4\u8d23\u4efb\u3002\u521b\u59cb\u4eba\u5766\u8a00\u76ee\u524d\u5c1a\u672a\u83b7\u53d6SOC2\u7b49\u8ba4\u8bc1\uff0c\u8fd9\u5c06\u6210\u4e3a\u5176\u8fdb\u519b\u5927\u578b\u4f01\u4e1a\u5e02\u573a\u7684\u786c\u6027\u95e8\u69db\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u503c\u5f97\u6df1\u601d\u7684\u662f\u5176\u957f\u671f\u5f71\u54cd\uff1a\u5b83\u53ef\u80fd\u771f\u6b63\u63d0\u5347\u4f1a\u8bae\u6548\u7387\uff0c\u4e5f\u53ef\u80fd\u5c06\u4eba\u7c7b\u60f0\u6027\u5408\u7406\u5316\uff0c\u628a\u7406\u89e3\u4e0e\u51b3\u7b56\u7684\u8d23\u4efb\u8fc7\u5ea6\u8ba9\u6e21\u7ed9AI\u3002\u5b83\u63d0\u4f9b\u7684\u201c\u4e13\u5bb6\u5728\u573a\u201d\u5e7b\u89c9\uff0c\u662f\u5426\u4f1a\u8ba9\u4f1a\u8bae\u51c6\u5907\u53d8\u5f97\u66f4\u52a0\u968f\u610f\uff1fCoAgentor\u7684\u6210\u529f\uff0c\u4e0d\u4ec5\u53d6\u51b3\u4e8e\u6280\u672f\u5b9e\u73b0\u7684\u7cbe\u5999\uff0c\u66f4\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u5728\u63d0\u5347\u6548\u7387\u4e0e\u4fdd\u6301\u4eba\u7c7b\u5bf9\u8bdd\u4e3b\u5bfc\u6743\u4e4b\u95f4\uff0c\u627e\u5230\u90a3\u4e2a\u5fae\u5999\u7684\u5e73\u8861\u70b9\u3002\u76ee\u524d\u6765\u770b\uff0c\u5b83\u8fc8\u51fa\u4e86\u98a0\u8986\u6027\u7684\u4e00\u6b65\uff0c\u4f46\u901a\u5f80\u201c\u53ef\u9760\u4f1a\u8bae\u4f19\u4f34\u201d\u4e4b\u8def\uff0c\u4ecd\u5e03\u6ee1\u8346\u68d8\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">CoAgentor<\/span>\n <\/div>\n<div class=\"comment-content\">Most AI Meeting agents just take notes. CoAgentor brings AI meeting agents into your live calls, to answer live. They listen, ‘raise their hand’, and speak up – answering questions, surfacing data, and keeping every meeting on point, informed, and productive.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">“I’ll look it up after the call and get back to you”<\/p>\n<p>I kept ending up in meetings that stalled. Someone would ask a question, about a customer, a deal, a number, and instead of an answer, we’d get “I’ll follow up after” or a frantic Slack thread happening in parallel while the call was still going. The meeting kept moving but nobody had what they needed. It felt like we were always meeting around the information instead of with it.<\/p>\n<p>What I really wanted was an expert in the room. Someone who already knew the context, was listening the whole time, and could just say something when it mattered.<\/p>\n<p>So I built that.<\/p>\n<p>CoAgentor lets you deploy AI agents directly into your meetings. You configure an agent with persona and tone, scoped data contexts, and trigger rules, then it joins your Google Meet, Zoom, or Teams call, listens to the conversation, and speaks up at the right moment using a natural voice. Not just a summary doc after. Not a sidebar notification. It actually talks, in the meeting, when it has something relevant to say.<\/p>\n<p>You can also run agents silently in the background, delivering insights to Slack or Teams without ever speaking as a participant. Same intelligence, different style.<\/p>\n<p>The thing I’m most proud of is how configurable it is. You define exactly when your agent should engage, based on keywords, questions, topics, anything, so it never interrupts for the sake of it.<\/p>\n<p>We’re free to try, no credit card needed. I’m here all day answering questions – happy to help you get your first agent set up. \ud83d\ude4f<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@coagentor\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@coagentor<\/a> This is a really interesting shift from passive note taking to actually participating in the meeting<\/p>\n<p>I like that you\u2019ve made it configurable so it doesn\u2019t just jump in for the sake of it.<\/p>\n<p>Curious, when it speaks does it sound like me or does it have its own voice? And do people in the meeting know it\u2019s an AI agent speaking? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very cool idea, what made you want to build it?<\/p>\n<\/p>\n<p>And where is data held, i saw you are US based, but do you have gdpr \/ SOC2 certification?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@michal_chmielowski1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@michal_chmielowski1<\/a> Thanks! It was a lot of fun to build!!<\/p>\n<p>No SOC 2 atm, that sort of cert \/ audit is on the roadmap once we start moving upmarket. Right now the product is pitched at individuals, small teams and SMBs rather than regulated enterprises, so the compliance lift follows the customer.<\/p>\n<p>The technical security basics are in place, RLS on tables, encryption at rest, server side auth checks on all routes, ownership checks on resource IDs to prevent IDOR, and every OAuth integration is platform-approved by the vendor except for slack, which is in progress, but takes a while to get marketplace approved (Google, Microsoft, HubSpot, Github, JIRA, Confluence all passed, Notion in motion.)<\/p>\n<p>If you have a real use case, would be happy to explore options that would make it more suitable for you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “meeting around the information instead of with it” framing is sharp. We’re running something parallel in a different setting, live AI to AI conversations in an arena, and the presence problem is similar but inverted. Humans interrupt by stopping, AIs interrupt by layering. Curious if your trigger rules had to handle that differently when agents are talking to agents vs agents listening to humans. Have you had to tune turn-taking differently for those two cases?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ichiba\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ichiba<\/a> That’s interesting, and not sure I’ve run into it much yet! <\/p>\n<p>When you have multiple agents or multiple human participants in a meeting, CoAgentor does diarized transcription, meaning it can realize where the words are coming from, individual person or agent. <\/p>\n<p>A lot of my meetings, I try to really only have one agent who is a fairly active participant and the rest are back channel insight givers – or you only call on one a time:<br \/>“Stats Agent, what were the trends in performance over the last few days and weeks” <br \/>“Github architect, what kind of unseen complexities do you see with feature X, in the Y repo” <\/p>\n<p>I’d love to hear more about your project, and if you get the chance to test CoAgentor any feedback you have about this kind of scenario!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 so its like a partner you have while presenting or listening. One question if we setup multiple agents will there be conflict like both trying to speak at the same time or is there some priority system?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@prateek_kumar28\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@prateek_kumar28<\/a> <br \/>Yea, that was one of the trickier things to get right at first, figuring out when to stop the agents from talking. It’s actually what led to the Hand Raise and silent back channel modes, where overlap matters a lot less.<\/p>\n<p>On the top tier plan, you can create as many or as few agents as you want, each scoped with its own data source contexts, and within each agent you can configure different trigger settings. So there are a few levels of control:<\/p>\n<ul>\n<li>\n<p>Live (speaks when triggered)<\/p>\n<\/li>\n<li>\n<p>Hand Raise (waits to be called on)<\/p>\n<\/li>\n<li>\n<p>Silent back channel (writes to Slack \/ Teams \/ dashboard)<\/p>\n<\/li>\n<\/ul>\n<p>Different agents with different purposes, governed by their data source scoping and their trigger settings. <\/p>\n<p>Obviously you can create a real audio mess with ten agents all speaking at once \ud83d\ude05 so there are some overlap safeguards, but back-to-back speech and cutting real participants off is still a bit of a work in progress. <\/p>\n<p>Meetings are usually messy anyway, and humans typically stop speaking when they get interrupted.<\/p>\n<p>If you get to test it out Prateek, would love your feedback!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/FLPLKA2FXD5L3H\" class=\"app-title\">ParallaxPro<\/a><\/p>\n<div class=\"one-liner\">AI tool that turns your prompts into real video games<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">88<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>ParallaxPro\u662f\u4e00\u6b3e\u5c06AI\u52a9\u624b\u4e0e\u57fa\u4e8e\u6d4f\u89c8\u5668\u76843D\u6e38\u620f\u5f15\u64ce\u6df1\u5ea6\u96c6\u6210\u7684\u5de5\u5177\uff0c\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u63d0\u793a\u5373\u53ef\u5feb\u901f\u751f\u6210\u3001\u4fee\u6539\u5e76\u53d1\u5e03\u53ef\u8fd0\u884c\u7684\u6e38\u620f\uff0c\u89e3\u51b3\u4e86AI\u5927\u6a21\u578b\u56e0\u7f3a\u4e4f\u5e95\u5c42\u5f15\u64ce\u652f\u6301\u800c\u65e0\u6cd5\u6784\u5efa\u771f\u6b63\u53ef\u73a9\u3001\u53ef\u6269\u5c55\u6e38\u620f\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e595e8d7-6d9a-41ee-8999-2c08ba82213a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6d846186-f4ed-472a-a31b-2297d91f016b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a9f11805-41ec-4e32-bb3e-2e6a6f41bd66.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/63081dc4-c29b-43a0-be16-6a41b4d490ce.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\/5f780544-c3e9-432b-a17f-b3d9fb13c2de.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/4TTbJ4x8sRU\"><source src=\"https:\/\/youtu.be\/4TTbJ4x8sRU\" 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\">GitHub<\/span><br \/>\n <span class=\"tag\">Games<\/span><br \/>\n <span class=\"tag\">No-Code<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u6e38\u620f\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u4f4e\u4ee3\u7801\u6e38\u620f\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u56683D\u5f15\u64ce<\/span><br \/>\n <span class=\"tag\">WebGPU<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u6e38\u620f\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7269\u7406\u5f15\u64ce<\/span><br \/>\n <span class=\"tag\">\u5b9e\u4f53\u7ec4\u4ef6\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">\u5feb\u901f\u539f\u578b<\/span><br \/>\n <span class=\"tag\">\u4e00\u952e\u53d1\u5e03<\/span><br \/>\n <span class=\"tag\">AI\u8f85\u52a9\u5f00\u53d1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u8bc4\u8bba\u4e3b\u8981\u4e3a\u5f00\u53d1\u8005\u81ea\u8ff0\uff0c\u6838\u5fc3\u89c2\u70b9\u662fLLM\u7f3a\u4e4f\u6e38\u620f\u5f15\u64ce\u652f\u6301\u65f6\u53ea\u80fd\u751f\u6210\u8106\u5f31\u4ee3\u7801\uff0c\u800cParallaxPro\u901a\u8fc7\u63d0\u4f9b\u5b8c\u6574\u5f15\u64ce\u89e3\u51b3\u4e86\u6b64\u95ee\u9898\u3002\u5f3a\u8c03\u5176\u5f00\u6e90\u3001\u514d\u7248\u7a0e\u3001\u652f\u6301\u81ea\u5907LLM\u7b49\u4f18\u52bf\uff0c\u5e76\u9080\u8bf7\u7528\u6237\u6d4b\u8bd5\u53cd\u9988\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 ParallaxPro\u7684\u5ba3\u79f0\u76f4\u51fb\u5f53\u524d\u201cAI\u751f\u6210\u6e38\u620f\u201d\u70ed\u6f6e\u7684\u6ce1\u6cab\u6838\u5fc3\u2014\u2014\u5b83\u8bc6\u522b\u51faLLM\u5728\u6e38\u620f\u521b\u4f5c\u4e2d\u7684\u6839\u672c\u6027\u77ed\u677f\uff1a\u5373\u8131\u79bb\u4e13\u4e1a\u5f15\u64ce\u540e\uff0c\u5176\u751f\u6210\u7684\u4ee3\u7801\u4e0d\u8fc7\u662f\u7269\u7406\u3001\u6e32\u67d3\u7b49\u6838\u5fc3\u7cfb\u7edf\u7684\u7b80\u964b\u6a21\u62df\uff0c\u65e0\u6cd5\u6784\u6210\u53ef\u7ef4\u62a4\u3001\u53ef\u6269\u5c55\u7684\u771f\u5b9e\u4ea7\u54c1\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u201c\u63d0\u793a\u8bcd\u751f\u6210\u6e38\u620f\u201d\uff0c\u800c\u662f\u6784\u5efa\u4e86\u4e00\u4e2a**AI\u53ef\u7406\u89e3\u3001\u53ef\u64cd\u4f5c\u7684\u6807\u51c6\u5316\u6e38\u620f\u751f\u4ea7\u73af\u5883**\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5c06AI\u5b9a\u4f4d\u4e3a\u201c\u5f15\u64ce\u4e4b\u4e0a\u7684\u811a\u672c\u5de5\u4e0e\u5173\u5361\u8bbe\u8ba1\u5e08\u201d\uff0c\u800c\u975e\u5168\u77e5\u5168\u80fd\u7684\u521b\u9020\u8005\uff0c\u8fd9\u662f\u52a1\u5b9e\u4e14\u5177\u6709\u67b6\u6784\u8fdc\u89c1\u7684\u9009\u62e9\u3002\u901a\u8fc7\u63d0\u4f9b\u5185\u7f6eWebGPU\u6e32\u67d3\u3001Rapier\u7269\u7406\u3001ECS\u67b6\u6784\u53ca\u6d77\u91cf\u5df2\u7d22\u5f15\u8d44\u4ea7\uff0c\u5b83\u5b9e\u8d28\u4e0a\u662f\u4e3aLLM\u88c5\u5907\u4e86\u4e00\u5957\u9ad8\u7cbe\u5ea6\u7684\u201c\u624b\u672f\u5200\u201d\u4e0e\u201c\u6750\u6599\u5e93\u201d\uff0c\u8ba9AI\u80fd\u5728\u9884\u8bbe\u7684\u3001\u5de5\u4e1a\u7ea7\u7684\u6846\u67b6\u5185\u8fdb\u884c\u7cbe\u51c6\u521b\u4f5c\uff0c\u4ece\u800c\u5c06\u751f\u6210\u5185\u5bb9\u7684\u8303\u56f4\u4ece\u201c\u4e0d\u53ef\u9760\u7684\u73a9\u5177\u4ee3\u7801\u201d\u6536\u655b\u5230\u201c\u7b26\u5408\u5de5\u7a0b\u89c4\u8303\u7684\u6e38\u620f\u539f\u578b\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u5b8c\u5168\u5f00\u6e90\u7684\u7b56\u7565\u662f\u4e00\u6b65\u9669\u68cb\uff0c\u4e5f\u662f\u9ad8\u62db\u3002\u5b83\u653e\u5f03\u4e86\u4f20\u7edf\u5f15\u64ce\u7684\u8bb8\u53ef\u8d39\u5546\u4e1a\u6a21\u5f0f\uff0c\u8f6c\u800c\u5c06\u4fe1\u4efb\u4e0e\u751f\u6001\u6784\u5efa\u62bc\u6ce8\u4e8e\u793e\u533a\u3002\u8fd9\u964d\u4f4e\u4e86\u5f00\u53d1\u8005\u7684\u63a5\u5165\u4e0e\u5b9a\u5236\u95e8\u69db\uff0c\u4f46\u4e5f\u5c06\u5546\u4e1a\u5316\u7684\u96be\u9898\u540e\u7f6e\u3002\u4ea7\u54c1\u7684\u6210\u8d25\uff0c\u5c06\u53d6\u51b3\u4e8e\u5176\u5f00\u6e90\u5f15\u64ce\u672c\u8eab\u7684\u6280\u672f\u5438\u5f15\u529b\uff0c\u4ee5\u53ca\u80fd\u5426\u5f62\u6210\u56f4\u7ed5\u201cAI\u63d0\u793a-\u5f15\u64ce\u5b9e\u73b0\u201d\u7684\u5de5\u4f5c\u6d41\u6807\u51c6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u98ce\u9669\u540c\u6837\u660e\u663e\uff1a\u5176\u4e00\uff0c\u5b83\u5bf9\u7528\u6237\u4ecd\u6709\u4e00\u5b9a\u6280\u672f\u8ba4\u77e5\u8981\u6c42\uff0c\u201c\u81ea\u5e26LLM\u201d\u9009\u9879\u770b\u4f3c\u5f00\u653e\uff0c\u5b9e\u5219\u8bbe\u5b9a\u4e86\u95e8\u69db\uff1b\u5176\u4e8c\uff0c\u751f\u6210\u6e38\u620f\u7684\u590d\u6742\u6027\u4e0e\u53ef\u73a9\u6027\u4e0a\u9650\uff0c\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u5176\u5f15\u64ce\u672c\u8eab\u7684\u80fd\u529b\u4e0e\u8d44\u4ea7\u5e93\u89c4\u6a21\uff0cAI\u76ee\u524d\u66f4\u591a\u662f\u52a0\u901f\u800c\u975e\u521b\u9020\u8303\u5f0f\u9769\u547d\uff1b\u5176\u4e09\uff0c\u5982\u4f55\u4ece\u201c\u5feb\u901f\u539f\u578b\u201d\u5de5\u5177\u8d70\u5411\u201c\u53ef\u5546\u4e1a\u5316\u6210\u54c1\u201d\u7684\u751f\u4ea7\u7ba1\u7ebf\uff0c\u4ecd\u6709\u5de8\u5927\u9e3f\u6c9f\u9700\u8981\u8de8\u8d8a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u800c\u8a00\u4e4b\uff0cParallaxPro\u4e0d\u662f\u53c8\u4e00\u4e2a\u70ab\u6280\u7684AI\u73a9\u5177\uff0c\u800c\u662f\u4e00\u6b21\u5c06AI\u751f\u4ea7\u529b\u4e25\u8083\u63a5\u5165\u4e13\u4e1a\u9886\u57df\u7684\u5de5\u7a0b\u5316\u5c1d\u8bd5\u3002\u5b83\u82e5\u6210\u529f\uff0c\u9a8c\u8bc1\u7684\u5c06\u662f\u201cAI+\u4e13\u4e1a\u5de5\u5177\u94fe\u201d\u7684\u6df1\u5ea6\u96c6\u6210\u6a21\u5f0f\uff0c\u800c\u975eAI\u7684\u51ed\u7a7a\u521b\u9020\u795e\u8bdd\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\">ParallaxPro<\/span>\n <\/div>\n<div class=\"comment-content\">LLMs can’t build real games \u2014 without an engine underneath, they fake physics and rendering in hand-rolled code that falls apart fast. ParallaxPro pairs an AI assistant with a browser-based 3D game engine (WebGPU, rigid body physics, ECS, 5000+ assets). Prompt a game, play it instantly, publish in one click. Fully open source. https:\/\/parallaxpro.ai\/ https:\/\/github.com\/ParallaxPro-AI\/Open-ParallaxPro<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt,<\/p>\n<p>LLMs are surprisingly bad at making real video games. Ask one for a 3D platformer and you’ll get a single HTML file with 800 lines of hand-rolled math trying to fake physics, a render loop held together with duct tape, and collisions that don’t work. The reason is simple: the AI isn’t sitting on top of a game engine. Every frame of functionality \u2014 rendering, physics, ECS, animation, shadows, collision, networking \u2014 has to be re-invented from scratch in the prompt. That doesn’t scale past a toy games.<\/p>\n<p>ParallaxPro fixes that by tightly integrating an AI assistant with a browser-based 3D game engine.<\/p>\n<p>Instead of asking the LLM to be the engine, we give it one. The AI just places entities, attaches behavior scripts, and wires up systems \u2014 the engine handles the rest:<\/p>\n<p>– WebGPU rendering \u2014 modern graphics, runs in the browser<br \/>– Rigid body physics \u2014 powered by Rapier<br \/>– Skeletal animation \u2014 real rigged characters<br \/>– Entity-Component-System architecture \u2014 data-oriented, not OOP<br \/>– 5000+ 3D assets \u2014 Kenney, Poly Haven, and more, already indexed for the AI to use<br \/>– One-click publish to <a href=\"https:\/\/parallaxpro.ai\/games\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/parallaxpro.ai\/games\/<\/a><\/p>\n<p>And the whole stack is fully open source \u2014 engine, editor, system prompts, LLM compiler, game templates. No hidden black boxes, no engine royalties, no vendor lock-in. Bring your own LLM (Claude, GPT, Gemini, Groq, Ollama, Codex, Copilot) or just use the hosted version and start typing.<\/p>\n<p>Type “chess” and get chess. Type “fps shooter” and get an fps shooter. Then keep chatting to fix bugs, add features, tune to your liking \u2014 the AI reads your game code, edits scripts, and validates changes.<\/p>\n<p>Try it completely free: <a href=\"https:\/\/parallaxpro.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/parallaxpro.ai<\/a><br \/>Repo: <a href=\"https:\/\/github.com\/ParallaxPro-AI\/Open-ParallaxPro\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/ParallaxPro-A…<\/a><\/p>\n<p>Would love your feedback, bug reports, and wildest prompt ideas.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#20<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/Z4IMJPLZGXBTKT\" class=\"app-title\">Macaly 4.0<\/a><\/p>\n<div class=\"one-liner\">I ship complete websites and apps from a chat<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">87<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Macaly\u662f\u4e00\u6b3eAI\u667a\u80fd\u4f53\uff0c\u80fd\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u5bf9\u8bdd\u76f4\u63a5\u4ea4\u4ed8\u5305\u542b\u6570\u636e\u5e93\u3001\u8ba4\u8bc1\u3001\u6258\u7ba1\u7b49\u5b8c\u6574\u751f\u4ea7\u7ea7\u7f51\u7ad9\u548c\u5e94\u7528\uff0c\u89e3\u51b3\u4e86\u975e\u6280\u672f\u80cc\u666f\u521b\u4e1a\u8005\u6216\u56e2\u961f\u5feb\u901f\u9a8c\u8bc1\u60f3\u6cd5\u548c\u6784\u5efa\u4ea7\u54c1\u7684\u5f00\u53d1\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/359cac32-7a31-44a9-ba93-9650d564f26f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0ba226fb-5365-4807-87f2-41fdbb9b095e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/44b09759-64d8-4cf3-9450-adde175fc203.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a8776292-126a-4a09-87c4-ea4549d982e4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/25cc91f1-e7d8-40cd-8633-eb4b2ed07534.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\">Website Builder<\/span><br \/>\n <span class=\"tag\">Vibe coding<\/span><br \/>\n <span class=\"tag\">Vercel Day<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5e94\u7528\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u5168\u6808\u4ea4\u4ed8<\/span><br \/>\n <span class=\"tag\">\u7f51\u7ad9\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u5feb\u901f\u539f\u578b<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u5c31\u7eea<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u804a\u5929\u6784\u5efa<\/span><br \/>\n <span class=\"tag\">SaaS\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>\u5b98\u65b9\u8bc4\u8bba\u91cd\u70b9\u5c55\u793a\u4e86\u4ea7\u54c1\u80fd\u6784\u5efa\u4eceCRM\u5230\u5185\u90e8\u4eea\u8868\u76d8\u7b49\u591a\u6837\u5316\u7684\u771f\u5b9e\u751f\u4ea7\u5e94\u7528\u3002\u7528\u6237\u4e3b\u8981\u5173\u6ce8\u4e24\u4e2a\u95ee\u9898\uff1a\u4e00\u662f\u5982\u4f55\u4e3a\u4e2a\u4f53\u521b\u4e1a\u8005\u5904\u7406Stripe\u652f\u4ed8\u7b49\u590d\u6742\u81ea\u5b9a\u4e49\u96c6\u6210\uff1b\u4e8c\u662f\u5f00\u53d1\u8005\u5bfb\u6c42\u5408\u4f5c\u673a\u4f1a\u3002\u6709\u6548\u53cd\u9988\u96c6\u4e2d\u5728\u590d\u6742\u573a\u666f\u7684\u53ef\u9760\u6027\u4e0a\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 Macaly 4.0\u5ba3\u79f0\u201c\u4ece\u804a\u5929\u4ea4\u4ed8\u5b8c\u6574\u7f51\u7ad9\u548c\u5e94\u7528\u201d\uff0c\u5176\u91ce\u5fc3\u8fdc\u8d85\u5e02\u9762\u4e0a\u5e38\u89c1\u7684\u7740\u9646\u9875\u751f\u6210\u5668\u6216\u4f4e\u4ee3\u7801\u73a9\u5177\u3002\u5b83\u76f4\u6307\u4e00\u4e2a\u6838\u5fc3\u77db\u76fe\uff1a\u521b\u610f\u4e0e\u5b9e\u73b0\u4e4b\u95f4\u5de8\u5927\u7684\u5f00\u53d1\u8d44\u6e90\u9e3f\u6c9f\u3002\u4ea7\u54c1\u5c06\u81ea\u8eab\u5b9a\u4f4d\u4e3a\u201cAI\u667a\u80fd\u4f53\u201d\u800c\u975e\u5de5\u5177\uff0c\u6697\u793a\u5176\u627f\u62c5\u9879\u76ee\u7ba1\u7406\u8005\u4e0e\u5168\u6808\u5de5\u7a0b\u5e08\u7684\u590d\u5408\u89d2\u8272\uff0c\u627f\u8bfa\u6253\u5305\u4ea4\u4ed8\u540e\u7aef\u57fa\u7840\u8bbe\u65bd\uff0c\u8fd9\u662f\u5176\u5173\u952e\u4ef7\u503c\u4e3b\u5f20\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5149\u9c9c\u6848\u4f8b\u80cc\u540e\u6f5c\u85cf\u7740\u6df1\u5c42\u6311\u6218\u3002\u9996\u5148\uff0c\u201c\u5b8c\u6574\u751f\u4ea7\u7ea7\u201d\u662f\u4e00\u4e2a\u5371\u9669\u7684\u9ad8\u627f\u8bfa\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u81ea\u5b9a\u4e49\u96c6\u6210\u4e0d\u5d29\u6e83\u201d\u7684\u63d0\u95ee\u4e00\u9488\u89c1\u8840\uff0c\u89e6\u53ca\u4e86\u6b64\u7c7b\u5e73\u53f0\u7684\u963f\u5580\u7409\u65af\u4e4b\u8e35\uff1a\u80fd\u5426\u5904\u7406\u590d\u6742\u3001\u975e\u6807\u51c6\u7684\u4e1a\u52a1\u903b\u8f91\u4e0e\u8fb9\u7f18\u60c5\u51b5\uff1f\u5f53\u524dAI\u5728\u7406\u89e3\u6a21\u7cca\u9700\u6c42\u548c\u4fdd\u969c\u7cfb\u7edf\u7a33\u5b9a\u6027\u65b9\u9762\u4ecd\u6709\u5c40\u9650\u3002\u5176\u6b21\uff0c\u5b83\u8bd5\u56fe\u62bd\u8c61\u6389\u6240\u6709\u6280\u672f\u7ec6\u8282\uff0c\u4f46\u8fd9\u53ef\u80fd\u5c06\u7528\u6237\u9501\u5728\u4e00\u4e2a\u66f4\u590d\u6742\u7684\u201c\u9ed1\u7bb1\u201d\u4e4b\u4e2d\u2014\u2014\u5f53\u9700\u6c42\u8d85\u51fa\u6a21\u677f\u8303\u56f4\u65f6\uff0c\u8c03\u8bd5\u548c\u5b9a\u5236\u7684\u6210\u672c\u53ef\u80fd\u6781\u9ad8\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u7684\u771f\u6b63\u4ef7\u503c\u6216\u8bb8\u4e0d\u5728\u4e8e\u53d6\u4ee3\u6240\u6709\u5f00\u53d1\uff0c\u800c\u5728\u4e8e\u6210\u4e3a\u201c\u8d85\u7ea7\u539f\u578b\u673a\u201d\u548c\u7279\u5b9a\u5782\u76f4\u9886\u57df\uff08\u5982\u6807\u51c6\u4fe1\u606f\u7ba1\u7406\u7cfb\u7edf\u3001\u8425\u9500\u7f51\u7ad9\uff09\u7684\u89e3\u51b3\u65b9\u6848\u5de5\u5382\u3002\u5bf9\u4e8e\u9700\u6c42\u9ad8\u5ea6\u5339\u914d\u5176\u80fd\u529b\u7684\u7528\u6237\uff0c\u5b83\u662f\u751f\u4ea7\u529b\u7684\u9769\u547d\uff1b\u5bf9\u4e8e\u5bfb\u6c42\u9ad8\u5ea6\u5b9a\u5236\u5316\u7684\u9879\u76ee\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u4e00\u4e2a\u534e\u4e3d\u7684\u8d77\u70b9\u3002\u5176\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u5176\u667a\u80fd\u4f53\u5728\u957f\u5c3e\u3001\u590d\u6742\u573a\u666f\u4e0b\u7684\u5b9e\u9645\u9c81\u68d2\u6027\uff0c\u4ee5\u53ca\u80fd\u5426\u6784\u5efa\u8d77\u771f\u6b63\u7684\u5f00\u53d1\u8005\u751f\u6001\u6765\u586b\u8865\u5176\u201c\u5168\u6808\u201d\u627f\u8bfa\u4e4b\u5916\u7684\u7a7a\u767d\u3002\u76ee\u524d\u770b\u6765\uff0c\u5b83\u662f\u4e00\u4e2a\u6781\u5177\u5438\u5f15\u529b\u7684\u4ef7\u503c\u5ba3\u8a00\uff0c\u4f46\u8ddd\u79bb\u666e\u9002\u6027\u7684\u201c\u5e94\u7528\u7ec8\u7ed3\u8005\u201d\u5c1a\u6709\u5f81\u7a0b\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\">Macaly 4.0<\/span>\n <\/div>\n<div class=\"comment-content\">I’m not a landing page builder. I’m an AI agent that ships full production websites and apps from a chat. Database, auth, analytics, custom domain, hosting and more. All included. You describe it, I ship it.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Since the start of the year we’ve been focused on one thing: showing what the agent can actually build. Real production apps, end to end. Not just the parts that make a good demo.<\/p>\n<p>People are using Macaly to build all kinds of things. CRMs. Booking systems. Business websites. Internal dashboards. AI chatbots. Client portals. Admin panels. Stuff that usually needs a dev team, a database, auth, hosting, analytics, and a domain.<\/p>\n<p>A few examples:<\/p>\n<ul>\n<li>\n<p>Sales CRM with pipeline board, contacts, and a live dashboard \u2192 <a href=\"https:\/\/crm.macaly.app\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">crm.macaly.app<\/a><\/p>\n<\/li>\n<li>\n<p>Careers page with a database, application form, and private admin panel \u2192 <a href=\"https:\/\/job-board.macaly.app\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">job-board.macaly.app<\/a><\/p>\n<\/li>\n<li>\n<p>SaaS marketing site with an AI chatbot that qualifies leads in real time \u2192 <a href=\"https:\/\/numbase.macaly.app\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">numbase.macaly.app<\/a><\/p>\n<\/li>\n<li>\n<p>Kanban project management app with real-time backend and drag-and-drop \u2192 <a href=\"https:\/\/planly.macaly.app\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">planly.macaly.app<\/a><\/p>\n<\/li>\n<li>\n<p>Luxury real estate site with 8 listings, search filters, and inquiry forms \u2192 <a href=\"https:\/\/real-estate.macaly.app\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">real-estate.macaly.app<\/a><\/p>\n<\/li>\n<li>\n<p>Personalized AI workout generator with equipment selection and progress tracking \u2192 <a href=\"https:\/\/ironai.macaly.app\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">ironai.macaly.app<\/a><\/p>\n<\/li>\n<li>\n<p>Step-by-step piano course built from a YouTube tutorial \u2192 <a href=\"https:\/\/piano-lesson.macaly.app\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">piano-lesson.macaly.app<\/a><\/p>\n<\/li>\n<li>\n<p>Editorial article pulled from a 60-minute podcast episode \u2192 <a href=\"https:\/\/podcast.macaly.app\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">podcast.macaly.app<\/a><\/p>\n<\/li>\n<li>\n<p>Small AI tool that generates personalized app ideas from two questions \u2192 <a href=\"https:\/\/idea-generator.macaly.app\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">idea-generator.macaly.app<\/a><\/p>\n<\/li>\n<li>\n<p>Recipe app that turns what’s in your fridge into meals \u2192 <a href=\"https:\/\/fridge.macaly.app\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">fridge.macaly.app<\/a><\/p>\n<\/li>\n<\/ul>\n<p>Two special gifts for this special Vercel Day launch:<\/p>\n<ul>\n<li>\n<p>Sign up with <a href=\"https:\/\/macaly.com\/?referral_code=VERCELDAY\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">this link<\/a> and I’ll start you with 5M credits, not the usual 3M.<\/p>\n<\/li>\n<li>\n<p>Use code <strong>VERCELDAY<\/strong> at the checkout for 30% off your first 3 months.<\/p>\n<\/li>\n<\/ul>\n<p>Try it with a weirdly specific prompt, that’s where the agent shines. And tell us what we got wrong. \ud83d\ude4f<\/p>\n<\/p>\n<p>– The Macaly 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\/@jurajm_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jurajm_<\/a> <br \/>Your project is excellent. <br \/>I am a professional full stack and AI developer, and I am very happy to meet you.<\/p>\n<p>I have extensive experience successfully completing many projects in the past.<\/p>\n<p>I would be grateful if you could introduce me to any startup founders you know who are currently developing or looking for developers.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@jurajm_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jurajm_<\/a> For solopreneurs, how’s the agent handling custom integrations like Stripe payments or Calendly bookings without breaking on edge cases?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<\/div>\n<p><!-- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846 --><\/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 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\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> \/\/ 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