\n \n \n Product Hunt \u6bcf\u65e5\u70ed\u699c 2025-12-04<\/title><\/p>\n<style>\n \/* --- \u5168\u5c40\u91cd\u7f6e\u4e0e\u5b57\u4f53 --- *\/\n :root {\n --ph-orange: #FF6154;\n --text-main: #21293C;\n --text-secondary: #4B587C;\n --bg-ai: #F7F7F9;\n --border-color: #E6E6E6;\n }<\/p>\n<p> body {\n font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif;\n color: var(--text-main);\n background-color: #ffffff;\n line-height: 1.6;\n margin: 0;\n padding: 20px;\n }<\/p>\n<p> .container {\n max-width: 800px;\n margin: 0 auto;\n }<\/p>\n<p> \/* --- \u5361\u7247\u6837\u5f0f --- *\/\n .app-card {\n border-bottom: 1px solid var(--border-color);\n padding-bottom: 40px;\n margin-bottom: 40px;\n }<\/p>\n<p> \/* --- 1. \u5934\u90e8\u533a\u57df --- *\/\n .app-header {\n display: flex;\n align-items: flex-start;\n gap: 16px;\n margin-bottom: 20px;\n }<\/p>\n<p> .rank {\n font-size: 24px;\n font-weight: 300;\n color: #999;\n min-width: 30px;\n padding-top: 4px;\n }<\/p>\n<p> .title-group {\n flex: 1;\n }<\/p>\n<p> .app-title {\n font-size: 24px;\n font-weight: 800;\n margin: 0 0 4px 0;\n color: var(--text-main);\n text-decoration: none;\n display: inline-block;\n }<\/p>\n<p> .app-title:hover {\n color: var(--ph-orange);\n text-decoration: underline;\n }<\/p>\n<p> .vote-btn {\n display: flex;\n flex-direction: column;\n align-items: center;\n justify-content: center;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 8px 12px;\n background: #fff;\n min-width: 60px;\n box-shadow: 0 1px 2px rgba(0,0,0,0.05);\n }<\/p>\n<p> .vote-arrow {\n color: var(--ph-orange);\n font-size: 14px;\n margin-bottom: -2px;\n }<\/p>\n<p> .vote-count {\n font-weight: 600;\n font-size: 14px;\n }<\/p>\n<p> \/* --- 2. \u5347\u7ea7\u7248\u5a92\u4f53\u753b\u5eca (\u5173\u952e\u4fee\u6539) --- *\/\n .media-gallery {\n display: flex;\n gap: 16px;\n overflow-x: auto; \/* \u5141\u8bb8\u6a2a\u5411\u6eda\u52a8 *\/\n padding-bottom: 16px; \/* \u7559\u51fa\u6eda\u52a8\u7a7a\u95f4 *\/\n scroll-snap-type: x mandatory; \/* \u6eda\u52a8\u5438\u9644\u6548\u679c *\/\n -webkit-overflow-scrolling: touch; \/* iOS \u5e73\u6ed1\u6eda\u52a8 *\/\n margin-bottom: 20px;<\/p>\n<p> \/* \u9690\u85cf\u9ed8\u8ba4\u6eda\u52a8\u6761\u4f46\u4fdd\u7559\u529f\u80fd (Firefox) *\/\n scrollbar-width: thin;\n scrollbar-color: #ddd transparent;\n }<\/p>\n<p> \/* Webkit \u6eda\u52a8\u6761\u6837\u5f0f\u4f18\u5316 *\/\n .media-gallery::-webkit-scrollbar {\n height: 6px;\n }\n .media-gallery::-webkit-scrollbar-track {\n background: transparent;\n }\n .media-gallery::-webkit-scrollbar-thumb {\n background-color: #eee;\n border-radius: 10px;\n }<\/p>\n<p> .media-item-wrapper {\n flex: 0 0 auto; \/* \u9632\u6b62\u88ab\u538b\u7f29 *\/\n width: 80%; \/* \u79fb\u52a8\u7aef\u9ed8\u8ba4\u9732\u51fa\u4e00\u70b9\u4e0b\u4e00\u5f20\uff0c\u63d0\u793a\u53ef\u6ed1\u52a8 *\/\n max-width: 500px; \/* \u684c\u9762\u7aef\u6700\u5927\u5bbd\u5ea6 *\/\n aspect-ratio: 16\/9; \/* \u7edf\u4e00\u6bd4\u4f8b *\/<\/p>\n<p> position: relative;\n border-radius: 12px;\n overflow: hidden;\n border: 1px solid rgba(0,0,0,0.08);\n background-color: #f5f5f5;\n scroll-snap-align: center; \/* \u6eda\u52a8\u505c\u6b62\u65f6\u5c45\u4e2d *\/\n }<\/p>\n<p> .media-content {\n width: 100%;\n height: 100%;\n object-fit: cover; \/* \u586b\u5145\u5bb9\u5668 *\/\n display: block;\n cursor: pointer;\n }<\/p>\n<p> \/* \u89c6\u9891\u6807\u7b7e\u7279\u6b8a\u5904\u7406 *\/\n video.media-content {\n background-color: #000;\n cursor: pointer;\n }<\/p>\n<p> \/* \u5982\u679c\u53ea\u67091\u4e2a\u5a92\u4f53\uff0c\u4e0d\u8981\u6eda\u52a8\uff0c\u4e14\u5bbd\u5ea6\u81ea\u9002\u5e94 *\/\n .media-gallery.single-item .media-item-wrapper {\n width: 100%;\n max-width: 100%;\n }<\/p>\n<p> \/* --- 3. \u63cf\u8ff0\u4e0e\u6807\u7b7e --- *\/\n .one-liner {\n font-size: 18px;\n color: var(--text-secondary);\n margin-bottom: 12px;\n font-weight: 500;\n }<\/p>\n<p> .tags-container {\n display: flex;\n flex-wrap: wrap;\n gap: 8px;\n margin-bottom: 24px;\n }<\/p>\n<p> .tag {\n font-size: 12px;\n color: var(--text-secondary);\n background-color: #F2F2F2;\n padding: 4px 10px;\n border-radius: 20px;\n font-weight: 600;\n text-transform: uppercase;\n }<\/p>\n<p> \/* --- 4. AI \u6458\u8981\u533a --- *\/\n .ai-section {\n background-color: var(--bg-ai);\n border-radius: 12px;\n padding: 20px;\n margin-bottom: 20px;\n border-left: 4px solid var(--ph-orange);\n }<\/p>\n<p> .ai-title {\n font-size: 14px;\n font-weight: 700;\n color: var(--text-main);\n margin: 0 0 12px 0;\n display: flex;\n align-items: center;\n gap: 6px;\n }<\/p>\n<p> .ai-content {\n font-size: 15px;\n color: #333;\n margin-bottom: 0;\n line-height: 1.7;\n }<\/p>\n<p> \/* --- 5. \u8bc4\u8bba\u533a --- *\/\n .reviews-section {\n margin-top: 10px;\n }<\/p>\n<p> .review-item {\n display: flex;\n gap: 10px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .review-avatar {\n font-size: 18px;\n margin-top: 2px;\n min-width: 24px;\n }<\/p>\n<p> .review-bubble {\n background: #fff;\n border: 1px solid var(--border-color);\n padding: 8px 12px;\n border-radius: 0 12px 12px 12px;\n color: var(--text-secondary);\n line-height: 1.5;\n }<\/p>\n<p> .review-author {\n font-weight: 700;\n color: var(--text-main);\n margin-right: 4px;\n font-style: normal;\n }<\/p>\n<p> .comments-section {\n margin-top: 30px;\n border-top: 1px solid var(--border-color);\n padding-top: 20px;\n }<\/p>\n<p> .comments-toggle {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 12px 20px;\n cursor: pointer;\n display: flex;\n justify-content: space-between;\n align-items: center;\n width: 100%;\n font-size: 14px;\n font-weight: 600;\n color: var(--text-main);\n transition: all 0.3s ease;\n }<\/p>\n<p> .comments-toggle:hover {\n background-color: #e9ecef;\n }<\/p>\n<p> .comments-toggle .toggle-arrow {\n font-size: 18px;\n transition: transform 0.3s ease;\n }<\/p>\n<p> .comments-toggle.open .toggle-arrow {\n transform: rotate(180deg);\n }<\/p>\n<p> .comments-container {\n max-height: 0;\n overflow: hidden;\n transition: max-height 0.5s ease;\n margin-top: 15px;\n }<\/p>\n<p> .comments-container.open {\n max-height: 800px;\n overflow: auto;\n }<\/p>\n<p> .comment-item {\n background-color: #fff;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 16px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .comment-header {\n display: flex;\n justify-content: space-between;\n align-items: flex-start;\n margin-bottom: 8px;\n }<\/p>\n<p> .comment-author {\n font-weight: 600;\n color: var(--text-main);\n margin-right: 8px;\n }<\/p>\n<p> .comment-content {\n color: var(--text-secondary);\n line-height: 1.5;\n margin-bottom: 10px;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> .comment-content p {\n margin: 0;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> \/* \u4f18\u5316\u8868\u60c5\u7b26\u53f7\u663e\u793a *\/\n .emoji {\n display: inline;\n max-width: 15px;\n overflow-wrap: normal;\n }<\/p>\n<p> .comment-actions {\n display: flex;\n align-items: center;\n gap: 16px;\n font-size: 12px;\n color: var(--text-secondary);\n }<\/p>\n<p> .comment-vote {\n display: flex;\n align-items: center;\n gap: 4px;\n cursor: pointer;\n }<\/p>\n<p> .comment-replies {\n margin-top: 12px;\n margin-left: 20px;\n padding-left: 12px;\n border-left: 2px solid var(--border-color);\n }<\/p>\n<p> .reply-item {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 6px;\n padding: 12px;\n margin-bottom: 8px;\n font-size: 13px;\n }<\/p>\n<p> .reply-content {\n color: var(--text-secondary);\n line-height: 1.4;\n margin-bottom: 6px;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }<\/p>\n<p> \/* --- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846\u6837\u5f0f --- *\/\n .modal {\n display: none;\n position: fixed;\n z-index: 1000;\n left: 0;\n top: 0;\n width: 100%;\n height: 100%;\n background-color: rgba(0, 0, 0, 0.9);\n overflow: auto;\n transition: opacity 0.3s ease;\n }<\/p>\n<p> .modal-content {\n display: block;\n max-width: 90%;\n max-height: 90vh;\n margin: 5vh auto;\n object-fit: contain;\n animation: zoom 0.3s;\n }<\/p>\n<p> @keyframes zoom {\n from {transform: scale(0.8); opacity: 0;}\n to {transform: scale(1); opacity: 1;}\n }<\/p>\n<p> .close {\n position: absolute;\n top: 20px;\n right: 35px;\n color: #fff;\n font-size: 40px;\n font-weight: bold;\n transition: 0.3s;\n cursor: pointer;\n \/* \u6dfb\u52a0\u89e6\u63a7\u4f18\u5316 *\/\n padding: 10px;\n line-height: 1;\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> .close:hover,\n .close:focus {\n color: #bbb;\n text-decoration: none;\n }<\/p>\n<p> \/* \u89c6\u9891\u70b9\u51fb\u63d0\u793a\u6837\u5f0f *\/\n .video-overlay {\n position: absolute;\n top: 0;\n left: 0;\n width: 100%;\n height: 100%;\n display: flex;\n align-items: center;\n justify-content: center;\n background-color: rgba(0, 0, 0, 0.2);\n opacity: 0;\n transition: opacity 0.3s ease;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n touch-action: manipulation;\n cursor: pointer;\n }<\/p>\n<p> .media-item-wrapper:hover .video-overlay {\n opacity: 1;\n }<\/p>\n<p> \/* \u4e3a\u89e6\u6478\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u6548\u679c *\/\n .media-item-wrapper:active .video-overlay {\n opacity: 0.8;\n }<\/p>\n<p> .play-icon {\n width: 80px;\n height: 80px;\n background-color: rgba(255, 255, 255, 0.9);\n border-radius: 50%;\n display: flex;\n align-items: center;\n justify-content: center;\n color: var(--ph-orange);\n font-size: 24px;\n font-weight: bold;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }\n <\/style>\n<p><\/head><br \/>\n<body><\/p>\n<div class=\"container\">\n<h1 style=\"text-align:center; margin-bottom:40px; font-weight:900;\">PH\u70ed\u699c | 2025-12-04<\/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\/36BKFQXLMVGUJF\" class=\"app-title\">Pylar<\/a><\/p>\n<div class=\"one-liner\">Securely connect your entire data stack to any agent<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">485<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Pylar\u662f\u4e00\u4e2a\u5728AI\u4ee3\u7406\u4e0e\u7ed3\u6784\u5316\u6570\u636e\u6808\u4e4b\u95f4\u63d0\u4f9b\u5b89\u5168\u6cbb\u7406\u5c42\u7684\u5e73\u53f0\uff0c\u89e3\u51b3\u4e86\u4f01\u4e1a\u5728\u5c06AI\u4ee3\u7406\u63a5\u5165\u654f\u611f\u751f\u4ea7\u6570\u636e\u65f6\u9762\u4e34\u7684\u5b89\u5168\u6cc4\u9732\u548c\u6210\u672c\u5931\u63a7\u4e24\u5927\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\/337146af-bd04-4f10-9348-b9ae679c789e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b0ac25db-1925-4cde-9fda-5a06b632b3e1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3c9c78f9-6279-4e5d-835c-4c838ecbd387.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6de2e4d5-3cbd-485e-8e65-f796e358a7c4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0be2f1f2-ef78-4288-bed3-c01b54019dc0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b9d02c2b-2211-4f4a-968b-85e08a764780.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/17c91e37-d364-438c-8908-23b58d7b5620.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8e5e1f2c-1f4a-4c0a-852f-d0fd44d96ab0.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\/8803e131-4036-4e08-990f-b192107e9b32.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/w8DPxS5RP2Y\"><source src=\"https:\/\/youtu.be\/w8DPxS5RP2Y\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Security<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4ee3\u7406\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u8bbf\u95ee\u6cbb\u7406<\/span><br \/>\n <span class=\"tag\">MCP\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u6c99\u7bb1<\/span><br \/>\n <span class=\"tag\">\u67e5\u8be2\u7ba1\u63a7<\/span><br \/>\n <span class=\"tag\">\u5ba1\u8ba1\u65e5\u5fd7<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u6808\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">AI\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7AI<\/span><br \/>\n <span class=\"tag\">\u8bbf\u95ee\u63a7\u5236\u5c42<\/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\u201c\u4ee3\u7406\u8bbf\u95ee\u6570\u636e\u5e93\u6df7\u4e71\u201d\u7684\u75db\u70b9\uff0c\u5c24\u5176\u5173\u6ce8\u6210\u672c\u63a7\u5236\uff08\u67e5\u8be2\u9650\u6d41\u3001\u8d39\u7528\u5c01\u9876\uff09\u548c\u6743\u9650\u52a8\u6001\u7ba1\u7406\u3002\u521b\u59cb\u4eba\u8be6\u7ec6\u56de\u5e94\u4e86\u6280\u672f\u5b9e\u73b0\uff0c\u5e76\u5f15\u7528\u771f\u5b9e\u5b89\u5168\u4e8b\u4ef6\u4f50\u8bc1\u4ea7\u54c1\u7d27\u8feb\u6027\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Pylar\u5207\u5165\u7684\u5e76\u975e\u4e00\u4e2a\u75d2\u70b9\uff0c\u800c\u662f\u4f01\u4e1a\u89c4\u6a21\u5316\u90e8\u7f72AI\u4ee3\u7406\u65f6\u5fc5\u7136\u906d\u9047\u7684\u201c\u963f\u5580\u7409\u65af\u4e4b\u8e35\u201d\uff1a\u5b89\u5168\u4e0e\u6548\u7528\u7684\u6839\u672c\u77db\u76fe\u3002\u5f53\u524d\u65b9\u6848\uff0c\u65e0\u8bba\u662f\u4f7f\u7528\u6765\u8def\u4e0d\u660e\u7684\u5f00\u6e90MCP\u670d\u52a1\u5668\uff0c\u8fd8\u662f\u81ea\u5efa\u8106\u5f31\u7684API\u5305\u88c5\u5c42\uff0c\u90fd\u662f\u5728\u201c\u88f8\u5954\u201d\u4e0e\u201c\u9501\u6b7b\u201d\u4e24\u4e2a\u6781\u7aef\u95f4\u6447\u6446\u3002Pylar\u7684\u4ef7\u503c\u5728\u4e8e\u63d0\u51fa\u4e86\u4e00\u4e2a\u8303\u5f0f\u6027\u7684\u4e2d\u95f4\u5c42\u2014\u2014\u5c06\u6570\u636e\u8bbf\u95ee\u4ece\u201c\u6743\u9650\u70b9\u201d\u7ba1\u7406\u5347\u7ea7\u4e3a\u201c\u89c6\u56fe\u6c99\u7bb1\u201d\u6cbb\u7406\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u7684\u7280\u5229\u4e4b\u5904\u5728\u4e8e\u4e09\u70b9\uff1a\u9996\u5148\uff0c\u5b83\u7528\u201c\u6c99\u7bb1\u89c6\u56fe\u201d\u66ff\u4ee3\u539f\u59cb\u6570\u636e\u8bbf\u95ee\uff0c\u4ece\u6839\u672c\u4e0a\u5212\u5b9a\u4e86\u4ee3\u7406\u7684\u884c\u4e3a\u8fb9\u754c\uff0c\u5c06\u5b89\u5168\u9632\u7ebf\u5927\u5e45\u524d\u79fb\u3002\u5176\u6b21\uff0c\u5b83\u5de7\u5999\u5229\u7528\u4e86MCP\uff08\u6a21\u578b\u4e0a\u4e0b\u6587\u534f\u8bae\uff09\u8fd9\u4e00\u65b0\u5174\u4f46\u65e5\u76ca\u91cd\u8981\u7684\u6807\u51c6\uff0c\u5c06\u81ea\u5df1\u5b9a\u4f4d\u4e3a\u6807\u51c6\u5316\u3001\u53ef\u89c2\u6d4b\u7684\u5de5\u5177\u751f\u6210\u5668\uff0c\u800c\u975e\u53c8\u4e00\u4e2a\u5c01\u95ed\u5e73\u53f0\uff0c\u8fd9\u6781\u5927\u5730\u63d0\u5347\u4e86\u5176\u517c\u5bb9\u6027\u548c\u91c7\u7528\u6f5c\u529b\u3002\u6700\u540e\uff0c\u5176\u201c\u63a7\u5236\u5e73\u9762\u201d\u7684\u8bbe\u8ba1\u7406\u5ff5\u610f\u5473\u7740\u7b56\u7565\u53ef\u96c6\u4e2d\u5b9a\u4e49\u3001\u52a8\u6001\u751f\u6548\uff0c\u8fd9\u7b26\u5408\u73b0\u4ee3\u57fa\u7840\u8bbe\u65bd\u7684\u6cbb\u7406\u8981\u6c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u660e\u663e\u3002\u5b83\u672c\u8d28\u4e0a\u9500\u552e\u7684\u662f\u201c\u63a7\u5236\u201d\u4e0e\u201c\u4fe1\u4efb\u201d\uff0c\u8fd9\u9700\u8981\u6781\u6df1\u7684\u4ea7\u54c1\u6210\u719f\u5ea6\u4e0e\u5b89\u5168\u80cc\u4e66\u624d\u80fd\u8ba9\u5927\u578b\u4f01\u4e1a\u4e70\u5355\u3002\u6b64\u5916\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u53ef\u80fd\u9762\u4e34\u4e0a\u6e38\uff08\u4e91\u6570\u636e\u5e73\u53f0\uff09\u548c\u4e0b\u6e38\uff08AI\u4ee3\u7406\u5e73\u53f0\uff09\u7684\u6324\u538b\u3002\u5982\u679cSnowflake\u6216Databricks\u7b49\u6570\u636e\u5e73\u53f0\u51b3\u5b9a\u5185\u5efa\u7c7b\u4f3c\u529f\u80fd\uff0cPylar\u7684\u72ec\u7acb\u4ef7\u503c\u5c06\u53d7\u8003\u9a8c\u3002\u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u4e2a\u5728\u6b63\u786e\u65f6\u673a\u5207\u5165\u5173\u952e\u7f1d\u9699\u7684\u4ea7\u54c1\uff0c\u4f46\u5176\u957f\u671f\u6210\u529f\u53d6\u51b3\u4e8e\u80fd\u5426\u5c06\u6280\u672f\u65b9\u6848\u8f6c\u5316\u4e3a\u4e0d\u53ef\u66ff\u4ee3\u7684\u5408\u89c4\u4e0e\u8fd0\u8425\u6807\u51c6\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Pylar<\/span>\n <\/div>\n<div class=\"comment-content\">Pylar connects agents to your data stack, safely. Connect to any datasource, define exactly what an agent can see, turn those views into custom MCP tools, and publish them to any agent builder – with full observability across every AI deployment.<\/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 <strong>Hey everyone, I’m Hoshang, Co-founder of Pylar.<\/strong><\/p>\n<p>Super excited to finally share what we\u2019ve been building.<\/p>\n<p>Agents today are great at reading docs, invoices, websites, transcripts –<br \/>but the moment you want them touching structured systems where sensitive customer data is stored e.g Snowflake, Postgres, CRMs\u2026 things get tricky.<\/p>\n<p>We kept hearing the same two blockers over and over:<\/p>\n<ul>\n<li>\n<p>Agents may <strong>over-query<\/strong> and silently spike warehouse bills<\/p>\n<\/li>\n<li>\n<p>Agents are at a risk of <strong>leaking sensitive data<\/strong> (PII, financials, customer history) because access isn\u2019t properly scoped<\/p>\n<\/li>\n<\/ul>\n<p>And right now, teams have two options:<\/p>\n<p>– Off-the-shelf MCP servers : 18,000 exist, ~10% are malicious, and most are exploitable or too generic for production.<br \/>– Custom API wrappers : months of engineering bandwidth used up in building endpoints, policies, and governance\u2026 all brittle, fragmented, and hard to audit.<\/p>\n<p>This forces companies into a painful choice: lock agents down so much they become useless, or open things up and risk a security incident.<\/p>\n<p>Traditional database ACLs weren\u2019t designed for autonomous systems. Custom APIs are hard to build, govern and control for agent level interactions.<\/p>\n<p><strong>Pylar exists to fix this. It\u2019s a governed access layer between your agents and your entire data stack.<\/strong><\/p>\n<p>You connect your datasources \u2192 define sandboxed SQL views \u2192 turn them into MCP tools \u2192 ship them to any agent builder\u2026 all from one control plane, with full observability.<\/p>\n<\/p>\n<p>What you get out of the box:<\/p>\n<ul>\n<li>\n<p>Agent-specific sandboxed views (never raw DB access)<\/p>\n<\/li>\n<li>\n<p>Enforced permissions & guardrails<\/p>\n<\/li>\n<li>\n<p>Automatic breach containment + audit logs<\/p>\n<\/li>\n<li>\n<p>Publish to any agent builder (n8n, Cursor, Claude, LangGraph, etc.) via a single secure link<\/p>\n<\/li>\n<\/ul>\n<p>We\u2019re already working with some fantastic data, platform, and security teams – everything from internal analytics copilots to customer-facing AI features wired directly into production data.<\/p>\n<p>If you\u2019re exploring structured-data access for agents, I\u2019d love to hear your thoughts, help you build your use case or just share best practices on what we’ve been seeing with our customers. You can <a href=\"https:\/\/calendly.com\/pylar\/30min\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">book a call<\/a> with me here if you’d like. <\/p>\n<p>Thanks for checking us out \u2014 means a lot. \ud83d\ude80<\/p>\n<p>– Hoshang<br \/>Co-founder, Pylar<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>17<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hoshang_m\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hoshang_m<\/a> Love that you\u2019re tackling agent over\u2011querying, feels like a pain everyone\u2019s quietly dealing with right now.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@hoshang_m\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hoshang_m<\/a> <em>Congrats on the launch! The UI looks super clean. I’m launching my own app today too, so I know how much work goes into this.<\/em><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Congrats on the launch <a href=\"https:\/\/www.producthunt.com\/@hoshang_m\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hoshang_m<\/a> and team! Seems like you’re threading the needle between agentic adoption and security risk. Great work \ud83d\udc4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Hoshang, congrats on the launch! That stat about 10% of MCP servers being malicious is wild. I\u2019m curious was there a specific moment that made this feel urgent for you? Like did you witness (or hear about) an agent accidentally exposing customer data, or maybe a team get hit with a surprise warehouse bill they didn\u2019t see coming?<\/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\/@vouchy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vouchy<\/a> Thanks for the question, Van! Instances of agents leaking sensitive data is on the rise, recently Salesforce had a security incident where their ai agents accidentally leaked sensitive crm data through through their agentforce powered web-to-lead form. attackers injected a malicious prompt on website forms to make the AI share internal data with outside domains.<\/p>\n<p>basically, hiding malicious instructions inside normal text. the ai read it\u2026 and pulled private data it had permission to see. I did a deep dive here, you might find this interesting – <a href=\"https:\/\/www.pylar.ai\/blog\/forcedleak-salesforce-agentforce-vulnerability-deep-dive\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.pylar.ai\/blog\/forcedleak-salesforce-agentforce-vulnerability-deep-dive<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally, someone tackling the agent-to-DB mess. I\u2019ve nursed a painful Snowflake bill from a runaway agent. Sandboxed views + audit logs feels sane. How do you cap query spend per agent? Might wire this into Cursor first, then LangGraph if it holds up.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alexcloudstar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexcloudstar<\/a> Thanks Alex! Right now, we cap spend in two ways:<\/p>\n<p><strong>1. Every agent only sees a <em>sandboxed view<\/em>, never your raw warehouse.<\/strong><br \/>So even if it tries something wild, it can\u2019t fan out into expensive tables or join half your schema.<\/p>\n<p><strong>2. Query-level guardrails on the tool itself.<\/strong><br \/>We let you set limits on row counts, frequency, and even block certain patterns (e.g. unscoped scans) via policies. If an agent tries to exceed it, Pylar shuts it down and logs the attempt.<\/p>\n<p>On top of that, you get full audit logs + costs per tool call so you can see exactly which agent is expensive <em>before<\/em> the bill shows up.<\/p>\n<p>Looking forward to having you try us 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch \ud83c\udf89 \ud83c\udf89 !!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shubham_pratap\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shubham_pratap<\/a> Thanks for the support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vishalbajaj\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"vishalbajaj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vishalbajaj<\/a> Great product! All the best for your launch \ud83c\udf89<\/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\">@zethleezd Thank for the support \ud83d\ude4c\ud83c\udffc\ud83d\ude4c\ud83c\udffc<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@zethleezd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zethleezd<\/a> appreciate your support Zeth <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 Pylar throttle or rate-limit agent queries in any way? Congrats on the launch. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@himani_sah1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@himani_sah1<\/a> Great question and thanks for the support. Rate limiting queries is going to be live on the product next week, but for now you can set additional guardrails like row limits and scoped filters with policies between your data and the mcp tools so an agent can\u2019t over-query or wander outside the slice of data you\u2019ve exposed. And every attempt gets logged so you can see if an agent is starting to push its boundaries.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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\/@hoshang_m\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"hoshang_m\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hoshang_m<\/a> this solves a serious gap for teams working with sensitive, structured data. I\u2019m curious how Pylar handles evolving permission needs over time. If schema or data-access policies change, can sandboxes and guardrails adapt without teams rebuilding the entire setup?<\/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\/@harkirat_singh3777\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harkirat_singh3777<\/a> Thanks for your support! The sandboxed view is the \u201csource of truth.\u201d If your schema changes or your data-access rules shift, you just update the view in Pylar – the agents automatically start using the new version. No redeploying, no rebuilding tools, no touching the agent builder again.<\/p>\n<p>We basically treat it like a control plane: you tweak the view or the policy once, and every connected agent adapts instantly.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 pretty cool, I have been working with some fintech companies and the sheer volume of data they have is ginormous. <\/p>\n<p>I love how it abstracts the base layer queries and have complex queries converted to tools. amazing job guys! Will try it for sure<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@ashish_dogra oh yes, we\u2019ve been working with a few fintech companies as well and are seeing good results. We should chat!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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\/products\/pylar\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"pylar\" target=\"_blank\" rel=\"noopener\">@Pylar<\/a> Congrats on the launch! Securely connecting entire data stacks to AI agents is exactly what teams need as AI adoption scales. <\/p>\n<p>Data security and access control are critical when agents interact with sensitive information. How does Pylar handle permission management across different data sources? <\/p>\n<p>Are developers able to set granular access rules for specific agents or use cases? Curious about how the authentication flow works when connecting multiple platforms.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@vimal_polara2<br \/>\nPylar basically sits between your data sources and agents- you create sandboxed views from your sources, and each agent only gets access to the exact slice of data you choose. You can then create MCP tools that basically define how the agent is going to interact with this data view- all the permissions and controls, policies are set here. <\/p>\n<p>If something changes (schema, policy, whatever), you just update it once in Pylar and all your agents pick it up instantly.<\/p>\n<p>And on auth, we connect to your sources normally(OAuth\/keys) but agents never see those creds. They just get a secure MCP server link to the governed view.<\/p>\n<p>Makes sense?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I could see how integrating Pylar\u2019s AI-driven workflow automation could streamline content and data processes inside our tool, and I\u2019ll go check it out to explore the possibilities.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@jamesjacksonleachatx that\u2019s awesome! Please let me know if you need help ironing out your use cases.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It’s an amazing idea. So can the agent run analytical queries in the DB as well?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chilarai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chilarai<\/a> agents <em>can<\/em> run analytical queries, but only within the sandboxed view you expose to them.<\/p>\n<p>So if you include things like aggregates, joins, or computed fields in that view, the agent can use them freely. What it <strong>can\u2019t<\/strong> do is hit your raw warehouse or run heavy, unscoped analytics outside the boundaries you\u2019ve set.<\/p>\n<p>Think of it like giving the agent a curated data view purpose built for the agent to do its task well. <\/p>\n<p>Here’s more on this- <a href=\"https:\/\/docs.pylar.ai\/learn\/creating-data-views\/overview\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/docs.pylar.ai\/learn\/creating-data-views\/overview<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@marek_nalikowski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marek_nalikowski<\/a> Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>amazing product guys well done !!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@othmane_khadri\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@othmane_khadri<\/a> Thank you for your support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congratulations @hoshang_m<\/div>\n<div class=\"comment-actions\">\n<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!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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\/@hoshang_m\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"hoshang_m\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hoshang_m<\/a> Congratulations. And happy product launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@huisong_li\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@huisong_li<\/a> Thank you! \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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@huisong_li\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@huisong_li<\/a> thank you for your support Huisong!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 Hoshang! Pylar seems like a huge step forward for safely connecting agents to structured data.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> Thanks for the support, Abdul!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How do you monitor agent behavior across different builders (Cursor, LangGraph, n8n, etc.) from one place?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nuseir_yassin1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nuseir_yassin1<\/a> Our evals layer helps you measure how different agents across platforms like Cursor, LangGraph etc are interacting with your internal data. <\/p>\n<p>Because of that, you get a single place where you can see:<\/p>\n<ul>\n<li>\n<p>what each agent is querying<\/p>\n<\/li>\n<li>\n<p>how often it\u2019s hitting your data<\/p>\n<\/li>\n<li>\n<p>what was allowed vs blocked<\/p>\n<\/li>\n<li>\n<p>and any odd behavior you should know about<\/p>\n<\/li>\n<\/ul>\n<p>So even if one agent is in Cursor and another is in LangGraph or n8n, all their activity shows up in one dashboard.<br \/>Also, if you update a data view, a rule or add more mcp tools in Pylar – every agent using it automatically follows the new version.<\/p>\n<p>More on this here – <a href=\"https:\/\/docs.pylar.ai\/learn\/evals\/evals-dashboard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/docs.pylar.ai\/learn\/evals\/evals-dashboard<\/a><\/p>\n<p>Does this help?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Custom APIs are a nightmare and MCP servers are a minefield. This feels like the first real governed layer built for agents. Good 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\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zerotox\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zerotox<\/a> Thanks for your support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Pretty amazing @hoshang_m. Congratulations on the launch. I will surely give it a shot<\/div>\n<div class=\"comment-actions\">\n<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\/@thepmfguy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thepmfguy<\/a> Amazing! Thanks Gaurav. Do let me know if you need anything!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Don’t fully understand what this is. What’s the top 3 use cases for this?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This tool caters to teams building or deploying AI agents: it lets agents leverage internal data (to deliver context-rich outputs) while maintaining strict control over data access\u2014addressing both efficiency and risk management needs.<\/p>\n<p>Do you plan to expand compatibility to niche or industry-specific datasources (e.g., healthcare EHR databases, financial ledger systems) for specialized use cases? Also, will Pylar include pre-built access control templates aligned with common compliance frameworks (e.g., HIPAA, GDPR) to accelerate secure setup for regulated industries?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Great launch. congrats. Do you have custom guardrails option too? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ashish_dubey11\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ashish_dubey11<\/a> Thanks for your support Ashish. We do have Query-level guardrails on the tool itself.<br \/>We let you set limits on row counts, frequency, and regulate access via policies. If an agent tries to exceed it, Pylar shuts it down and logs the attempt. Are there any more guardrails that you would like to add between your data sources and the AI agent?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congrats on the launch. Do you have any list of data sources currently supports?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sriramg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sriramg<\/a> appreciate your support Sriram. We support a wide range of databases, data warehouses and Business Applications. The list of supported data sources can be found here – <a href=\"https:\/\/docs.pylar.ai\/learn\/making-connections\/supported-data-sources\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/docs.pylar.ai\/learn\/making-connections\/supported-data-sources<\/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>Congratz on the launch team! With agentic AI this will be a must.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mertbaser\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mertbaser<\/a> Thanks for the support, Mert! Would love to have you try Pylar 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>congratulations for your 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>Love what Pylar is solving. As someone who works with founders handling fast growth + ops, I know how often \u201cdata safety + speed\u201d becomes the invisible pressure behind the scenes.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Awesome! Is it possible to have an agent that sync my Notion page with notes of different customers to my CRM system Attio?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/LJ4FHDF4QMXWMF\" class=\"app-title\">GNGM<\/a><\/p>\n<div class=\"one-liner\">The sleep habit app for night-owls trying to reset<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">378<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e3a\u591c\u732b\u5b50\u8bbe\u8ba1\u7684\u6781\u7b80\u7761\u7720\u4e60\u60ef\u5e94\u7528\uff0c\u901a\u8fc7\u6bcf\u65e5\u4e00\u6b21\u65e0\u538b\u529b\u7684\u7761\u524d\u6253\u5361\uff0c\u5e2e\u52a9\u7528\u6237\u5728\u81ea\u7136\u653e\u677e\u7684\u573a\u666f\u4e0b\u91cd\u5efa\u89c4\u5f8b\u4f5c\u606f\uff0c\u89e3\u51b3\u56e0\u8fc7\u5ea6\u8ffd\u8e2a\u548c\u590d\u6742\u6570\u636e\u5e26\u6765\u7684\u7761\u7720\u7126\u8651\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\/af795080-185f-42b1-83a5-44a0fa9d20db.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6f93fa12-ef67-40ad-a1b2-b6d561968139.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e77333d6-77b0-427a-bdce-bc31a3f102a0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c2392a3f-e46c-4f41-b032-e16470000bca.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ccbc2683-8935-4ea1-b6d3-d11280753317.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2f49fc43-4df9-40a1-9bd8-5b45e15323e3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/26ee9e10-57ef-412d-a6d0-e2e279813d15.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Android<\/span><br \/>\n <span class=\"tag\">Health & Fitness<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Fitness<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u7761\u7720\u5065\u5eb7<\/span><br \/>\n <span class=\"tag\">\u4e60\u60ef\u517b\u6210<\/span><br \/>\n <span class=\"tag\">\u6781\u7b80\u4e3b\u4e49<\/span><br \/>\n <span class=\"tag\">\u591c\u732b\u5b50<\/span><br \/>\n <span class=\"tag\">\u5fc3\u7406\u5065\u5eb7<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u5065\u5eb7<\/span><br \/>\n <span class=\"tag\">\u65e0\u6570\u636e\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u6b63\u5ff5<\/span><br \/>\n <span class=\"tag\">\u751f\u6d3b\u65b9\u5f0f<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u5e94\u7528<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u6781\u7b80\u3001\u65e0\u538b\u529b\u7684\u8bbe\u8ba1\u7406\u5ff5\uff0c\u8ba4\u4e3a\u5b83\u7cbe\u51c6\u51fb\u4e2d\u4e86\u4f20\u7edf\u7761\u7720\u5e94\u7528\u6570\u636e\u8fc7\u8f7d\u7684\u75db\u70b9\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\u529f\u80fd\u7ec6\u8282\uff1a\u5982\u7761\u7720\u8282\u594f\u662f\u5426\u652f\u6301\u81ea\u7531\u6a21\u5f0f\u3001\u63d0\u793a\u662f\u5426\u4f1a\u81ea\u9002\u5e94\u3001\u5982\u4f55\u65e0\u8ffd\u8e2a\u8861\u91cf\u8fdb\u5c55\u3001\u4ee5\u53ca\u672a\u6765\u662f\u5426\u4f1a\u589e\u52a0\u4e2a\u6027\u5316\u5efa\u8bae\u7b49\u3002\u5f00\u53d1\u8005\u56de\u590d\u79ef\u6781\uff0c\u9610\u91ca\u4e86\u4ea7\u54c1\u54f2\u5b66\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 GNGM\u7684\u51fa\u73b0\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b3e\u7761\u7720\u5de5\u5177\uff0c\u4e0d\u5982\u8bf4\u662f\u5bf9\u5f53\u524d\u201c\u91cf\u5316\u81ea\u6211\u201d\u98ce\u6f6e\u7684\u4e00\u6b21\u7cbe\u5de7\u53cd\u53db\u3002\u5b83\u654f\u9510\u5730\u6355\u6349\u5230\u4e00\u4e2a\u5173\u952e\u77db\u76fe\uff1a\u65e8\u5728\u6539\u5584\u5065\u5eb7\u7684\u8ffd\u8e2a\u6280\u672f\uff0c\u5176\u672c\u8eab\u7684\u6570\u636e\u8d1f\u62c5\u548c\u7ee9\u6548\u538b\u529b\u53cd\u800c\u53ef\u80fd\u6210\u4e3a\u5065\u5eb7\u7684\u65b0\u5a01\u80c1\u3002\u4ea7\u54c1\u5c06\u201c\u7761\u7720\u201d\u4ece\u9700\u8981\u4f18\u5316\u548c\u6253\u5206\u7684\u6280\u672f\u95ee\u9898\uff0c\u91cd\u65b0\u5b9a\u4e49\u4e3a\u9700\u8981\u4eea\u5f0f\u611f\u548c\u4e00\u81f4\u6027\u6ecb\u517b\u7684\u81ea\u7136\u8282\u5f8b\uff0c\u8fd9\u5207\u4e2d\u4e86\u4e00\u90e8\u5206\u5bf9\u79d1\u6280\u4ea7\u751f\u5026\u6020\u7684\u7528\u6237\u7684\u5fc3\u7406\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u7684\u4ef7\u503c\u5728\u4e8e\u201c\u51cf\u6cd5\u54f2\u5b66\u201d\uff1a\u653e\u5f03\u76d1\u6d4b\u751f\u7406\u6570\u636e\u8fd9\u79cd\u770b\u4f3c\u79d1\u5b66\u5374\u53ef\u80fd\u589e\u52a0\u7126\u8651\u7684\u201c\u4f2a\u638c\u63a7\u611f\u201d\uff0c\u8f6c\u800c\u951a\u5b9a\u201c\u884c\u4e3a\u4e60\u60ef\u201d\u8fd9\u4e00\u66f4\u5e95\u5c42\u3001\u66f4\u53ef\u63a7\u7684\u53d8\u91cf\u3002\u901a\u8fc7\u4e00\u4e2a\u6781\u7b80\u7684\u6253\u5361\u52a8\u4f5c\uff0c\u5b83\u8bd5\u56fe\u91cd\u5efa\u7528\u6237\u4e0e\u7761\u7720\u4e4b\u95f4\u7684\u76f4\u89c9\u8fde\u63a5\uff0c\u800c\u975e\u4f9d\u8d56\u5916\u90e8\u6570\u636e\u7684\u4e2d\u4ecb\u3002\u8fd9\u79cd\u8bbe\u8ba1\u9690\u542b\u4e86\u4e00\u4e2a\u5927\u80c6\u7684\u5047\u8bbe\uff1a\u5bf9\u4e8e\u7761\u7720\u7d0a\u4e71\uff0c\u8ba4\u77e5\u548c\u884c\u4e3a\u4e0a\u7684\u201c\u677e\u7ed1\u201d\u6bd4\u66f4\u7cbe\u7ec6\u7684\u76d1\u63a7\u66f4\u6709\u6548\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u4e5f\u540c\u6837\u660e\u663e\u3002\u5728\u629b\u5f03\u4e86\u5ba2\u89c2\u6570\u636e\u540e\uff0c\u5176\u6fc0\u52b1\u4f53\u7cfb\u548c\u6548\u679c\u9a8c\u8bc1\u5c06\u9ad8\u5ea6\u4f9d\u8d56\u4e3b\u89c2\u611f\u53d7\u548c\u7528\u6237\u5fc3\u6d41\uff0c\u8fd9\u53ef\u80fd\u524a\u5f31\u957f\u671f\u575a\u6301\u7684\u52a8\u529b\uff0c\u5e76\u8ba9\u4ea7\u54c1\u6548\u679c\u96be\u4ee5\u81ea\u8bc1\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u81ea\u9002\u5e94\u201d\u548c\u201c\u4e2a\u6027\u5316\u201d\u7684\u8be2\u95ee\uff0c\u4e5f\u9884\u793a\u7740\u7528\u6237\u5728\u88ab\u521d\u59cb\u7406\u5ff5\u5438\u5f15\u540e\uff0c\u6700\u7ec8\u4ecd\u4f1a\u671f\u5f85\u667a\u80fd\u5316\u7684\u6df1\u5ea6\u670d\u52a1\u3002GNGM\u76ee\u524d\u6210\u529f\u5730\u6811\u7acb\u4e86\u4e00\u4e2a\u9c9c\u660e\u7684\u5bf9\u7acb\u9762\uff0c\u4f46\u5982\u4f55\u5728\u575a\u6301\u201c\u65e0\u538b\u529b\u201d\u6838\u5fc3\u7684\u540c\u65f6\uff0c\u6ee1\u8db3\u7528\u6237\u8fdb\u9636\u7684\u3001\u4e0d\u53ef\u907f\u514d\u7684\u201c\u8fdb\u6b65\u201d\u9700\u6c42\uff0c\u5c06\u662f\u5176\u80fd\u5426\u4ece\u65b0\u9896\u6982\u5ff5\u6210\u957f\u4e3a\u6301\u4e45\u89e3\u51b3\u65b9\u6848\u7684\u5173\u952e\u8003\u9a8c\u3002\u5b83\u66f4\u50cf\u4e00\u5242\u9488\u5bf9\u79d1\u6280\u7126\u8651\u7684\u201c\u89e3\u6bd2\u5242\u201d\uff0c\u4f46\u5176\u957f\u671f\u7597\u6548\uff0c\u4ecd\u9700\u89c2\u5bdf\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\">GNGM<\/span>\n <\/div>\n<div class=\"comment-content\">GNGM helps night-owls rebuild a gentle, consistent sleep rhythm with one simple nightly check-in. No trackers, no pressure, no data overload \u2014 just a calming routine that helps your body reset naturally.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi PH! \ud83d\udc4b<\/p>\n<\/p>\n<p>We\u2019re the makers of GNGM \u2014 a tiny habit for big sleep wins. After struggling with irregular sleep and feeling overwhelmed by trackers and metrics, we built something deliberately simple: one short, calming check\u2011in each night that helps night\u2011owls rebuild a consistent rhythm without pressure or data noise.<\/p>\n<\/p>\n<p><strong>Why GNGM?<\/strong><\/p>\n<ul>\n<li>\n<p>No trackers, no wearables: nothing to sync or monitor.<\/p>\n<\/li>\n<li>\n<p>No shame or strict rules: a gentle routine, not a regime.<\/p>\n<\/li>\n<li>\n<p>Designed for night\u2011owls: realistic prompts and timing that respect your lifestyle.<\/p>\n<\/li>\n<li>\n<p>Minimal, calming feedback so you can see progress without getting obsessed.<\/p>\n<\/li>\n<\/ul>\n<p><strong>How it works<\/strong><\/p>\n<ol>\n<li>\n<p>Quick nightly check\u2011in<\/p>\n<\/li>\n<li>\n<p>Subtle cues and nudges to help you wind down and establish consistency.<\/p>\n<\/li>\n<li>\n<p>Lightweight progress signals over time \u2014 enough insight to keep you motivated, never overwhelming.<\/p>\n<\/li>\n<\/ol>\n<p>We built GNGM because small, consistent rituals beat massive overnight changes. It\u2019s for people who want to feel better rested without turning sleep into a full\u2011time project.<\/p>\n<\/p>\n<p>We\u2019d love for you to try it and tell us what you think \u2014 what helped, what felt off, and any features you\u2019d actually use. Ask us anything below; we\u2019re excited to hear from other night\u2011owls and sleep-curious folks.<\/p>\n<\/p>\n<p>Thanks for checking us out!<\/p>\n<p>\u2014 The GNGM team<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>14<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@justin2025\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@justin2025<\/a> Justin, I stayed up till 2am doomscrolling last night, and dragged thru work today.<\/p>\n<\/p>\n<p>If GNGM can help me break my late-night habit, I’ll call you my eternal hero!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@justin2025\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@justin2025<\/a> Always love seeing new tools in this space. Congrats on the ship! I’m in the trenches with you today (launched my app too), hope the algorithm treats us well!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@justin2025\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@justin2025<\/a> seems exactly what i need!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 launch feels different for me tbh. I pulled way too many late nights building GNGM and kind of\u2026 burned myself into making a sleep app \ud83d\ude02<\/p>\n<p>Pretty happy I don\u2019t have to stay up that late anymore. Hope it helps you sleep better than I did while coding 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@polman_trudo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@polman_trudo<\/a> Haha please don\u2019t believe him \u2014 he absolutely <em>will<\/em> keep staying up late, just on new features instead \ud83d\ude2d<\/p>\n<\/p>\n<p>But seriously, it\u2019s been fun building this together.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks polished! Does it support “free-running” sleep rhythm? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@conduit_design\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@conduit_design<\/a> Love this question \u2014 and the short answer is:<\/p>\n<\/p>\n<p>yes, you can use GNGM even if your sleep cycle isn\u2019t tied to the usual day\/night schedule.<\/p>\n<\/p>\n<p><strong>The routine is anchored to your chosen bedtime, not the world\u2019s.<\/strong><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Love the minimalist approach! Finally, a sleep app that doesn\u2019t overwhelm with data. Subtle, soothing, and made for night owls \u2014 I\u2019m in. \ud83c\udf19<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Do the nightly prompts adapt over time based on my habits, or stay consistent?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> They stay simple and consistent for now \u2014 because consistency is the magic.<\/p>\n<p>That said, we <em>do<\/em> subtly adjust the flow based on whether you\u2019re building momentum or losing it.<\/p>\n<p>More adaptability coming soon!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wow using Suno for sleep sounds was super smart. Looks like it\u2019ll be the norm for all kinds of use cases like this. 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\/@thisiskp_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thisiskp_<\/a> Thank you for the support, KP! <\/p>\n<p>Yeah, Suno opened a whole new world for us \u2014 instead of stock sleep sounds, we can craft something that feels more personal, warmer, and a bit magical.<\/p>\n<\/p>\n<p>Right now we\u2019re mixing custom ambient loops + gentle melodic textures made with Suno, and users have been loving the vibe.<\/p>\n<p>More soundscapes are on the way too \u2014 can\u2019t wait to share them!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch \ud83c\udf89 \ud83c\udf89 !!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@shubham_pratap\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shubham_pratap<\/a> Thank you so much! \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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally see a product like this! Sleeping is normal, but good sleeping is a big challenge. Hope this app can solve my problem<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@vincentwu800\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vincentwu800<\/a> Absolutely \u2014 <em>sleeping is easy, sleeping well is the boss fight<\/em>. <\/p>\n<p>Really hope GNGM gives you that calm, gentle push you\u2019ve been needing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 \u201cno pressure, no trackers\u201d approach. I\u2019m a night-owl who\u2019s failed at every strict sleep routine, so this feels really refreshing. Downloading now.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sandy_liusy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sandy_liusy<\/a> Ahh a fellow night-owl<\/p>\n<p>Same here \u2014 strict routines never worked for me either, so we designed GNGM to feel more like a gentle nudge than a checklist you can fail.<\/p>\n<\/p>\n<p>Hope it brings a bit more calm to your nights. Let me know how it feels after a few days \u2014 we\u2019re building this with people exactly like you in mind.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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\/@jotzilla\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"jotzilla\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jotzilla<\/a> <a href=\"https:\/\/www.producthunt.com\/@polman_trudo\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"polman_trudo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@polman_trudo<\/a> Nice approach to sleep improvement without overwhelming users. I\u2019m curious how GNGM measures progress in a meaningful way without relying on trackers, what signals or habits indicate someone is actually improving their sleep consistency?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@harkirat_singh3777\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harkirat_singh3777<\/a> Great question \u2014 and honestly something we thought about <em>a lot<\/em> while building GNGM.<\/p>\n<p>Our approach is: <strong>measure the habit, not the data noise.<\/strong><\/p>\n<\/p>\n<p>Instead of tracking heart rate or sleep stages (which often look scientific but aren\u2019t super actionable), we focus on a few meaningful signals that actually reflect consistency:<\/p>\n<\/p>\n<p><strong>\u2022 Nightly wind-down check-ins<\/strong><br \/>Did you prepare for sleep at roughly the same time? This reflects the <em>real<\/em> start of your sleep rhythm.<\/p>\n<\/p>\n<p><strong>\u2022 Morning reflection<\/strong><br \/>Are you waking up roughly on schedule? How rested do you feel? These simple, self-reported signals correlate surprisingly well with long-term sleep stability.<\/p>\n<\/p>\n<p><strong>\u2022 Habit streak & stability score<\/strong><br \/>We track how often you hit your bedtime intention and how stable your pattern is over time \u2014 this is the strongest predictor of improved sleep quality.<\/p>\n<\/p>\n<p><strong>\u2022 Gentle trends, not judgment<\/strong><br \/>No \u201cbad sleep\u201d labels, no pressure. Just slow, steady progress toward a more regular rhythm.<\/p>\n<\/p>\n<p>Think of it less like \u201ctracking sleep\u201d and more like \u201ctraining your internal clock.\u201d<\/p>\n<\/p>\n<p>If you try it, I\u2019d love to hear how it feels for you. Your feedback helps us shape GNGM into something genuinely supportive.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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\/@justin2025\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"justin2025\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@justin2025<\/a> Congrats on the launch \ud83d\ude80<\/p>\n<p>Can you please tell me how GNGM breaks our late night habits ? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@aliena\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aliena<\/a> <\/p>\n<\/p>\n<p>Thanks so much! Great question \u2014 and honestly, this is the core of GNGM.<\/p>\n<\/p>\n<p>We <em>don\u2019t<\/em> try to \u201cfight\u201d your late-night habits with guilt or pressure.<\/p>\n<p>Instead, GNGM works in three super simple ways:<\/p>\n<\/p>\n<p><strong>1) A nightly wind-down check-in<\/strong><br \/>Just one tiny action that tells your brain, \u201chey, the day is ending.\u201d<br \/>It\u2019s surprisingly powerful for resetting your rhythm.<\/p>\n<\/p>\n<p><strong>2) Gentle bedtime reminders<\/strong><br \/>Not aggressive alarms \u2014 just a nudge at the time <em>you<\/em> choose, helping you avoid the usual doom-scrolling spiral.<\/p>\n<p><strong>3) A calm space for sleep<\/strong><\/p>\n<p>Ambience + minimal UI so you naturally slow down instead of getting stimulated by screens.<\/p>\n<\/p>\n<p>No tracking, no charts yelling at you \u2014 just consistent tiny cues that help your body remember what \u201cnight time\u201d feels like again.<\/p>\n<\/p>\n<p>If you try it tonight, I\u2019d love to hear whether it helps you shift your bedtime even a little.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Do you plan to add optional, low-intensity insights (e.g., mood\/energy tracking) for users who want gentle feedback without data overload? Also, will the app include personalized, gradual bedtime shift recommendations tailored to individual night-owl patterns?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>How exactly does this software help night owls?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The consistency and rituals actually work better! Really like 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congos on the launch <a href=\"https:\/\/www.producthunt.com\/@justin2025\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"justin2025\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@justin2025<\/a> <\/p>\n<p>Dowloaded on android, see if you add setting to enable grayscale mode before bedtime<\/p>\n<p>that will help me as a user.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>What a great tool! Congratulations. Sleep is so important and most of we ignore it. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@justin2025\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"justin2025\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@justin2025<\/a> The sleep habit app for night owls is such a practical concept! Resetting sleep schedules is incredibly difficult, especially for people with naturally late chronotypes. <\/p>\n<p>Love that this focuses on habit formation rather than just tracking. How does GNGM help users gradually shift their sleep schedule without disrupting their daily routines? <\/p>\n<p>Are there specific techniques or nudges built in to make the transition smoother? The big sleep wins idea resonates!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>congrats on the launch! love the design<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really love the vibe and mission behind GNGM. As someone who naturally leans toward late nights, the idea of a gentle, no-pressure nightly check-in instead of data-heavy trackers feels refreshing \u2014 it\u2019s exactly what many \u201cnight-owls\u201d like me need. The simplicity (no wearables, no complicated charts) is a strength: just a calming routine to help reset your rhythm. Looking forward to seeing how consistent use can reshape my sleep habits.<\/p>\n<p>Do you plan to add customizable reminders or optional \u201cwind-down rituals\u201d (e.g. light stretching, breathing prompts, soft audio) to make the nightly check-in even more helpful?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">need this so bad<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hehe6z\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hehe6z<\/a> Thanks for the support, Helena! Hope it helps you wind down a bit easier tonight!<\/p>\n<\/p>\n<p>BTW, we are currently considering adding audio bedtime stories powered by Fish Audio \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\">\n<p>looks cool, congrats for the team!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@youssef_abdelwahed\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@youssef_abdelwahed<\/a> Thank you so much! \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I could see how our tool could plug into GNGM\u2019s streamlined no-code workspace to simplify automation around our community workflows, so I\u2019m going to take a closer look at this launch and explore the synergy.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 seriously need this app! havent slept well since building my current project, and hope GNGM could save me 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\/@justin2025\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"justin2025\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@justin2025<\/a> Congratulations. And happy product launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/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 a lot for the support, Huisong! \u2764\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>So the name GNGM means “good night, good morning”?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ristan_nakko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ristan_nakko<\/a> yessir!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 do add a feature like sharing the sleeping time with family? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tetiana_hryshmanovska\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tetiana_hryshmanovska<\/a> thanks for asking! it’s something we’re exploring. no ETA yet, but we’ll give hints once it’s moving from idea to pipeline. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Night owl here. Kinda burned out on rings\/graphs. One simple check\u2011in sounds\u2026 doable. Curious what the wind\u2011down nudge feels like\u2014like a tiny prompt or more of a ritual? Either way, I could use gentler evenings. Saving to try this week.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alexcloudstar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexcloudstar<\/a> glad this resonated. wind-down nudge is just a gentle prompt by design. let me know how it feels when you try it. thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! \ud83d\udc4f<br \/>I haven\u2019t tried GNGM yet, but the concept immediately stood out to me. Most sleep apps feel heavy with data, graphs, and pressure but this focus on a simple nightly check-in and gentle cues sounds much more realistic for people who just want a calmer routine.<\/p>\n<p>I really like the idea of helping night-owls reset without turning it into another \u201cproject.\u201d The minimal, non-judgmental approach feels refreshing.<\/p>\n<p>A few questions out of curiosity:<\/p>\n<ol>\n<li>\n<p>How did you validate that a single nightly check-in is enough to build consistency?<\/p>\n<\/li>\n<li>\n<p>Do the prompts adapt over time, or are they intentionally kept static to avoid overwhelm?<\/p>\n<\/li>\n<li>\n<p>Are you planning integrations (Apple Health, reminders, etc.) or deliberately staying \u201cno-tracking\u201d?<\/p>\n<\/li>\n<\/ol>\n<p>Looks great – wishing you a smooth launch day! \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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really nice launch, GNGM team. From a clarity & onboarding lens: when a user opens the app for the first time, what\u2019s the <strong>one belief<\/strong> you want them to leave with in the first 10-15 seconds?<br \/>Is it:<br \/>\u2022 \u201cI\u2019m finally doing a simple routine I can stick with.\u201d<br \/>Or:<br \/>\u2022 \u201cThis app understands my late-night rhythm and doesn\u2019t judge it.\u201d<br \/>Because in habit-change tools, the biggest barrier isn\u2019t features\u2014it\u2019s the user\u2019s belief that change is possible <em>without pressure<\/em>. Curious how you\u2019re shaping 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\/@joydeep_pandey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joydeep_pandey<\/a> our aim in those first seconds is to signal that the user is stepping into something simple and supportive — not pressure-filled with a number of bells and whistles. a sense of “i can actually do this, and it fits how my nights really work.” that’s the belief we’re designing the onboarding around. cheers.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">#3<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/I5HGT62NEWZBOY\" class=\"app-title\">Documentation.AI<\/a><\/p>\n<div class=\"one-liner\">Build and update product documentation effortlessly with AI<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">369<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3eAI\u9a71\u52a8\u7684\u4ea7\u54c1\u6587\u6863\u5e73\u53f0\uff0c\u901a\u8fc7\u5185\u7f6eAI\u4ee3\u7406\u81ea\u52a8\u7f16\u5199\u548c\u7ef4\u62a4\u5185\u5bb9\uff0c\u5e76\u8fde\u63a5\u5f00\u53d1\u4e0e\u652f\u6301\u5de5\u5177\u83b7\u53d6\u4e0a\u4e0b\u6587\uff0c\u89e3\u51b3\u4e86\u56e2\u961f\u521b\u5efa\u3001\u66f4\u65b0\u6587\u6863\u8017\u65f6\u8d39\u529b\u4e14\u6587\u6863\u6613\u8fc7\u65f6\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\/1f62c3cc-4a56-4688-b004-6ec9ad70ac73.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/01df61af-a830-45a1-a0c9-a917f2cbff99.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3e207d68-cbb7-4769-9dc3-d24c6b6969ed.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/edaa34be-ab12-4b3b-a051-8ba2eff68e5b.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\/bea4ea65-02c9-4d64-a9c2-a0b7175d603f.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=8xEfNtACIvQ&feature=youtu.be\"><source src=\"https:\/\/www.youtube.com\/watch?v=8xEfNtACIvQ&feature=youtu.be\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u6587\u6863\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u5e93\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8fd0\u7ef4\u4e00\u4f53\u5316<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">AI\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u8bed\u4e49\u5316\u641c\u7d22<\/span><br \/>\n <span class=\"tag\">\u6587\u6863\u5373\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">\u6280\u672f\u652f\u6301\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u589e\u957f<\/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\u8bbe\u8ba1\u3001\u901f\u5ea6\u548cAI\u52a9\u624b\u529f\u80fd\u3002\u6838\u5fc3\u95ee\u9898\u96c6\u4e2d\u4e8eAI\u4ee3\u7406\u7684\u81ea\u52a8\u5316\u7a0b\u5ea6\uff08\u4e3b\u52a8\u5efa\u8bae\u66f4\u65b0\uff09\u3001\u4e0eGit\/\u652f\u6301\u5de5\u5177\u7684\u96c6\u6210\u8fdb\u5ea6\u3001\u79c1\u6709\u5316\u90e8\u7f72\u3001\u591a\u8bed\u8a00\u652f\u6301\u4ee5\u53ca\u81ea\u5b9a\u4e49\u6837\u5f0f\u6307\u5357\u3002\u56e2\u961f\u56de\u590d\u663e\u793a\u591a\u9879\u5173\u952e\u96c6\u6210\uff08\u5982Linear\u3001Jira\uff09\u548c\u81ea\u52a8\u751f\u6210\u529f\u80fd\u201c\u5373\u5c06\u63a8\u51fa\u201d\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Documentation.AI 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<\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u7528\u6237\u6700\u671f\u5f85\u7684\u662f\u5168\u81ea\u52a8\u3001\u57fa\u4e8e\u4e8b\u4ef6\u89e6\u53d1\u7684\u66f4\u65b0\uff0c\u8fd9\u8981\u6c42\u5176AI\u4ee3\u7406\u5177\u5907\u6781\u9ad8\u7684\u4ee3\u7801\u53d8\u66f4\u7406\u89e3\u4e0e\u9700\u6c42\u63d0\u70bc\u80fd\u529b\uff0c\u76ee\u524d\u4ecd\u5904\u4e8e\u201c\u7c7bCursor\u201d\u7684\u8f85\u52a9\u9636\u6bb5\u3002\u6b64\u5916\uff0c\u5176\u201c\u9ed8\u8ba4\u516c\u5f00Git\u4ed3\u5e93\u201d\u7684\u7b56\u7565\u66b4\u9732\u4e86\u5728\u4f01\u4e1a\u7ea7\u79c1\u6709\u5316\u3001\u5b89\u5168\u5408\u89c4\u573a\u666f\u4e0b\u7684\u6f5c\u5728\u6469\u64e6\u3002\u4ea7\u54c1\u7684\u6210\u8d25\u5c06\u4e0d\u53d6\u51b3\u4e8e\u5176\u5199\u4f5c\u4f53\u9a8c\uff0c\u800c\u53d6\u51b3\u4e8e\u5176\u4e0e\u5f00\u53d1\u3001\u652f\u6301\u5de5\u5177\u751f\u6001\u96c6\u6210\u7684\u6df1\u5ea6\u4e0e\u53ef\u9760\u6027\uff0c\u4ee5\u53ca\u5176AI\u4ee3\u7406\u5728\u590d\u6742\u4fe1\u606f\u4e2d\u8bc6\u522b\u201c\u9700\u6587\u6863\u5316\u5173\u952e\u70b9\u201d\u7684\u7cbe\u51c6\u5ea6\u3002\u5b83\u8bd5\u56fe\u6210\u4e3aAI\u65f6\u4ee3\u7684\u201c\u6587\u6863\u6c34\u7ba1\u5de5\u201d\uff0c\u4f46\u8fd9\u4e2a\u7ba1\u9053\u80fd\u5426\u627f\u53d7\u4f01\u4e1a\u7ea7\u6570\u636e\u6d41\u7684\u538b\u529b\uff0c\u4ecd\u9700\u89c2\u5bdf\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\">Documentation.AI<\/span>\n <\/div>\n<div class=\"comment-content\">Create beautiful, always-current product documentation with AI. A built-in AI agent helps you write and maintain content and connects to dev and support tools for context. Edit via web, AI agent, or docs-as-code. A built-in assistant gives users instant, cited answers, reducing support load.<\/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’re excited to launch <a href=\"http:\/\/Documentation.AI\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Documentation.AI<\/a>, a platform that makes it incredibly easy to build, maintain, and scale beautiful, AI-ready product documentation.<\/p>\n<\/p>\n<p>I’m Roop, co-founder of <a href=\"http:\/\/Documentation.AI\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Documentation.AI<\/a>. Over the past decade, my team and I have built products across video streaming, edtech, AI agents, and more. No matter the industry, we kept seeing the same issue: documentation was always deprioritized, outdated, or both.<\/p>\n<\/p>\n<p>But with the rise of AI, documentation has never been more critical. Tools like ChatGPT, Claude, Cursor, and other AI agents are becoming the primary way users discover, understand, and integrate products, and they rely entirely on your docs as their knowledge source. Your documentation isn\u2019t just a reference anymore; it\u2019s a growth channel.<\/p>\n<\/p>\n<p>We noticed three big problems teams face:<\/p>\n<ol>\n<li>\n<p><strong>Creating great docs is hard<\/strong> \u2014 designing, writing, and publishing takes forever.<\/p>\n<\/li>\n<li>\n<p><strong>Keeping them current is even harder<\/strong> \u2014 docs go stale the moment you ship new features.<\/p>\n<\/li>\n<li>\n<p><strong>Most docs aren\u2019t built for AI<\/strong> \u2014 despite AI agents depending on them, they\u2019re not structured for semantic search, embeddings, or MCP workflows.<\/p>\n<\/li>\n<\/ol>\n<h3>What makes us different<\/h3>\n<\/p>\n<p><strong>\u2728 Ship in under 5 minutes <\/strong>\u2014 Beautiful, fast docs out of the box, no design work required.<\/p>\n<p>\ud83d\udd04 <strong>Stay up-to-date effortlessly <\/strong>\u2014 Our built-in AI agent helps you write and maintain content. It can analyze Git commits, support tickets, and more.<\/p>\n<p>\ud83e\udd16 <strong>AI-ready by default <\/strong>\u2014 Structured for ChatGPT, Claude, and coding agents with MCP endpoints and semantic markup. Your docs show up where your users actually work.<\/p>\n<p>\ud83d\udee0 <strong>Flexible editing workflows <\/strong>\u2014 Use our web editor, AI agent, or a code editor\/coding agent via a docs-as-code workflow.<\/p>\n<p>\ud83d\udcac <strong>Built-in AI assistant <\/strong>\u2014 Users get instant, cited answers without leaving your docs, dramatically reducing support tickets.<\/p>\n<h3>We’d love your feedback on:<\/h3>\n<ul>\n<li>\n<p>What’s your biggest documentation pain point today?<\/p>\n<\/li>\n<li>\n<p>How do you keep your docs in sync with product\/API changes?<\/p>\n<\/li>\n<li>\n<p>What would make a tool like this indispensable for your team?<\/p>\n<\/li>\n<\/ul>\n<p>Happy to answer any questions! \ud83d\ude80<\/p>\n<p>You can also reach us via Slack if you want to chat directly.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>50<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@roopreddy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@roopreddy<\/a> shipping in under five minutes feels huge. Do you see teams adopting this for rapid prototyping docs too?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>41<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@roopreddy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@roopreddy<\/a> I absolutely love this!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@roopreddy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@roopreddy<\/a> Looks clean and easy! Congrats on your launch!<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congrats on launch! I like that the agent that audits for outdated sections and updates it. Something that a human writer would have done otherwise. \ud83d\ude42<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>40<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@odeth_negapatan1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@odeth_negapatan1<\/a> Thank you. As of now, the agent works more like a cursor. Integration with other tools like support, linear etc are coming soon. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>37<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! Do we ask the AI agent for updates or it automatically proactively suggests updates? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>40<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nuseir_yassin1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nuseir_yassin1<\/a> Thank you, Nuseir! Big fan. Right now the agent works more like a helper that you ask for updates, similar to Cursor. Background agents are coming soon, and they will proactively look at support tickets, code commits, PRDs and feedback to suggest updates on their own.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>36<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congrats @roopreddy and the team! Does the AI agent support custom linting rules or style guides yet?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>40<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kate_ramakaieva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kate_ramakaieva<\/a> Thanks so much! \ud83d\ude4c Custom linting rules aren\u2019t available yet, but our style guide support is currently in QA and on track to go live next week.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>39<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on shipping! The built-in AI assistant for users is super underrated; support teams will love this. \ud83d\ude00<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>39<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I really appreciate the focus on accessibility.<br \/>\nDocs should be fast and yours clearly are. BTW, I was testing your page load speed.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>39<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> Thanks a lot Abdul for checking it out. Speed is one of our top priorities, we still have room to get even faster, so your feedback means a lot.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>38<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Beautiful launch. From the landing page to the assets, everything is super clean and neat. Well done!!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>38<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@priyankamandal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@priyankamandal<\/a> Thank you so much! The team put a lot into making everything feel clean and polished. Glad it came through!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>39<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great work!! Any plans to support multi-language documentation with automatic translations or it already supports?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>37<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@himani_sah1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@himani_sah1<\/a> Thank you! We don’t have multi-language support yet. We will soon support it. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>36<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 your product access my Git and, based on that, generate or edit documentation itself?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>36<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@michael_vavilov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@michael_vavilov<\/a> Auto-generating\/updating docs based on Git commits is in the pipeline. It will be available soon. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>34<\/span>\n <\/div>\n<p> <span>\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 seriously impressive because the structure for semantic chunking is something most tools completely ignore.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>32<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kruti_parekh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kruti_parekh<\/a> Thanks you Kriti! Appreciate it. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>28<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 good, love the design. <\/p>\n<\/p>\n<p>Creates a public GH repo though be aware if you want your documentation to be private.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>29<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@boraoztunc\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@boraoztunc<\/a> Thank you!<br \/>Yes, we create a public repo by default as it\u2019s helpful for OSS and others, and it also simplifies onboarding technically. You can switch it to private at any time. We\u2019ll also make this clearer in the onboarding flow.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 integration with Jira\/Linear is super helpful. Devs and technical writers would love it. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>23<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zerotox\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zerotox<\/a> yes, context is everything for an agent to write better documentation. We will soon integrate important support, project management, and Code commits in the coming weeks.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>21<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the positioning. With AI agents everywhere, good documentation is becoming infrastructure, not a nice-to-have, but a must-have.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>22<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@iamanantgupta\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@iamanantgupta<\/a> Thank you, Anath!! Glad that it resonated with you. You put it even better..<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>17<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The looks great. <br \/>Definitely trying it out soon for for products. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>16<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@noel_mathew\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@noel_mathew<\/a> Thanks, Noel. Please ping us on Slack, if you need any help. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>15<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How you handle versioning across major releases? BTW, congrats on the launch<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@raihanshezan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@raihanshezan<\/a> Thanks, Raihan!<br \/>To handle versions, we have something called Dimensions. For example, version, language, or multi-product. These dimensions make it easier for both humans and AI agents to understand and work with the product. There\u2019s more detail about this in our docs.<br \/><a href=\"https:\/\/documentation.ai\/docs\/customization-and-configuration\/site-configuration#dimensions-layer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/documentation.ai\/docs\/customization-and-configuration\/site-configuration#dimensions-layer<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p> Love the design quality. Fast-loading docs with semantic structure feels like the future of technical writing.<\/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\/@ilya_korzun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ilya_korzun<\/a> thanks for your kind words!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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>Interesting approach with llms.txt. How customizable is the schema for complex API surfaces?<\/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\/@thisiskp_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thisiskp_<\/a> We support OpenAPI 3+ in both JSON and YAML. You can fully configure how your APIs are organized in the navigation, including grouping and filtering endpoints using tags, so it works well even for complex APIs<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch <a href=\"https:\/\/www.producthunt.com\/@roopreddy\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"roopreddy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@roopreddy<\/a> and Team! This resonates hard. We’ve struggled with keeping our API docs in sync with rapid feature releases for ResumeUp.AI. The Git commit analysis for auto-updates sounds promising.<\/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\/@hareesh_vemasani\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hareesh_vemasani<\/a> Thanks a lot Hareesh!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I love that you treat docs as a growth channel, Roop. That mindset is becoming so important with AI. \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ragsyme\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ragsyme<\/a> Thanks Raghav! Most of what I ask in ChatGPT, especially about the ends up pulling straight from documentation and related sources. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch \ud83c\udf89 \ud83c\udf89 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The MCP integration caught my eye. Does it work with self-hosted LLM setups 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\/@iftekharahmad\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@iftekharahmad<\/a> Yes. As long as your self-hosted LLM can act as an MCP client, it will work with the MCP integration<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 toughest is to deciding what actually needs documenting versus what\u2019s just noise. Products evolve every week, but not every update deserves a rewrite. Finding that balance between being comprehensive and being clear is honestly the struggle.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@samantha_den\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samantha_den<\/a> absolutely agree. Not everything is worth documenting. That’s why important to have human in the loop solutions rather than leaving everything to AI<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Product teams always struggle with outdated API docs. The monitoring of support tickets is a brilliant add-on \ud83d\ude00<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@raghavendra_devadiga4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@raghavendra_devadiga4<\/a> Thanks for your kind words!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really awesome. Is there a provision in the generated docs to handle SEO, SEMs, LLM listings, etc., properly? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chilarai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chilarai<\/a> Thank you! We\u2019ve put a lot of thought into giving you as much control as possible. You can configure all of these options from the Settings section of the dashboard, and page-specific settings from the page metadata. If you\u2019re using an IDE, you can configure them in the documentation.json<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">#4<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/RLLJFS7U5UYUE3\" class=\"app-title\">Compass<\/a><\/p>\n<div class=\"one-liner\">Ask Slack about your data and get answers instantly in chat<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">338<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u539f\u751f\u96c6\u6210\u5728Slack\u4e2d\u7684AI\u6570\u636e\u52a9\u624b\uff0c\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u67e5\u8be2\uff0c\u8ba9\u4e1a\u52a1\u56e2\u961f\u80fd\u76f4\u63a5\u4ece\u6570\u636e\u4ed3\u5e93\u4e2d\u5373\u65f6\u83b7\u53d6\u6df1\u5ea6\u4e1a\u52a1\u6d1e\u5bdf\uff0c\u89e3\u51b3\u4e86\u8de8\u90e8\u95e8\u6570\u636e\u4f9d\u8d56\u5bfc\u81f4\u7684\u201c\u77e5\u5176\u7136\u4e0d\u77e5\u5176\u6240\u4ee5\u7136\u201d\u548c\u7b49\u5f85\u5468\u671f\u957f\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\/1cb5c5f3-6317-4d5c-94a2-3fa973501c28.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e39ee1b0-d6ed-4096-a820-d3468c524809.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c5d55d37-09d4-48f7-bdbd-7fa66150bdb9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1ae0d793-ebe2-4518-aa0b-ae2ff711650e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9884ecd0-edb8-4652-add8-3c0d9ac35618.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\/80a03068-deab-4ead-9e87-53ec4243b091.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/ZDgefJykV34\"><source src=\"https:\/\/youtu.be\/ZDgefJykV34\" 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\">Slack<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Data & Analytics<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6570\u636e\u67e5\u8be2\u4e0e\u5206\u6790<\/span><br \/>\n <span class=\"tag\">Slack\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u5546\u4e1a\u667a\u80fd<\/span><br \/>\n <span class=\"tag\">AI\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u6c11\u4e3b\u5316<\/span><br \/>\n <span class=\"tag\">GitOps<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u6d1e\u5bdf<\/span><br \/>\n <span class=\"tag\">\u534f\u4f5c\u5206\u6790<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u201c\u6570\u636e\u83b7\u53d6\u96be\u201d\u75db\u70b9\u7684\u4ef7\u503c\uff0c\u8ba4\u4e3a\u201c\u804a\u5929\u5373\u5206\u6790\u201d\u6a21\u5f0f\u76f4\u89c2\u9ad8\u6548\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\uff1a\u5177\u4f53\u4f7f\u7528\u573a\u666f\u3001GitOps\u4e0a\u4e0b\u6587\u7ba1\u7406\u673a\u5236\u3001\u6a21\u7cca\u67e5\u8be2\u5904\u7406\u3001\u591a\u5e73\u53f0\u652f\u6301\u8ba1\u5212\uff0c\u4ee5\u53ca\u590d\u6742\u67e5\u8be2\u4e0e\u591a\u6e90\u6570\u636e\u6574\u5408\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 Compass\u5e76\u975e\u53c8\u4e00\u4e2a\u7b80\u5355\u7684\u201cChat for Data\u201d\u73a9\u5177\uff0c\u5176\u771f\u6b63\u950b\u8292\u5728\u4e8e\u8bd5\u56fe\u7528\u5de5\u7a0b\u5316\u601d\u7ef4\u89e3\u51b3AI\u6570\u636e\u4ea7\u54c1\u7684\u6838\u5fc3\u987d\u75be\uff1a\u6df7\u4e71\u4e0e\u5931\u63a7\u3002\u4ea7\u54c1\u5b9a\u4f4d\u6781\u5176\u805a\u7126\u2014\u2014\u6df1\u8015Slack\u573a\u666f\uff0c\u653e\u5f03\u5927\u800c\u5168\u7684\u72ec\u7acb\u5e73\u53f0\uff0c\u8fd9\u65e2\u662f\u7cbe\u51c6\u7684\u6e20\u9053\u7b56\u7565\uff0c\u4e5f\u6df1\u523b\u7406\u89e3\u4e86\u201c\u6570\u636e\u6d88\u8d39\u201d\u53d1\u751f\u7684\u771f\u5b9e\u4e0a\u4e0b\u6587\uff0c\u964d\u4f4e\u4e86\u4f7f\u7528\u95e8\u69db\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u6839\u672c\u6027\u5dee\u5f02\u201d\u4e2d\uff0c\u201cGitOps\u652f\u6301\u7684\u4e0a\u6587\u7ba1\u7406\u201d\u624d\u662f\u6f5c\u5728\u7684\u62a4\u57ce\u6cb3\u3002\u5b83\u5c06AI\u9ed1\u7bb1\u4e2d\u6700\u4e3a\u5173\u952e\u7684\u201c\u4e1a\u52a1\u4e0a\u4e0b\u6587\u201d\u5b9a\u4e49\u3001\u66f4\u65b0\u4e0e\u5ba1\u6838\u6d41\u7a0b\u5316\u3001\u7248\u672c\u5316\uff0c\u8ba9\u6570\u636e\u56e2\u961f\u91cd\u638c\u63a7\u5236\u6743\u3002\u8fd9\u76f4\u63a5\u56de\u5e94\u4e86\u4f01\u4e1a\u90e8\u7f72AI\u65f6\u6700\u5927\u7684\u987e\u8651\uff1a\u5982\u4f55\u9632\u6b62AI\u80e1\u8a00\u4e71\u8bed\uff0c\u4ee5\u53ca\u5982\u4f55\u8ba9\u4e1a\u52a1\u77e5\u8bc6\u6c89\u6dc0\u4e3a\u53ef\u7ba1\u7406\u7684\u8d44\u4ea7\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u5728\u4e3a\u201c\u4e0a\u4e0b\u6587\u5de5\u7a0b\u201d\u5efa\u7acb\u8f6f\u4ef6\u5f00\u53d1\u751f\u547d\u5468\u671f\uff0c\u662f\u8fc8\u5411\u4f01\u4e1a\u7ea7\u53ef\u9760\u6027\u7684\u5173\u952e\u4e00\u6b65\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u6311\u6218\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u5176\u201c\u591a\u4eba\u5728\u7ebf\u534f\u4f5c\u201d\u7684\u7406\u60f3\u72b6\u6001\u9ad8\u5ea6\u4f9d\u8d56\u7ec4\u7ec7\u5185\u5df2\u5b58\u5728\u7684\u6570\u636e\u7d20\u517b\u548c\u534f\u4f5c\u6587\u5316\uff0c\u5426\u5219\u7ebf\u7a0b\u4e2d\u4ecd\u5c06\u662f\u6df7\u4e71\u7684\u566a\u97f3\u3002\u5176\u6b21\uff0c\u5c06\u590d\u6742\u5206\u6790\u538b\u7f29\u81f3Slack\u5bf9\u8bdd\u6d41\uff0c\u5728\u5e94\u5bf9\u9700\u8981\u591a\u6b65\u63a2\u7d22\u3001\u6df1\u5ea6\u94bb\u53d6\u7684\u573a\u666f\u65f6\uff0c\u5176\u4ea4\u4e92\u6df1\u5ea6\u53ef\u80fd\u6210\u4e3a\u74f6\u9888\u3002\u6700\u540e\uff0c\u4f5c\u4e3aDagster\u65d7\u4e0b\u7684\u4ea7\u54c1\uff0c\u5176\u957f\u671f\u6218\u7565\u662f\u6210\u4e3a\u5176\u6570\u636e\u5e73\u53f0\u751f\u6001\u7684\u201c\u4ea4\u4e92\u5c42\u201d\uff0c\u8fd8\u662f\u65e8\u5728\u6210\u4e3a\u72ec\u7acb\u7684\u6700\u4f73\u5355\u54c1\uff0c\u8fd9\u5c06\u5f71\u54cd\u5176\u96c6\u6210\u5e7f\u5ea6\u548c\u529f\u80fd\u6f14\u8fdb\u8def\u5f84\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cCompass\u662f\u4e00\u6b21\u6709\u4ef7\u503c\u7684\u201c\u964d\u7ef4\u6253\u51fb\u201d\uff1a\u5c06\u6570\u636e\u6d1e\u5bdf\u4ece\u4e13\u4e1a\u5de5\u5177\u4e2d\u89e3\u653e\uff0c\u690d\u5165\u9ad8\u9891\u534f\u4f5c\u6d41\u3002\u5b83\u7684\u6210\u529f\u4e0d\u53d6\u51b3\u4e8eAI\u6709\u591a\u806a\u660e\uff0c\u800c\u53d6\u51b3\u4e8e\u80fd\u5426\u5c06\u201c\u63d0\u95ee-\u56de\u7b54-\u6f84\u6e05-\u786e\u8ba4\u201d\u8fd9\u4e00\u6570\u636e\u534f\u4f5c\u5faa\u73af\uff0c\u53d8\u5f97\u5982\u65e5\u5e38\u804a\u5929\u822c\u81ea\u7136\u4e14\u53ef\u8ffd\u6eaf\u3002\u8fd9\u6761\u8def\u8d70\u901a\u4e86\uff0c\u4fbf\u662f\u6570\u636e\u5e73\u6c11\u5316\u7684\u5173\u952e\u4e00\u6b65\uff1b\u82e5\u6d41\u4e8e\u8868\u9762\uff0c\u5219\u53ef\u80fd\u53ea\u662f\u53e6\u4e00\u4e2a\u6619\u82b1\u4e00\u73b0\u7684\u804a\u5929\u673a\u5668\u4eba\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\">Compass<\/span>\n <\/div>\n<div class=\"comment-content\">Compass puts data in your teams’ hands, right in Slack. Ask in plain language and get instant insights from your warehouse, our prospecting data, or both. From tracking pipeline to sourcing leads, Compass helps every team move faster. Analysts stay in control with GitOps backed context that keeps things clean, clear, and far from AI chaos.<\/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, I\u2019m Pete, CEO at Dagster! We just launched Compass: collaborative AI-powered insights in Slack powered by your data warehouse. Finally, you can get to the \u201cwhy\u201d behind your metrics in seconds, not days.<\/p>\n<p>We originally built Compass as an internal tool to solve our own business problems. We have a great data team, and built out a comprehensive data warehouse containing all of our critical business data like sales opportunities, marketing campaign performance, and product engagement analytics.<\/p>\n<\/p>\n<p>However, we struggled to really leverage this data at our organization. Our BI dashboards were great at telling us the \u201cwhat\u201d – how our sales pipeline is trending, how many DAUs we have vs MAUs, what our AWS spend was last week, etc – but it didn\u2019t tell us the \u201cwhy.\u201d Why is pipeline down? Why did DAUs spike? What drove our AWS spend increase? Etc.<\/p>\n<\/p>\n<p>We had these sorts of questions on a daily basis. And every time we did, we\u2019d file a ticket for our excellent data or revops teams, interrupt their day, and wait a few hours or day or two to get an answer.<\/p>\n<p>Like many companies, we built an internal Slackbot to solve this problem. Anyone could ask it a question in natural language, and it would return an answer, complete with data visualizations and its methodology.<\/p>\n<p>It took off like wildfire, and a majority of our employees started using it on a weekly basis. We decided to turn this internal tool into a fully supported product offering we\u2019re calling Compass.<\/p>\n<p><strong>How Compass is different<\/strong><\/p>\n<p>We took a different approach than a lot of other AI tools in this space.<\/p>\n<p><strong>\ud83d\udda5\ufe0fSlack native.<\/strong> We exist solely within Slack. There\u2019s no separate web app to long into, so it\u2019s easy for users to get started immediately.<\/p>\n<\/p>\n<p><strong>\ud83d\udc65Fundamentally multiplayer.<\/strong> We let data people, business stakeholders, and AI all work together seamlessly to iterate to the right answer.<\/p>\n<\/p>\n<p><strong>\ud83c\udfcb\ufe0fProactive.<\/strong> In addition to answering questions, Compass will deliver personalized data insights every day, surfacing useful trends and starting points for analysis. One of our customers (a highly successful tech unicorn) found a support issue impacting $10mm+ in revenue in the first week.<\/p>\n<p><strong>\ud83e\udde0Crowdsourced business context.<\/strong> This is our secret sauce: we automatically and continuously learn business context based on properties of the data, characteristics of the business, and, most importantly, end-user interactions.<\/p>\n<\/p>\n<p>All of this is governed by a gitops workflow, which keeps the data team in control and brings a real SDLC to context engineering.<\/p>\n<\/p>\n<p><strong>Who is it for?<\/strong><\/p>\n<p>Compass is about bridging the data team and the business. Data teams – anyone that manages a modern data warehouse like Snowflake, Databricks, BigQuery or Athena – will benefit, as will their stakeholders: sales leaders, marketing leaders, recruiting leaders, executives, as well as ICs.<\/p>\n<\/p>\n<p>Get started at <a href=\"http:\/\/compass.dagster.io\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">compass.dagster.io<\/a>. Onboarding only takes a few minutes, and if you sign up before the end of the year your first month is free!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>14<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@floydophone\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@floydophone<\/a> Hey! I\u2019m a 16 y\/o tech entrepreneur building foundrlist .com a space where makers get more visibility and people discover exciting new products.<\/p>\n<p>If you\u2019re interested, feel free to add your product. I genuinely think it would be an amazing fit! \ud83d\ude80<\/p>\n<p>FoundrList is growing fast we\u2019re getting 1,000+ new visitors daily and 100+ new products listed every week, so your support would directly help expand something that\u2019s already taking off.<\/p>\n<p>Thanks so much!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@floydophone\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@floydophone<\/a> Such a smart solution to a common problem. I can definitely see the use case for this. Giving you some support! (I’m launching today as well, wishing us both luck in the rankings!)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>If you dont mind me asking? What are the 3 top use-cases for this?<\/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\/@conduit_design\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@conduit_design<\/a> From what weve seen internally and with our early customers, its been a major unblocker for non-data users that dont want to fiddle around with a dashboard or the warehouse. With that being said:<\/p>\n<ol>\n<li>\n<p>Sales prospecting <\/p>\n<\/li>\n<li>\n<p>Product Managers understanding feature bottlenecks and adoption<\/p>\n<\/li>\n<li>\n<p>Customer success user understanding and proactive suggestions<\/p>\n<\/li>\n<\/ol>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Strong launch Pete. Compass feels powerful and focused. Congrats to you and the team.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@nimaaksoy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nimaaksoy<\/a> Thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is the kind of thing that makes you wonder why every data tool isn\u2019t just\u2026 in chat already. Nice launch! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does GitOps-backed context actually work in practice? are all changes versioned and reviewable before going live? Congrats. <\/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\/@himani_sah1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@himani_sah1<\/a> The data team has access to the git repo where the context is stored, when someone in a compass thread makes a context update like “Claire and Jeff are CSMs not AEs, remember that for the future” A pull request is opened up in the context store for them to review and merge. The context is also automatically updated on a cadence to make sure its fresh<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on launch! Dagster Cloud looks super clean.<br \/>What\u2019s the first \u201coh wow\u201d moment you want new users to experience when they jump in?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@joydeep_pandey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joydeep_pandey<\/a> the oh wow moment for me was asking Compass to perform a multi-step complex analysis that I always wanted to and didnt have the time. And then iterating in the thread by going back and forth around a few scenarios to get to a final answer and actionable insight.<\/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>How does Compass handle ambiguous or poorly phrased queries in Slack? Does it ask clarifying questions or make assumptions?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>@nuseir_yassin1, the compass bot will ask clarifying questions in the Slack thread. Oftentimes, we see the data team or a informed stakeholder will jump into a thread and provide additional context to guide the conversation towards higher quality insights. Under the hood, Compass iterates over a few possible solutions until it finds the most optimal one. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 expand Compass to other collaboration platforms (e.g., Microsoft Teams) for teams using alternative workplace tools? Also, will Dagster offer pre-built connectors for top data warehouses (e.g., Snowflake, BigQuery) to accelerate onboarding for new users?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/products\/dagster-cloud\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"dagster-cloud\" target=\"_blank\" rel=\"noopener\">@Dagster<\/a> Asking Slack about your data and getting instant answers is a game changer for productivity! Chat based data queries eliminate the need to context switch between tools. <\/p>\n<p>How does Compass handle complex queries that might require joins or aggregations across multiple data sources? <\/p>\n<p>Are teams able to customize the natural language understanding for industry specific terminology? The real time aspect in Slack is brilliant for keeping workflows seamless.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 could see how our tool could benefit from Dagster\u2019s orchestrated, reliable data workflows to streamline automation and analytics \u2014 I\u2019ll go check out this launch and dig in further.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>How do you handle conflicting interpretations from multiple stakeholders asking questions in Slack?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Absolutely amazing!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Dashboards tell you what, Compass finally tells you why\u2014right where teams already live in Slack. Feels like a superpower for anyone tired of pinging RevOps for \u2018just one more chart\u2019.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#5<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/I2SJLJUT3A6LM7\" class=\"app-title\">Protaig\u00e9<\/a><\/p>\n<div class=\"one-liner\">Your AI marketing agency that launches branded campaigns<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">255<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Protaig\u00e9 \u662f\u4e00\u4e2a\u4e91\u7aefAI\u8425\u9500\u4ee3\u7406\uff0c\u901a\u8fc7\u6574\u5408\u7b56\u7565\u3001\u6587\u6848\u548c\u8bbe\u8ba1\u5de5\u4f5c\u6d41\uff0c\u5728\u51e0\u5206\u949f\u5185\u751f\u6210\u7b26\u5408\u54c1\u724cDNA\u7684\u5b8c\u6574\u8425\u9500\u6d3b\u52a8\uff0c\u89e3\u51b3\u4e86\u8425\u9500\u56e2\u961f\u5728\u8ffd\u6c42\u901f\u5ea6\u4e0e\u4fdd\u6301\u54c1\u724c\u4e00\u81f4\u6027\u4e4b\u95f4\u96be\u4ee5\u4e24\u5168\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\/e2cce1ba-7cb1-4d8a-b261-d2713d464b48.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\/6ac92663-b502-4b63-9175-523f4257dc50.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/736b0f6d-9f3d-4e20-a09a-f89ff50bc35a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3c927ff0-64fd-40b3-b3a8-73d7f5bce916.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/29c644cd-319d-4fc2-acf4-0d10441ca3d7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b0dccf8e-570f-4da4-9697-d3c6ae177fc1.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\/c8ca9a17-6dd4-4812-9224-690edfa67001.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/tR46JM_mUf4\"><source src=\"https:\/\/youtu.be\/tR46JM_mUf4\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Marketing automation<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8425\u9500\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u7aef\u5230\u7aef\u6d3b\u52a8\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u4e00\u81f4\u6027\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4e91\u7aef\u521b\u610f\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u6d3b\u52a8\u751f\u4ea7<\/span><br \/>\n <span class=\"tag\">\u54c1\u724cDNA<\/span><br \/>\n <span class=\"tag\">\u591a\u667a\u80fd\u4f53\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u8de8\u6e20\u9053\u8425\u9500<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">B2B<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u201c\u7aef\u5230\u7aef\u751f\u6210\u201d\u548c\u201c\u54c1\u724cDNA\u201d\u6982\u5ff5\uff0c\u8ba4\u4e3a\u80fd\u89e3\u51b3\u4f20\u7edfAI\u5de5\u5177\u8f93\u51fa\u96f6\u6563\u3001\u7f3a\u4e4f\u54c1\u724c\u7075\u9b42\u7684\u95ee\u9898\u3002\u4e3b\u8981\u95ee\u9898\/\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u54c1\u724c\u8bed\u8c03\u6355\u6349\u7684\u51c6\u786e\u6027\u9a8c\u8bc1\u3001\u4e0e\u793e\u4ea4\/\u90ae\u4ef6\u5e73\u53f0\u7684\u76f4\u63a5\u96c6\u6210\u6df1\u5ea6\u3001\u4ee5\u53ca\u5185\u90e8\u662f\u5426\u201c\u81ea\u98df\u5176\u679c\u201d\u4f7f\u7528\u4ea7\u54c1\u3002\u56e2\u961f\u56de\u590d\u79ef\u6781\uff0c\u900f\u9732\u4e86\u6280\u672f\u9009\u578b\uff08\u5982Nano Banana\uff09\u548c\u672a\u6765\u96c6\u6210\u8ba1\u5212\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Protaig\u00e9 \u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u6210\u4e3a\u53e6\u4e00\u4e2aAI\u6587\u6848\u6216\u8bbe\u8ba1\u5de5\u5177\uff0c\u800c\u65e8\u5728\u6210\u4e3a\u8425\u9500\u6d3b\u52a8\u7684\u201c\u81ea\u52a8\u9a7e\u9a76\u7cfb\u7edf\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u5355\u7eaf\u53e0\u52a0\u591a\u4e2aAI\u4efb\u52a1\uff0c\u800c\u662f\u6784\u5efa\u4e86\u4e00\u4e2a\u4ee5\u201c\u54c1\u724cDNA\u201d\u4e3a\u63a7\u5236\u6838\u5fc3\u3001\u7b56\u7565\u4e3a\u5148\u7684\u51b3\u7b56\u95ed\u73af\u3002\u8fd9\u76f4\u51fb\u4e86\u5f53\u524d\u4f01\u4e1a\u5e94\u7528\u751f\u6210\u5f0fAI\u7684\u6838\u5fc3\u5c34\u5c2c\uff1a\u5355\u70b9\u5de5\u5177\u6548\u7387\u63d0\u5347\u7684\u201c\u526f\u4ea7\u54c1\u201d\u662f\u54c1\u724c\u8d44\u4ea7\u7684\u788e\u7247\u5316\u548c\u7ba1\u7406\u6210\u672c\u7684\u6fc0\u589e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5c06\u54c1\u724c\u6307\u5357\u3001\u7528\u6237\u753b\u50cf\u7b49\u975e\u7ed3\u6784\u5316\u6570\u636e\u8f6c\u5316\u4e3aAI\u53ef\u6267\u884c\u7684\u201c\u62a4\u680f\u201d\uff0c\u8fd9\u662f\u4e00\u4e2a\u5173\u952e\u7684\u6280\u672f\u4e0e\u4ea7\u54c1\u8bbe\u8ba1\u95e8\u69db\u3002\u5b83\u8bd5\u56fe\u5c06\u54c1\u724c\u7ba1\u7406\u4ece\u6602\u8d35\u7684\u4eba\u529b\u5ba1\u6838\u6d41\u7a0b\uff0c\u8f6c\u53d8\u4e3a\u53ef\u7f16\u7801\u3001\u53ef\u9884\u8bbe\u7684\u89c4\u5219\u7cfb\u7edf\u3002\u7136\u800c\uff0c\u5176\u6700\u5927\u6311\u6218\u4e5f\u5728\u4e8e\u6b64\uff1a\u201c\u54c1\u724c\u7075\u9b42\u201d\u80fd\u5426\u88ab\u5b8c\u5168\u7ed3\u6784\u5316\uff1f\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u8bed\u8c03\u51c6\u786e\u6027\u201d\u7684\u7591\u8651\u6b63\u662f\u8fd9\u4e00\u6311\u6218\u7684\u4f53\u73b0\u3002AI\u53ef\u4ee5\u5b66\u4e60\u89c4\u5219\uff0c\u4f46\u7406\u89e3\u54c1\u724c\u4e0e\u53d7\u4f17\u4e4b\u95f4\u5fae\u5999\u7684\u60c5\u7eea\u8fde\u63a5\u662f\u53e6\u4e00\u56de\u4e8b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u5176\u201c\u7b56\u7565\u4f18\u5148\u201d\u7684\u6d41\u7a0b\u662f\u5bf9\u5f53\u524d\u201c\u63d0\u793a\u8bcd\u5373\u7b56\u7565\u201d\u7684\u8349\u6839\u5f0fAI\u5e94\u7528\u7684\u4e00\u79cd\u5347\u7ef4\u6253\u51fb\u3002\u5b83\u4e0d\u518d\u7b49\u5f85\u7528\u6237\u7ed9\u51fa\u5b8c\u7f8e\u6307\u4ee4\uff0c\u800c\u662f\u5c1d\u8bd5\u901a\u8fc7\u4ea4\u4e92\u8865\u5168\u8425\u9500\u7b80\u62a5\uff0c\u8fd9\u5b9e\u9645\u4e0a\u662f\u5728\u6559\u80b2\u5e02\u573a\u3001\u91cd\u5851\u5de5\u4f5c\u6d41\u3002\u98ce\u9669\u5728\u4e8e\uff0c\u6210\u719f\u8425\u9500\u56e2\u961f\u662f\u5426\u613f\u610f\u5c06\u7b56\u7565\u6784\u601d\u7684\u201c\u9ed1\u7bb1\u201d\u90e8\u5206\u6258\u4ed8\u7ed9AI\uff1f\u8fd9\u6216\u8bb8\u89e3\u91ca\u4e86\u5176\u521d\u671f\u76ee\u6807\u7528\u6237\u66f4\u53ef\u80fd\u662f\u4eba\u624b\u7d27\u7f3a\u7684\u521d\u521b\u56e2\u961f\u548c\u4e2d\u5c0f\u578b\u4f01\u4e1a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cProtaig\u00e9 \u662f\u5728\u552e\u5356\u201c\u53ef\u63a7\u7684\u89c4\u6a21\u5316\u521b\u610f\u201d\u3002\u5982\u679c\u5176\u54c1\u724cDNA\u7cfb\u7edf\u7ecf\u5f97\u8d77\u590d\u6742\u54c1\u724c\u7684\u8003\u9a8c\uff0c\u5b83\u5c06\u4ece\u5de5\u5177\u6f14\u53d8\u4e3a\u57fa\u7840\u8bbe\u65bd\uff0c\u6210\u4e3a\u4f01\u4e1a\u6570\u5b57\u8425\u9500\u7684\u201c\u64cd\u4f5c\u7cfb\u7edf\u201d\u3002\u53cd\u4e4b\uff0c\u82e5\u53ea\u80fd\u5904\u7406\u4e2d\u89c4\u4e2d\u77e9\u7684\u54c1\u724c\u8868\u8fbe\uff0c\u5b83\u5219\u53ef\u80fd\u6ca6\u4e3a\u4e00\u4e2a\u66f4\u9ad8\u6548\u7684\u6a21\u677f\u5316\u5185\u5bb9\u751f\u4ea7\u5668\u3002\u5176\u6210\u8d25\uff0c\u7cfb\u4e8e\u201c\u7406\u89e3\u54c1\u724c\u201d\u7684\u6df1\u5ea6\uff0c\u800c\u975e\u201c\u751f\u6210\u5185\u5bb9\u201d\u7684\u5e7f\u5ea6\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Protaig\u00e9<\/span>\n <\/div>\n<div class=\"comment-content\">Delivering complete, ready-to-launch campaigns in minutes, not weeks. What makes Protaig\u00e9 different: It doesn’t generate headlines or banners. It generates the whole thing. AI agents work together on strategy, copywriting, and design – just like a real creative team. Your Brand DNA sits at the core, controlling every output. Guidelines, personas, products, and assets become guardrails ensuring campaigns stay on-brand across channels and markets. No fragments. No delays. Complete campaigns.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey folks!<\/p>\n<p>We built Protaig\u00e9 because we saw marketing teams facing a difficult choice: sacrifice brand consistency to move fast, or slow down to maintain quality. We wanted to build a third option: an <strong>AI system that understands your brand as well as you do<\/strong>.<\/p>\n<p>Protaig\u00e9 is a creative agency in the cloud. It takes you from a simple brief to a full campaign in minutes.<\/p>\n<p>Here is what makes us different:<\/p>\n<\/p>\n<p>\ud83d\ude80 <strong>End-to-End Production:<\/strong> Protaig\u00e9 automates the entire campaign production process. From your initial brief to the final export, we build every asset in one connected workflow. Unlike many other AI tools that are point solutions and handle just one task like copywriting or banner generation. <\/p>\n<p>\ud83e\uddec <strong>Brand DNA<\/strong>: Generic AI output often sounds soulless. We allow you to upload your brand guidelines and other relevant brand assets and documents. Our system ingests this to ensure every output aligns with your voice and visual identity.<\/p>\n<p>\ud83d\udca1 <strong>Strategy First<\/strong>: Most tools skip straight to execution. Protaig\u00e9 starts with strategy by completing the marketing brief and then developing distinct creative concepts for you to review and approve before it builds a single asset.<\/p>\n<p>Who is this for? We designed this for marketing teams and founders who need to scale output without scaling headcount. Whether you need a tactical push or an integrated campaign, Protaig\u00e9 handles the heavy lifting.<\/p>\n<p>Our Launch Offer: We are currently in Public Beta.<br \/>– Campaign Lite: <strong>You can try the platform on our free plan<\/strong>.<br \/>– Campaign Plus: For this launch, we offer a 75% discount on our Plus plan ($49\/month) for small teams.<\/p>\n<p>We want your feedback. Specifically, does the Brand DNA capture your tone correctly?<\/p>\n<p>Excited to hear your thoughts! \ud83d\udc47<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@wawagilewski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@wawagilewski<\/a> brand dna bit sounds huge, generic ai always feels flat. curious if it really nails tone tho<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@wawagilewski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@wawagilewski<\/a> This looks solid. Congrats on the launch! I just put my own app live today too, so I know how much work went into 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\">are y’all using nanobanana? in curious, how are you tackling the text shape retention and are you getting variety in fonts?<\/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\/@ssindhia\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ssindhia<\/a> Protaig\u00e9 fully retains your brand’s original designs, even when using generative AI for images (and yes, we use Nano Banana). That has been a conscious choice from Day 1. <\/p>\n<p>The way we achieve it is by limiting what the AI can generate to specific elements that are relevant for marketing campaigns. The most frequent use cases are producing variations of the hero image to A\/B test, personalise, or localise the campaign. The rest of the designs stays true to the brand – so even if, hypothetically, a user went rogue, they wouldn’t be able to break the design rules set by their company’s brand team!<\/p>\n<p>Design kits, as well as fonts, and the other brand assets (logos, colours, graphics, icons, photos) are all part of the Brand DNA that is defined at account setup and that serves as the foundation for anything Protaig\u00e9 generates.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great! Do you also manage social media and email campaigns from your dashboard?<\/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\/@chilarai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chilarai<\/a> Yup of course. You can create campaigns and then use them across different channels – social, emails, search ads etc.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chilarai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chilarai<\/a> You can produce campaign assets for these channels within the platform and export them for upload. We’re adding direct integrations with popular social platforms and a native publishing feature – coming real soon!<\/p>\n<p>Do you mind telling me what platforms\/clients you’re currently using?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It looks so easy to create a campaign! Great tool, my congrats!<br \/>And I was the 200th person to upvote Protaige \ud83d\ude00<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tetiana_hryshmanovska\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tetiana_hryshmanovska<\/a> Thanks 200 times then! \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>Seeing a full campaign appear instead of random headlines feels refreshing. No patching thigs together anymore.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@simran_kumar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@simran_kumar<\/a> Spot on. Let us know about the rest of your experience!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very smooth process!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@osakasaul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@osakasaul<\/a> Thanks so much for the feedback! Have you gone through the entire brand setup process? (I’m not able to guess which one of the signups we got today is yours!)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Seeing a full campaign appear instead of random headlines feels refreshing. No patching things together anymore.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shawn_idrees\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shawn_idrees<\/a> Thanks for the feedback and yes, indeed, we’re very much focused on the end-to-end campaign production workflow. Unlike the myriad of AI point solutions out there that operate in a vaccum and give you only disconnected pieces…<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really like the strategy first approach here. Most AI tools jump straight into spitting out assets, but campaigns only work when the thinking is solid. The Brand DNA angle is also interesting. Generic AI copy is a real issue when you\u2019re trying to protect a brand’s voice. Excited to see how well it adapts to different tone guidelines.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@adnan_gradascevic\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adnan_gradascevic<\/a> Thanks for the feedback, glad the product resonates. I saw you’ve also launched today – congrats and wishing you all the best \ud83d\ude09<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@wawagilewski\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"wawagilewski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@wawagilewski<\/a> An AI marketing agency that launches branded campaigns is ambitious! The automation of campaign creation saves agencies and marketers massive amounts of time. <\/p>\n<p>How does Protaig\u00e9 maintain brand consistency across different campaign types? Are users able to input brand guidelines and tone of voice so the AI stays on brand? <\/p>\n<p>Curious about how it handles campaign performance tracking and optimization over time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congratulations on your product launch! <\/p>\n<p>Nice product concept. Would love to give it a spin. Wish you guys all the very best. \ud83d\udc4d\ud83c\udffb<\/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\/@agzee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@agzee<\/a> Thanks a bunch! Do give it a try and let us know how we can make it 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Did you use Protaig\u00e9 to create the marketing assets for Protaig\u00e9?<\/div>\n<div class=\"comment-actions\">\n<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\/@nathan_darma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nathan_darma<\/a> If you’re asking about our website, then yes, we demonstrate assets that were generated in Protaig\u00e9\u2014display ads, emails, social posts, banners. We’re also generating search ads, social ads, and landing pages for our ad campaign, so you can see we use Protaig\u00e9 to scratch our own itch \u263a\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@nathan_darma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nathan_darma<\/a> Love this question. All our static assets are made in Protaig\u00e9 with a human in the loop. Video is still in development, so those are currently done in-house, with Protaig\u00e9 generated concepts. If we\u2019re not using it ourselves, how can we expect anyone else to?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>digital marketers need to pay very close attention to products like this. Would love to give it a try for my side projects.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@dbg1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dbg1<\/a> Thanks and feel free to create an account for as many brands as you like. <br \/>One thing worth pointing out is that Protaig\u00e9 falls within the purview of traditional marketers too, as it can generate all kinds ofoffline assets from billboards to flyers and extend those digital campaigns into out-of-home channels!<br \/>PS. I think I know your brother \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dbg1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dbg1<\/a> Hey I might know your brother too!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The connected workflow approach could really help avoid the disjointed outputs we see with multiple AI tools.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> That’s one of the main reasons we built this. As a creative agency owner (or ex-owner now), we were frustrated by the copy-pasting between platforms.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Excellent launch, Protaig\u00e9 team. From a clarity & onboarding lens: when a marketing lead opens Protaig\u00e9 for the first time, what\u2019s the <em>one belief<\/em> you want them to hold in the first 10-15 seconds?<br \/>Is it:<br \/>\u2022 \u201cI can launch a full on-brand campaign in minutes, not weeks.\u201d<br \/>Or:<br \/>\u2022 \u201cThis system already knows my brand\u2019s DNA\u2014my work aligns automatically.\u201d<br \/>Because in tools promising \u201cspeed + brand alignment,\u201d the biggest adoption barrier isn\u2019t features\u2014it\u2019s the user believing <em>it fits me<\/em>. Curious how you\u2019re framing that for first-time users.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@joydeep_pandey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joydeep_pandey<\/a> Great question. When you sign up as a new user, you’ll see how we take you through an automated onboarding process to demonstrate the value upfront. After the initial Brand DNA is set up, we invite you to generate your first campaign to experience that platform’s full capabilities ASAP. <\/p>\n<p>“The biggest adoption barrier isn\u2019t features\u2014it\u2019s the user believing it fits me” – true for any SaaS out there!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>do you use a variety of different models? or one in particular?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@surtmcgert\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@surtmcgert<\/a> We use various models for different purposes, always matching the one we think is best for the specific task. Thanks for asking!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@surtmcgert\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@surtmcgert<\/a> We use ALL the models \ud83d\ude06 It depends on what’s needed eg core creative work (briefs, content gen) vs quick lightweight tasks vs image analysis and vision tasks vs generative imaging. We’ve found that matching the right model to each task gives much better results than relying on a single model for everything. Thanks for the great 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 Wawa, Protaig\u00e9 looks strong and well designed. Upvoted. I am co founder of bestofweb .site and after your launch if you want more visibility you are welcome to join and introduce it to our founder community.<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks for the appreciation Nima and for bringing your directory to my attention – will give it a go!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#6<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/KMXWABRQLUE5JD\" class=\"app-title\">8bitcn\/ui<\/a><\/p>\n<div class=\"one-liner\">8\u2011bit UI components that work in any framework<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">250<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u5957\u5f00\u6e90\u3001\u53ef\u8bbf\u95ee\u7684\u590d\u53e48\u4f4d\u50cf\u7d20\u98ceUI\u7ec4\u4ef6\u5e93\uff0c\u4e3a\u5f00\u53d1\u8005\u5728\u524d\u7aef\u4efb\u4f55\u6846\u67b6\u4e2d\u5feb\u901f\u6784\u5efa\u6000\u65e7\u98ce\u683c\u6216\u6e38\u620f\u5316\u754c\u9762\u63d0\u4f9b\u73b0\u6210\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\/7905c9a8-8684-4259-b742-990f0e070d22.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\/333d02eb-229c-4eec-baa3-4b5f67233f2d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e0ef4589-93bf-443f-ac95-e6c4277512ff.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">UI\u7ec4\u4ef6\u5e93<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90<\/span><br \/>\n <span class=\"tag\">\u524d\u7aef\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">8\u4f4d\u50cf\u7d20\u98ce<\/span><br \/>\n <span class=\"tag\">\u590d\u53e4\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u53ef\u8bbf\u95ee\u6027<\/span><br \/>\n <span class=\"tag\">shadcn\/ui\u751f\u6001<\/span><br \/>\n <span class=\"tag\">Vercel<\/span><br \/>\n <span class=\"tag\">\u6e38\u620f\u5316UI<\/span><br \/>\n <span class=\"tag\">\u6000\u65e7\u98ce\u683c<\/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\u88ab\u5176\u72ec\u7279\u7684\u590d\u53e4\u7f8e\u5b66\u548c\u5f00\u6e90\u5c5e\u6027\u5438\u5f15\uff0c\u8ba4\u4e3a\u5b83\u201c\u6709\u8da3\u4e14\u6709\u7528\u201d\u3002\u4e3b\u8981\u53cd\u9988\u5305\u62ec\uff1a\u5bf9shadcn\/ui\u751f\u6001\u7684\u8ba4\u53ef\uff1b\u671f\u5f85\u66f4\u591a\u6e38\u620f\u5316\u52a8\u753b\u3001\u97f3\u6548\u53ca\u9884\u7f6e\u4e3b\u9898\uff1b\u5f00\u53d1\u8005@orcdev\u7684\u793e\u533a\u5f71\u54cd\u529b\u53d7\u5173\u6ce8\u3002\u65e0\u5b9e\u8d28\u6027\u8d1f\u9762\u95ee\u9898\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n 8bitcn\/ui\u7684\u4ef7\u503c\u8fdc\u4e0d\u6b62\u4e8e\u4e00\u5957\u201c\u597d\u770b\u7684\u76ae\u80a4\u201d\u3002\u5176\u6838\u5fc3\u5728\u4e8e\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u88ab\u4e3b\u6d41\u8bbe\u8ba1\u8d8b\u52bf\u5ffd\u89c6\u7684\u7ec6\u5206\u5e02\u573a\u2014\u2014\u590d\u53e4\u6570\u5b57\u7f8e\u5b66\uff0c\u5e76\u6210\u529f\u5c06\u5176\u4ea7\u54c1\u5316\u3002\u5b83\u5e76\u975e\u7b80\u5355\u590d\u523b\u50cf\u7d20\u56fe\u5f62\uff0c\u800c\u662f\u5c06\u201c8-bit\u201d\u4f5c\u4e3a\u4e00\u79cd\u8bbe\u8ba1\u8bed\u8a00\uff0c\u901a\u8fc7\u7ec4\u4ef6\u5316\u3001\u53ef\u8bbf\u95ee\u6027\u53ca\u6846\u67b6\u65e0\u5173\u7b49\u73b0\u4ee3\u5de5\u7a0b\u5b9e\u8df5\u8fdb\u884c\u5c01\u88c5\uff0c\u4ece\u800c\u5c06\u5c0f\u4f17\u60c5\u6000\u8f6c\u5316\u4e3a\u53ef\u89c4\u6a21\u590d\u7528\u7684\u751f\u4ea7\u529b\u5de5\u5177\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5de7\u5999\u5730\u4f9d\u9644\u4e8eshadcn\/ui\u5efa\u7acb\u7684\u751f\u6001\u52bf\u80fd\uff0c\u964d\u4f4e\u4e86\u7528\u6237\u7684\u8ba4\u77e5\u548c\u91c7\u7528\u6210\u672c\u3002\u5176\u201cOpen Source. Open Code.\u201d\u7684\u53e3\u53f7\uff0c\u4ee5\u53caVercel OSS\u8ba1\u5212\u7b49\u80cc\u4e66\uff0c\u8fdb\u4e00\u6b65\u5f3a\u5316\u4e86\u5176\u5728\u5f00\u53d1\u8005\u793e\u533a\u7684\u4fe1\u4efb\u5ea6\u3002\u8bc4\u8bba\u4e2d\u6d41\u9732\u51fa\u7684\u5f3a\u70c8\u60c5\u611f\u5171\u9e23\u2014\u2014\u201c\u5237\u65b0\u4e86\u7ea2\u767d\u673a\u8bb0\u5fc6\u201d\u2014\u2014\u63ed\u793a\u4e86\u5176\u66f4\u6df1\u5c42\u4ef7\u503c\uff1a\u5728\u9ad8\u5ea6\u540c\u8d28\u5316\u7684\u73b0\u4ee3UI\u4e2d\uff0c\u63d0\u4f9b\u4e86\u7a00\u7f3a\u7684\u60c5\u7eea\u4ef7\u503c\u548c\u54c1\u724c\u5dee\u5f02\u5316\u624b\u6bb5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u660e\u663e\u3002\u5e94\u7528\u573a\u666f\u76f8\u5bf9\u5782\u76f4\uff0c\u4e3b\u8981\u670d\u52a1\u4e8e\u6e38\u620f\u3001\u8425\u9500\u6d3b\u52a8\u3001\u7279\u5b9a\u54c1\u724c\u7b49\u6709\u9650\u9886\u57df\uff0c\u5e02\u573a\u5929\u82b1\u677f\u53ef\u89c1\u3002\u7528\u6237\u5bf9\u52a8\u753b\u3001\u97f3\u6548\u548c\u4e3b\u9898\u5305\u7684\u671f\u5f85\uff0c\u4e5f\u6697\u793a\u4e86\u5f53\u524d\u7248\u672c\u5728\u201c\u6c89\u6d78\u5f0f\u590d\u53e4\u4f53\u9a8c\u201d\u4e0a\u5c1a\u6709\u6b20\u7f3a\u3002\u82e5\u505c\u7559\u5728\u7ec4\u4ef6\u89c6\u89c9\u5c42\uff0c\u6613\u88ab\u6a21\u4eff\u6216\u6ca6\u4e3a\u4e00\u6b21\u6027\u7684\u201c\u65b0\u5947\u73a9\u610f\u201d\u3002\u5176\u957f\u671f\u6210\u529f\u7684\u5173\u952e\uff0c\u5728\u4e8e\u80fd\u5426\u4ece\u201c\u7ec4\u4ef6\u5e93\u201d\u5347\u7ea7\u4e3a\u201c\u590d\u53e4\u4ea4\u4e92\u8303\u5f0f\u201d\u7684\u5b9a\u4e49\u8005\uff0c\u5e76\u56f4\u7ed58-bit\u7f8e\u5b66\u6784\u5efa\u66f4\u5b8c\u6574\u7684\u5de5\u5177\u94fe\u548c\u8bbe\u8ba1\u7cfb\u7edf\u3002\u5728\u5b9e\u7528\u6027\u4e0e\u60c5\u6000\u4e4b\u95f4\u627e\u5230\u6301\u7eed\u5e73\u8861\u70b9\uff0c\u662f\u5b83\u9700\u8981\u9762\u5bf9\u7684\u7ec8\u6781\u8003\u9898\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\">8bitcn\/ui<\/span>\n <\/div>\n<div class=\"comment-content\">A set of retro-designed, accessible components and a code distribution platform. Open Source. Open Code.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>nerd alert: <a href=\"https:\/\/www.producthunt.com\/@orcdev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@orcdev<\/a> turned <a href=\"https:\/\/www.producthunt.com\/products\/shadcn-ui\" target=\"_blank\" rel=\"noopener\">@shadcn\/ui<\/a> into a beautiful 8-bit styled component library.<\/p>\n<\/p>\n<p>for me, it’s an instant crush.<\/p>\n<\/p>\n<p>the project is backed by <a href=\"https:\/\/www.producthunt.com\/products\/vercel\" target=\"_blank\" rel=\"noopener\">@Vercel<\/a>‘s OSS program, sponsored by <a href=\"https:\/\/www.producthunt.com\/products\/shadcnblocks-2\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"shadcnblocks-2\" target=\"_blank\" rel=\"noopener\">@Shadcnblocks<\/a>, <a href=\"https:\/\/www.producthunt.com\/products\/trigger-dev\" target=\"_blank\" rel=\"noopener\">@Trigger.dev<\/a>, and more; free and open-source. lfg!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>16<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@fmerian hey man you hunt great products only as I see <\/p>\n<p>Just fall in love with this 8 bit components \ud83e\udd23<\/p>\n<p>Refreshed my memory with Mario Sonic and tanks on dendi and sega<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@orcdev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@orcdev<\/a> <a href=\"https:\/\/www.producthunt.com\/@fmerian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fmerian<\/a> Love the retro vibe! Do you plan to add more game-like animations or sound effects in future releases?<\/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\/@orcdev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@orcdev<\/a> <a href=\"https:\/\/www.producthunt.com\/@fmerian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fmerian<\/a> Looks great! it gives me vibes of old games I used to play \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love it<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@malithmcrdev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@malithmcrdev<\/a> So glad to hear that! Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I don’t have a need for it (now), but I love it \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ohansemmanuel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ohansemmanuel<\/a> Glad to hear that you like it! \u2694\ufe0f Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It\u2019s a fun project, and genuinely useful if you\u2019re into retro-style UI. <a href=\"https:\/\/www.producthunt.com\/@orcdev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@orcdev<\/a> has been doing amazing work creating videos and content for the shadcn ecosystem and I highly recommend you follow him on Youtube, my bet is hes the next big creator and Devrel at <a href=\"https:\/\/www.producthunt.com\/products\/vercel\" target=\"_blank\" rel=\"noopener\">@Vercel<\/a> – Keep up the great work mate!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ausrobdev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ausrobdev<\/a> Thanks for the kind words Rob! Really appreciate it!<\/p>\n<\/p>\n<p>Thank you also for the sponsorship and keeping the whole Shadcn community together.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@ausrobdev \ud83d\udc10<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is awesome stuff, Orc friend! Here to support your launch. Good luck! \ud83d\ude4c<\/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\/@catalinmpit\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@catalinmpit<\/a> Thanks Catalin! Appreciate it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Upvoted my man \ud83d\ude42<\/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\/@codewithguillaume\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@codewithguillaume<\/a> Thanks Guillaume! \ud83d\udc9a Appreciate it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the retro design, also that it’s Open Source. Knew immediately it has to do something with shadcn \ud83e\udee1<\/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\/@jim_engine\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jim_engine<\/a> Open source. Open code. The only way \ud83d\ude42 Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love this! 8bitcn\/ui brings a super fun 8-bit vibe to modern components. Clean, nostalgic, and really well executed. Huge props to the Orc \u2014 excited to see where this goes! \ud83d\udc7e\ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ajaypatel9016\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ajaypatel9016<\/a> Thank you so much Ajay! Big updates coming to 8bitcn \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great components library for people who build retro games or websites! Awesome work <a href=\"https:\/\/www.producthunt.com\/@orcdev\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"orcdev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@orcdev<\/a> \ud83d\udc4f<\/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\/@matsugfx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matsugfx<\/a> Thank you Matt! Really appreciate your support \ud83d\udc9a<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 fun and my thought is it would be cool if there was a small library of prebuilt 8-bit themes because I often struggle to match colors when I try to make playful UIs.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Lets gooo big Orc :p<\/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\/@nikuscs\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikuscs<\/a> Going strong!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Let’s go!!<\/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\/@dunsin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dunsin<\/a> to waaaaaaar<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 awesome, definitely want to try \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cool 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<\/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\/HJ6EAKHTDY3PLR\" class=\"app-title\">Gemini 3 Deep Think by Google<\/a><\/p>\n<div class=\"one-liner\">Google\u2019s best model for logical thinking and understanding<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">194<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Google\u63a8\u51fa\u7684\u9ad8\u7ea7\u63a8\u7406\u6a21\u578b\uff0c\u901a\u8fc7\u5e76\u884c\u63a8\u7406\u6280\u672f\u5904\u7406\u590d\u6742\u7684\u6570\u5b66\u3001\u79d1\u5b66\u548c\u903b\u8f91\u95ee\u9898\uff0c\u4e3a\u9700\u8981\u6df1\u5ea6\u5206\u6790\u548c\u89e3\u51b3\u68d8\u624b\u96be\u9898\u7684\u7528\u6237\u63d0\u4f9b\u63a5\u8fd1\u4eba\u7c7b\u601d\u7ef4\u7684AI\u6d1e\u5bdf\u529b\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\/e6337667-4d5e-411b-bee8-e6afb4c4da37.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3226c561-ad41-49cd-8850-4358ab570bee.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\/70e465b2-3ddd-4683-bd6a-749e407587dd.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\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4eba\u5de5\u667a\u80fd<\/span><br \/>\n <span class=\"tag\">\u63a8\u7406\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u903b\u8f91\u601d\u7ef4<\/span><br \/>\n <span class=\"tag\">\u590d\u6742\u95ee\u9898\u6c42\u89e3<\/span><br \/>\n <span class=\"tag\">\u5e76\u884c\u63a8\u7406<\/span><br \/>\n <span class=\"tag\">Google Gemini<\/span><br \/>\n <span class=\"tag\">AI\u8ba2\u9605\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u79d1\u5b66\u8ba1\u7b97<\/span><br \/>\n <span class=\"tag\">\u6570\u5b66\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u9ad8\u7ea7AI<\/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\u63a8\u7406\u80fd\u529b\u548c\u5904\u7406\u590d\u6742\u4efb\u52a1\u7684\u51c6\u786e\u6027\uff0c\u671f\u5f85\u4e0e\u9876\u7ea7\u6a21\u578b\u7ade\u4e89\u3002\u4e3b\u8981\u7591\u95ee\u5305\u62ec\uff1a\u4f7f\u7528\u95e8\u69db\uff08\u4ec5\u9650Ultra\u8ba2\u9605\u8005\u5f15\u53d1Pro\u7528\u6237\u4e0d\u6ee1\uff09\u3001\u591a\u5047\u8bbe\u63a8\u7406\u7684\u5177\u4f53\u673a\u5236\u3001\u5982\u4f55\u5904\u7406\u6a21\u7cca\u95ee\u9898\uff0c\u4ee5\u53ca\u5b9e\u9645\u5e94\u7528\u6848\u4f8b\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Gemini 3 Deep Think\u7684\u53d1\u5e03\uff0c\u672c\u8d28\u4e0a\u662fGoogle\u5728AI\u201c\u667a\u529b\u7ade\u8d5b\u201d\u4e2d\u4e00\u6b21\u7cbe\u51c6\u7684\u5b9a\u70b9\u7206\u7834\u3002\u5b83\u4e0d\u6ee1\u8db3\u4e8e\u901a\u7528\u5bf9\u8bdd\uff0c\u800c\u662f\u76f4\u6307\u5f53\u524d\u5927\u6a21\u578b\u6700\u8106\u5f31\u7684\u8179\u5730\u2014\u2014\u6df1\u5ea6\u3001\u590d\u6742\u7684\u591a\u6b65\u63a8\u7406\u3002\u5176\u5ba3\u4f20\u7684\u201c\u5e76\u884c\u63a8\u7406\u591a\u4e2a\u5047\u8bbe\u201d\u662f\u6838\u5fc3\u5356\u70b9\uff0c\u8fd9\u6697\u793a\u5176\u8bd5\u56fe\u6a21\u62df\u4eba\u7c7b\u4e13\u5bb6\u5728\u9762\u4e34\u4e0d\u786e\u5b9a\u6027\u95ee\u9898\u65f6\u7684\u601d\u7ef4\u53d1\u6563\u4e0e\u6536\u655b\u8fc7\u7a0b\uff0c\u800c\u975e\u6cbf\u7740\u5355\u4e00\u6982\u7387\u8def\u5f84\u673a\u68b0\u63a8\u8fdb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u7b56\u7565\u66b4\u9732\u4e86\u5176\u77db\u76fe\u5b9a\u4f4d\u3002\u4ec5\u5411\u6700\u9ad8\u4ef7\u201cUltra\u201d\u7528\u6237\u5f00\u653e\uff0c\u867d\u7b26\u5408\u5546\u4e1a\u903b\u8f91\uff0c\u5374\u5c06\u6700\u9700\u8981\u6d4b\u8bd5\u5176\u6781\u9650\u3001\u80fd\u63d0\u4f9b\u5173\u952e\u53cd\u9988\u7684\u8d44\u6df1\u79d1\u6280\u7528\u6237\uff08Pro\u7528\u6237\uff09\u62d2\u4e4b\u95e8\u5916\uff0c\u53ef\u80fd\u5f71\u54cd\u8fed\u4ee3\u901f\u5ea6\u4e0e\u793e\u533a\u53e3\u7891\u3002\u8bc4\u8bba\u4e2d\u7684\u8d28\u7591\u975e\u5e38\u5c16\u9510\uff1a\u7528\u6237\u5982\u4f55\u5f71\u54cd\u5176\u63a8\u7406\u8def\u5f84\uff1f\u8fd9\u89e6\u53ca\u4e86AI\u53ef\u63a7\u6027\u4e0e\u900f\u660e\u5ea6\u7684\u6839\u672c\u95ee\u9898\u3002\u5982\u679c\u201c\u6df1\u5ea6\u601d\u8003\u201d\u53ea\u662f\u4e00\u4e2a\u66f4\u9ed1\u7bb1\u7684\u81ea\u52a8\u8fc7\u7a0b\uff0c\u5176\u4ef7\u503c\u5c06\u5927\u6253\u6298\u6263\uff0c\u6ca6\u4e3a\u66f4\u51c6\u786e\u7684\u201c\u731c\u8c1c\u673a\u5668\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u89e3\u51b3\u51e0\u4e2a\u9884\u8bbe\u7684\u903b\u8f91\u8c1c\u9898\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u6210\u4e3a\u79d1\u7814\u3001\u5de5\u7a0b\u3001\u6218\u7565\u5206\u6790\u7b49\u9886\u57df\u7684\u201c\u601d\u7ef4\u4f19\u4f34\u201d\uff0c\u63d0\u4f9b\u53ef\u89e3\u91ca\u3001\u53ef\u5e72\u9884\u3001\u53ef\u534f\u4f5c\u7684\u63a8\u7406\u94fe\u6761\u3002\u76ee\u524d\u770b\u6765\uff0c\u5b83\u5728\u201c\u51c6\u786e\u6027\u201d\u4e0a\u83b7\u5f97\u4e86\u65e9\u671f\u8d5e\u8a89\uff0c\u4f46\u5728\u201c\u534f\u4f5c\u6027\u201d\u4e0e\u201c\u900f\u660e\u6027\u201d\u4e0a\u4ecd\u5b58\u5de8\u5927\u95ee\u53f7\u3002\u5b83\u4e0e\u5176\u8bf4\u662f\u201c\u4eba\u7c7b\u822c\u7684\u6d1e\u5bdf\u201d\uff0c\u4e0d\u5982\u8bf4\u662f\u201c\u4e13\u4e1a\u5316\u7684\u95ee\u9898\u6c42\u89e3\u5668\u201d\u3002\u5b83\u7684\u6210\u529f\uff0c\u5c06\u53d6\u51b3\u4e8eGoogle\u662f\u5426\u613f\u610f\u5c06\u8fd9\u79cd\u9876\u7ea7\u80fd\u529b\u9010\u6b65\u5de5\u5177\u5316\u3001\u6c11\u4e3b\u5316\uff0c\u800c\u975e\u4ec5\u4ec5\u4f5c\u4e3a\u5f70\u663e\u6280\u672f\u5b9e\u529b\u7684\u6a71\u7a97\u5c55\u54c1\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Gemini 3 Deep Think by Google<\/span>\n <\/div>\n<div class=\"comment-content\">Gemini 3 Deep Think introduces Google\u2019s most advanced reasoning model yet built to solve complex math, science, and logic challenges that push the limits of AI. Using parallel reasoning across multiple hypotheses, it delivers deeper understanding and human-like insight. Available now for Google AI Ultra subscribers in the Gemini app.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone!<\/p>\n<p>Google just launched Gemini 3 Deep Think! A major leap in AI reasoning.<br \/>\nBuilt to handle complex math, science, and logic tasks, it uses parallel reasoning to explore multiple ideas at once, bringing AI closer to human-like understanding.<\/p>\n<p>Ultra subscribers can try it now in the Gemini app under Gemini 3 Pro \u2192 Deep Think.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@byalexai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@byalexai<\/a> Congrats on the launch \u2014 this looks like a major advancement in reasoning models.<br \/>I\u2019m curious how Deep Think decides when to explore multiple hypotheses versus going deeper on a single one.<br \/>Is that something users can influence, or is it fully automatic based on the prompt?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@byalexai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@byalexai<\/a> This is truly unbelievable! Congrats on this huge launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really cool. Been using gemini all summer. Really fast and nimble. Great for day to day work. Only using gpt5 and Sonnet for harder problems. So this is a welcomed model to compete with the elite LLMs. I hope its included in the startup perk package \ud83d\ude05\ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I am wondering how it handles ambiguous problems because my logic tasks often have multiple valid interpretations and I want to know if it can explore all possibilities without oversimplifying.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really exciting to see this launch because my past encounters with AI reasoning felt limited and this model gives me hope that complex problem solving might finally be more intuitive and human-like.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>this feels built for people who enjoy complex thinking. The whole design pushes beyond typical assistant-style replies.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Tried a few logic and it handled them with such calm accuracy. Felt almost like talking to a real problem solver.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>So not yet for Pro users? I would honestly feel betrayed if I were paying for Pro and would like to test this new feature<\/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\/@jim_engine\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jim_engine<\/a> me too \ud83d\ude00<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The human-like reasoning hits especially well on science problems. Got super clean explanations with zero fluff. \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice launch! Deep Think sounds like the \u201clet\u2019s solve the impossible\u201d mode. What\u2019s been the most memorable problem users asked it to solve so far, and how did they react when it actually delivered?<\/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\">#8<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/DBBF2GNDEU6RQU\" class=\"app-title\">Slack Feature Request Agent<\/a><\/p>\n<div class=\"one-liner\">Track and fulfil customer requests directly on Slack<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">189<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u96c6\u6210\u4e8eSlack\u7684AI\u52a9\u624b\uff0c\u901a\u8fc7\u81ea\u52a8\u6293\u53d6\u548c\u5206\u6790\u5ba2\u6237\u901a\u8bdd\u8bb0\u5f55\uff0c\u5c06\u529f\u80fd\u9700\u6c42\u81ea\u52a8\u8f6c\u5316\u4e3a\u53ef\u8ffd\u8e2a\u7684Jira\u4efb\u52a1\uff0c\u89e3\u51b3\u4e86\u5ba2\u6237\u6210\u529f\u548c\u9500\u552e\u56e2\u961f\u5728\u8de8\u5de5\u5177\u624b\u52a8\u8bb0\u5f55\u3001\u8ffd\u8e2a\u548c\u53cd\u9988\u5ba2\u6237\u9700\u6c42\u65f6\u7684\u4fe1\u606f\u9057\u6f0f\u4e0e\u6d41\u7a0b\u65ad\u88c2\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\/094e9117-d3d3-433c-a474-524cba365e06.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/67fe162e-71df-4e77-8c0f-72bfe46162ee.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3f35dd25-7037-4a88-9fc0-f81a756534ad.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f6e821b4-4fec-48f8-a2ed-90f2db3b5802.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8b96ed84-4ace-4cd8-96ba-9ed812e6fcff.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\/9addb187-6d3b-4fec-b5ab-2cda56a1cf12.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=9Y2iHIZ6DiU\"><source src=\"https:\/\/www.youtube.com\/watch?v=9Y2iHIZ6DiU\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Customer Success<\/span><br \/>\n <span class=\"tag\">Customer Communication<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5ba2\u6237\u53cd\u9988\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">AI\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">Slack\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u9700\u6c42\u6536\u96c6<\/span><br \/>\n <span class=\"tag\">Jira\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5ba2\u6237\u6210\u529f\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">SaaS\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u5de5\u5355\u521b\u5efa<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e73\u53f0\u4fe1\u606f\u63d0\u53d6<\/span><br \/>\n <span class=\"tag\">\u5ba2\u6237\u95ed\u73af\u6c9f\u901a<\/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\u201c\u9700\u6c42\u9ed1\u6d1e\u201d\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u8ba4\u4e3a\u5176\u65e0\u7f1d\u96c6\u6210\u73b0\u6709\u5de5\u4f5c\u6d41\u662f\u6700\u5927\u4f18\u70b9\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u5982\u4f55\u7cbe\u51c6\u53bb\u91cd\u5e76\u5173\u8054\u73b0\u6709Jira\u5de5\u5355\u3001\u8def\u7531\u89c4\u5219\u7684\u81ea\u5b9a\u4e49\u7a0b\u5ea6\u3001\u5904\u7406\u590d\u6742\u8fb9\u7f18\u6570\u636e\u7684\u80fd\u529b\uff0c\u4ee5\u53ca\u662f\u5426\u80fd\u4e0e\u4ea7\u54c1\u8def\u7ebf\u56fe\u5de5\u5177\u96c6\u6210\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 Korl\u7684Slack Agent\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u201c\u6d41\u7a0b\u7f1d\u5408\u602a\u201d\uff0c\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u521b\u65b0\uff0c\u800c\u5728\u4e8e\u7cbe\u51c6\u7684\u6d41\u7a0b\u5b9a\u4f4d\u548c\u72e1\u733e\u7684\u201c\u60f0\u6027\u8425\u9500\u201d\u3002\u5b83\u6ca1\u6709\u521b\u9020\u65b0\u6d41\u7a0b\uff0c\u800c\u662f\u7528AI\u81ea\u52a8\u5316\u4e86\u90a3\u4e9b\u5b58\u5728\u4e8e\u6bcf\u4e2aSaaS\u516c\u53f8\u3001\u4eba\u4eba\u538c\u6076\u5374\u53c8\u4e0d\u5f97\u4e0d\u505a\u7684\u201c\u810f\u6d3b\u201d\uff1a\u4ece\u6d77\u91cf\u5bf9\u8bdd\u8bb0\u5f55\u4e2d\u4eba\u5de5\u6458\u53d6\u9700\u6c42\u3001\u8de8\u5e73\u53f0\u590d\u5236\u7c98\u8d34\u3001\u4ee5\u53ca\u4e8b\u540e\u544a\u77e5\u5ba2\u6237\u3002\u8fd9\u51fb\u4e2d\u4e86\u5ba2\u6237\u6210\u529f\u548c\u4ea7\u54c1\u56e2\u961f\u4e00\u4e2a\u9690\u79d8\u7684\u75db\u70b9\u2014\u2014\u9053\u5fb7\u8d1f\u503a\uff0c\u5373\u627f\u8bfa\u4e86\u5ba2\u6237\u5374\u56e0\u5185\u90e8\u6d41\u7a0b\u7e41\u7410\u800c\u9057\u5fd8\u6240\u5bfc\u81f4\u7684\u6127\u759a\u611f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u806a\u660e\u5730\u907f\u5f00\u4e86\u201c\u53c8\u4e00\u4e2a\u4eea\u8868\u76d8\u201d\u7684\u9677\u9631\uff0c\u9009\u62e9\u5bc4\u751f\u5728Slack\u548cJira\u8fd9\u4e24\u4e2a\u5df2\u88ab\u9a8c\u8bc1\u7684\u5de5\u4f5c\u6d41\u67a2\u7ebd\u4e0a\uff0c\u964d\u4f4e\u4e86\u91c7\u7528\u963b\u529b\u3002\u5176\u5ba3\u79f0\u7684AI\u80fd\u529b\uff0c\u5982\u4ece\u591a\u79cd\u5de5\u5177\u63d0\u53d6\u4fe1\u606f\u3001\u5411\u91cf\u641c\u7d22\u53bb\u91cd\uff0c\u5728\u6280\u672f\u5c42\u9762\u5df2\u975e\u58c1\u5792\uff0c\u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\u5bf9\u4e1a\u52a1\u4e0a\u4e0b\u6587\u7684\u7406\u89e3\u6df1\u5ea6\uff1a\u80fd\u5426\u51c6\u786e\u533a\u5206\u5ba2\u6237\u968f\u53e3\u4e00\u63d0\u7684\u613f\u671b\u4e0e\u4e25\u8083\u7684\u529f\u80fd\u8bf7\u6c42\uff1f\u80fd\u5426\u5728\u5608\u6742\u7684\u9500\u552e\u5bf9\u8bdd\u4e2d\u8bc6\u522b\u51fa\u771f\u6b63\u7684\u9700\u6c42\u4fe1\u53f7\uff1f\u8bc4\u8bba\u4e2d\u5173\u4e8e\u8fb9\u7f18\u6848\u4f8b\u548c\u590d\u6742\u6570\u636e\u7684\u62c5\u5fe7\uff0c\u6b63\u662f\u5176\u5546\u4e1a\u5316\u843d\u5730\u7684\u547d\u95e8\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u5b58\u5728\u9690\u5f62\u5929\u82b1\u677f\u3002\u4f5c\u4e3a\u9644\u7740\u4e8e\u73b0\u6709\u5de5\u4f5c\u6d41\u7684\u201c\u80f6\u6c34\u578b\u201d\u5de5\u5177\uff0c\u5176\u529f\u80fd\u8fb9\u754c\u6781\u6613\u88ab\u4e0a\u6e38\u5e73\u53f0\uff08\u5982Slack\u3001Jira\u81ea\u8eab\uff09\u6216\u66f4\u5e9e\u5927\u7684\u5ba2\u6237\u6570\u636e\u5e73\u53f0\uff08CDP\uff09\u6240\u8986\u76d6\u3002\u5b83\u7684\u957f\u671f\u751f\u5b58\u7b56\u7565\uff0c\u6216\u8bb8\u4e0d\u5728\u4e8e\u6210\u4e3a\u72ec\u7acb\u7684\u201c\u5927\u8111\u201d\uff0c\u800c\u5728\u4e8e\u6301\u7eed\u6df1\u5316\u5176\u4f5c\u4e3a\u6700\u7075\u6d3b\u3001\u6700\u8f7b\u91cf\u201c\u795e\u7ecf\u7cfb\u7edf\u201d\u7684\u5b9a\u4f4d\uff0c\u5728\u5de8\u5934\u7f1d\u9699\u4e2d\u63d0\u4f9b\u6781\u81f4\u4e13\u6ce8\u7684\u81ea\u52a8\u5316\u7f1d\u5408\u670d\u52a1\u3002\u6210\u529f\u4e0e\u5426\uff0c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u5c06\u770b\u4f3c\u7b80\u5355\u7684\u201c\u6355\u6349-\u8ddf\u8e2a-\u901a\u77e5\u201d\u5faa\u73af\uff0c\u505a\u5230\u8fdc\u8d85\u7528\u6237\u81ea\u8eab\u624b\u5de5\u64cd\u4f5c\u7684\u53ef\u9760\u4e0e\u7cbe\u51c6\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Slack Feature Request Agent<\/span>\n <\/div>\n<div class=\"comment-content\">Korl\u2019s Slack Agent uses AI to automatically capture and track customer feature requests \u2013 without adding new tools to your workflow. Here\u2019s how: 1. Extracts requests from customer calls in Gong, Zoom, Fathom, Fireflies, and more 2. Routes requests for review so you can file or update Jira tickets right from Slack 3. Notifies you when features ship with a personalized update for customers It helps CSMs avoid the request \u201cblack hole\u201d while giving Product visibility into what customers need.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey ProductHunt! \ud83d\udc4b<\/p>\n<p>I\u2019m Berit, co-founder of Korl. Thanks for checking out our launch!<\/p>\n<\/p>\n<p>This Slack agent actually started as a hacky internal workflow we built for ourselves. We were tired of trying to remember to log Jira issues after every customer call. We were building things our customers had asked for\u2026 but forgetting to close the loop when they shipped. We knew AI could automate this, and we didn\u2019t want yet another system to log into.<\/p>\n<\/p>\n<p>So we stitched together a rough agent that reviewed our Fathom call transcripts, flagged feature requests, and pushed them into Slack for quick triage.<\/p>\n<\/p>\n<p>Then one of our customers saw it and asked, \u201cCan we have that?\u201d That\u2019s when we realized this should be part of our product, not just an internal tool.<\/p>\n<\/p>\n<p>Today\u2019s launch is that productized version. It:<\/p>\n<\/p>\n<p>\u2022 Captures feature requests automatically from call recordings<\/p>\n<p>\u2022 Routes them to Slack so CSMs or Sales can add or update Jira issues from Slack<\/p>\n<p>\u2022 Tracks progress and drafts personalized updates when features ship<\/p>\n<\/p>\n<p>We\u2019d love to hear from you. What\u2019s your current process for tracking customer requests? And what would make this agent more useful in your workflow?<\/p>\n<\/p>\n<p>Thanks again for your support and for being part of the Korl community!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>14<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@berit_hoffmann\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@berit_hoffmann<\/a> Exactly, as Berit said: the ‘black hole’ of customer requests was a real pain for us. As a co-founder, I was constantly struggling to keep up with customer requests and prioritizing them. Like the best folks you work with, this agent meets you where you are. To me, that\u2019s the best part. It doesn\u2019t require behavior change or nudges. You just have your call, and Korl handles the admin work in the background. I\u2019ll be hanging out in the comments all day. Hit me with your toughest questions about our roadmap or how the agent works under the hood!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@berit_hoffmann\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@berit_hoffmann<\/a> Huge congrats on the launch! The design overhaul is exactly what was needed. Waiting to test out the new features right away.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@berit_hoffmann\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@berit_hoffmann<\/a> This looks incredibly polished. The onboarding flow seems really smooth. Launching my own product today, so I know how stressful it is to get the pixels perfect. Upvoted!<\/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>Beautiful launch Berit. Korl feels simple and powerful. Congrats to you and the team.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@nimaaksoy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nimaaksoy<\/a> Thanks so much! We really appreciate your support<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cool. And finally, do you allow the presentations to be exported to different formats?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chilarai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chilarai<\/a> Yes. You can go into present mode from Korl, or you can export to common formats like PDF or Google Slides. Korl itself has full editing capabilities on the slides as well, many of which are powered by AI and much more efficient than editing in common tools like GSlides.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Oof, this hits my \u201cwhere\u2019d that request go?\u201d panic before QBRs. Pulling asks from Gong \u2192 Slack\/Jira then nudging when it ships\u2026 nice. Also into the auto-deck angle. Curious how well it de-dupes and maps to existing tickets.<\/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\/@alexcloudstar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexcloudstar<\/a> the deduping against existing Jira tickets uses vector search, so it captures matches even when they’re not a keyword match or are phrased differently. We also surface the top 3 matches in Slack so you can choose which one is the best match (or file a new ticket if none of them are).<\/p>\n<\/p>\n<p>Obviously proof is in the pudding once you try it on your data, but one of our early adopter customers has been using this for a little over a month and of the 100+ requested they’ve captured, about 70 of them were linked to existing issues!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Impressive launch, Korl team. From a clarity & onboarding lens: when a customer-facing team opens Korl for the first time, what\u2019s the <em>one belief<\/em> you want them to hold in the first 10-15 seconds?<br \/>Is it:<br \/>\u2022 \u201cI understand each customer\u2019s unique value path, not just their usage data.\u201d<br \/>Or:<br \/>\u2022 \u201cMy presentation will reflect their brand, context, and issues\u2014no generic slides.\u201d<br \/>Because in tools aimed at personalization at scale, the biggest adoption barrier isn\u2019t features\u2014it\u2019s belief that it <em>gets the customer<\/em>, not just the data.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@joydeep_pandey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joydeep_pandey<\/a> Good question. The belief we want them to hold is:<\/p>\n<\/p>\n<p>“Korl prepares me to speak directly to value for <em>this<\/em> customer, based on their unique requests, use cases, and priorities.”<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Korl hits a major pain point for CS\/AM teams: the grind of turning scattered product + customer data into polished, personalized decks and renewal materials. Rather than wrestling with spreadsheets, Jira tickets, Slack threads, and having to build each customer\u2011specific slide by hand, Korl pulls everything together and auto\u2011generates meaningful presentations.<\/p>\n<p>I especially like that it doesn\u2019t treat \u201cpresentations\u201d as generic templates \u2014 it builds them around real context: who the customer is, how they use your product, what their priorities are, and what value you\u2019ve delivered or could deliver next. That shift from generic to personalized is where automation actually adds value.<\/p>\n<p>For startups or small SaaS companies that can\u2019t justify a full\u2011time CS ops or presentation builder, Korl seems like a tool that lets you punch above your weight: better customer communications, stronger renewals, and more consistent value messaging without scaling headcount.<\/p>\n<p>That said \u2014 the real test will be how well the \u201cAI + data sync \u2192 presentation\u201d pipeline handles edge cases, complex data, and constantly evolving products. If that holds up, I think Korl could be a game\u2011changer for customer-facing teams.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@andrew_azman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrew_azman<\/a> Thanks for the comment! Definitely agree the real test is in handling edge cases and complex data. That’s why we offer a free trial so people can see how Korl does on their own data.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 could see how our tool could benefit from Korl\u2019s workflow automation and streamlined collaboration features, so I\u2019m thinking this could work well together and I\u2019ll go take a closer look at their launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jamesjacksonleachatx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jamesjacksonleachatx<\/a> Glad to hear! Feel free to reach out if you have any questions as you are getting started.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How customizable is the routing to Slack channels or Jira projects?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> Very customizable. You choose:<\/p>\n<ol>\n<li>\n<p>The Slack channel you want to post the summary of calls + requests<\/p>\n<\/li>\n<li>\n<p>Where you want requests sent for review\/triage (default is a DM to the call attendees, but you can fall back to a shared channel if you’d like)<\/p>\n<\/li>\n<li>\n<p>Which Jira issues to compare against for matching<\/p>\n<\/li>\n<li>\n<p>How to file new requests in Jira: which fields to update, which project new requests should go to, what type of issue (story, bug, epic, etc.)<\/p>\n<\/li>\n<\/ol>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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\/@berit_hoffmann\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"berit_hoffmann\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@berit_hoffmann<\/a> Tracking and fulfilling customer requests directly in Slack is perfect for customer success teams! Keeping everything in one place reduces friction and speeds up response times. <\/p>\n<p>How does the agent prioritize feature requests when multiple customers ask for similar things? Are teams able to connect this to product roadmap tools for seamless workflows? <\/p>\n<p>The AI component could be huge for identifying patterns across requests.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 definitely useful. A lot of customer complaints are about not getting quick responses and no one taking charge.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/XRXMUDFEBKC4U5\" class=\"app-title\">Bun<\/a><\/p>\n<div class=\"one-liner\">A fast JS runtime Node.js replacement with built\u2011in tools<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">184<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Bun\u662f\u4e00\u4e2a\u96c6\u8fd0\u884c\u65f6\u3001\u6253\u5305\u5668\u3001\u8f6c\u8bd1\u5668\u3001\u4efb\u52a1\u8fd0\u884c\u5668\u548cnpm\u5ba2\u6237\u7aef\u4e8e\u4e00\u4f53\u7684\u5feb\u901fJavaScript\/TypeScript\u5de5\u5177\u94fe\uff0c\u65e8\u5728\u901a\u8fc7\u4e00\u4f53\u5316\u8bbe\u8ba1\u89e3\u51b3\u5f00\u53d1\u8005\u9700\u8981\u914d\u7f6e\u548c\u7ef4\u62a4\u591a\u4e2a\u72ec\u7acb\u5de5\u5177\u7684\u6548\u7387\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\/9ef16190-27eb-4784-9362-1031649152a1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8dc468d7-cae7-4dbc-829f-d959e7dfd859.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/38faae51-4751-4425-9c25-b2971a3709c4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/83fe5ca2-58c0-4823-927b-7c4dd6652a7b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9428d53f-7e4e-420a-97fc-e9cf82b9413a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">JavaScript\u8fd0\u884c\u65f6<\/span><br \/>\n <span class=\"tag\">TypeScript\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u524d\u7aef\u5de5\u5177\u94fe<\/span><br \/>\n <span class=\"tag\">\u6253\u5305\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u8fd0\u884c\u5668<\/span><br \/>\n <span class=\"tag\">npm\u5ba2\u6237\u7aef<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Node.js\u66ff\u4ee3\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\u8d5e\u8d4f\u5176\u4e00\u4f53\u5316\u8bbe\u8ba1\u5e26\u6765\u7684\u4fbf\u6377\uff0c\u4f46\u4e5f\u6307\u51faWindows ARM\u652f\u6301\u7b49\u517c\u5bb9\u6027\u95ee\u9898\u3002\u6709\u8bc4\u8bba\u6df1\u5165\u63a2\u8ba8\u4e86\u5176\u6838\u5fc3\u5b9a\u4f4d\u5e94\u805a\u7126\u201c\u5f00\u7bb1\u5373\u7528\u7684\u517c\u5bb9\u6027\u201d\u8fd8\u662f\u201c\u6781\u81f4\u7684\u901f\u5ea6\u4e0e\u5de5\u5177\u6574\u5408\u201d\uff0c\u8fd9\u662f\u5176\u5e02\u573a\u4f20\u64ad\u7684\u5173\u952e\u3002\u53e6\u63d0\u53ca\u88abAnthropic\u6536\u8d2d\u7684\u52a8\u5411\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 Bun\u7684\u4eae\u76f8\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b3e\u6280\u672f\u4ea7\u54c1\uff0c\u4e0d\u5982\u8bf4\u662f\u4e00\u6b21\u5bf9\u524d\u7aef\u5de5\u5177\u201c\u5c01\u5efa\u5272\u636e\u201d\u73b0\u72b6\u7684\u7cbe\u51c6\u6253\u51fb\u3002\u5b83\u5ba3\u79f0\u7684\u201cAll in One\u201d\u5e76\u975e\u7b80\u5355\u7684\u529f\u80fd\u5806\u780c\uff0c\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u8bd5\u56fe\u91cd\u65b0\u5b9a\u4e49\u73b0\u4ee3JavaScript\u5f00\u53d1\u7684\u201c\u5de5\u4f5c\u6d41\u5355\u4f4d\u201d\u2014\u2014\u4ece\u4ee5\u6587\u4ef6\u6216\u9879\u76ee\u4e3a\u5355\u4f4d\uff0c\u8f6c\u5411\u4ee5\u201c\u8fd0\u884c\u65f6\u201d\u4e3a\u57fa\u5ea7\u7684\u4e00\u4f53\u5316\u64cd\u4f5c\u5355\u5143\u3002\u8fd9\u76f4\u63a5\u6311\u6218\u4e86\u7531Webpack\u3001Babel\u3001npm\u7b49\u72ec\u7acb\u5de5\u5177\u6784\u5efa\u8d77\u7684\u5e9e\u5927\u751f\u6001\u4e0e\u5f00\u53d1\u8005\u808c\u8089\u8bb0\u5fc6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6700\u5927\u7684\u6311\u6218\u5e76\u975e\u6027\u80fd\uff0c\u800c\u662f\u201c\u751f\u6001\u517c\u5bb9\u6027\u201d\u4e0e\u201c\u5fc3\u667a\u8f6c\u6362\u6210\u672c\u201d\u3002\u4e00\u6761\u9ad8\u8d5e\u8bc4\u8bba\u7280\u5229\u5730\u6307\u51fa\u4e86\u6838\u5fc3\u77db\u76fe\uff1a\u5f00\u53d1\u8005\u9996\u6b21\u6253\u5f00\u65f6\uff0c\u5e94\u88ab\u704c\u8f93\u201c\u65e0\u7f1d\u517c\u5bb9\u201d\u7684\u4fe1\u5ff5\uff0c\u8fd8\u662f\u201c\u66f4\u5feb\u66f4\u5f3a\u201d\u7684\u8ba4\u77e5\uff1f\u8fd9\u672c\u8d28\u662f\u5e02\u573a\u7b56\u7565\u7684\u9009\u62e9\u9898\u3002\u524d\u8005\u964d\u4f4e\u8fc1\u79fb\u95e8\u69db\uff0c\u4f46\u53ef\u80fd\u5f31\u5316\u5176\u9769\u65b0\u6027\uff1b\u540e\u8005\u5f3a\u5316\u4f18\u52bf\uff0c\u5374\u53ef\u80fd\u5413\u9000\u4fdd\u5b88\u7528\u6237\u3002\u76ee\u524d\u770b\u6765\uff0cBun\u5728Windows ARM\u7b49\u8fb9\u7f18\u573a\u666f\u7684\u517c\u5bb9\u6027\u7455\u75b5\uff0c\u6b63\u4e3a\u201c\u65e0\u7f1d\u517c\u5bb9\u201d\u7684\u53d9\u4e8b\u7559\u4e0b\u4e86\u88c2\u75d5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u88abAnthropic\u6536\u8d2d\u4e00\u4e8b\u867d\u5728\u8bc4\u8bba\u4e2d\u88ab\u8f7b\u63cf\u6de1\u5199\uff0c\u5b9e\u5219\u6697\u85cf\u7384\u673a\u3002\u8fd9\u6807\u5fd7\u7740\u4e3b\u6d41AI\u5de8\u5934\u5f00\u59cb\u7cfb\u7edf\u6027\u5e03\u5c40\u5e95\u5c42\u5f00\u53d1\u5de5\u5177\u94fe\uff0c\u5176\u610f\u56fe\u53ef\u80fd\u8fdc\u8d85\u4f18\u5316JavaScript\u672c\u8eab\u3002Bun\u6216\u8bb8\u4e0d\u4ec5\u662fNode.js\u7684\u66ff\u4ee3\u54c1\uff0c\u672a\u6765\u66f4\u53ef\u80fd\u6210\u4e3aAI\u539f\u751f\u5e94\u7528\uff08\u5982\u667a\u80fd\u4ee3\u7801\u8865\u5168\u3001\u8c03\u8bd5\uff09\u7684\u9996\u9009\u9ad8\u6027\u80fd\u8f7d\u4f53\u3002\u5b83\u7684\u7ec8\u6781\u6218\u573a\uff0c\u53ef\u80fd\u4e0d\u5728\u4e0eNode.js\u7684\u7f20\u6597\uff0c\u800c\u5728\u4e3aAI\u9a71\u52a8\u7684\u7f16\u7a0b\u8303\u5f0f\u94fa\u8bbe\u57fa\u7840\u8bbe\u65bd\u3002\u5f53\u524d\u7248\u672c\u662f\u5229\u5251\u51fa\u9798\uff0c\u4f46\u771f\u6b63\u7684\u6218\u4e89\uff0c\u624d\u521a\u521a\u5f00\u59cb\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Bun<\/span>\n <\/div>\n<div class=\"comment-content\">Bundle, install, and run JavaScript & TypeScript all in Bun. Bun is a new JavaScript runtime with a native bundler, transpiler, task runner, and npm client built-in.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Bun is around for quite some time, I wonder why it never made it to PH. Also, haven’t they been bought by Anthropic now?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I \u2764\ufe0f bun. But I made sure my project also works with NPM. Turned out. Bun didn’t support windows arm executables. But NPM did. So for win arm exe. I use NPM. For other targets. Bun. <\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ddbdc1c3-763a-4e87-b52e-baa784b7dee8.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>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Impressive launch, Bun team. From a clarity & onboarding lens: when a developer opens Bun 4 for the first time, what\u2019s the <strong>one belief<\/strong> you want them to hold in the first 10-15 seconds?<br \/>Is it:<br \/>\u2022 \u201cThis runtime just works with my existing stack, no rewrites.\u201d<br \/>Or:<br \/>\u2022 \u201cI can build faster and ship earlier, and the tooling problem is solved.\u201d<br \/>Because for developer tools, the adoption barrier often isn\u2019t features-it\u2019s the dev believing <em>this fits how I already build<\/em>. Curious how you\u2019re framing that.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Seeing a tool combines, task running, and npm support makes me smile because my old workflows were a patchwork of half a dozen utilities.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It would be cool if the runtime gave me quick feedback on errors because I hate waiting for the build to finish just to find a tiny typo.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats! Bundling, running, and installing in one runtime is an elegant developer DX win.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\">Now owned by Anthropic!<\/p>\n<p><a href=\"https:\/\/www.anthropic.com\/news\/anthropic-acquires-bun-as-claude-code-reaches-usd1b-milestone\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.anthropic.com\/news\/a…<\/a><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#10<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/N2OPGPE5DLUVS6\" class=\"app-title\">Unosend<\/a><\/p>\n<div class=\"one-liner\">Send transactional + marketing email w\/ 99.9% deliverability<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">172<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e3a\u5f00\u53d1\u8005\u6253\u9020\u7684\u7535\u5b50\u90ae\u4ef6API\uff0c\u4ee599.9%\u7684\u5230\u8fbe\u7387\u3001\u900f\u660e\u7684\u5b9a\u4ef7\u548c\u4e30\u539a\u7684\u514d\u8d39\u989d\u5ea6\uff0c\u89e3\u51b3\u4e86\u521d\u521b\u516c\u53f8\u548c\u72ec\u7acb\u5f00\u53d1\u8005\u5728\u90ae\u4ef6\u53d1\u9001\u6210\u672c\u4e0e\u53ef\u9760\u6027\u65b9\u9762\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\/a1d6ad66-3ea1-48a7-bf96-8e89ed4a3e71.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c252f16c-6192-43b5-9017-08bf3eaca45f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/350a5639-add2-429f-aea1-2e1efa99c880.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8854644a-a7fe-464b-a1c6-e0cbb98f1723.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\">Email Marketing<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u7535\u5b50\u90ae\u4ef6API<\/span><br \/>\n <span class=\"tag\">\u4ea4\u6613\u90ae\u4ef6<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u90ae\u4ef6<\/span><br \/>\n <span class=\"tag\">\u9ad8\u5230\u8fbe\u7387<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u989d\u5ea6<\/span><br \/>\n <span class=\"tag\">\u6210\u672c\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u66ff\u4ee3SendGrid<\/span><br \/>\n <span class=\"tag\">\u66ff\u4ee3Resend<\/span><br \/>\n <span class=\"tag\">\u521d\u521b\u516c\u53f8\u53cb\u597d<\/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\u5b9a\u4ef7\u548c\u514d\u8d39\u989d\u5ea6\u4ef7\u503c\uff0c\u5e76\u8be2\u95ee\u4e0eResend\u7684\u5177\u4f53\u5dee\u5f02\u3001\u9001\u8fbe\u7387\u4fdd\u969c\u673a\u5236\u3001\u529f\u80fd\u7ec6\u8282\uff08\u5982\u8ddf\u8e2a\u3001\u9632\u6ee5\u7528\uff09\u53ca\u672a\u6765\u8def\u7ebf\u56fe\u3002\u540c\u65f6\uff0c\u6709\u7528\u6237\u6307\u51fa\u5b98\u7f51\u5b58\u5728\u6df1\u8272\u6a21\u5f0f\u663e\u793a\u95ee\u9898\uff0c\u5e76\u5efa\u8bae\u4f18\u5316\u4e0eResend\u8fc7\u4e8e\u76f8\u4f3c\u7684UI\u4ee5\u5efa\u7acb\u72ec\u7acb\u4fe1\u4efb\u611f\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 Unosend\u7684\u4eae\u76f8\uff0c\u7cbe\u51c6\u5730\u523a\u5411\u4e86\u5f53\u524d\u5f00\u53d1\u8005\u90ae\u4ef6\u670d\u52a1\u5e02\u573a\u7684\u8f6f\u808b\uff1a\u5b9a\u4ef7\u4e0d\u900f\u660e\u4e0e\u529f\u80fd\u5272\u88c2\u3002\u5b83\u5e76\u975e\u6280\u672f\u4e0a\u7684\u98a0\u8986\u8005\uff0c\u800c\u662f\u4e00\u4e2a\u7cbe\u660e\u7684\u5e02\u573a\u5b9a\u4f4d\u8005\u548c\u4f53\u9a8c\u6574\u5408\u8005\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u5ba3\u79f0\u7684\u201c99.9%\u9001\u8fbe\u7387\u201d\uff08\u8fd9\u5df2\u662f\u884c\u4e1a\u5934\u90e8\u73a9\u5bb6\u7684\u6807\u51c6\u8bdd\u672f\uff09\uff0c\u800c\u5728\u4e8e\u5b83\u8bd5\u56fe\u91cd\u6784\u201c\u5f00\u53d1\u8005\u53cb\u597d\u201d\u7684\u8fb9\u754c\u2014\u2014\u4ece\u5355\u7eaf\u7684API\u4f18\u96c5\uff0c\u6269\u5c55\u5230\u5546\u4e1a\u6a21\u578b\u7684\u53cb\u597d\u3002\u5c06\u514d\u8d39\u989d\u5ea6\u63d0\u5347\u81f35000\u5c01\/\u6708\uff0c\u5e76\u5728\u57fa\u7840\u5957\u9910\u4e2d\u6346\u7ed1\u8054\u7cfb\u4eba\u7ba1\u7406\u548c\u5e7f\u64ad\u529f\u80fd\uff0c\u76f4\u63a5\u9488\u5bf9\u4e86Resend\u7b49\u5bf9\u624b\u201c\u529f\u80fd\u6a21\u5757\u5316\u3001\u4ed8\u8d39\u788e\u7247\u5316\u201d\u7684\u75db\u70b9\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u5728\u552e\u5356\u201c\u7701\u5fc3\u5957\u9910\u201d\uff0c\u964d\u4f4e\u5f00\u53d1\u8005\u7684\u96c6\u6210\u4e0e\u7ba1\u7406\u5fc3\u667a\u8d1f\u62c5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u9c9c\u660e\u3002\u9996\u5148\uff0c\u9ad8\u5ea6\u5bf9\u6807Resend\u7684UI\u548cAPI\u8bbe\u8ba1\u662f\u4e00\u628a\u53cc\u5203\u5251\uff0c\u867d\u964d\u4f4e\u4e86\u8fc1\u79fb\u6210\u672c\uff0c\u5374\u4e5f\u524a\u5f31\u4e86\u54c1\u724c\u72ec\u7279\u6027\uff0c\u751a\u81f3\u5f15\u53d1\u201c\u5c71\u5be8\u201d\u8d28\u7591\uff0c\u635f\u5bb3\u4fe1\u4efb\u6839\u57fa\u3002\u5176\u6b21\uff0c\u8bc4\u8bba\u4e2d\u66b4\u9732\u7684\u5b98\u7f51\u663e\u793abug\u867d\u662f\u5c0f\u4e8b\uff0c\u5374\u5bf9\u5176\u5ba3\u79f0\u7684\u201c\u5f00\u53d1\u8005\u4f53\u9a8c\u201d\u4e13\u4e1a\u6027\u6784\u6210\u4e86\u5fae\u5999\u6253\u51fb\u3002\u6700\u540e\uff0c\u4e5f\u662f\u6700\u6838\u5fc3\u7684\uff1a\u5728\u7531SendGrid\u3001Postmark\u7b49\u5de8\u5934\u628a\u6301\u7684\u90ae\u4ef6\u670d\u52a1\u9886\u57df\uff0c\u4f5c\u4e3a\u65b0\u5165\u5c40\u8005\uff0c\u5176\u201c\u81ea\u6709\u57fa\u7840\u8bbe\u65bd\u201d\u80fd\u5426\u957f\u671f\u3001\u7a33\u5b9a\u5730\u7ef4\u6301\u6240\u627f\u8bfa\u7684\u9001\u8fbe\u7387\u4e0e\u53d1\u4fe1\u4fe1\u8a89\uff0c\u4ecd\u9700\u65f6\u95f4\u9a8c\u8bc1\u3002\u8fd9\u4e0d\u4ec5\u4ec5\u5173\u4e4e\u6280\u672f\uff0c\u66f4\u5173\u4e4e\u8fd0\u8425\u3001\u5408\u89c4\u4e0e\u5bf9\u6297\u6ee5\u7528\u7684\u80fd\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u800c\u8a00\u4e4b\uff0cUnosend\u662f\u4e00\u6b21\u51fa\u8272\u7684\u5e02\u573a\u4fa7\u7ffc\u653b\u51fb\uff0c\u7528\u66f4\u5177\u4fb5\u7565\u6027\u7684\u5b9a\u4ef7\u548c\u529f\u80fd\u6253\u5305\u7b56\u7565\u5438\u5f15\u4ef7\u683c\u654f\u611f\u4e14\u6e34\u671b\u7b80\u5316\u7684\u5f00\u53d1\u8005\u3002\u4f46\u5b83\u80fd\u5426\u4ece\u201c\u66f4\u4fbf\u5b9c\u7684\u66ff\u4ee3\u54c1\u201d\u6210\u957f\u4e3a\u503c\u5f97\u957f\u671f\u6258\u4ed8\u7684\u72ec\u7acb\u54c1\u724c\uff0c\u53d6\u51b3\u4e8e\u5176\u80fd\u5426\u5728\u4fdd\u6301\u4ef7\u683c\u4f18\u52bf\u7684\u540c\u65f6\uff0c\u5feb\u901f\u5efa\u7acb\u4e0d\u900a\u4e8e\u7ade\u54c1\u7684\u3001\u575a\u5b9e\u53ef\u9760\u7684\u6280\u672f\u58f0\u8a89\u4e0e\u72ec\u7279\u7684\u54c1\u724c\u8eab\u4efd\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\">Unosend<\/span>\n <\/div>\n<div class=\"comment-content\">The best email API for developers. Send transactional and marketing emails with 99.9% deliverability. Simple REST API, competitive pricing, and 5,000 free emails\/month. Better than Resend & SendGrid. Start free today.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>I’m excited to launch Unosend\u2014the email API I wish existed when I started building.<\/p>\n<p>The Problem:<br \/>\nEvery email API either charges too much, has confusing pricing, or lacks features developers need. I’ve used Resend, SendGrid, Resend and Postmark-they’re all great but expensive for growing startups.<\/p>\n<p>The Solution:<\/p>\n<p>Unosend gives you:<br \/>\n– 5000 free emails\/month<br \/>\n– Transectional and marketing emails.<br \/>\n– Simple, predictable pricing as you scale<br \/>\n– The same reliable infrastructure and deliverability<br \/>\n– A developer experience we’re proud of<\/p>\n<p>Why we built this:<br \/>\nAs developers ourselves, we wanted an email API that doesn’t punish you for success. When your app grows, your email costs shouldn’t eat into your margins.<\/p>\n<p>What’s next:<br \/>\n– React Email integration<br \/>\n– More SDKs (Rust, Java, .NET)<br \/>\n– Advanced analytics<br \/>\n– Email automation workflows<\/p>\n<p>I’d love your feedback! Try it free (no credit card needed), and let me know what you think.<\/p>\n<p>Happy to answer any questions! \ud83d\ude80<\/p><\/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\/@bittucreator\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bittucreator<\/a> Advanced analytics could be super useful.<\/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\/@bittucreator\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bittucreator<\/a> Congrats on the launch! Any plans on integrating Unosend with <a href=\"https:\/\/www.producthunt.com\/products\/wemail-2\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"wemail-2\" target=\"_blank\" rel=\"noopener\">@weMail<\/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>Your landing page is partly broken<\/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\/@jim_engine\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jim_engine<\/a> It looks like a dark mode thing, but yeah the styles do look a bit broken. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@jim_engine\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jim_engine<\/a> Explain bit more<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>pricing feels fair, especially for small projects that still need professional delivery.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@frances_diazon Your products looks amazing! I\u2019d love to collaborate with you if you\u2019re interested. message me on zangi:49_4234_0277<br \/>\nOR telegram username below \ud83d\udc47<br \/>\n@Fanspage12p<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@frances_diazon\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@frances_diazon<\/a> <\/p>\n<p>For small projects, the combination of competitive pricing and professional deliverability is exactly the sweet spot\u2014it keeps costs sane while still hitting inboxes consistently. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 offer tracking, and also is there a way to detect if the mail has landed in spam?<br \/>Would love to try it<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chilarai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chilarai<\/a> <\/p>\n<p>Thanks for the interest! \ud83d\ude4c<\/p>\n<p><strong>Yes, we offer tracking!<\/strong><\/p>\n<ul>\n<li>\n<p><strong>Open tracking<\/strong> – Know when recipients open your emails<\/p>\n<\/li>\n<li>\n<p><strong>Click tracking<\/strong> – Track which links get clicked<\/p>\n<\/li>\n<li>\n<p><strong>Delivery webhooks<\/strong> – Real-time notifications for delivered, bounced, and complained events<\/p>\n<\/li>\n<\/ul>\n<p>About spam detection:<br \/>Directly detecting if an email lands in spam isn’t possible (no email provider can do this – it’s determined by the recipient’s mail server). However, we help you maximize inbox placement:<\/p>\n<ul>\n<li>\n<p>\ud83d\udcca <strong>Bounce & complaint monitoring<\/strong> – High rates often indicate deliverability issues<\/p>\n<\/li>\n<li>\n<p>\ud83d\udd10 <strong>Full authentication<\/strong> – We handle SPF, DKIM, and DMARC automatically<\/p>\n<\/li>\n<li>\n<p>\ud83d\udcc8 <strong>Sending reputation<\/strong> – Our infrastructure maintains high sender reputation<\/p>\n<\/li>\n<\/ul>\n<p> If you’re seeing deliverability issues, the complaint\/bounce rates in your dashboard are usually the best indicators.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@chilarai Your products looks amazing! I\u2019d love to collaborate with you if you\u2019re interested. message me on zangi:49_4234_0277<br \/>\nOR telegram username below \ud83d\udc47<br \/>\n@Fanspage12p<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>So the only thing this one better than <strong>Resend<\/strong> is the number of free emails?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@buiducnhat\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@buiducnhat<\/a> <\/p>\n<p>The free tier is definitely a highlight (5,000 emails\/month vs Resend’s 3,000), but there’s more:<\/p>\n<p><strong>Beyond the free tier:<\/strong><\/p>\n<ul>\n<li>\n<p>\ud83d\udcb0 <strong>Better value<\/strong> – $20\/mo gets you 50K emails AND 10,000 contacts (Resend’s $20 only gives you 50K emails, no contacts included)<\/p>\n<\/li>\n<li>\n<p>\ud83d\ude80 <strong>Higher rate limits<\/strong> – 50 emails\/sec vs Resend’s 10\/sec<\/p>\n<\/li>\n<li>\n<p>\ud83d\udd0c <strong>Same simple API<\/strong> – If you know Resend, you already know Unosend (drop-in compatible)<\/p>\n<\/li>\n<\/ul>\n<p><strong>Same great features:<\/strong><\/p>\n<ul>\n<li>\n<p>Beautiful developer experience<\/p>\n<\/li>\n<li>\n<p>Webhooks, tracking, templates<\/p>\n<\/li>\n<li>\n<p>React Email support<\/p>\n<\/li>\n<li>\n<p>All the SDKs you need<\/p>\n<\/li>\n<\/ul>\n<p>We built Unosend because we love what Resend did for email DX, but felt the pricing was holding back indie hackers and startups. Same philosophy, friendlier on the wallet \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very cool product \ud83d\ude42 <br \/>Looking forward to trying it! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lev_kerzhner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lev_kerzhner<\/a> Thanks Lev \u2014 appreciate it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice project, @bittucreator! It\u2019s much-needed. I also love the simple and clean UI. Congratulations on a successful launch!<\/p>\n<\/p>\n<p>Do you have any plans for a PHP\/Laravel package or library that can be used to send emails using UnoSend?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hasin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hasin<\/a> <\/p>\n<p>Thanks so much! Really glad you like the clean UI – we put a lot of effort into making it developer-friendly \ud83d\ude4f<\/p>\n<p>Great question about PHP\/Laravel! Yes, we have a <strong>PHP SDK<\/strong> ready to go:<\/p>\n<\/p>\n<p>For Laravel specifically, you can also use it as a mail driver. <\/p>\n<p>We’re working on a dedicated Laravel package with Mailables support and would love your feedback on what features would be most useful!<\/p>\n<p>Check out our docs: <a href=\"https:\/\/www.unosend.co\/docs\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/unosend.com\/docs<\/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>Well done Venkat. Unosend is clean and practical. Congrats to you and the team.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@nimaaksoy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nimaaksoy<\/a> <\/p>\n<p><strong>Thanks, Nima<\/strong>, that means a lot. We aimed for a developer-first flow: fast setup, clean API, and predictable pricing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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\/@bittucreator\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"bittucreator\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bittucreator<\/a> <a href=\"https:\/\/www.producthunt.com\/products\/unosend\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"unosend\" target=\"_blank\" rel=\"noopener\">@Unosend<\/a> 99.9% deliverability for transactional and marketing emails is impressive! Email deliverability is such a pain point for businesses, especially as inbox providers get stricter. <\/p>\n<p>How does Unosend achieve such high deliverability rates? Are there built in tools for domain warmup and reputation management? <\/p>\n<p>Curious about how it handles bounce rates and spam complaints to maintain that deliverability level over time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vimal_polara2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vimal_polara2<\/a> <\/p>\n<p><strong>How we achieve 99.9% deliverability:<\/strong><\/p>\n<ol>\n<li>\n<p><strong>Own infrastructure<\/strong> – We run our own mail servers, full control over IP reputation<\/p>\n<\/li>\n<li>\n<p><strong>Automatic authentication<\/strong> – SPF, DKIM, DMARC configured automatically when you verify your domain<\/p>\n<\/li>\n<li>\n<p><strong>IP warmup<\/strong> – Gradual ramp-up for new senders to build reputation<\/p>\n<\/li>\n<\/ol>\n<p><strong>Bounce & complaint handling:<\/strong><\/p>\n<ul>\n<li>\n<p>Real-time bounce detection – hard bounces are auto-suppressed<\/p>\n<\/li>\n<li>\n<p>Complaint tracking – users who mark spam are removed from future sends<\/p>\n<\/li>\n<li>\n<p>Reputation monitoring – accounts with high bounce\/complaint rates get flagged<\/p>\n<\/li>\n<\/ul>\n<p><strong>Best practices enforced:<\/strong><\/p>\n<ul>\n<li>\n<p>Domain verification required before sending<\/p>\n<\/li>\n<li>\n<p>Rate limiting prevents sudden spikes that trigger filters<\/p>\n<\/li>\n<li>\n<p>Separate IP pools isolate bad actors from good senders<\/p>\n<\/li>\n<\/ul>\n<p><strong>TL;DR:<\/strong> Verified domain + automatic authentication + reputation management = inbox delivery. We handle the hard stuff so you just call the API. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>landing page looks pretty wack on darkmode firefox.<\/p>\n<\/p>\n<p>as a paying resend user, why should i switch to unosend?<\/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>here are some features that are fairly table stakes to me:<\/p>\n<p>– be able to have multiple projects with their own domains <br \/>– simple API <\/p>\n<p>-deliverability metrics<\/p>\n<p>– (nice to have) some idempotency protection<\/p>\n<p>-( nice to have) a sense of best practices and if my emails meet them<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@catt_marroll\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@catt_marroll<\/a> <\/p>\n<p><strong>Dark mode bug:<\/strong> Thanks for flagging – will fix that ASAP.<\/p>\n<p><strong>Why switch from Resend:<\/strong><\/p>\n<p>\u2705 <strong>Multiple projects with own domains<\/strong> – Yes, built-in<br \/>\u2705 <strong>Simple API<\/strong> – Same RESTful simplicity you’re used to<br \/>\u2705 <strong>Deliverability metrics<\/strong> – Opens, clicks, bounces, complaints<br \/>\u2705 <strong>Idempotency<\/strong> – Coming soon<br \/>\u2705 <strong>Best practices check<\/strong> – On the roadmap<\/p>\n<p><strong>What you get that Resend charges extra for:<\/strong><\/p>\n<ul>\n<li>\n<p><strong>Contacts\/Audience<\/strong> – built-in, no external DB needed<\/p>\n<\/li>\n<li>\n<p><strong>Broadcasts<\/strong> – send to all contacts natively<\/p>\n<\/li>\n<li>\n<p><strong>Webhooks<\/strong> – included, no Zapier required<\/p>\n<\/li>\n<\/ul>\n<p><strong>Pricing:<\/strong> More generous free tier + lower costs at scale.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does deliverability compare to Resend? Are you likely to end up in spam for gmail or outlook? Additionally, do you have any protection in place to prevent people abusing the service, and then get the other people using the service to be marked as spam?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@joshh_founder\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joshh_founder<\/a> <\/p>\n<p><strong>Deliverability:<\/strong><\/p>\n<p>We run our <strong>own email infrastructure<\/strong> – full control over IPs and reputation. Proper SPF, DKIM, DMARC is automatic for every verified domain.<\/p>\n<p><strong>Abuse Prevention:<\/strong><\/p>\n<ul>\n<li>\n<p>Domain verification required before sending<\/p>\n<\/li>\n<li>\n<p>Rate limiting & bounce monitoring<\/p>\n<\/li>\n<li>\n<p>Separate IP pools – bad actors don’t affect you<\/p>\n<\/li>\n<li>\n<p>Dedicated IP option on Scale\/Enterprise plans<\/p>\n<\/li>\n<\/ul>\n<p><strong>Bottom line:<\/strong> Verified domain + our authentication = inbox delivery. We maintain our IP reputation and isolate problematic accounts to protect everyone. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bittucreator\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"bittucreator\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bittucreator<\/a> I will definitely give unosend a try! <\/p>\n<\/p>\n<p>My recommendation would be to change up the UI a little, it feels like a clone of resend (which I currently use) and I think that could hurt the trust of customers who already know Resend.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@soyzamudio\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@soyzamudio<\/a> <\/p>\n<p>Thanks for the honest feedback! \ud83d\ude4f<\/p>\n<p>We actually just redesigned our entire UI with a fresh <strong>new layout<\/strong>. You can check app 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\">I’m really interested in using it for a Waitlist\ud83d\ude4f\ud83c\udffdmy flow is: user signs up, unosend collects the email as contact, unosend sends Email confirmation to user, 1 week later Unosend automatically sends a reminder to All users. Can I create all that with Unosend alone?<\/p>\n<p>I went through your Docs, I think Unosend can do all that. Just wanted a short confirmation before I start hacking.<\/p>\n<p>Resend forces me to buy webhooks externally (zapier, supabase, mailchimp) which for me defeats the purpose of using Resend at all.<\/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\">@nrique Your products looks amazing! I\u2019d love to collaborate with you if you\u2019re interested. message me on zangi:49_4234_0277<br \/>\nOR telegram username below \ud83d\udc47<br \/>\n@Fanspage12p<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@nrique\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nrique<\/a> <\/p>\n<p><strong>Yes, Unosend can handle that entire flow!<\/strong> <\/p>\n<p>Here’s how:<\/p>\n<ol>\n<li>\n<p><strong>User signs up<\/strong> \u2192 Use our REST API to add them as a contact (Audience\/People)<\/p>\n<\/li>\n<li>\n<p><strong>Collect email as contact<\/strong> \u2192 \u2705 Built-in with our Audience feature<\/p>\n<\/li>\n<li>\n<p><strong>Send email confirmation<\/strong> \u2192 \u2705 Use our Send Email API immediately after signup<\/p>\n<\/li>\n<li>\n<p><strong>1 week later send reminder<\/strong> \u2192 \u2705 Use our <strong>Broadcasts<\/strong> feature to send to all contacts, or set up a <strong>Campaign<\/strong> for scheduled\/automated sends<\/p>\n<\/li>\n<\/ol>\n<p><strong>The key difference from Resend:<\/strong> We have built-in:<\/p>\n<ul>\n<li>\n<p><strong>Audience\/Contacts management<\/strong> – no external database needed<\/p>\n<\/li>\n<li>\n<p><strong>Broadcasts<\/strong> – send to all or filtered contacts<\/p>\n<\/li>\n<li>\n<p><strong>Campaigns<\/strong> – scheduled and recurring emails<\/p>\n<\/li>\n<li>\n<p><strong>Webhooks<\/strong> – track delivery, opens, clicks natively<\/p>\n<\/p>\n<\/li>\n<\/ul>\n<p><strong>No Zapier, no Supabase, no external webhooks needed.<\/strong> Everything is built-in.<\/p>\n<p>Start hacking! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bittucreator\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"bittucreator\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bittucreator<\/a> <a href=\"https:\/\/www.producthunt.com\/products\/unosend\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"unosend\" target=\"_blank\" rel=\"noopener\">@Unosend<\/a> Looking good and feature packed, pricing also makes sense. Two questions though – <\/p>\n<p>1. Is there plan for drag and drop templates?<br \/>2. Why is regional pricing only for India, when there are other countries where PPP is needed even more?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I signup and add domain but email are not going to recipient<\/p>\n<p>on api response showing success<\/p>\n<p>{“id”:”ba75eee6-853e-4b60-8cb6-a0834a9b0a47″,”from”:”<a href=\"mailto:verification@no-replay.mingleq.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">verification@no-replay.mingleq.com<\/a>“,”to”:[“<a href=\"mailto:sankalpchoudhary8@gmail.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">sankalpchoudhary8@gmail.com<\/a>“],”created_at”:”2025-12-05T06:04:33.245466+00:00″}<\/p>\n<p>Show raw log<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Running into this issue when setting up outgoing mail with Supabase<\/p>\n<p>In your case, Supabase\u2019s auth service is doing this:<\/p>\n<ol>\n<li>\n<p>Connects to <a href=\"http:\/\/smtp.unosend.co\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">smtp.unosend.co<\/a> on whatever port you specified.<\/p>\n<\/li>\n<li>\n<p>Tries to use TLS (either because you told it \u201cSSL\/TLS\u201d in the settings or because it does STARTTLS if the server advertises it).<\/p>\n<\/li>\n<li>\n<p>During the TLS handshake it checks the certificate.<\/p>\n<\/li>\n<li>\n<p>The server presents a cert whose hostname is <a href=\"http:\/\/localhost\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">localhost<\/a>.<\/p>\n<\/li>\n<li>\n<p>Supabase compares that to the host you configured <a href=\"http:\/\/smtp.unosend.co\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">smtp.unosend.co<\/a> and goes \u201cnope\u201d and throws:<\/p>\n<\/li>\n<\/ol>\n<blockquote>\n<p>tls: failed to verify certificate: x509: certificate is valid for <a href=\"http:\/\/localhost\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">localhost<\/a>, not <a href=\"http:\/\/smtp.unosend.co\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">smtp.unosend.co<\/a><\/p>\n<\/blockquote>\n<p>I don’t see a way to contact support anywhere on the site? So I am posting here to hopefully make the devs aware of this issue and resolve 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<\/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\/53FELSNL2TVBK3\" class=\"app-title\">Google Workspace Studio<\/a><\/p>\n<div class=\"one-liner\">Build your AI agent in minutes to delegate the daily grind<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">151<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Google Workspace Studio\u662f\u4e00\u6b3e\u5185\u7f6e\u4e8eGmail\u3001Docs\u7b49\u529e\u516c\u5957\u4ef6\u4e2d\u7684\u65e0\u4ee3\u7801AI\u667a\u80fd\u4f53\u6784\u5efa\u5e73\u53f0\uff0c\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u521b\u5efa\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41\uff0c\u5728\u90ae\u4ef6\u5904\u7406\u3001\u62a5\u544a\u751f\u6210\u7b49\u65e5\u5e38\u529e\u516c\u573a\u666f\u4e2d\uff0c\u89e3\u51b3\u4e86\u56e2\u961f\u91cd\u590d\u6027\u5de5\u4f5c\u7e41\u7410\u3001\u6548\u7387\u4f4e\u4e0b\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 <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/316f15bd-4897-4821-8cc0-7f173c24add8.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=Xy0r5fKwlVo\"><source src=\"https:\/\/www.youtube.com\/watch?v=Xy0r5fKwlVo\" 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\/ce7a6af1-ab9f-49b4-9e39-248cc25baa89.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\/f59945db-63fe-4ff8-b1e3-96defc36522d.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\/c0b54897-33c8-4c73-9ac7-d8adeac44d2f.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\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">No-Code<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u529e\u516c\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">Google Workspace<\/span><br \/>\n <span class=\"tag\">Gemini 3<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1aSaaS<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u8bc4\u8bba\u666e\u904d\u5bf9\u4ea7\u54c1\u53d1\u5e03\u611f\u5230\u5174\u594b\uff0c\u8ba4\u4e3a\u5176\u5c06\u666e\u901a\u7528\u6237\u8f6c\u53d8\u4e3a\u201cAI\u81ea\u52a8\u5316\u8bbe\u8ba1\u5e08\u201d\uff0c\u5e76\u8ba4\u53ef\u5176\u63a8\u7406\u80fd\u529b\u7684\u63d0\u5347\u3002\u4e00\u6761\u8bc4\u8bba\u63d0\u53ca\u201cGolden Kitty\u201d\u5956\u9879\uff0c\u5e76\u8054\u60f3\u5176\u672a\u6765\u53ef\u80fd\u5411AR\/VR\u641c\u7d22\u573a\u666f\u6269\u5c55\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 Google Workspace Studio\u7684\u53d1\u5e03\uff0c\u8fdc\u4e0d\u6b62\u662f\u5728\u73b0\u6709\u529e\u516c\u5957\u4ef6\u4e0a\u589e\u52a0\u4e00\u4e2a\u201c\u667a\u80fd\u529f\u80fd\u201d\u3002\u5b83\u6807\u5fd7\u7740\u8c37\u6b4c\u6b63\u5c06\u5176\u6700\u6838\u5fc3\u7684\u4f01\u4e1a\u4ea7\u54c1\u77e9\u9635\uff0c\u7cfb\u7edf\u6027\u3001\u5e73\u53f0\u5316\u5730\u63a8\u5411\u201c\u667a\u80fd\u4f53\u5316\u201d\u65f6\u4ee3\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u4e24\u70b9\uff1a\u4e00\u662f\u201c\u5165\u53e3\u5373\u5e73\u53f0\u201d\uff0c\u5c06\u5168\u7403\u6570\u5341\u4ebf\u7528\u6237\u65e9\u5df2\u4e60\u60ef\u7684Gmail\u3001Docs\u7b49\u5165\u53e3\uff0c\u76f4\u63a5\u8f6c\u5316\u4e3a\u4f4e\u95e8\u69db\u7684\u667a\u80fd\u4f53\u5f00\u53d1\u4e0e\u90e8\u7f72\u73af\u5883\uff0c\u8fd9\u79cd\u8fc1\u79fb\u6210\u672c\u4e4b\u4f4e\u662f\u4efb\u4f55\u72ec\u7acb\u521b\u4e1a\u516c\u53f8\u65e0\u6cd5\u6bd4\u62df\u7684\uff1b\u4e8c\u662f\u201c\u53bb\u6280\u80fd\u5316\u8d4b\u80fd\u201d\uff0c\u5b83\u8bd5\u56fe\u5c06\u539f\u672c\u9700\u8981\u6d41\u7a0b\u5206\u6790\u3001API\u96c6\u6210\u4e43\u81f3\u57fa\u7840\u7f16\u7a0b\u77e5\u8bc6\u7684\u81ea\u52a8\u5316\u6784\u5efa\uff0c\u964d\u7ef4\u6210\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\uff0c\u8ba9\u201c\u81ea\u52a8\u5316\u8bbe\u8ba1\u201d\u4eceIT\u90e8\u95e8\u4e13\u9879\u80fd\u529b\uff0c\u6cdb\u5316\u4e3a\u666e\u901a\u77e5\u8bc6\u5de5\u4f5c\u8005\u7684\u57fa\u7840\u6280\u80fd\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u5728\u5c01\u95ed\u7684Workspace\u751f\u6001\u5185\u751f\u6210\u7684\u667a\u80fd\u4f53\uff0c\u5176\u80fd\u529b\u8fb9\u754c\u548c\u5bf9\u5916\u90e8\u6570\u636e\u7684\u8fde\u63a5\u80fd\u529b\u5b58\u7591\uff0c\u53ef\u80fd\u6ca6\u4e3a\u201c\u6e29\u5ba4\u91cc\u7684\u81ea\u52a8\u5316\u201d\u3002\u5176\u6b21\uff0c\u5c06\u590d\u6742\u4e1a\u52a1\u903b\u8f91\u4ea4\u7531\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u548cAI\u7406\u89e3\uff0c\u5176\u8fc7\u7a0b\u7684\u53ef\u9760\u6027\u3001\u53ef\u8c03\u8bd5\u6027\u4e0e\u6743\u8d23\u754c\u5b9a\uff0c\u662f\u4f01\u4e1a\u7ea7\u5e94\u7528\u5fc5\u987b\u8de8\u8d8a\u7684\u9e3f\u6c9f\u3002\u6700\u540e\uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u8c37\u6b4c\u5bf9\u5176\u4f01\u4e1a\u7528\u6237\u5de5\u4f5c\u6d41\u4e0e\u6570\u636e\u7684\u66f4\u6df1\u5c42\u6b21\u7ed1\u5b9a\uff0c\u5728\u5e26\u6765\u4fbf\u5229\u7684\u540c\u65f6\uff0c\u4e5f\u5f15\u53d1\u4e86\u5173\u4e8e\u751f\u6001\u9501\u5b9a\u7684\u65b0\u4e00\u8f6e\u987e\u8651\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u6b65\u6781\u5177\u91ce\u5fc3\u7684\u6218\u7565\u843d\u5b50\u3002\u5b83\u5e76\u975e\u8ffd\u6c42\u529f\u80fd\u7684\u70ab\u6280\uff0c\u800c\u662f\u65e8\u5728\u91cd\u5851\u4f01\u4e1a\u529e\u516c\u7684\u751f\u4ea7\u5173\u7cfb\u2014\u2014\u5c06\u4eba\u4ece\u6267\u884c\u6d41\u7a0b\u7684\u8282\u70b9\uff0c\u9010\u6b65\u8f6c\u53d8\u4e3a\u5b9a\u4e49\u548c\u4f18\u5316\u6d41\u7a0b\u7684\u201c\u7ba1\u7406\u8005\u201d\u3002\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u5176\u667a\u80fd\u4f53\u5728\u5b9e\u9645\u590d\u6742\u5de5\u4f5c\u573a\u666f\u4e2d\u7684\u771f\u6b63\u201c\u667a\u5546\u201d\u4e0e\u201c\u53ef\u9760\u6027\u201d\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u6f14\u793a\u4e2d\u7684\u201c\u60c5\u5546\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\">Google Workspace Studio<\/span>\n <\/div>\n<div class=\"comment-content\">Google Workspace Studio lets anyone build AI agents inside Gmail, Docs, Sheets, and more! No coding needed. Powered by Gemini 3, it turns natural language prompts into workflows that can triage emails, generate reports, or coordinate projects. Designed for teams, it brings real agentic automation to everyday office work.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone!<\/p>\n<p>Google just launched Workspace Studio! An agentic AI platform built into Gmail, Docs, and Sheets.<\/p>\n<p>You describe the task, Gemini 3 builds and runs it.<\/p>\n<p>Feels like the moment Google turns everyday Workspace users into AI automation designers.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really curious to try this out, the reasoning improvements sound solid.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The Golden Kitty nod shows impact. What\u2019s next, maybe expanding search into immersive AR or VR contexts?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Excited to try this out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#12<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/ZOIQJH46DRP2SG\" class=\"app-title\">TypMo<\/a><\/p>\n<div class=\"one-liner\">Write wireframes. Generate prompts. Ship products.<\/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>TypMo\u662f\u4e00\u6b3e\u5c06\u6587\u672c\u63cf\u8ff0\u3001\u8349\u56fe\u6216\u63d0\u793a\u8bcd\u5373\u65f6\u8f6c\u6362\u4e3a\u7ebf\u6846\u56fe\u7684\u5de5\u5177\uff0c\u5e76\u80fd\u4e3aAI\u7f16\u7a0b\u5de5\u5177\u751f\u6210\u8be6\u7ec6\u5b9e\u73b0\u63d0\u793a\uff0c\u5728\u65e9\u671f\u4ea7\u54c1\u8bbe\u8ba1\u9636\u6bb5\u4ee5\u6781\u4f4e\u6210\u672c\u5feb\u901f\u5398\u6e05\u7ed3\u6784\u3001\u9a8c\u8bc1\u60f3\u6cd5\uff0c\u89e3\u51b3\u201c\u76f2\u76ee\u63d0\u793a\u3001\u5f00\u53d1\u8fd4\u5de5\u201d\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\/d619579d-a304-472e-a38e-1f55893225d8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8cc5b447-2314-460b-b347-1bb37590d5da.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/293d91ab-201e-4ee6-8dba-79fba1032fab.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a05a9ec2-c6bf-42fa-87b0-6601dbfca14a.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\/01bb768e-da7c-4e4d-9814-343d284dd9bd.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/25QufRzOueo\"><source src=\"https:\/\/youtu.be\/25QufRzOueo\" 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\">User Experience<\/span><br \/>\n <span class=\"tag\">Prototyping<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u7ebf\u6846\u56fe\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u63d0\u793a\u5de5\u7a0b<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u8f6c\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u539f\u578b<\/span><br \/>\n <span class=\"tag\">Markdown\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u5feb\u901f\u8fed\u4ee3<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">AI\u8f85\u52a9\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">\u524d\u7aef\u8bbe\u8ba1<\/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\u201cMarkdown\u753b\u7ebf\u6846\u56fe\u201d\u7684\u7b80\u6d01\u7406\u5ff5\u4e0e\u5373\u65f6\u6e32\u67d3\u7684\u6d41\u7545\u4f53\u9a8c\uff0c\u8ba4\u4e3a\u5176\u5728\u7075\u6d3b\u6027\u4e0e\u6e05\u6670\u5ea6\u95f4\u53d6\u5f97\u5e73\u8861\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\u5546\u4e1a\u6a21\u5f0f\u3001\u5904\u7406\u590d\u6742\u591a\u5c4f\u6d41\u7a0b\u7684\u80fd\u529b\uff0c\u4ee5\u53ca\u8f93\u51fa\u63d0\u793a\u4e0e\u5177\u4f53AI\u5de5\u5177\uff08\u5982Cursor\uff09\u7684\u5bf9\u63a5\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 TypMo\u7684\u5b9e\u8d28\uff0c\u662f\u8bd5\u56fe\u5728\u201c\u60f3\u6cd5\u201d\u4e0e\u201c\u4ee3\u7801\u201d\u4e4b\u95f4\uff0c\u91cd\u65b0\u593a\u56de\u5e76\u6807\u51c6\u5316\u201c\u7ed3\u6784\u8bbe\u8ba1\u201d\u8fd9\u4e00\u5173\u952e\u73af\u8282\u7684\u63a7\u5236\u6743\u3002\u5b83\u654f\u9510\u5730\u6233\u4e2d\u4e86\u5f53\u524dAI\u7f16\u7801\u70ed\u6f6e\u4e2d\u7684\u4e00\u4e2a\u9690\u6027\u6210\u672c\uff1a\u7531\u4e8e\u7f3a\u4e4f\u524d\u7f6e\u7684\u3001\u673a\u5668\u53ef\u7406\u89e3\u7684\u7ed3\u6784\u5316\u8bbe\u8ba1\uff0c\u5f00\u53d1\u8005\u4e0eAI\u4e4b\u95f4\u9677\u5165\u4f4e\u6548\u7684\u201c\u63d0\u793a-\u8bd5\u9519\u201d\u5faa\u73af\uff0c\u5bfc\u81f4\u65f6\u95f4\u4e0e\u91d1\u94b1\u7684\u6d6a\u8d39\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u4ef7\u503c\u5e76\u975e\u5728\u4e8e\u521b\u9020\u4e86\u591a\u5f3a\u5927\u7684\u7ebf\u6846\u56fe\u5de5\u5177\u2014\u2014\u5e02\u573a\u4e0a\u6b64\u7c7b\u5de5\u5177\u5df2\u5f88\u4e30\u5bcc\u2014\u2014\u800c\u5728\u4e8e\u5b83\u5145\u5f53\u4e86\u4e00\u4e2a\u201c\u7ed3\u6784\u7f16\u8bd1\u5668\u201d\u3002\u5b83\u5c06\u81ea\u7136\u8bed\u8a00\u3001\u8349\u56fe\u7b49\u6a21\u7cca\u8f93\u5165\uff0c\u4ee5\u53ca\u5176\u7279\u6709\u7684\u7c7bMarkdown\u6587\u672c\u8bed\u6cd5\uff0c\u7f16\u8bd1\u6210\u4e00\u79cd\u65e2\u4eba\u7c7b\u53ef\u8bfb\uff08\u53ef\u89c6\u5316\u7ebf\u6846\u56fe\uff09\u53c8\u673a\u5668\u53ef\u8bfb\uff08\u7ed3\u6784\u5316\u63d0\u793a\uff09\u7684\u4e2d\u95f4\u5c42\u8868\u793a\u3002\u8fd9\u4e2a\u4e2d\u95f4\u5c42\uff0c\u6b63\u662f\u5f53\u524dAI\u5f00\u53d1\u5de5\u4f5c\u6d41\u4e2d\u7f3a\u5931\u7684\u201c\u8bbe\u8ba1\u5951\u7ea6\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u201c60+\u7ec4\u4ef6\uff0c\u96f6\u5b66\u4e60\u66f2\u7ebf\u201d\u7684\u5ba3\u4f20\uff0c\u51f8\u663e\u4e86\u5176\u964d\u4f4e\u65e9\u671f\u8bbe\u8ba1\u95e8\u69db\u3001\u9f13\u52b1\u5feb\u901f\u5b9e\u9a8c\u7684\u5b9a\u4f4d\u3002\u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u5929\u82b1\u677f\u4e5f\u5728\u4e8e\u6b64\uff1a\u5f53\u8bbe\u8ba1\u4ece\u201c\u53ef\u89c6\u5316\u62d6\u62fd\u201d\u7b80\u5316\u4e3a\u201c\u6587\u672c\u63cf\u8ff0\u201d\u65f6\uff0c\u5176\u8868\u8fbe\u590d\u6742\u4ea4\u4e92\u903b\u8f91\u548c\u7cbe\u7ec6\u89c6\u89c9\u5c42\u7ea7\u7684\u80fd\u529b\u662f\u5426\u4f1a\u53d7\u9650\uff1f\u5b83\u751f\u6210\u7684\u201c\u8be6\u7ec6\u5b9e\u73b0\u63d0\u793a\u201d\u80fd\u5426\u771f\u6b63\u6ee1\u8db3\u4e0d\u540cAI\u7f16\u7801\u5de5\u5177\uff08\u5982Cursor\u3001Claude\u3001GPT\uff09\u7684\u5dee\u5f02\u5316\u9700\u6c42\uff0c\u8fd8\u662f\u9700\u8981\u4e8c\u6b21\u8c03\u6574\uff1f\u8fd9\u51b3\u5b9a\u4e86\u5b83\u662f\u4ec5\u9002\u7528\u4e8e\u65e9\u671f\u5934\u8111\u98ce\u66b4\u7684\u201c\u73a9\u5177\u201d\uff0c\u8fd8\u662f\u80fd\u8d2f\u7a7f\u81f3\u8be6\u7ec6\u8bbe\u8ba1\u9636\u6bb5\u7684\u201c\u751f\u4ea7\u529b\u5de5\u5177\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u521b\u59cb\u4eba\u5f3a\u8c03\u201cClarity before code\u201d\uff08\u6e05\u6670\u5148\u4e8e\u4ee3\u7801\uff09\uff0c\u8fd9\u5207\u4e2d\u4e86\u8981\u5bb3\u3002TypMo\u7684\u771f\u6b63\u5bf9\u624b\u6216\u8bb8\u4e0d\u662fFigma\uff0c\u800c\u662f\u6df7\u4e71\u7684\u63d0\u793a\u8bcd\u548c\u6602\u8d35\u7684\u5f00\u53d1\u8bd5\u9519\u3002\u5982\u679c\u5b83\u80fd\u6210\u529f\u5730\u5c06\u201c\u5148\u753b\u56fe\uff0c\u518d\u63d0\u793a\u201d\u7684\u5de5\u4f5c\u6d41\u690d\u5165\u5f00\u53d1\u8005\u5fc3\u667a\uff0c\u5e76\u4f7f\u5176\u751f\u6210\u7684\u7ed3\u6784\u5316\u63d0\u793a\u6210\u4e3aAI\u5f00\u53d1\u7684\u4e8b\u5b9e\u63a5\u53e3\u4e4b\u4e00\uff0c\u90a3\u4e48\u5b83\u7684\u4ef7\u503c\u5c06\u8fdc\u8d85\u4e00\u4e2a\u5de5\u5177\u672c\u8eab\uff0c\u800c\u6210\u4e3aAI\u65f6\u4ee3\u4ea7\u54c1\u5b9a\u4e49\u6d41\u7a0b\u7684\u65b0\u6807\u51c6\u7ec4\u4ef6\u3002\u4f46\u76ee\u524d\u6765\u770b\uff0c\u5b83\u4ecd\u662f\u4e00\u4e2a\u524d\u666f\u53ef\u89c2\u4f46\u9700\u9a8c\u8bc1\u5176\u8fb9\u754c\u4e0e\u6df1\u5ea6\u7684\u65e9\u671f\u89e3\u51b3\u65b9\u6848\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\">TypMo<\/span>\n <\/div>\n<div class=\"comment-content\">TypMo is where wireframes become prompts. Write UI in simple text syntax, like Markdown, or generate from prompts and sketches. 60+ components, zero learning curve. Iterate freely when changes are cheap, share with stakeholders, gather feedback. Then export detailed implementation specs for AI Coding tools. Clarity before code. Wireframe first, prompt with precision.<\/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 I’m Adit, founder of TypMo. In the age of AI coding tools, I noticed a problem: we’re spending significant time and money prompting without structural clarity. The wireframing stage is where experimentation should happen, it’s fast, cheap, and low-risk. <strong>So I built TypMo\u2014where wireframes become implementation prompts.<\/strong><br \/>It’s Markdown for wireframes, a simple text syntax using design vocabulary you already know. No learning curve. Just type and see your UI render instantly. <\/p>\n<p>With TypMo you can:<\/p>\n<ul>\n<li>\n<p>Generate wireframes from prompts, sketches, or PRDs<\/p>\n<\/li>\n<li>\n<p>Run IA\/UX audits on your structure<\/p>\n<\/li>\n<li>\n<p>Iterate on hierarchy, flows, and components freely<\/p>\n<\/li>\n<li>\n<p>Export implementation prompts when you’re ready<\/p>\n<\/li>\n<\/ul>\n<p>That’s where TypMo lives – the cheap zone where messy ideas become organized, prompt-ready structure. Experiment freely, validate fast, then let AI build exactly what you need, the first time.<\/p>\n<\/p>\n<p>Clarity before code. Wireframe first, prompt with precision.<\/p>\n<p>I would love to have your feedback! Thank you!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aditgupta\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aditgupta<\/a> <a href=\"https:\/\/www.producthunt.com\/products\/typmo\" target=\"_blank\" rel=\"noopener\">@TypMo<\/a> <\/p>\n<p>I\u2019m really impressed by TypMo \u2014 it strikes an excellent balance between flexibility, speed, and clarity. Writing UI in simple text (like Markdown) feels natural and removes the friction of traditional drag-and-drop design tools. The ability to instantly render wireframes and then export detailed implementation specs is a huge win \u2014 especially useful when you want to quickly iterate on ideas or hand off to developers or AI-based tools. <\/p>\n<p>What truly stands out is how TypMo makes \u201citerate first, refine later\u201d a seamless workflow: early ideas can stay messy while you experiment, then once you\u2019re confident, you convert them into clean, prompt-ready UI structure. <\/p>\n<p>Overall, TypMo helps turn messy brainstorming into organized, actionable design \u2014 highly recommended for anyone building interfaces, prototypes, or prepping designs for coding or AI-assisted development.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@aditgupta\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aditgupta<\/a> Markdown for wireframes feels like the right level of simplicity.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@aditgupta\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aditgupta<\/a> Congrats on the launch Adit, TypMo looks clean and useful. Upvoted. I am co founder of bestofweb .site and after your launch if you want more visibility you are welcome to join and introduce UX Assist to our founder community.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Super nice. Congratulations on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chilarai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chilarai<\/a> Thank you!! \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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>Sounds really interesting! How is the business model behind?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@german_merlo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@german_merlo1<\/a> Thank you! It’s a freemium subscription model. I have started with an early launch price of $39.99\/year for next one month. Very soon we will have monthly and team plans too. \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congrats.. interesting product .. all the best<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dessignnet\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dessignnet<\/a> Thank you!! \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Translating wireframes into UI prompts \u2013 I really like the thinking and agree with the problem this is trying to solve. I will definitely give it a try! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jamiesunde\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jamiesunde<\/a> Thank you, Jamie! \ud83d\ude42 This is super motivating to hear!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulation <a href=\"https:\/\/www.producthunt.com\/@aditgupta\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"aditgupta\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aditgupta<\/a> Love the \u201cMarkdown for wireframes\u201d idea – that\u2019s a super clean mental model.<br \/>How well does TypMo handle complex multi-screen flows?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@digitalpreetam\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@digitalpreetam<\/a> Thank you Preetam! TypMo supports multi-screen flows for both wireframing and prompt generation. Here’s one small video about it – <a href=\"https:\/\/youtu.be\/mtIf2vH7urk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/youtu.be\/mtIf2vH7urk<\/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>Very unique and convenient. Check if I understand it correctly, we need to write our structure and it designs a wireframe and the output is the prompt that we can feed into cursor? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@himani_sah1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@himani_sah1<\/a> Thank you so much!! \ud83d\ude42 Yes, you can either write the structure (my preferred way!) OR generate it from prompt or by uploading your sketch. Three different ways to get the wireframe and then generate production-ready prompt for any AI coding tool. The generated prompt will have the following:<\/p>\n<p>1. Project overview and architecture – key features, success criteria, user flow<br \/>2. Project structure<br \/>3. Data models and typescript interfaces<br \/>4. Detailed component breakdown<br \/>5. Routing and Navigation<br \/>6. State management<br \/>7. Authentication<br \/>8. Accessibility<br \/>9. Performance Optimimisation<br \/>10. Testing Strategy<br \/>11. Styling approach<br \/>12. Error handling and edge cases<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/Q6FSIOXNQ6CSCB\" class=\"app-title\">2025 Annual Review<\/a><\/p>\n<div class=\"one-liner\">It’s like Spotify Wrapped for Your Journal<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">143<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3eAI\u9a71\u52a8\u7684\u5e74\u5ea6\u56de\u987e\u751f\u6210\u5de5\u5177\uff0c\u901a\u8fc7\u4e00\u952e\u5206\u6790\u5168\u5e74\u65e5\u8bb0\u5185\u5bb9\uff0c\u81ea\u52a8\u751f\u6210\u7ed3\u6784\u5316\u7684\u5e74\u5ea6\u603b\u7ed3\u521d\u7a3f\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u5e74\u7ec8\u590d\u76d8\u65f6\u9762\u5bf9\u6d77\u91cf\u8bb0\u5f55\u65e0\u4ece\u4e0b\u624b\u3001\u8017\u65f6\u8d39\u529b\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\/80749b3b-9247-422c-bc30-98c26f84a887.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=J5Vfxl3074A\"><source src=\"https:\/\/www.youtube.com\/watch?v=J5Vfxl3074A\" 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\/403e0783-b070-4467-977a-8e926b4a5e03.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\">Health & Fitness<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4e2a\u4eba\u6210\u957f<\/span><br \/>\n <span class=\"tag\">\u65e5\u8bb0\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u5e74\u5ea6\u590d\u76d8<\/span><br \/>\n <span class=\"tag\">AI\u6458\u8981<\/span><br \/>\n <span class=\"tag\">\u5fc3\u7406\u5065\u5eb7<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u751f\u6210\u5f0fAI<\/span><br \/>\n <span class=\"tag\">\u751f\u6d3b\u65b9\u5f0f<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u8bb0\u5fc6<\/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\u201c\u65e5\u8bb0\u7248Spotify Wrapped\u201d\u6982\u5ff5\uff0c\u8ba4\u4e3a\u5176\u964d\u4f4e\u4e86\u590d\u76d8\u95e8\u69db\u3002\u6838\u5fc3\u53cd\u9988\u5305\u62ec\uff1a1. \u5efa\u8bae\u589e\u52a0\u5bf9\u672a\u6765\u76ee\u6807\u7684\u89c4\u5212\u529f\u80fd\uff1b2. \u597d\u5947AI\u5206\u6790\u7684\u5177\u4f53\u53c2\u6570\u4e0e\u903b\u8f91\uff1b3. \u63a2\u8ba8\u5982\u4f55\u901a\u8fc7\u5373\u65f6\u53cd\u9988\u548c\u957f\u671f\u89c6\u89d2\u63d0\u5347\u7528\u6237\u7559\u5b58\u4e0e\u201c\u987f\u609f\u65f6\u523b\u201d\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n \u201c2025 Annual Review\u201d\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u88ab\u957f\u671f\u5ffd\u89c6\u7684\u201c\u540e\u5e02\u573a\u201d\uff1a\u65e5\u8bb0\u8bb0\u5f55\u4e4b\u540e\u7684\u4ef7\u503c\u6316\u6398\u3002\u5b83\u806a\u660e\u5730\u907f\u5f00\u4e86\u4e0eDay One\u7b49\u5de8\u5934\u5728\u8bb0\u5f55\u529f\u80fd\u4e0a\u7684\u6b63\u9762\u7ade\u4e89\uff0c\u8f6c\u800c\u626e\u6f14\u201c\u8bb0\u5f55\u7ec8\u7ed3\u8005\u201d\u7684\u89d2\u8272\uff0c\u5c06\u7528\u6237\u5df2\u6c89\u6dc0\u7684\u3001\u975e\u7ed3\u6784\u5316\u7684\u6587\u672c\u6570\u636e\u8f6c\u5316\u4e3a\u7ed3\u6784\u5316\u6d1e\u5bdf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u70ab\u9177\u7684AI\u6280\u672f\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u5b83\u901a\u8fc7\u81ea\u52a8\u5316\u201c\u521d\u7a3f\u201d\u521b\u9020\u4e86\u4e00\u4e2a\u6781\u4f4e\u7684\u53cd\u601d\u542f\u52a8\u6210\u672c\u3002\u6b63\u5982\u8054\u5408\u521b\u59cb\u4ebaDave\u6240\u8a00\uff0c\u5b83\u201c\u4e0d\u53d6\u4ee3\u6df1\u5ea6\u53cd\u601d\u5de5\u4f5c\u201d\uff0c\u800c\u662f\u89e3\u51b3\u201c\u4ece0\u52301\u201d\u7684\u6700\u5927\u963b\u529b\u3002\u8fd9\u51fb\u4e2d\u4e86\u73b0\u4ee3\u4eba\u201c\u60f3\u590d\u76d8\u4f46\u754f\u96be\u201d\u7684\u666e\u904d\u5fc3\u7406\u3002\u7136\u800c\uff0c\u8fd9\u4e5f\u6070\u6070\u66b4\u9732\u4e86\u5176\u6838\u5fc3\u6311\u6218\u4e0e\u6f5c\u5728\u5c40\u9650\uff1a\u4ea7\u54c1\u7684\u7ec8\u6781\u4ef7\u503c\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u7528\u6237\u539f\u59cb\u65e5\u8bb0\u7684\u6570\u636e\u8d28\u91cf\u4e0e\u8fde\u7eed\u6027\u3002\u5bf9\u4e8e\u201c\u4e09\u65e5\u8bb0\u201d\u7528\u6237\uff0c\u518d\u5f3a\u5927\u7684AI\u4e5f\u96be\u4e3a\u65e0\u7c73\u4e4b\u708a\u3002\u8fd9\u8feb\u4f7f\u4ea7\u54c1\u5fc5\u987b\u53cd\u5411\u4fc3\u8fdb\u66f4\u4f18\u8d28\u7684\u8bb0\u5f55\u884c\u4e3a\uff0c\u5176\u8bc4\u8bba\u4e2d\u63d0\u5230\u7684\u201c\u5373\u65f6\u6d1e\u5bdf\u201d\u529f\u80fd\u6b63\u662f\u5bf9\u6b64\u7684\u8865\u8db3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u5546\u4e1a\u6a21\u5f0f\u770b\uff0c\u5b83\u53ef\u80fd\u6210\u4e3a\u65e5\u8bb0\u5e94\u7528\u7684\u201c\u6807\u914d\u529f\u80fd\u201d\u800c\u975e\u72ec\u7acb\u751f\u6001\u3002\u5176\u672a\u6765\u60f3\u8c61\u7a7a\u95f4\u5728\u4e8e\u80fd\u5426\u4ece\u201c\u5e74\u5ea6\u603b\u7ed3\u201d\u6269\u5c55\u5230\u66f4\u4e30\u5bcc\u7684\u53d9\u4e8b\u751f\u6210\uff08\u5982\u9879\u76ee\u590d\u76d8\u3001\u65c5\u884c\u8bb0\u5fc6\uff09\uff0c\u5e76\u5efa\u7acb\u57fa\u4e8e\u7528\u6237\u8bb8\u53ef\u7684\u3001\u53bb\u9690\u79c1\u5316\u7684\u7fa4\u4f53\u60c5\u7eea\u6216\u8d8b\u52bf\u6d1e\u5bdf\u6570\u636e\u5e93\uff0c\u4ece\u800c\u6784\u7b51\u66f4\u6df1\u58c1\u5792\u3002\u76ee\u524d\uff0c\u5b83\u662f\u4e00\u4e2a\u4f18\u96c5\u7684\u201c\u529f\u80fd\u578b\u4ea7\u54c1\u201d\uff0c\u4f46\u8981\u4ece\u201c\u6709\u7528\u201d\u5230\u201c\u4e0d\u53ef\u6216\u7f3a\u201d\uff0c\u4ecd\u9700\u5728\u6fc0\u53d1\u6301\u7eed\u8bb0\u5f55\u4e0e\u63d0\u4f9b\u66f4\u6df1\u5c42\u8ba4\u77e5\u4ef7\u503c\u4e0a\uff0c\u627e\u5230\u66f4\u72ec\u7279\u7684\u7b54\u6848\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\">2025 Annual Review<\/span>\n <\/div>\n<div class=\"comment-content\">This year we have completely reimagined the Annual Review. With a single click, Reflection instantly gathers your 2025 journal entries to generate a beautiful “first draft” of your year. See key moments, wellness overview, growth patterns, all formatted in a stunning and easy to edit recap. Giving you a massive head start on your end-of-year reflection without the heavy lifting. We can’t wait to hear what you think!<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\ud83d\udc4b Hey hey! Dave here, co-founder of Reflection.<\/p>\n<p>We all know the power of an Annual Review. Looking back helps us move forward with intention. But for many.. the process is usually a slog. Re-reading a year’s worth of journal entries, your photos, your calendar… can take hours (or days), and it\u2019s easy to get lost in the weeds without actually doing a meaningful retrospective.<\/p>\n<p>This year, we completely reimagined the process. With a single click, our new Annual Review scans your 2025 entries and generates a “first draft” of your year.<\/p>\n<p>Think of it like Spotify Wrapped for your journal. \ud83c\udfa7<\/p>\n<p>It instantly highlights:<br \/>\n\u2022 Title to summarize your review<br \/>\n\u2022 Wellness Overview<br \/>\n\u2022 Top Memories<br \/>\n\u2022 Growth Patterns<br \/>\n\u2022 And more.<\/p>\n<p>It doesn\u2019t replace the deep work of reflection\u2014it just gives you a massive head start. <\/p>\n<p>You can edit anything, add your own nuance, and even share it with a private link.<\/p>\n<p>Excited to hear what you think!<\/p>\n<p>Dave<\/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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks <a href=\"https:\/\/www.producthunt.com\/@francescod_ales\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@francescod_ales<\/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>Great idea with the year-end summary. Can the app also suggest a plan, motivation, and goals for next year?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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’ve tried every journaling app out there\u2014Day One, Journey, you name it. They all felt like digital storage boxes. Reflection feels like a <em>conversation<\/em>. The AI prompts aren’t generic; they actually pick up on what I wrote yesterday and ask follow-up questions that make me dig deeper. It’s like having a therapist and a life coach in my pocket. The cross-platform sync is flawless\u2014I start on my Mac at work and finish on my phone in bed. Truly a game-changer for my mental clarity.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 love the concept and great timing on bringing it on here one day after the wrapped came out of Spotify \ud83e\udd23, but i do believe that for us to understand what’s to come, it’s very important to revisit the past, and i love how you’re product helps the users do a context dive. All love, wish you the best.<\/p>\n<p>I am curious tho, what parameters are you reading the delta 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ssindhia\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ssindhia<\/a> haha thanks! honestly, the timing was pure luck. we were already planning to launch today, and I had no idea that Spotify Wrapped was just rolling out for everyone. feeling really lucky about that. \ud83d\ude05<\/p>\n<p>The annual review starts with entries based on January and goes through to the end of December. But the user can always regenerate after adding new entries at any point. <\/p>\n<p>And yeah, I agree. I think it’s actually important to revisit and reread a lot of the entries. Our goal here was to remove the friction, allow users to see the benefit, and then go back, edit, update, and enhance their annual review. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch. Many journaling apps struggle because reflection still feels like a task. From an onboarding & retention perspective, what\u2019s the moment when a user actually <em>feels<\/em> the reset, not just sees the prompts? That feeling is usually what drives long-term use.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Thanks <a href=\"https:\/\/www.producthunt.com\/@joydeep_pandey\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"joydeep_pandey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joydeep_pandey<\/a> You’re spot on. That “aha” moment is tough to nail, especially with journaling. Sure, there’s that instant clarity you get right after writing an entry. But like you’re saying, the real value comes from doing it consistently and then looking back to gain perspective.<\/p>\n<\/p>\n<p>We actually rolled out a feature a few months back where we show users insights right after they create an entry\u2014stuff that connects to their past entries. We noticed this made a huge difference in how people felt after journaling and whether they’d come back. Seeing those connections and getting a quick synthesis of their entry helps users feel the benefits immediately. And the more they journal, the more perspective they build up over time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#14<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/TGCLD5I2EIMZRU\" class=\"app-title\">Stardrift<\/a><\/p>\n<div class=\"one-liner\">Your Personalized AI Travel Planner<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">133<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Stardrift\u662f\u4e00\u6b3e\u4e2a\u6027\u5316AI\u65c5\u884c\u89c4\u5212\u52a9\u624b\uff0c\u901a\u8fc7\u4e0e\u7528\u6237\u5bf9\u8bdd\u5e76\u6574\u5408\u65e5\u5386\u4e0e\u5b9e\u65f6\u4ef7\u683c\u4fe1\u606f\uff0c\u5728\u590d\u6742\u7684\u591a\u884c\u7a0b\u65c5\u884c\u89c4\u5212\u573a\u666f\u4e0b\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u56e0\u6bd4\u4ef7\u7e41\u7410\u3001\u884c\u7a0b\u534f\u8c03\u56f0\u96be\u800c\u62d6\u5ef6\u9884\u8ba2\u5e76\u6700\u7ec8\u652f\u4ed8\u9ad8\u4ef7\u201c\u6050\u614c\u7a0e\u201d\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\/c1b5f0bc-b02e-4d67-ac20-f7fea0453f18.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/53bd1b59-bcbd-468a-b225-b02b8347e7f3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d4de354f-0925-4ec4-b5dd-1f57bf822298.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ba8e1a32-b5d0-4c97-917f-e04fb4e3a448.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\/080dae14-f270-4ef4-bea6-d0d4fb1c13d3.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/oA57NV7lXoE\"><source src=\"https:\/\/youtu.be\/oA57NV7lXoE\" 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\">Travel<\/span><br \/>\n <span class=\"tag\">Business Travel<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u65c5\u884c\u89c4\u5212<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u884c\u7a0b\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u6bd4\u4ef7<\/span><br \/>\n <span class=\"tag\">\u65e5\u5386\u6574\u5408<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u65c5\u884c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u673a\u7968\u9152\u5e97\u9884\u8ba2<\/span><br \/>\n <span class=\"tag\">Amtrak\u67e5\u8be2<\/span><br \/>\n <span class=\"tag\">\u884c\u7a0b\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u52a9\u7406<\/span><br \/>\n <span class=\"tag\">\u51fa\u884c\u79d1\u6280<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u884c\u7a0b\u89c4\u5212\u7e41\u7410\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u5bf9\u65e5\u5386\u540c\u6b65\u548c\u5b9e\u65f6\u4ef7\u683c\u529f\u80fd\u8868\u793a\u671f\u5f85\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u662f\u5426\u652f\u6301\u56e2\u961f\u65c5\u884c\u89c4\u5212\u3001\u591a\u57ce\u5e02\u53ca\u7d27\u5bc6\u6362\u4e58\u89c4\u5212\u80fd\u529b\u3001\u201c\u9884\u8ba2\u201d\u6309\u94ae\u8df3\u8f6c\u903b\u8f91\u4e0d\u7edf\u4e00\u3001\u672a\u6765\u662f\u5426\u6574\u5408\u9910\u5385\/\u6d3b\u52a8\u63a8\u8350\u53ca\u5b8c\u6574\u884c\u7a0b\u89c4\u5212\u3002\u521b\u59cb\u4eba\u79ef\u6781\u56de\u590d\uff0c\u900f\u9732\u9910\u5385\u63a8\u8350\u7b49\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 Stardrift\u5207\u5165\u4e86\u4e00\u4e2a\u770b\u4f3c\u62e5\u6324\u4f46\u5b9e\u5219\u672a\u83b7\u6839\u672c\u6027\u89e3\u51b3\u7684\u8d5b\u9053\uff1a\u4e2a\u6027\u5316\u3001\u7aef\u5230\u7aef\u7684\u590d\u6742\u65c5\u884c\u89c4\u5212\u3002\u5176\u5ba3\u79f0\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u7b80\u5355\u7684\u4fe1\u606f\u805a\u5408\uff0c\u800c\u5728\u4e8e\u5145\u5f53\u4e00\u4e2a\u7406\u89e3\u4e2a\u4eba\u65e5\u7a0b\u4e0e\u504f\u597d\u7684\u201c\u6267\u884c\u52a9\u7406\u201d\uff0c\u8bd5\u56fe\u5c06\u7528\u6237\u4ece\u6570\u5341\u4e2a\u6d4f\u89c8\u5668\u6807\u7b7e\u7684\u788e\u7247\u5316\u4fe1\u606f\u4e2d\u89e3\u653e\u51fa\u6765\u3002\u8fd9\u662f\u4e00\u4e2a\u9ad8\u660e\u7684\u5b9a\u4f4d\uff0c\u76f4\u63a5\u7784\u51c6\u4e86\u5546\u52a1\u4eba\u58eb\u548c\u7cbe\u6253\u7ec6\u7b97\u65c5\u884c\u8005\u7684\u201c\u51b3\u7b56\u75b2\u52b3\u201d\u4e0e\u201c\u6050\u614c\u6027\u6d88\u8d39\u201d\u75db\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u4e0e\u673a\u9047\u540c\u6837\u5c16\u9510\u3002\u4ece\u8bc4\u8bba\u53cd\u9988\u770b\uff0c\u5176\u201c\u771f\u6b63\u4ef7\u503c\u201d\u7684\u5151\u73b0\u5ea6\u5c1a\u5b58\u7591\u95ee\uff1a\u5176\u4e00\uff0c\u6280\u672f\u6574\u5408\u6df1\u5ea6\u3002\u201c\u8fde\u63a5\u65e5\u5386\u201d\u4e0e\u201c\u83b7\u53d6\u5b9e\u65f6\u4ef7\u683c\u201d\u662f\u57fa\u7840\u80fd\u529b\uff0c\u4f46\u5173\u952e\u5728\u4e8eAI\u80fd\u5426\u771f\u6b63\u7406\u89e3\u201c\u4f1a\u8bae\u51b2\u7a81\u201d\u7684\u4f18\u5148\u7ea7\u6216\u201c\u4ef7\u683c\/\u65f6\u95f4\u6743\u8861\u201d\u7684\u4e2a\u4eba\u504f\u597d\u6a21\u578b\uff0c\u8fd9\u9700\u8981\u8fdc\u8d85\u5f53\u524d\u89c4\u5219\u5f15\u64ce\u7684\u63a8\u7406\u80fd\u529b\u3002\u5176\u4e8c\uff0c\u5546\u4e1a\u6a21\u5f0f\u6096\u8bba\u3002\u4f5c\u4e3a\u514d\u8d39\u5de5\u5177\uff0c\u5176\u201c\u9884\u8ba2\u8df3\u8f6c\u81f3\u822a\u53f8\u5b98\u7f51\u201d\u7684\u8bbe\u8ba1\uff0c\u867d\u89c4\u907f\u4e86\u724c\u7167\u4e0e\u4f63\u91d1\u96be\u9898\uff0c\u4f46\u4e5f\u5c06\u6700\u5173\u952e\u7684\u4ea4\u6613\u4e0e\u7528\u6237\u4f53\u9a8c\u65ad\u70b9\u62f1\u624b\u8ba9\u4eba\uff0c\u672a\u6765\u5546\u4e1a\u5316\u8def\u5f84\u6a21\u7cca\u3002\u5176\u4e09\uff0c\u573a\u666f\u6269\u5c55\u538b\u529b\u3002\u7528\u6237\u5df2\u5f00\u59cb\u8ffd\u95ee\u56e2\u961f\u51fa\u884c\u3001\u9910\u996e\u63a8\u8350\u7b49\u5ef6\u4f38\u9700\u6c42\uff0c\u8fd9\u4e0e\u5176\u5f53\u524d\u805a\u7126\u201c\u7269\u6d41\u89c4\u5212\u201d\u7684\u5b9a\u4f4d\u4ea7\u751f\u5f20\u529b\u3002\u5206\u6563\u7cbe\u529b\u53ef\u80fd\u524a\u5f31\u6838\u5fc3\uff0c\u4f46\u56fa\u5b88\u4e00\u9685\u53c8\u96be\u4ee5\u6784\u7b51\u58c1\u5792\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cStardrift\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u66ff\u4ee3Skyscanner\u6216Google Flights\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u6210\u4e3a\u65c5\u884c\u51b3\u7b56\u7684\u201c\u667a\u80fd\u5c42\u201d\u4e0e\u201c\u534f\u8c03\u4e2d\u67a2\u201d\u3002\u5b83\u7684\u6210\u529f\u4e0d\u53d6\u51b3\u4e8e\u529f\u80fd\u6e05\u5355\u7684\u957f\u5ea6\uff0c\u800c\u53d6\u51b3\u4e8e\u5176AI\u5728\u6a21\u7cca\u3001\u591a\u7ea6\u675f\u6761\u4ef6\u4e0b\u505a\u51fa\u201c\u4ee4\u4eba\u4fe1\u8d56\u7684\u4f18\u8d28\u63a8\u8350\u201d\u7684\u80fd\u529b\uff0c\u4ee5\u53ca\u80fd\u5426\u5728\u514d\u8d39\u6a21\u5f0f\u4e0b\u627e\u5230\u4e0d\u635f\u5bb3\u7528\u6237\u4f53\u9a8c\u7684\u53ef\u6301\u7eed\u751f\u5b58\u65b9\u5f0f\u3002\u76ee\u524d\u770b\u6765\uff0c\u5b83\u70b9\u71c3\u4e86\u4e00\u4e2a\u6b63\u786e\u7684\u9700\u6c42\u5f15\u4fe1\uff0c\u4f46\u70b8\u836f\u5f53\u91cf\u80fd\u5426\u70b8\u5f00OTA\u5de8\u5934\u7684\u57ce\u5899\uff0c\u4ecd\u662f\u672a\u77e5\u6570\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\">Stardrift<\/span>\n <\/div>\n<div class=\"comment-content\">Stardrift is your personalized AI travel agent – chat with it to plan your next trip, as if it’s your dedicated executive assistant. Stardrift fetches live prices, connects to your calendar and learns your preferences to find the right flights, hotels and train journeys for you.<\/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! I’m Leila, the founder of Stardrift.<\/p>\n<\/p>\n<p>Have you ever put off booking a trip too long because it’s such a pain – and paid for it by buying last-minute tickets at a steep price?<\/p>\n<\/p>\n<p>It\u2019s complicated! You need to check your schedule, weigh off different price\/time comparisons, and think about every leg of your trip and make sure your connections work.<\/p>\n<\/p>\n<p>In an age of AI, it’s crazy that there isn’t a better solution. That’s why we built Stardrift, your personalized AI travel planner. Stardrift can:<\/p>\n<ul>\n<li>\n<p>\u2708\ufe0f Pull <strong>live<\/strong> hotel, flight and Amtrak prices & availability<\/p>\n<\/li>\n<li>\n<p>\ud83d\udcb5 Help you construct an end-to-end itinerary, pricing out and comparing each leg<\/p>\n<\/li>\n<li>\n<p>\ud83d\uddd3\ufe0f Connect to your calendar and find the details of any meetings or conflicts<\/p>\n<\/li>\n<\/ul>\n<p>Even better, it’s entirely <em>free<\/em> and available today – no waitlist or demos. Sign up and try it out today at stardrift.ai!<\/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\/@leilaclark\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leilaclark<\/a> great ai planner idea… does it work to create travel plans for groups?<\/p>\n<p>I just launched yesterday and I see potential collaboration in the future if you are open to it \ud83d\ude09 We have complementary solutions for sure.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>We’re also live today on Twitter! Check us out here: <a href=\"https:\/\/x.com\/stardrift_ai\/status\/1996647448652271789?s=20\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/x.com\/stardrift_ai<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great launch Leila. Stardrift feels sharp and useful. Congrats to you and the team.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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 always put off booking then pay the panic tax. If it really pulls live fares and checks my Google Cal, I\u2019m in. Curious about multi-city and tight Amtrak connections. Trying it on my NY-DC-Philly run next week.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It was always a headache opening 10 tabs to compare flights and hotels. Thanks for building this<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is clutch! Love that it syncs with your calendar.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ramnik_arora\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ramnik_arora<\/a> Thanks! \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The \u201cbook\u201d button just redirects to an airline website, not to a specific flight. Is that by design? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ihor_onyshchenko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ihor_onyshchenko<\/a> It depends on the airline! Usually they should link to the specific flight.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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\u2019m excited to be a power user – congrats on the launch; this looks awesome!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is amazing <a href=\"https:\/\/www.producthunt.com\/@leilaclark\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"leilaclark\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leilaclark<\/a> ! Will we be able to also get restaurant\/event recommendations? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@lusine_mnatsakanyan4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lusine_mnatsakanyan4<\/a> We expect to add restaurants down the line!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 launch, Stardrift team. From a clarity & onboarding lens: when a frequent traveller opens Stardrift for the first time, what\u2019s the <strong>one belief<\/strong> you want them to hold in the first 10-15 seconds?<br \/>Is it:<br \/>\u2022 \u201cThis trip will work optimally for me, not just a flight booked.\u201d<br \/>Or:<br \/>\u2022 \u201cThis assistant already knows how my schedule and constraints matter.\u201d<br \/>Because in complex-trip tools, adoption hinges more on mental alignment than features. Curious how you\u2019re shaping that.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats! Besides transport and hotels, are you planning to add full trip itinerary planning too? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zhiqi_shi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zhiqi_shi<\/a> Our main focus right now is on the logistical planning, but we may add it down the line!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#15<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/DMHYIHQHHCTCJ2\" class=\"app-title\">Seedream 4.5<\/a><\/p>\n<div class=\"one-liner\">High-fidelity multi-image editing & dense text rendering<\/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>Seedream 4.5\u662f\u4e00\u6b3e\u9762\u5411\u4e13\u4e1a\u89c6\u89c9\u521b\u4f5c\u8005\u7684AI\u56fe\u50cf\u7f16\u8f91\u5de5\u5177\uff0c\u901a\u8fc7\u9ad8\u4fdd\u771f\u7684\u591a\u56fe\u878d\u5408\u4e0e\u7cbe\u51c6\u7684\u5bc6\u96c6\u6587\u5b57\u6e32\u67d3\u529f\u80fd\uff0c\u89e3\u51b3\u4e86\u590d\u6742\u89c6\u89c9\u8bbe\u8ba1\u4e2d\u5143\u7d20\u6574\u5408\u56f0\u96be\u4e0e\u56fe\u6587\u6392\u7248\u5931\u771f\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\/3b1c6cbe-9d32-4c62-ba5d-a22a13a0e761.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=EFnvhqR1TQM\"><source src=\"https:\/\/www.youtube.com\/watch?v=EFnvhqR1TQM\" 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\/1894fd5e-8c77-43ae-b2f9-edb6f722abc0.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\/84cef7fb-3cf6-494e-b67f-027c9218a053.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\/ac66fc24-c9e3-4d70-8406-59eaf248f74e.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\/51352bd3-fec6-4d2d-97c3-4c43e6a9bd47.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\/1bbb484f-c5d4-4d89-8895-2843be77e31e.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\/48f809da-e4e8-4438-b03c-97a7ca429b54.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\/034b0b93-7742-4d71-b539-571dfe0d8506.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\/3d3893a5-667b-49c2-9298-2f7875dbbcba.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\/c9e1dee4-efd4-40d1-9237-7658aaea2e23.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\/526ac328-f9ca-4887-98a8-a25bfcf3b205.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\/afd6bfad-b5dc-4998-95d0-25793a432e62.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\/e9da5232-aee5-4826-8fa0-c001bd9603ef.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\/07b9cd2e-49d0-477b-b83b-92c8ae8ca5f2.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\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Photo editing<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u56fe\u50cf\u7f16\u8f91<\/span><br \/>\n <span class=\"tag\">\u591a\u56fe\u878d\u5408<\/span><br \/>\n <span class=\"tag\">\u6587\u5b57\u6e32\u67d3<\/span><br \/>\n <span class=\"tag\">\u9ad8\u4fdd\u771f<\/span><br \/>\n <span class=\"tag\">\u4e13\u4e1a\u8bbe\u8ba1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u89c6\u89c9\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u6001\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u56fe\u50cf\u751f\u6210<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u591a\u56fe\u878d\u5408\u4e0e\u6587\u5b57\u6e32\u67d3\u6548\u679c\u51fa\u8272\uff0c\u56fe\u50cf\u771f\u5b9e\u611f\u5f3a\u3002\u4e3b\u8981\u4e0eGoogle Nano Banana Pro\u5bf9\u6bd4\uff0c\u8ba4\u4e3a\u5176\u5728\u6027\u4ef7\u6bd4\u4e0a\u6709\u4f18\u52bf\uff0c\u4f46\u540e\u8005\u5728\u56fe\u50cf\u771f\u5b9e\u611f\u548c\u591a\u4eba\u573a\u666f\u5904\u7406\u4e0a\u4ecd\u7565\u80dc\u4e00\u7b79\u3002\u6709\u7528\u6237\u8be2\u95ee\u672a\u6765\u662f\u5426\u4f1a\u652f\u6301\u66f4\u591a\u8bed\u8a00\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 Seedream 4.5\u7684\u53d1\u5e03\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b21\u7248\u672c\u8fed\u4ee3\uff0c\u4e0d\u5982\u8bf4\u662f\u4e00\u6b21\u7cbe\u51c6\u7684\u8d5b\u9053\u5361\u4f4d\u3002\u5b83\u907f\u5f00\u4e86\u4e0e\u5de8\u5934\u5728\u201c\u901a\u7528\u6587\u751f\u56fe\u201d\u8d28\u91cf\u4e0a\u7684\u6b63\u9762\u8089\u640f\uff0c\u8f6c\u800c\u6df1\u8015\u201c\u591a\u56fe\u50cf\u7f16\u8f91\u201d\u4e0e\u201c\u5bc6\u96c6\u6587\u5b57\u6e32\u67d3\u201d\u8fd9\u4e24\u4e2a\u4e13\u4e1a\u521b\u4f5c\u4e2d\u7684\u786c\u9aa8\u5934\u3002\u5176\u5ba3\u79f0\u7684\u201c\u7a7a\u95f4\u903b\u8f91\u201d\u80fd\u529b\uff0c\u672c\u8d28\u4e0a\u662f\u5c06AI\u56fe\u50cf\u751f\u6210\u4ece\u201c\u50cf\u7d20\u5408\u6210\u201d\u63a8\u5411\u201c\u89c6\u89c9\u63a8\u7406\u201d\uff0c\u8bd5\u56fe\u8ba9AI\u7406\u89e3\u56fe\u50cf\u4e2d\u5143\u7d20\u7684\u5e03\u5c40\u3001\u900f\u89c6\u4e0e\u903b\u8f91\u5173\u7cfb\uff0c\u8fd9\u6b63\u662f\u5f53\u524d\u4e13\u4e1a\u5de5\u4f5c\u6d41\u4e2d\u6700\u8feb\u5207\u7684\u9700\u6c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5149\u73af\u4e4b\u4e0b\u6697\u85cf\u6311\u6218\u3002\u7528\u6237\u8bc4\u8bba\u867d\u79ef\u6781\uff0c\u5374\u53cd\u590d\u5c06\u5176\u4e0e\u201cGoogle Nano Banana Pro\u201d\u5bf9\u6807\uff0c\u8fd9\u672c\u8eab\u5c31\u63ed\u793a\u4e86Seedream\u4ecd\u8eab\u5904\u5de8\u5934\u7684\u9634\u5f71\u4e4b\u4e0b\u3002\u8bc4\u8bba\u6307\u51fa\u5176\u5728\u201c\u56fe\u50cf\u771f\u5b9e\u611f\u201d\u548c\u201c\u591a\u4eba\u573a\u666f\u201d\u4e0a\u7684\u7ec6\u5fae\u5dee\u8ddd\uff0c\u6070\u6070\u70b9\u4e2d\u4e86\u4e13\u4e1a\u7ea7\u5e94\u7528\u7684\u751f\u547d\u7ebf\u2014\u2014\u6781\u81f4\u6548\u679c\u3002\u76ee\u524d\u5176\u4f18\u52bf\u770b\u4f3c\u662f\u201c\u6027\u4ef7\u6bd4\u201d\uff0c\u4f46\u8fd9\u5728\u6280\u672f\u5feb\u901f\u8fed\u4ee3\u7684AI\u8d5b\u9053\u662f\u4e00\u4e2a\u8106\u5f31\u7684\u58c1\u5792\u3002\u4e00\u65e6\u5de8\u5934\u964d\u4ef7\u6216\u63a8\u51fa\u9488\u5bf9\u6027\u529f\u80fd\uff0c\u4f18\u52bf\u53ef\u80fd\u77ac\u95f4\u84b8\u53d1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u7684\u4ef7\u503c\uff0c\u5728\u4e8e\u4e3a\u4e13\u4e1a\u89c6\u89c9\u521b\u4f5c\u8005\u63d0\u4f9b\u4e86\u4e00\u4e2a\u9ad8\u5ea6\u5782\u76f4\u4e14\u6548\u7387\u5bfc\u5411\u7684\u201c\u624b\u672f\u5200\u201d\u3002\u5b83\u4e0d\u662f\u4e07\u80fd\u7684\u201c\u745e\u58eb\u519b\u5200\u201d\uff0c\u4f46\u53ef\u80fd\u5728\u7279\u5b9a\u7684\u5546\u4e1a\u8bbe\u8ba1\u3001\u8425\u9500\u7269\u6599\u5408\u6210\u3001\u590d\u6742\u6392\u7248\u7b49\u573a\u666f\u4e2d\uff0c\u6210\u4e3a\u4e0d\u53ef\u6216\u7f3a\u7684\u751f\u4ea7\u529b\u7ec4\u4ef6\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u4e0d\u53d6\u51b3\u4e8e\u80fd\u5426\u5168\u9762\u8d85\u8d8a\u5de8\u5934\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u5728\u5176\u7ec6\u5206\u9886\u57df\u5efa\u7acb\u8d77\u8db3\u591f\u6df1\u7684\u62a4\u57ce\u6cb3\uff0c\u5e76\u5feb\u901f\u5c06\u6280\u672f\u4f18\u52bf\u8f6c\u5316\u4e3a\u4e0d\u53ef\u66ff\u4ee3\u7684\u5de5\u4f5c\u6d41\u96c6\u6210\u3002\u4e0b\u4e00\u6b65\uff0c\u5b83\u9700\u8981\u8bc1\u660e\u7684\u4e0d\u4ec5\u662f\u6a21\u578b\u80fd\u529b\uff0c\u66f4\u662f\u5bf9\u4e13\u4e1a\u573a\u666f\u66f4\u6df1\u5ea6\u7684\u7406\u89e3\u4e0e\u751f\u6001\u6784\u5efa\u80fd\u529b\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Seedream 4.5<\/span>\n <\/div>\n<div class=\"comment-content\">Seedream 4.5 achieves all-round improvements via model scaling. It excels at accurate multi-image editing, strictly preserving reference details, and rendering dense text\/typography with high fidelity\u2014built for professional visual creatives.<\/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><a href=\"https:\/\/www.producthunt.com\/products\/google-nano-banana-pro\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"google-nano-banana-pro\" target=\"_blank\" rel=\"noopener\">@Google Nano Banana Pro<\/a> has just met a serious challenger. Seedream 4.0 was already impressive, but 4.5 takes multi-image fusion and dense text rendering to a completely new level.<\/p>\n<p>It nails the details when blending multiple inputs. The typography is crisp and it finally handles complex layouts without messing up the text. Thanks to the “Spatial Logic”.<\/p>\n<p>The industry consensus is clear. The next phase of image generation is about logic and reasoning instead of just pixels. Top-tier multimodal models lower the barrier for visual creation. Seedream 4.5 makes professional expression efficient and accessible for everyone.<\/p>\n<p><a href=\"https:\/\/www.producthunt.com\/products\/higgsfield\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"higgsfield\" target=\"_blank\" rel=\"noopener\">@Higgsfield<\/a> , <a href=\"https:\/\/fal.ai\/models\/fal-ai\/bytedance\/seedream\/v4.5\/edit\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Fal<\/a>, and <a href=\"https:\/\/www.producthunt.com\/products\/imagine-ai-art-generator\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"imagine-ai-art-generator\" target=\"_blank\" rel=\"noopener\">@ImagineArt <\/a> already support 4.5. The list is growing!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Just tested it and it’s realy good. I still think google Nano Banana Pro is better with more realistic images and multiple people in an image. But price-wise Seedream 4.5 beats Banana Pro and they are trying to really close the gap to google’s SOTA image model.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 think the images are fire, I love this tool. And what you say is actually true Nano banana Pro even though is better I think you two are competing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Any chance you\u2019ll be adding more languages in the future?<\/p>\n<p>The realism of the photos is honestly amazing\u2022\u2022\u2022\u2022<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Very realistic gallery. Really impressive<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It is so good that it is scary. Crazy how AI can replicate visuals to such an extent.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#16<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/DR66EEZFUSUPDV\" class=\"app-title\">Claude-Mem<\/a><\/p>\n<div class=\"one-liner\">An AI that takes notes on other AI’s work in real-time<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">119<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Claude-Mem\u662f\u4e00\u6b3e\u5b9e\u65f6\u8bb0\u5f55AI\u5de5\u4f5c\u5185\u5bb9\u7684\u5de5\u5177\uff0c\u5728\u8f6f\u4ef6\u5f00\u53d1\u7b49\u957f\u671f\u9879\u76ee\u534f\u4f5c\u573a\u666f\u4e2d\uff0c\u89e3\u51b3\u4e86AI\u52a9\u624b\u56e0\u4f1a\u8bdd\u9694\u79bb\u5bfc\u81f4\u7684\u201c\u8bb0\u5fc6\u7f3a\u5931\u201d\u75db\u70b9\uff0c\u5c06\u788e\u7247\u5316\u5bf9\u8bdd\u8f6c\u5316\u4e3a\u53ef\u641c\u7d22\u3001\u53ef\u8ffd\u6eaf\u7684\u6c38\u4e45\u77e5\u8bc6\u6863\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\/17ed79dc-2ce2-4dae-ba8a-a819eb16b687.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\/a1e8abc9-eed8-49d7-84e0-119b2c23de1d.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\/93261655-9d18-46c0-99ed-bcde5121a4d2.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\/684ce8ee-0ebe-4752-936f-279528e1858e.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">API<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8bb0\u5fc6\u589e\u5f3a<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u534f\u4f5c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4f1a\u8bdd\u5b58\u6863<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u65c1\u6ce8<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u6301\u4e45\u5316<\/span><br \/>\n <span class=\"tag\">\u8f6f\u4ef6\u5de5\u7a0b<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u538b\u7f29<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">Product Hunt\u53d1\u5e03<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u4ea7\u54c1\u89e3\u51b3\u4e86AI\u201c\u5065\u5fd8\u75c7\u201d\u7684\u6838\u5fc3\u75db\u70b9\uff0c\u671f\u5f85\u201c\u8bb0\u5fc6\u6d8c\u73b0\u201d\u65f6\u523b\u3002\u521b\u59cb\u4eba\u8be6\u8ff0\u4e86\u4ece\u201c\u7b80\u5355\u5b58\u6863\u201d\u5230\u201c\u667a\u80fd\u538b\u7f29\u201d\u7684\u4ea7\u54c1\u903b\u8f91\u3002\u6280\u672f\u8be2\u95ee\u805a\u7126\u4e8e\u8fd0\u884c\u65b9\u5f0f\uff08IDE\u63d2\u4ef6\/\u72ec\u7acb\u670d\u52a1\uff09\u4e0e\u81ea\u52a8\u5316\u7a0b\u5ea6\uff0c\u4e0e\u624b\u52a8\u4fdd\u5b58Markdown\u7684\u533a\u522b\u662f\u5173\u6ce8\u91cd\u70b9\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Claude-Mem\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u201c\u8bb0\u5f55\u201d\uff0c\u800c\u5728\u4e8e\u201c\u5b9a\u4e49\u8bb0\u5fc6\u201d\u3002\u5b83\u6233\u7a7f\u4e86\u5f53\u524dAI\u534f\u4f5c\u7684\u4e00\u4e2a\u534e\u4e3d\u5047\u8c61\uff1a\u6211\u4eec\u4ee5\u4e3a\u5728\u4e0e\u4e00\u4e2a\u6301\u7eed\u5b66\u4e60\u7684\u667a\u80fd\u4f53\u5bf9\u8bdd\uff0c\u5b9e\u5219\u6bcf\u4e00\u6b21\u56de\u8f66\u952e\u540e\uff0c\u9762\u5bf9\u7684\u90fd\u53ef\u80fd\u662f\u4e00\u4e2a\u201c\u6700\u719f\u6089\u7684\u964c\u751f\u4eba\u201d\u3002\u4ea7\u54c1\u5c06\u201c\u8bb0\u5fc6\u201d\u91cd\u65b0\u5b9a\u4e49\u4e3a\u201c\u6709\u635f\u538b\u7f29\u201d\uff0c\u800c\u975e\u201c\u5b8c\u6574\u5b58\u50a8\u201d\uff0c\u8fd9\u662f\u5176\u6700\u7280\u5229\u7684\u6d1e\u5bdf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u5747\u5728\u4e8e\u6b64\u3002\u4ef7\u503c\u5728\u4e8e\uff0c\u5b83\u8bd5\u56fe\u5c06\u4eba\u7c7b\u9879\u76ee\u534f\u4f5c\u4e2d\u81f3\u5173\u91cd\u8981\u7684\u201c\u4e0a\u4e0b\u6587\u201d\u548c\u201c\u51b3\u7b56\u6d41\u201d\u7ed3\u6784\u5316\uff0c\u8ba9AI\u4ece\u201c\u4e34\u65f6\u5de5\u201d\u8f6c\u5411\u62e5\u6709\u201c\u9879\u76ee\u7ecf\u9a8c\u201d\u7684\u201c\u957f\u671f\u96c7\u5458\u201d\u3002\u8fd9\u76f4\u6307AI\u8d4b\u80fd\u6df1\u5ea6\u5de5\u4f5c\u7684\u6838\u5fc3\u969c\u788d\u3002\u6311\u6218\u5219\u5728\u4e8e\uff0c\u5982\u4f55\u786e\u4fdd\u201c\u538b\u7f29\u201d\u7b97\u6cd5\u6293\u53d6\u7684\u662f\u771f\u6b63\u5173\u952e\u7684\u201c\u7075\u5149\u65f6\u523b\u201d\uff0c\u800c\u975e\u65e0\u5173\u566a\u97f3\u3002\u521b\u59cb\u56de\u590d\u4e2d\u201c\u5b83\u51e0\u4e4e\u4e0d\u9700\u8981\u56de\u5934\u770b\u201d\u7684\u8868\u8ff0\uff0c\u65e2\u662f\u7406\u60f3\u72b6\u6001\u7684\u63cf\u7ed8\uff0c\u4e5f\u6697\u542b\u4e86\u6700\u5927\u7684\u98ce\u9669\u2014\u2014\u5982\u679c\u8bb0\u5fc6\u7684\u63d0\u53d6\u4e0e\u6ce8\u5165\u5b58\u5728\u504f\u5dee\uff0c\u7528\u6237\u5c06\u5728\u65e0\u5f62\u4e2d\u88ab\u4e00\u4efd\u53ef\u80fd\u5931\u771f\u7684\u201c\u5386\u53f2\u201d\u6240\u5f15\u5bfc\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d\u5b83\u66f4\u50cf\u4e00\u4e2a\u7cbe\u5de7\u7684\u6280\u672f\u5b9e\u9a8c\uff0c\u5176\u6210\u8d25\u5c06\u53d6\u51b3\u4e8e\u538b\u7f29\u7b97\u6cd5\u7684\u201c\u667a\u6167\u201d\u7a0b\u5ea6\u3002\u82e5\u80fd\u6210\u529f\uff0c\u5b83\u5c06\u6210\u4e3aAI\u878d\u5165\u590d\u6742\u5de5\u4f5c\u6d41\u7684\u201c\u4e2d\u67a2\u795e\u7ecf\u7cfb\u7edf\u201d\uff1b\u82e5\u5931\u8d25\uff0c\u5219\u53ef\u80fd\u53ea\u662f\u53e6\u4e00\u4e2a\u5236\u9020\u4fe1\u606f\u575f\u573a\u7684\u4f18\u96c5\u5de5\u5177\u3002\u5b83\u63d0\u51fa\u7684\u7ec8\u6781\u95ee\u9898\u6bd4\u4ea7\u54c1\u672c\u8eab\u66f4\u6df1\u523b\uff1a\u5728AI\u534f\u4f5c\u4e2d\uff0c\u7a76\u7adf\u4ec0\u4e48\u503c\u5f97\u88ab\u8bb0\u4f4f\uff1f\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-Mem<\/span>\n <\/div>\n<div class=\"comment-content\">Transform ephemeral AI conversations in REAL-TIME as a permanent, searchable archive. Visualize development timelines, track decisions across commits, and collaborate with your team.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Claude Mem looks like the next step in making AI actually <em>meaningful<\/em> over time. What\u2019s the moment users say, \u201cOh wow\u2014it remembered what <em>I<\/em> said last week\u201d?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@joydeep_pandey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joydeep_pandey<\/a> it takes about a week for them to have that revelation \ud83d\ude02 <\/p>\n<\/p>\n<p>Thank you so much for the kind words. :))<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">You know that moment when you open a new Claude session and realize you have to explain everything again? “So we decided to use SQLite because\u2014” Stop. Claude doesn’t remember. You’re strangers again.<\/p>\n<p>That frustration is why I built claude-mem.<\/p>\n<p>AI assistants have amnesia. For quick questions, it doesn’t matter. But real software projects span weeks. You make decisions on Tuesday that matter on Friday. You debug for three hours and finally find the root cause. That insight should persist\u2014but it doesn’t. Every session starts from zero.<\/p>\n<p>The naive solution was obvious: save conversations, search later. Tried it. Useless. Thousands of tokens of noise. What matters isn’t the forty-seven files Claude opened\u2014it’s the moment you realized why the bug happened.<\/p>\n<p>Memory isn’t storage. It’s compression.<\/p>\n<p>So claude-mem watches Claude work, captures what matters, compresses it, and injects it into future sessions. Invisibly. You don’t see memory forming\u2014it just happens. Context arrives before you notice it was missing.<\/p>\n<p>The whole thing was built using itself. This comment? Written by Claude searching its own memories of the last ten weeks of development.<\/p>\n<p>Would love to hear how others are thinking about AI memory and continuity. What would you want an AI assistant to remember?<\/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\/@az_ne\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@az_ne<\/a> This resonates with project work, what\u2019s the most surprising thing Claude remembered that changed your process?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@az_ne\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@az_ne<\/a> Congrats on the launch Alex, this is sharp work. Upvoted. I am co founder of bestofweb .site and after your launch if you want more visibility you are welcome to join and introduce Claude Mem to our founder community.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@az_ne\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@az_ne<\/a> Everything… that’s part of my problem though. I’d want it to track keyword and build sentiment rich knowledge graphs. Basically autorag with a wiki index.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! This is really amazing idea.<br \/>So does it stay inside an IDE as an observer or inside a Git repo?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chilarai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chilarai<\/a> the plugin runs a worker that queues tool use responses and prompts, that generates observations <\/p>\n<\/p>\n<p>Worker is on :37777<\/p>\n<\/p>\n<p>There\u2019s an http api in there <\/p>\n<\/p>\n<p>And then search-server is an mcp file that is routed to the http API to stay DRY and offer ability to use MCP anywhere <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I usually store research conversations as markdown. And give it to an AI to then implement in the code. Is this what this sort of does, but more automatically? Or how doe sit work?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@conduit_design\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@conduit_design<\/a> no this takes notes in the background while you work. <\/p>\n<\/p>\n<p>You build with Claude code, and in background in real-time Claude-Mem uses anthropic\u2019s agent-sdk to essentially run another Claude code alongside, that watches live, generates observations. <\/p>\n<\/p>\n<p>Then a timeline of the work u did plus id\u2019s for the full observations so Claude can look stuff up if it needs to. But it barely ever needs to. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\/RJLZCKQEPRNFWM\" class=\"app-title\">Weather mini 3<\/a><\/p>\n<div class=\"one-liner\">Trip forecasts with on-device AI<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">117<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u901a\u8fc7\u672c\u5730AI\u63d0\u4f9b\u65c5\u884c\u5929\u6c14\u4e00\u7ad9\u5f0f\u9884\u62a5\u7684\u8f7b\u91cf\u7ea7\u5929\u6c14\u5e94\u7528\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u89c4\u5212\u591a\u57ce\u5e02\u884c\u7a0b\u65f6\u9700\u8981\u53cd\u590d\u5207\u6362\u67e5\u8be2\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\/20630661-a302-483d-a635-3ad4c8ae14cd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/04128458-e46f-43ab-b332-8006f488a044.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6e61c4de-f294-456a-a7b1-3017f5d2946e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ccf1f7c3-a103-41a0-9135-7b9555f93432.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/24753127-2da3-403b-be8c-b5f9bc8d19fc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/367fd899-8e9a-4119-914a-3a6a46709faf.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\/0e7bb5d6-5e5e-4490-9900-eb19dc6348b3.jpeg?auto=format\" data-video-url=\"https:\/\/youtube.com\/shorts\/ZOAbDZlb_q8?feature=share\"><source src=\"https:\/\/youtube.com\/shorts\/ZOAbDZlb_q8?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\">Productivity<\/span><br \/>\n <span class=\"tag\">Weather<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5929\u6c14\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u65c5\u884c\u89c4\u5212<\/span><br \/>\n <span class=\"tag\">\u672c\u5730AI<\/span><br \/>\n <span class=\"tag\">\u82f9\u679c\u751f\u6001<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u7ea7<\/span><br \/>\n <span class=\"tag\">\u8bbe\u5907\u7aef\u667a\u80fd<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u6781\u7b80\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u591a\u7aef\u540c\u6b65<\/span><br \/>\n <span class=\"tag\">\u60c5\u666f\u5316\u9884\u62a5<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u79f0\u8d5e\u5176\u6781\u7b80\u4e3b\u4e49\u8bbe\u8ba1\u548c\u7cbe\u7f8e\u7684\u63d2\u753b\u3002\u5f00\u53d1\u8005\u79ef\u6781\u4e92\u52a8\uff0c\u89e3\u91ca\u4e86\u91c7\u7528\u672c\u5730AI\uff08Apple Intelligence\uff09\u7684\u9690\u79c1\u4e0e\u4fbf\u6377\u4f18\u52bf\uff0c\u5e76\u56de\u5e94\u4e86\u5173\u4e8eMac\u7248\u6838\u5fc3\u4ef7\u503c\uff08Dock\u680f\u5feb\u901f\u6d4f\u89c8\uff09\u7684\u63a2\u8ba8\u3002\u6709\u7528\u6237\u63d0\u51fa\u4e86\u4e0e\u7b2c\u4e09\u65b9\u9ad8\u7cbe\u5ea6\u6570\u636eAPI\u5408\u4f5c\u7684\u53ef\u80fd\u6027\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Weather mini 3\u7684\u53d9\u4e8b\u5de7\u5999\u5730\u7ad9\u5728\u4e86\u5f53\u524dAI\u5e94\u7528\u7684\u4e24\u4e2a\u98ce\u53e3\uff1a\u4e00\u662f\u201c\u8bbe\u5907\u7aefAI\u201d\u5e26\u6765\u7684\u9690\u79c1\u4e0e\u5373\u65f6\u6027\u7ea2\u5229\uff0c\u4e8c\u662f\u201c\u60c5\u666f\u5316\u201d\u800c\u975e\u201c\u5de5\u5177\u5316\u201d\u7684\u4ea7\u54c1\u601d\u8def\u3002\u5b83\u5ba3\u79f0\u901a\u8fc7\u7cfb\u7edf\u6846\u67b6\u5b9e\u73b0\uff0c\u907f\u514d\u4e86\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u4e0b\u8f7d\u4e0e\u6570\u636e\u4e0a\u4f20\uff0c\u8fd9\u4e0e\u5176\u8f7b\u91cf\u7ea7\u7684\u5b9a\u4f4d\u4e00\u8109\u76f8\u627f\uff0c\u672c\u8d28\u4e0a\u662f\u5c06\u82f9\u679c\u7684\u7cfb\u7edf\u80fd\u529b\u8fdb\u884c\u4e86\u7cbe\u660e\u7684\u4ea7\u54c1\u5316\u5c01\u88c5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u6838\u5fc3\u4ef7\u503c\u201c\u65c5\u884c\u9884\u62a5\u201d\uff0c\u770b\u4f3c\u662f\u529f\u80fd\u7684\u53e0\u52a0\uff0c\u5b9e\u5219\u662f\u573a\u666f\u7684\u5207\u5272\u3002\u5b83\u6ca1\u6709\u9009\u62e9\u4e0e\u4e13\u4e1a\u5929\u6c14\u5e94\u7528\u5728\u6570\u636e\u7ef4\u5ea6\u4e0a\u7ade\u4e89\uff0c\u800c\u662f\u7cbe\u51c6\u5207\u5165\u201c\u591a\u57ce\u5e02\u884c\u7a0b\u89c4\u5212\u201d\u8fd9\u4e00\u5177\u4f53\u3001\u9ad8\u9891\u7684\u51b3\u7b56\u573a\u666f\uff0c\u5c06\u5206\u6563\u7684\u5929\u6c14\u4fe1\u606f\u6574\u5408\u4e3a\u4e00\u4efd\u884c\u7a0b\u62a5\u544a\u3002\u8fd9\u4f7f\u5176\u4ece\u4e00\u4e2a\u201c\u67e5\u8be2\u5de5\u5177\u201d\u8f6c\u5411\u4e86\u201c\u89c4\u5212\u52a9\u624b\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u4e5f\u9690\u542b\u5176\u4e2d\u3002\u9996\u5148\uff0c\u5176\u4f53\u9a8c\u6df1\u5ea6\u9ad8\u5ea6\u4f9d\u8d56\u82f9\u679c\u751f\u6001\u7cfb\u7edf\uff08WeatherKit, Apple Intelligence\uff09\u7684\u80fd\u529b\u8fb9\u754c\u4e0e\u8fed\u4ee3\u901f\u5ea6\uff0c\u81ea\u4e3b\u6027\u6709\u9650\u3002\u5176\u6b21\uff0c\u201c\u8f7b\u91cf\u7ea7\u201d\u4e0e\u201c\u9ad8\u7cbe\u5ea6\u201d\u5e38\u5b58\u6709\u5185\u5728\u77db\u76fe\uff0c\u5f53\u7528\u6237\u5bf9\u9884\u62a5\u51c6\u786e\u6027\u63d0\u51fa\u66f4\u9ad8\u8981\u6c42\u65f6\uff08\u5982\u8bc4\u8bba\u4e2d\u63d0\u53ca\u7684\u6ed1\u96ea\u573a\u666f\uff09\uff0c\u4ec5\u4f9d\u8d56\u7cfb\u7edf\u6570\u636e\u53ef\u80fd\u6210\u4e3a\u77ed\u677f\u3002\u6700\u540e\uff0c\u5176\u7cbe\u7f8e\u7684\u63d2\u753b\u4e0e\u60c5\u611f\u5316\u8bbe\u8ba1\u56fa\u7136\u80fd\u5efa\u7acb\u5dee\u5f02\u5316\uff0c\u4f46\u4f5c\u4e3a\u6548\u7387\u5de5\u5177\uff0c\u957f\u671f\u7559\u5b58\u7684\u5173\u952e\u4ecd\u5728\u4e8e\u60c5\u666f\u5316\u9884\u62a5\u7684\u51c6\u786e\u6027\u4e0e\u5b9e\u7528\u6027\u662f\u5426\u8db3\u4ee5\u6539\u53d8\u7528\u6237\u7684\u5de5\u4f5c\u6d41\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u6b3e\u5728\u82f9\u679c\u751f\u6001\u5185\u505a\u5f97\u76f8\u5f53\u806a\u660e\u7684\u4ea7\u54c1\uff1a\u7528\u6700\u5c0f\u7684\u6280\u672f\u8d1f\u503a\uff0c\u6293\u4f4f\u8bbe\u5907\u7aefAI\u7684\u65e9\u671f\u53d9\u4e8b\uff0c\u5e76\u5c06\u5929\u6c14\u4fe1\u606f\u91cd\u65b0\u5305\u88c5\u4e3a\u4e00\u79cd\u60c5\u666f\u670d\u52a1\u3002\u5b83\u672a\u5fc5\u80fd\u6ee1\u8db3\u6240\u6709\u5929\u6c14\u67e5\u8be2\u9700\u6c42\uff0c\u4f46\u65e8\u5728\u6210\u4e3a\u7279\u5b9a\u573a\u666f\u4e0b\u6700\u4f18\u96c5\u3001\u6700\u7701\u5fc3\u7684\u90a3\u4e00\u4e2a\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\">Weather mini 3<\/span>\n <\/div>\n<div class=\"comment-content\">Weather mini 3, with all-new illustrations and helpful trip forecasts, is now available on more devices. New trip forecasts show all your stops at once, instead of checking the weather city by city. On-device Apple Intelligence provides helpful trip insights directly from the device, making it safer and faster.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>You nailed minimalistic design!<\/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\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> Thanks so much! Glad you like it! \ud83d\ude0a<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt!<\/p>\n<\/p>\n<p>We first launched Weather mini for Mac here in 2020. Since then, a ton has changed \u2014 and today we\u2019re back with Weather mini 3, a lightweight weather app for iPhone, iPad, Mac, and Vision Pro.<\/p>\n<\/p>\n<p>What\u2019s New in Version 3<\/p>\n<ul>\n<li>\n<p>All-new weather illustrations with animations<\/p>\n<\/li>\n<li>\n<p>New widgets & Dock icons<\/p>\n<\/li>\n<li>\n<p>Trip forecasts with Apple Intelligence<\/p>\n<\/li>\n<\/ul>\n<p>Trip forecasts is a new feature for iOS and iPadOS. (coming very soon to Mac and Vision Pro)<\/p>\n<\/p>\n<p>It lets you check the weather for places and dates all at once, so there\u2019s no need to jump between apps when planning a trip, especially to unfamiliar places.<\/p>\n<\/p>\n<p>With on-device Apple Intelligence, you can just type something like \u201cTokyo and Hong Kong next week\u201d and get trip insights like daily weather, summary, notes, city context, and clothing tips in a few seconds. All happens right on the device since we just use system frameworks like WeatherKit, no 3rd party services at all, which means: there\u2019s no huge LLM downloading, no data sharing or uploading, no usage limits in the app.<\/p>\n<\/p>\n<p>That\u2019s it, new design, same lightweight weather app, now available on more Apple devices.<\/p>\n<\/p>\n<p>Please share your thoughts and feedback with us in the comments if you try 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Such beautiful illustrations. Just love how the color palettes and tones combined with UI.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@winterx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@winterx<\/a> Thank you! We wanted the illustrations and colors to soften those \u201cbad-weather\u201d moments. Really happy you felt that!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Will try out your app before planning my skiing trip. Thanks!<\/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\/@stanislav_terk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@stanislav_terk<\/a> Awesome, thanks! Let me know how it works for your trip!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wonderful. Something I was looking for a long time.<br \/>Will try out<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chilarai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chilarai<\/a> Awesome! Would love to hear your feedback.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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>Oh wow I love the UI design here. Really amazing! Great work guys! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ansh_deb\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ansh_deb<\/a> Thanks so much! Glad you like 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><strong>Why an illustrated weather app?<\/strong><\/p>\n<p>As the designer behind Weather Mini, I wanted weather to feel less cold and data-heavy.<\/p>\n<p>Even on a rainy day, a little illustration can brighten the moment.<\/p>\n<p>If Weather Mini can give someone a tiny lift when the sky looks gloomy, that\u2019s the goal.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Hey guys, great launch! Upvoted! Maybe a collab with rainbow ai could work for you well \u2014 they have the most accurate weather data (mostly precipitation for now) in the world and give it by API to others<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@svyat_dvoretski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@svyat_dvoretski<\/a> Thanks so much for the upvote! We really care about forecast accuracy as well. I will definitely take a look at Rainbow AI and see what they offer.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>When designing our AI features, we avoided third-party cloud services and heavy local LLM setups. Instead, we rely on what\u2019s already built into users devices \u2014 no accounts, no downloads, no configuration. The goal is simple: a truly easy, \u201cjust works\u201d experience that\u2019s good enough to be useful in real life.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Great to see Weather mini for Mac back and stronger. From a clarity & onboarding lens: when a user opens the app for the first time, what\u2019s the <strong>one belief<\/strong> you want them to hold in the first 10\u201315 seconds?<br \/>Is it:<br \/>\u2022 \u201cI can glance at this and immediately know what matters for my day.\u201d<br \/>Or<br \/>\u2022 \u201cThis isn\u2019t just weather\u2014it fits <em>my workflow<\/em>, right in the dock.\u201d<br \/>Because for glanceable Mac utilities, the difference between \u201cnice app\u201d and \u201cessential app\u201d often comes down to that first felt alignment.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@joydeep_pandey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joydeep_pandey<\/a> For Mac users, Weather mini means: glance at the Dock, instantly know today\u2019s weather \u2014 no windows needed. That\u2019s the kind of small, essential Mac app we\u2019re building.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@joydeep_pandey That\u2019s the magic of the Dock and Retina display. Imagine how the calendar app works: glance at the Dock to know the date, open windows for detailed information and interactions.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@joydeep_pandey Thanks!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Thanks for checking out Weather mini 3!<\/p>\n<p>I\u2019m Kai, developer of Weather mini, here with @Ann, who\u2019s the designer of Weather mini. We are happy to answer your questions about development, new design, on-device AI, etc.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/Z4NMBEKINRCQBA\" class=\"app-title\">Orca<\/a><\/p>\n<div class=\"one-liner\">AI Agent for Game Development<\/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>Orca\u662f\u4e00\u6b3e\u57fa\u4e8e\u7f51\u9875\u7684AI\u6e38\u620f\u5f00\u53d1\u52a9\u624b\uff0c\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u5bf9\u8bdd\u5373\u53ef\u751f\u6210\u4ee3\u7801\u3001\u4fee\u590dBug\u3001\u521b\u5efa\u8d44\u4ea7\u5e76\u6574\u5408\u5b9e\u65f6\u6e38\u620f\u673a\u5236\uff0c\u8ba9\u6ca1\u6709\u4e13\u4e1a\u5f00\u53d1\u7ecf\u9a8c\u7684\u521b\u610f\u8005\u80fd\u5feb\u901f\u5c06\u60f3\u6cd5\u8f6c\u5316\u4e3a\u53ef\u8fd0\u884c\u7684\u6e38\u620f\u539f\u578b\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\/e391882b-f607-4e0e-8ecf-eea0f9a33284.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0fcbf25b-fbce-4712-9c46-c0fe17f4f1df.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9f05d326-cfdd-4eb5-9c88-68c91179bc77.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\">Indie Games<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Games<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u6e38\u620f\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\/\u4f4e\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">\u7f51\u9875\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u539f\u578b\u8bbe\u8ba1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u5b9e\u73b0<\/span><br \/>\n <span class=\"tag\">2D\u6e38\u620f<\/span><br \/>\n <span class=\"tag\">\u5feb\u901f\u8fed\u4ee3<\/span><br \/>\n <span class=\"tag\">\u6e38\u620f\u8d44\u4ea7\u751f\u6210<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u5bf9\u4ea7\u54c1\u7406\u5ff5\u611f\u5230\u5174\u594b\uff0c\u8ba4\u4e3a\u5176\u80fd\u5927\u5e45\u8282\u7701\u5f00\u53d1\u65f6\u95f4\u3002\u4e3b\u8981\u53cd\u9988\u96c6\u4e2d\u5728\uff1a\u671f\u5f85\u6e38\u620f\u6258\u7ba1\/\u53d1\u5e03\u529f\u80fd\uff08\u56e2\u961f\u56de\u5e94\u5373\u5c06\u63a8\u51fa\uff09\u3001\u5efa\u8bae\u589e\u52a0\u6e38\u620f\u5bfc\u51fa\u9009\u9879\uff08\u5982HTML\uff09\u3001\u9047\u5230\u524d\u7aef\u754c\u9762\u70b9\u51fb\u548c\u767b\u5f55\u7b49\u6280\u672f\u6027\u95ee\u9898\u3002\u6709\u8bc4\u8bba\u6df1\u5165\u63a2\u8ba8\u4e86\u4ea7\u54c1\u5e94\u5982\u4f55\u5728\u521d\u6b21\u63a5\u89e6\u65f6\u5efa\u7acb\u7528\u6237\u5bf9\u201c\u5de5\u4f5c\u6d41\u5951\u5408\u5ea6\u201d\u4e0e\u201c\u53ef\u6269\u5c55\u6027\u201d\u7684\u4fe1\u4efb\u611f\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 Orca\u7684\u4eae\u76f8\uff0c\u7cbe\u51c6\u523a\u4e2d\u4e86\u201c\u521b\u610f\u8fc7\u5269\u800c\u6280\u80fd\u4e0d\u8db3\u201d\u8fd9\u4e00\u5927\u4f17\u6e38\u620f\u521b\u4f5c\u5e02\u573a\u7684\u957f\u671f\u75db\u70b9\u3002\u5176\u5ba3\u79f0\u7684\u201c\u804a\u5929\u6784\u5efa\u6e38\u620f\u201d\u5e76\u975e\u7b80\u5355\u7684\u4ee3\u7801\u751f\u6210\uff0c\u800c\u662f\u8bd5\u56fe\u626e\u6f14\u4e00\u4e2a\u8986\u76d6\u4ee3\u7801\u3001\u8d44\u4ea7\u3001\u903b\u8f91\u6d4b\u8bd5\u4e0e\u8fed\u4ee3\u7684\u201c\u5168\u80fd\u4ee3\u7406\u201d\uff0c\u8fd9\u6bd4\u5f53\u524d\u5e02\u9762\u4e0a\u4e13\u6ce8\u4e8e\u5355\u4e00\u73af\u8282\u7684AI\u5de5\u5177\u6709\u7740\u66f4\u5b8f\u5927\u7684\u53d9\u4e8b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u5185\u6838\u5e76\u975e\u6280\u672f\u6f14\u793a\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u6210\u4e3a\u53ef\u9760\u7684\u201c\u5171\u521b\u8005\u201d\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u65e9\u671f\u7528\u6237\u5df2\u8d85\u51fa\u201c\u730e\u5947\u201d\uff0c\u8f6c\u800c\u5173\u6ce8\u5b9e\u9645\u4ea7\u51fa\u7269\u7684\u5904\u7f6e\uff08\u6258\u7ba1\u3001\u5bfc\u51fa\uff09\u4e0e\u534f\u4f5c\u6df1\u5ea6\uff08\u5982\u4f55\u8c03\u6574\u5e73\u8861\u6027\uff09\u3002\u8fd9\u9884\u793a\u7740\u4ea7\u54c1\u6210\u529f\u7684\u5173\u952e\uff0c\u5c06\u4ece\u201c\u80fd\u5426\u505a\u51fa\u4e1c\u897f\u201d\u8fc5\u901f\u8fc7\u6e21\u5230\u201c\u505a\u51fa\u7684\u4e1c\u897f\u662f\u5426\u53ef\u7528\u3001\u53ef\u8fed\u4ee3\u3001\u53ef\u5206\u4eab\u201d\u3002\u5b83\u5fc5\u987b\u6784\u5efa\u4e00\u5957AI\u80fd\u7406\u89e3\u4e14\u7a33\u5b9a\u7684\u6e38\u620f\u5f00\u53d1\u201c\u8bed\u4e49\u4f53\u7cfb\u201d\uff0c\u5c06\u7528\u6237\u6a21\u7cca\u7684\u53cd\u9988\u8f6c\u5316\u4e3a\u7cbe\u786e\u7684\u5de5\u7a0b\u8c03\u6574\u3002\u82e5\u4ec5\u505c\u7559\u5728\u6839\u636e\u63d0\u793a\u751f\u6210\u5b64\u7acb\u7247\u6bb5\uff0c\u5219\u6613\u6ca6\u4e3a\u73a9\u5177\u3002\n <\/p>\n<p class=\"ai-content\">\n \u56e2\u961f\u5b9a\u4f4d\u201c\u8f85\u52a9\u800c\u975e\u66ff\u4ee3\u5f00\u53d1\u8005\u201d\u662f\u660e\u667a\u7684\uff0c\u4f46\u5176\u613f\u666f\u7684\u5b9e\u73b0\uff0c\u4f9d\u8d56\u4e8e\u5c06\u975e\u4e13\u4e1a\u7528\u6237\u7684\u81ea\u7136\u8bed\u8a00\uff0c\u8f6c\u5316\u4e3a\u4e13\u4e1a\u3001\u53ef\u6269\u5c55\u7684\u6e38\u620f\u9879\u76ee\u7ed3\u6784\u3002\u8fd9\u6761\u8def\u5145\u6ee1\u9677\u9631\uff1a\u65e2\u8981\u8db3\u591f\u7b80\u5355\u4ee5\u964d\u4f4e\u95e8\u69db\uff0c\u53c8\u8981\u8db3\u591f\u4e25\u8c28\u4ee5\u652f\u6491\u7a0d\u590d\u6742\u7684\u9879\u76ee\u3002\u5426\u5219\uff0c\u201c\u5feb\u901f\u539f\u578b\u201d\u4e4b\u540e\uff0c\u4fbf\u662f\u7528\u6237\u6fc0\u60c5\u649e\u4e0a\u80fd\u529b\u5929\u82b1\u677f\u7684\u65f6\u523b\u3002\u5176\u957f\u671f\u4ef7\u503c\uff0c\u5728\u4e8e\u80fd\u5426\u6210\u4e3a\u8fde\u63a5\u521b\u610f\u4e0e\u590d\u6742\u5de5\u7a0b\u5b9e\u8df5\u7684\u90a3\u5c42\u5173\u952e\u62bd\u8c61\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u53c8\u4e00\u4e2a\u4ee4\u4eba\u60ca\u8273\u5374\u77ed\u6682\u7684AI\u5feb\u6d88\u54c1\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Orca<\/span>\n <\/div>\n<div class=\"comment-content\">Build games by chatting. Orca is a web-based AI agent that writes code, fixes bugs, creates assets, and assembles real-time mechanics with no setup required. The simplest way to go from idea to a running prototype.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch guys! I\u2019m so excited to use this \ud83e\udef6<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ay_ush\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ay_ush<\/a> Thanks Ayush! Looking forward to playing your games.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>I’m Ege, co-founder at Orca with Ali. We’ve always loved playing games, they made so many of our best memories growing up. Whenever we’d play something inspiring, we’d dream about making our own, but there was one problem: we’re not game developers.<\/p>\n<p>My first attempt at coding was actually trying to make a game in high school. It didn’t work out. Fast forward to a few months ago, Ali and I were working on AI for a different product, decided to pivot, and spent a few days just… playing games. Then we both ended up in Cursor trying to build something, anything, with AI.<\/p>\n<p>The problem? Existing tools weren’t made for AI game development. We hit wall after wall. Cursor’s amazing for code, but games need so much more like assets, logic, testing, iteration cycles. We realized that if we’re frustrated, other aspiring game makers probably are too.<\/p>\n<p>That’s why we built Orca, an AI game dev agent that:<br \/>\nGenerates playable games from your ideas<br \/>\nCreate 2D characters and animations from chat<br \/>\nIterates with you, give feedback, refine, and actually ship<br \/>\nWeb-based agent, so no complex setup<\/p>\n<p>We’re not trying to replace game developers. We’re trying to help people like us who have ideas and passion but not years of Unity experience or money to hire a team, actually make something real.<\/p>\n<p>For Product Hunt: Get early access with code PRODUCTHUNT for exclusive launch pricing.<\/p>\n<p>Would love your feedback: What’s a game you’ve always wanted to make but couldn’t? What’s holding you back?<\/p>\n<p>Thanks for being here! \ud83d\ude4f<\/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\/@egkduman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@egkduman<\/a> I saw that Orca doesn\u2019t just generate code but also iterates through a test\u2013feedback loop.<br \/>In the early versions, which part does it focus on refining the most?<br \/>For example, can it adjust things like game balance or difficulty as well?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Having an agent that actually assembles everything together saves hours. love how smooth that feels \ud83d\ude0c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Are we able to host the games we build for others to play? I couldn’t catch that info. from the homepage. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nuseir_yassin1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nuseir_yassin1<\/a> Hey Nuseir, we are actively working on this, hopefully rolling it out in the next week or so! \ud83d\ude42<br \/>ps: it will be as easy as clicking a button<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 incredible and super bullish on the team!! Congrats on the launch, be right back, going to make some games now<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I tried the application and played and created a simple game. It was able to fix the bugs in the game after a few prompts.<\/p>\n<p>Let users export the game and publish it as HTML or something. You can monetize that like Bolt or v0<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Solid launch, Orca 3 team. From a clarity & onboarding lens: when a developer opens Orca 3 for the first time, what\u2019s the <strong>one belief<\/strong> you want them to hold in the first 10-15 seconds?<br \/>Is it:<br \/>\u2022 \u201cThis tool actually aligns with <em>how I think and build<\/em>, not just how someone expects me to build.\u201d<br \/>Or:<br \/>\u2022 \u201cI can trust this model\/tool to scale with my workflow, not hold me back.\u201d<br \/>Because in high-performance dev\/AI tools, adoption hinges less on specs and more on the belief that it <em>fits me<\/em>. Curious how you\u2019re shaping that moment.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 can\u2019t click on any of the games or assets shown in the home page.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@admiralrohan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@admiralrohan<\/a> Hey Rohan, we are building those as we build more games, the main product right now is the AI agent making the games. please do sign up and give it a try and if any issues do give me a ping \ud83d\ude42 we will soon enable hosting games so they are just as easily playable by others.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Can’t wait to try it. The website won’t let me login<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@akeseer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@akeseer<\/a> Thanks! are u trying with google or with email address? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/BXQRO3IEJUPX7W\" class=\"app-title\">IMAI Studio<\/a><\/p>\n<div class=\"one-liner\">AI Studio behind Product Creation<\/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>IMAI Studio\u662f\u4e00\u6b3eAI\u9a71\u52a8\u7684\u4ea7\u54c1\u89c6\u89c9\u5316\u5de5\u5177\uff0c\u80fd\u5c06\u5355\u5f20\u4ea7\u54c1\u7167\u7247\u5feb\u901f\u751f\u6210\u591a\u79cd\u8bbe\u8ba1\u53d8\u4f53\u3001\u9ad8\u54c1\u8d28\u6548\u679c\u56fe\u53ca\u8425\u9500\u7d20\u6750\uff0c\u89e3\u51b3\u4e86\u65f6\u5c1a\u6d88\u8d39\u54c1\u884c\u4e1a\u5728\u539f\u578b\u8bbe\u8ba1\u3001\u5185\u5bb9\u5236\u4f5c\u548c\u8425\u9500\u6d4b\u8bd5\u4e2d\u6d41\u7a0b\u7f13\u6162\u3001\u6210\u672c\u9ad8\u6602\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\/6765aace-9418-4196-ba01-2246ba517861.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/05ec2463-bcfb-4326-9f46-7f4be11133ae.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9bf90cee-7653-49d6-866f-ad30251f65d3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4ef741b3-2d43-41ce-8d7e-f96470fa7f68.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f7b5d28e-8812-4c0d-855a-bc0daef48481.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1e87cb39-7295-4845-947b-288ad30bd87e.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\/e5becf06-0170-42ea-b09d-e797a0924784.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/Pxj86vks8N0\"><source src=\"https:\/\/youtu.be\/Pxj86vks8N0\" 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\">Marketing<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8bbe\u8ba1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">\u65f6\u5c1a\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u7d20\u6750\u751f\u6210<\/span><br \/>\n <span class=\"tag\">3D\/AR\u8d44\u4ea7<\/span><br \/>\n <span class=\"tag\">\u5feb\u901f\u8fed\u4ee3<\/span><br \/>\n <span class=\"tag\">\u7535\u5546\u8d4b\u80fd<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u6982\u5ff5\u9a8c\u8bc1<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u6837\u673a<\/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\u8282\u7701\u6210\u672c\u3001\u52a0\u901f\u8fed\u4ee3\u7684\u4ef7\u503c\uff0c\u5e76\u83b7\u77e5\u540d\u54c1\u724c\u4f7f\u7528\u9a8c\u8bc1\u3002\u6838\u5fc3\u95ee\u9898\u805a\u7126\u4e8e\u76ee\u6807\u7528\u6237\u4fe1\u5ff5\u5851\u9020\u3001\u9002\u7528\u54c1\u7c7b\u62d3\u5c55\u53ca\u5177\u4f53\u4f7f\u7528\u573a\u666f\uff08\u6982\u5ff5\u9a8c\u8bc1vs\u8425\u9500\u7d20\u6750\uff09\u3002\u56e2\u961f\u56de\u590d\u900f\u9732\u4e86\u89c6\u9891\u751f\u6210\u3001\u534f\u4f5c\u529f\u80fd\u548c\u54c1\u724c\u5316UX\u7684\u8def\u7ebf\u56fe\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 IMAI Studio\u5e76\u975e\u53c8\u4e00\u4e2a\u6d6e\u4e8e\u8868\u9762\u7684AI\u56fe\u50cf\u751f\u6210\u5668\uff0c\u5b83\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u88ab\u201c\u7f8e\u5316\u578bAI\u5de5\u5177\u201d\u957f\u671f\u5ffd\u89c6\u7684\u5de5\u4e1a\u7ea7\u7f1d\u9699\u5e02\u573a\uff1a\u4ea7\u54c1\u4ece\u8bbe\u8ba1\u5230\u8425\u9500\u7684\u53ef\u89c6\u5316\u5de5\u4f5c\u6d41\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u70ab\u6280\uff0c\u800c\u5728\u4e8e\u5145\u5f53\u4e86\u4e00\u4e2a\u201c\u53ef\u89c6\u5316\u7ffb\u8bd1\u5668\u201d\uff0c\u5c06\u8bbe\u8ba1\u5e08\u3001\u5236\u9020\u5546\u3001\u8425\u9500\u56e2\u961f\u4e4b\u95f4\u6781\u6613\u5931\u771f\u7684\u6c9f\u901a\uff0c\u7edf\u4e00\u4e3a\u53ef\u5373\u65f6\u8fed\u4ee3\u7684\u89c6\u89c9\u8bed\u8a00\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u4ecb\u7ecd\u4e2d\u201c\u6821\u51c6\u8fc7\u7684\u884c\u4e1a\u7ea7\u8272\u5f69\u3001\u6750\u6599\u548c\u8bbe\u8ba1\u9884\u8bbe\u201d\u662f\u5173\u952e\uff0c\u8fd9\u6697\u793a\u5176AI\u6a21\u578b\u7ecf\u8fc7\u4e86\u7279\u5b9a\u5782\u76f4\u9886\u57df\u7684\u4e13\u4e1a\u6570\u636e\u8bad\u7ec3\uff0c\u65e8\u5728\u89e3\u51b3\u901a\u7528AI\u5de5\u5177\u8f93\u51fa\u201c\u989c\u8272\u602a\u5f02\u3001\u573a\u666f\u4e0d\u5b9e\u201d\u7684\u884c\u4e1a\u75fc\u75be\u3002\u8fd9\u4f7f\u5176\u4ece\u201c\u73a9\u5177\u201d\u5347\u7ea7\u4e3a\u201c\u5de5\u5177\u201d\uff0c\u76f4\u63a5\u5bf9\u6807\u6602\u8d35\u76843D\u6e32\u67d3\u3001\u5b9e\u7269\u6253\u6837\u548c\u6444\u5f71\u68da\u62cd\u6444\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8bc4\u8bba\u4e2d\u900f\u9732\u7684\u5ba2\u6237\u540d\u5355\uff08H&M\u3001Tata\u7b49\uff09\u548c\u4e9a\u6d32\u5e02\u573a\u7684\u5f3a\u52b2\u9700\u6c42\uff0c\u9a8c\u8bc1\u4e86\u5176\u89e3\u51b3\u201c\u6d77\u91cfSKU\u3001\u7d27\u8feb\u5de5\u671f\u3001\u672c\u5730\u5316\u5185\u5bb9\u201d\u75db\u70b9\u7684\u6709\u6548\u6027\u3002\u66f4\u6709\u8da3\u7684\u662f\uff0c\u56e2\u961f\u63d0\u5230\u5236\u9020\u5546\uff08\u54c1\u724c\u4ee3\u5de5\u5382\uff09\u7684\u91c7\u7528\uff0c\u8fd9\u63ed\u793a\u4e86\u5176\u53ef\u80fd\u4ece\u4ea7\u4e1a\u94fe\u4e0a\u6e38\u5207\u5165\uff0c\u6539\u53d8\u4ea7\u54c1\u5f00\u53d1\u6e90\u5934\u7684\u534f\u4f5c\u6a21\u5f0f\uff0c\u62a4\u57ce\u6cb3\u66f4\u6df1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u6311\u6218\u540c\u6837\u660e\u663e\u3002\u5176\u4e00\uff0c\u5982\u4f55\u5728\u201c\u8d4b\u4e88\u521b\u610f\u63a7\u5236\u611f\u201d\u4e0e\u201c\u63d0\u4f9b\u4e13\u4e1a\u9884\u8bbe\u201d\u4e4b\u95f4\u53d6\u5f97\u5e73\u8861\uff0c\u662f\u5176\u7528\u6237\u4f53\u9a8c\u8bbe\u8ba1\u7684\u6838\u5fc3\u547d\u9898\u3002\u5176\u4e8c\uff0c\u5f53\u4ece\u65f6\u5c1a\u54c1\u7c7b\u62d3\u5c55\u81f3\u73e0\u5b9d\u3001\u7f8e\u5986\u7b49\u9886\u57df\u65f6\uff0c\u5176\u5bf9\u6750\u6599\u8d28\u611f\u3001\u5149\u6cfd\u7b49\u6781\u5ea6\u4e13\u4e1a\u7ec6\u8282\u7684\u8fd8\u539f\u80fd\u529b\u5c06\u9762\u4e34\u4e25\u5cfb\u8003\u9a8c\u3002\u5176\u4e09\uff0c\u5176\u957f\u671f\u4ef7\u503c\u53ef\u80fd\u4e0d\u4ec5\u5728\u4e8e\u7d20\u6750\u751f\u6210\u6548\u7387\uff0c\u66f4\u5728\u4e8e\u6c89\u6dc0\u54c1\u724c\u4e13\u5c5e\u7684\u8bbe\u8ba1\u8d44\u4ea7\u4e0e\u8fed\u4ee3\u6570\u636e\uff0c\u8fd9\u5c06\u662f\u5176\u4ece\u5de5\u5177\u6f14\u53d8\u4e3a\u5e73\u53f0\u7684\u5173\u952e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cIMAI Studio\u5c55\u73b0\u51fa\u4e86\u96be\u5f97\u7684\u4ea7\u4e1a\u6df1\u5ea6\u601d\u7ef4\u3002\u5b83\u4e0d\u662f\u5728\u7528AI\u66ff\u4ee3\u8bbe\u8ba1\u5e08\uff0c\u800c\u662f\u5728\u7528AI\u52a0\u901f\u5e76\u8d4b\u80fd\u6574\u4e2a\u5b9e\u4f53\u4ea7\u54c1\u5f00\u53d1\u7684\u4ef7\u503c\u94fe\u3002\u5176\u6210\u8d25\u5c06\u53d6\u51b3\u4e8e\u5bf9\u5782\u76f4\u884c\u4e1a\u7ec6\u8282\u7684\u6df1\u8015\u7a0b\u5ea6\uff0c\u4ee5\u53ca\u80fd\u5426\u6784\u5efa\u8d77\u4ee5\u89c6\u89c9\u8d44\u4ea7\u4e3a\u6838\u5fc3\u7684\u534f\u4f5c\u751f\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\">IMAI Studio<\/span>\n <\/div>\n<div class=\"comment-content\">IMAI transforms a single product photo into precise variations, real studio-grade mockups, lifestyle scenes, videos and even 3D\/AR assets – all calibrated with a curated library of industry-ready colors, materials and design presets.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi everyone – we\u2019re the team behind IMAI Studio.<\/p>\n<p>For years, bringing physical products to life has been slow and layered. Multiple rounds of prototyping. Weeks lost in sampling. Materials consumed. Miscommunications in translation. And an industry where decisions increasingly demand speed, clarity, and the ability to iterate fast.<\/p>\n<p>AI tools have appeared, but most still fall short – inconsistent quality, unrealistic scenes, strange colors, and results that don\u2019t match what real teams need.<\/p>\n<p>We built IMAI to fix that gap.<\/p>\n<p>IMAI transforms a single product photo into precise variations, real studio-grade mockups, lifestyle scenes, videos, and even 3D\/AR assets – all calibrated with a curated library of industry-ready colors, materials, and design presets.<\/p>\n<p>Instead of replacing teams, IMAI gives them the ability to explore more ideas, iterate faster, and make decisions without burning time, materials, or budgets.<\/p>\n<p>Redesign a shoe in minutes. Test six colorways. Drop a bag into an editorial scene. Generate marketing assets instantly. Or validate concepts long before any physical prototype is made.<\/p>\n<p>Today, teams inside H&M, MK, Kitex, Brandix, and Tata are already using IMAI to work more intelligently and move with greater agility.<\/p>\n<p>If you design, build, or market fashion and lifestyle products, IMAI will help you save time, reduce risk, and unlock far more iterations – with results that feel genuinely usable from day one.<\/p>\n<p>We\u2019d love for you to try it, explore, and tell us what you think.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@viola_schritter\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@viola_schritter<\/a> This is a game changer, it will make product iterations faster, save more time and money. it will make users have an idea of how their products will look like before mass production.<\/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\">\n<p><a href=\"https:\/\/www.producthunt.com\/@viola_schritter\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@viola_schritter<\/a> looks super promising. I have tried 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>Great launch, IMAI Studio team. From a clarity & onboarding perspective, when a creator opens IMAI Studio for the first time, what\u2019s the <strong>one belief<\/strong> you want them to leave with in the first 10\u201315 seconds?<br \/>Is it:<br \/>\u2022 \u201cI can turn my idea into a visual prototype in minutes.\u201d<br \/>or<br \/>\u2022 \u201cDesign isn\u2019t the barrier anymore\u2014I\u2019m in creative control.\u201d<br \/>Because in ideation-to-prototype tools, the adoption lever isn\u2019t just features\u2014it\u2019s the user believing <em>they can<\/em> visualize their idea. Curious how you\u2019re shaping that belief.<\/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\/@joydeep_pandey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joydeep_pandey<\/a> <\/p>\n<\/p>\n<p>Love this question Joydeep – you\u2019ve basically described the exact debate we\u2019ve been having internally. \ud83d\ude4c <\/p>\n<p>Our belief is a blend of those two lines, but if we had to choose, it\u2019s closer to:<\/p>\n<blockquote>\n<p><strong>\u201cDesign isn\u2019t the barrier anymore – I\u2019m in creative control.\u201d<\/strong><\/p>\n<\/blockquote>\n<p>And we try to <em>prove<\/em> that in the first 10\u201315 seconds by making one thing obvious:<\/p>\n<p><strong>\u201cDrop a product \u2192 click a preset \u2192 see 4 new ideas in minutes.\u201d<\/strong><\/p>\n<\/p>\n<p>A few ways we\u2019re shaping that belief right now:<\/p>\n<ul>\n<li>\n<p><strong>Zero-jargon first screen:<\/strong> You see a single path: upload a product photo or use a demo, pick a scene or style, hit <em>Generate<\/em>. No wall of controls.<\/p>\n<\/li>\n<li>\n<p><strong>Opinionated presets instead of tools:<\/strong> \u201cdesigns references”, “pattern references”, “aesthetics” and curated color palettes. <\/p>\n<\/li>\n<li>\n<p><strong>Instant win moment:<\/strong> The first grid of variations is designed to feel like, \u201cOh, I can actually <em>play<\/em> with this\u201d – change colors, swap scenes, try wild ideas without breaking anything.<\/p>\n<\/li>\n<\/ul>\n<p>Our bet is: once a creator <em>feels<\/em> that control in the first interaction, \u201cI can turn my idea into a visual prototype in minutes\u201d becomes an obvious side-effect.<\/p>\n<p>Really appreciate you framing this around belief vs features – if you\u2019re up for it, we\u2019d love to keep sharing iterations of the onboarding with you as we refine it. \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>It feels like an absolute cost saver for e-commerce products. Great job<br \/>Any other category are you targetting?<\/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>Hi <a href=\"https:\/\/www.producthunt.com\/@chilarai\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"chilarai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chilarai<\/a> , thank you for your feedback. Currently we are targeting apparels, shoes & bags mainly.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chilarai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chilarai<\/a> the same pipeline works really well for any <strong>visually-driven e-commerce<\/strong> brand, so we\u2019re already seeing interest from <strong>beauty, jewellery and D2C lifestyle<\/strong> teams too<\/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 honestly didn’t know H&M and Tata use IMAI! That’s a really positive product validation!<\/p>\n<p>I am sure you must have identified innumerable use cases for IMAI Studio in retail\/e-commerce space, <a href=\"https:\/\/www.producthunt.com\/@viola_schritter\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"viola_schritter\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@viola_schritter<\/a> <\/p>\n<\/p>\n<p>What has been you experience with Asian retail space w.r.t the usage of this tool? I mean, were you able to penetrate into the global markets so far?<\/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\/@ashok_nayak\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ashok_nayak<\/a> <\/p>\n<\/p>\n<p>Hi Ashok, thanks for your message. Appreciate your comment.<\/p>\n<\/p>\n<p>Teams at H&M, Tata International, Pantaloons and Brandix are using IMAI in their design and studio workflows. It has been the most validating part of this journey. \ud83d\ude80<\/p>\n<\/p>\n<p>In Asia specifically, adoption has been stronger because the pain is so acute:<\/p>\n<ul>\n<li>\n<p>huge SKU counts,<\/p>\n<\/li>\n<li>\n<p>tight timelines,<\/p>\n<\/li>\n<li>\n<p>and the need to create <em>localized<\/em> visuals for marketplaces, retail, and social – without doing a new shoot every time.<\/p>\n<\/li>\n<\/ul>\n<p>It is not just for the brands but we finding use cases where the manufacturers for these brands (the ones who make the sample collections for them) and even bigger on adopting the platform.<\/p>\n<\/p>\n<p>Most teams start with simple things: turning 1-2 base photos into full e-commerce catalogs, quick colorways for internal decisions, or testing campaign visuals for different regions. Once they see that works, they move into more advanced use cases like concept mockups, seasonal drops, and even 3D\/AR experiments.<\/p>\n<\/p>\n<p>On the global side, we started in Asia by design, but we\u2019re already have started working with teams that operate across North America as well. It\u2019s still early for us, but the pattern is clear: wherever brands are fighting the \u201cdesign and content bottleneck\u201d between product and marketing, IMAI fits right in. \ud83c\udf0d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great work, I tested out IMAI for a while, and I think there’s lots of potential use cases (product ideation, product design, marketing). What are the major next features on the roadmap <a href=\"https:\/\/www.producthunt.com\/@viola_schritter\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"viola_schritter\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@viola_schritter<\/a> ?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lcseidl\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lcseidl<\/a> Hi Leander,<\/p>\n<p>Thanks so much for testing IMAI. On the roadmap, we\u2019re focusing on:<\/p>\n<ol>\n<li>\n<p>Simpler video generation – users can upload a product and get full scripts or ads with one click, no starting image needed.<\/p>\n<\/li>\n<li>\n<p>Collaborative features – so teams can work together seamlessly.<\/p>\n<\/li>\n<li>\n<p>Branding UX – users can apply brand guidelines across the workspace automatically.<\/p>\n<\/li>\n<\/ol>\n<p>Excited to see what you think!<\/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\">Congrats on the launch! Many businesses need this product \ud83d\udc4f\ud83c\udffc<\/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\">@alyona_mysko thanks for your kind words<\/div>\n<div class=\"comment-actions\">\n<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\/@alyona_mysko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alyona_mysko<\/a> thank you Alyona!! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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. Quick question, is IMAI being used more for early concept validation, or more for instantly generating final marketing assets at scale?<\/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\/@lusine_mnatsakanyan4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lusine_mnatsakanyan4<\/a> <\/p>\n<p>Thanks Lusine! Today usage skews slightly toward final marketing assets.<\/p>\n<p>The best workflow we see is validating a concept and then using that same reference to spin up full campaigns. Because everything updates live for everyone in the project, design tweaks and marketing experiments stay in sync with the whole team, which makes iterating on both sides much faster.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.youtube.com\/watch?v=1Jb8OwDJOIU\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.youtube.com\/watch?v=1Jb8OwDJOIU<\/a><\/p>\n<\/p>\n<p>Hi everyone, here\u2019s a quick walkthrough of IMAI in action – how we go from a single product photo to multiple design ideas, studio shots, and ad-ready visuals in minutes. Would love your thoughts on what feels most useful (and what we should add next). \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\">@viola_schritter<br \/>\nThis is too good! A decade ago nobody would have even imagined something like this!<\/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>Planning the composition and visualizing the final result usually takes so much effort. This seems like it would be really helpful for that part of the process.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@new_user___3352025aaad15cafb976078 thanks for your feedback. Sincerely appreciated. Any feedback you have?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch! After trying IMAI Studio, I’m convinced this is the future of product creation.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@shivamhacks\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shivamhacks<\/a> thanks so much Shivam. I\u2019m thrilled to hear that.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Huge congrats on the launch! IMAI Studio is a game changer. The future of product visuals is here.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@anna_nevmerzhytska\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anna_nevmerzhytska<\/a> thank you for your kind words Anna!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#20<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/PVAMEJUL34QVBY\" class=\"app-title\">Antigravity<\/a><\/p>\n<div class=\"one-liner\">The world’s first 8K 360\u00b0 drone<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">113<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Antigravity A1\u662f\u5168\u7403\u9996\u6b3e8K 360\u00b0\u65e0\u4eba\u673a\uff0c\u901a\u8fc7\u53cc\u955c\u5934\u9690\u5f62\u6280\u672f\u548c\u201c\u5148\u98de\u884c\u540e\u6784\u56fe\u201d\u7684\u64cd\u63a7\u903b\u8f91\uff0c\u5728\u822a\u62cd\u548c\u5185\u5bb9\u521b\u4f5c\u573a\u666f\u4e0b\uff0c\u89e3\u51b3\u4e86\u4f20\u7edf\u65e0\u4eba\u673a\u9700\u8981\u9ad8\u8d85\u98de\u884c\u6280\u5de7\u4e0e\u5b9e\u65f6\u6784\u56fe\u80fd\u529b\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\/1a0d04ff-3cd1-4a21-a0d7-50cca881dfc6.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\/44d3e9ef-6738-4610-a5ca-68e310bd6bc3.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\/76831a5c-57d4-46f7-958d-74f2096b157d.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\/627111e2-b7d6-480c-83c2-e6e21b03619e.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\/06051cf6-3822-4bd7-8a77-c9f2473e4979.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\/8ccd5046-e601-464e-98be-62d7dadc8f05.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\/0eeb78e9-be98-4c95-8233-bb33d875dc41.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\/c82fb788-c775-4e1c-bbd3-9d435ab0455b.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\/afbfb4da-c061-4fb5-b50d-f3bf6b59be62.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\/894e22df-0df8-496e-8baf-aafd661eeb22.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\/20081d17-77cf-42cc-bb75-93b57953c9ec.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\/9c6255ec-0497-478b-a0a6-c2309859e401.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\/c01dca53-5cbb-4711-b399-eb4eb0acca28.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\/dad929a7-71a2-4102-bbf4-3936e460a2ec.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\/76c89951-7f3a-448a-bf1d-2c50e7c94244.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\/7ee355cd-c522-49d5-9df5-876ae6dc59cd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9edc53bc-e524-4756-94c6-787cc2827160.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b618b6f7-d4f4-4167-8d57-bd6e91dccddc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2ae54172-0513-4b4c-b5d5-7768240ff8f3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ce2a8ebc-8120-41ab-a0d8-7587dbab1a06.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\/82be3d94-80e7-4837-aae0-144bf723766d.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=CSkRKsm-RS4\"><source src=\"https:\/\/www.youtube.com\/watch?v=CSkRKsm-RS4\" 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\">Drones<\/span><br \/>\n <span class=\"tag\">Hardware<\/span><br \/>\n <span class=\"tag\">Photo & Video<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6d88\u8d39\u7ea7\u65e0\u4eba\u673a<\/span><br \/>\n <span class=\"tag\">8K 360\u5ea6\u76f8\u673a<\/span><br \/>\n <span class=\"tag\">\u7b2c\u4e00\u4eba\u79f0\u89c6\u89d2<\/span><br \/>\n <span class=\"tag\">\u514d\u540e\u671f\u9690\u5f62<\/span><br \/>\n <span class=\"tag\">\u624b\u52bf\u64cd\u63a7<\/span><br \/>\n <span class=\"tag\">\u6c89\u6d78\u5f0f\u98de\u884c<\/span><br \/>\n <span class=\"tag\">\u8d85\u8f7b\u91cf\u5316<\/span><br \/>\n <span class=\"tag\">\u822a\u62cd\u9769\u65b0<\/span><br \/>\n <span class=\"tag\">Insta360\u5b75\u5316<\/span><br \/>\n <span class=\"tag\">\u540e\u7f6e\u6784\u56fe<\/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\u60ca\u53f9\u5176\u4f4e\u4e8e250g\u7684\u8d85\u8f7b\u8bbe\u8ba1\u548c\u9690\u5f62\u6280\u672f\uff0c\u8ba4\u4e3a\u5b83\u6253\u7834\u4e86\u822a\u62cd\u4e0eFPV\u7684\u754c\u9650\uff0c\u5e26\u6765\u4e86\u7eaf\u7cb9\u7684\u98de\u884c\u4e50\u8da3\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u5bf9\u9690\u5f62\u6280\u672f\u7684\u9690\u79c1\u62c5\u5fe7\u3001\u5bf9\u540e\u671f\u591a\u89d2\u5ea6\u9884\u89c8\u5de5\u4f5c\u6d41\u7684\u8be2\u95ee\uff0c\u4ee5\u53ca\u5bf9\u672a\u6765\u52a0\u5165AI\u8f85\u52a9\u6784\u56fe\u548c\u964d\u4f4e\u4ef7\u683c\uff08\u76ee\u524d\u4ef7\u683c\u672a\u62ab\u9732\u4f46\u88ab\u7528\u6237\u8ba4\u4e3a\u8f83\u9ad8\uff09\u7684\u671f\u5f85\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Antigravity A1\u7684\u5ba3\u79f0\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b21\u53c2\u6570\u8dc3\u8fdb\uff0c\u4e0d\u5982\u8bf4\u662f\u4e00\u573a\u5bf9\u65e0\u4eba\u673a\u4ea7\u54c1\u903b\u8f91\u7684\u201c\u964d\u7ef4\u6253\u51fb\u201d\u3002\u5b83\u5de7\u5999\u5730\u7528360\u00b0\u76f8\u673a\u7684\u6280\u672f\u8def\u5f84\uff0c\u7ed5\u5f00\u4e86\u4f20\u7edf\u822a\u62cd\u65e0\u4eba\u673a\u5728\u4e91\u53f0\u673a\u68b0\u7ed3\u6784\u3001\u98de\u884c\u7a33\u5b9a\u6027\u4e0e\u5b9e\u65f6\u64cd\u63a7\u4e0a\u7684\u590d\u6742\u535a\u5f08\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u201c8K\u201d\uff0c\u800c\u662f\u201c\u9690\u5f62\u201d\u4e0e\u201c\u540e\u7f6e\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u201c\u9690\u5f62\u65e0\u4eba\u673a\u201d\u6982\u5ff5\u901a\u8fc7\u53cc\u955c\u5934\u89c6\u5dee\u7f1d\u5408\u5b9e\u73b0\uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u5c06\u590d\u6742\u7684\u7269\u7406\u907f\u969c\u548c\u6784\u56fe\u96be\u9898\uff0c\u8f6c\u5316\u4e3a\u4e00\u4e2a\u5df2\u76f8\u5bf9\u6210\u719f\u7684360\u00b0\u5f71\u50cf\u7b97\u6cd5\u95ee\u9898\u3002\u8fd9\u4f7f\u5176\u5728\u5408\u89c4\u6027\uff08<250g\uff09\u548c\u6613\u7528\u6027\u4e0a\u5360\u5f97\u5148\u673a\uff0c\u4f46\u771f\u6b63\u7684\u98a0\u8986\u5728\u4e8e\u201c\u540e\u7f6e\u6784\u56fe\u201d\u3002\u5b83\u5c06\u98de\u884c\u4e0e\u521b\u4f5c\u8fd9\u4e24\u4e2a\u9ad8\u538b\u529b\u73af\u8282\u89e3\u8026\uff1a\u98de\u884c\u56de\u5f52\u76f4\u89c9\u4e0e\u4f53\u9a8c\uff08\u5982\u9e1f\u822c\u98de\u7fd4\uff09\uff0c\u521b\u4f5c\u5219\u6c89\u6dc0\u4e8e\u5730\u9762\u7aef\u7684\u51b7\u9759\u9009\u62e9\u3002\u8fd9\u7cbe\u51c6\u5207\u4e2d\u4e86\u975e\u4e13\u4e1a\u7528\u6237\u7684\u6700\u5927\u75db\u70b9\u2014\u2014\u4e0d\u662f\u4e0d\u4f1a\u98de\uff0c\u800c\u662f\u98de\u7684\u65f6\u5019\u6839\u672c\u987e\u4e0d\u4e0a\u3001\u4e5f\u4e0d\u61c2\u5982\u4f55\u6784\u56fe\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5149\u9c9c\u80cc\u540e\u6697\u85cf\u9690\u5fe7\u3002\u9996\u5148\uff0c\u4ea7\u54c1\u903b\u8f91\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u6bcd\u54c1\u724cInsta360\u5728360\u00b0\u5f71\u50cf\u7f1d\u5408\u4e0e\u8f6f\u4ef6\u751f\u6001\u4e0a\u7684\u79ef\u7d2f\uff0c\u5176\u72ec\u7279\u4f53\u9a8c\u80fd\u5426\u5f62\u6210\u58c1\u5792\u5b58\u7591\u3002\u5176\u6b21\uff0c\u201c\u540e\u7f6e\u6784\u56fe\u201d\u610f\u5473\u7740\u6d77\u91cf\u6570\u636e\uff088K 360\u00b0\uff09\u7684\u5904\u7406\u538b\u529b\u4e0e\u5b58\u50a8\u6210\u672c\u5b8c\u5168\u8f6c\u5ac1\u7ed9\u7528\u6237\uff0c\u5bf9\u79fb\u52a8\u7aef\u786c\u4ef6\u548c\u8f6f\u4ef6\u6d41\u7545\u5ea6\u63d0\u51fa\u4e25\u5cfb\u8003\u9a8c\u3002\u6700\u540e\uff0c\u5176\u5b9a\u4f4d\u6e38\u8d70\u5728\u4e13\u4e1a\u4e0e\u6d88\u8d39\u4e4b\u95f4\uff1a\u6781\u5ba2\u4e0e\u521b\u4f5c\u8005\u9752\u7750\u5176\u7075\u6d3b\u6027\uff0c\u4f46\u666e\u901a\u6d88\u8d39\u8005\u53ef\u80fd\u88ab\u5176\u5de5\u4f5c\u6d41\u548c\u6f5c\u5728\u7684\u9ad8\u6602\u552e\u4ef7\u529d\u9000\u3002\u5b83\u5f00\u542f\u4e86\u4e00\u4e2a\u65b0\u54c1\u7c7b\uff0c\u4f46\u80fd\u5426\u4ece\u60ca\u8273\u7684\u73a9\u5177\u6210\u957f\u4e3a\u666e\u53ca\u7684\u5de5\u5177\uff0c\u53d6\u51b3\u4e8e\u5176\u80fd\u5426\u5728\u4ef7\u683c\u3001\u5de5\u4f5c\u6d41\u6548\u7387\u4e0e\u6838\u5fc3\u753b\u8d28\u95f4\u627e\u5230\u66f4\u4f18\u7684\u5e73\u8861\u70b9\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Antigravity<\/span>\n <\/div>\n<div class=\"comment-content\">Antigravity A1 is the world\u2019s first 8K 360\u00b0 drone. With its dual-lens design, the drone becomes invisible in your footage. Put on the Vision Goggles, use the motion controller to point-and-fly, and reframe any angle after you land. No pilot skills needed.<\/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>For a long time, the drone market has felt a bit stagnant. We\u2019ve been choosing between “flying tripods” that require careful framing or FPV drones that require months of practice. Antigravity A1 breaks that dichotomy.<\/p>\n<p>Incubated by <a href=\"https:\/\/www.producthunt.com\/products\/insta-360\" target=\"_blank\" rel=\"noopener\">@Insta 360<\/a> , this is essentially an 8K 360\u00b0 camera that flies.<\/p>\n<p>The Invisible Drone tech is magic. Because of the lens placement, the drone stitches itself out of the footage completely, leaving a pure, unobstructed view of the sky.<\/p>\n<p>You can fly first, then frame later. You don’t need to stress about composition mid-flight. Just put on the Vision Goggles, use the motion controller to point where you want to go (literally just waving your hand), and enjoy the view. Just pick the perfect angle\u2014forward, backward, or top-down after you land.<\/p>\n<p>It brings the wonder back to flying. It\u2019s less about being a cameraman in the sky and more about being a bird. Plus, at 249g, it\u2019s regulation-friendly in many regions.<\/p>\n<p>Yes, we finally get a drone that feels like play, not work \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> 249g??? That’s like some spy drone. \ud83d\ude00 I would be so suspicious if something like this were to circle around me. But maybe I wouldn’t notice \ud83d\ude00<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> Being able to reframe after the flight seems incredibly useful.<br \/>Does the app let you preview multiple angles quickly, or is it more of a manual workflow?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Amazing! How on earth you got this below 250g I will never know – kudos to the design and manufacturing teams. I’ll be ordering one shortly \ud83d\udc4d\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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Could future updates add AI\u2011assisted framing suggestions to make editing even smoother?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Almost thought this would be a launch of Google’s coding agent Antigravity \ud83d\ude05 But damn I realy want an FPV drone and feel like I’m flying myself through my neighbourhood but pricing is unfortunately too big for my budget. I hope that these type of drones could go down to like $300 and I would be so hyped. But still, this drone looks sick, also with the 8k 360 video ability<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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<\/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 const closeBtn = document.getElementsByClassName(\"close\")[0];<\/p>\n<p> \/\/ \u68c0\u6d4b\u662f\u5426\u4e3a\u79fb\u52a8\u8bbe\u5907\n const isMobile = \/iPhone|iPad|iPod|Android\/i.test(navigator.userAgent);<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4f18\u5316\n function 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