\n \n \n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-08-24<\/title><\/p>\n<style>\n \/* --- \u5168\u5c40\u91cd\u7f6e\u4e0e\u5b57\u4f53 --- *\/\n :root {\n --ph-orange: #FF6154;\n --text-main: #21293C;\n --text-secondary: #4B587C;\n --bg-ai: #F7F7F9;\n --border-color: #E6E6E6;\n }<\/p>\n<p> body {\n font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif;\n color: var(--text-main);\n background-color: #ffffff;\n line-height: 1.6;\n margin: 0;\n padding: 20px;\n }<\/p>\n<p> .container {\n max-width: 800px;\n margin: 0 auto;\n }<\/p>\n<p> \/* --- \u5361\u7247\u6837\u5f0f --- *\/\n .app-card {\n border-bottom: 1px solid var(--border-color);\n padding-bottom: 40px;\n margin-bottom: 40px;\n }<\/p>\n<p> \/* --- 1. \u5934\u90e8\u533a\u57df --- *\/\n .app-header {\n display: flex;\n align-items: flex-start;\n gap: 16px;\n margin-bottom: 20px;\n }<\/p>\n<p> .rank {\n font-size: 24px;\n font-weight: 300;\n color: #999;\n min-width: 30px;\n padding-top: 4px;\n }<\/p>\n<p> .title-group {\n flex: 1;\n }<\/p>\n<p> .app-title {\n font-size: 24px;\n font-weight: 800;\n margin: 0 0 4px 0;\n color: var(--text-main);\n text-decoration: none;\n display: inline-block;\n }<\/p>\n<p> .app-title:hover {\n color: var(--ph-orange);\n text-decoration: underline;\n }<\/p>\n<p> .vote-btn {\n display: flex;\n flex-direction: column;\n align-items: center;\n justify-content: center;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 8px 12px;\n background: #fff;\n min-width: 60px;\n box-shadow: 0 1px 2px rgba(0,0,0,0.05);\n }<\/p>\n<p> .vote-arrow {\n color: var(--ph-orange);\n font-size: 14px;\n margin-bottom: -2px;\n }<\/p>\n<p> .vote-count {\n font-weight: 600;\n font-size: 14px;\n }<\/p>\n<p> \/* --- 2. \u5347\u7ea7\u7248\u5a92\u4f53\u753b\u5eca (\u5173\u952e\u4fee\u6539) --- *\/\n .media-gallery {\n display: flex;\n gap: 16px;\n overflow-x: auto; \/* \u5141\u8bb8\u6a2a\u5411\u6eda\u52a8 *\/\n padding-bottom: 16px; \/* \u7559\u51fa\u6eda\u52a8\u7a7a\u95f4 *\/\n scroll-snap-type: x mandatory; \/* \u6eda\u52a8\u5438\u9644\u6548\u679c *\/\n -webkit-overflow-scrolling: touch; \/* iOS \u5e73\u6ed1\u6eda\u52a8 *\/\n margin-bottom: 20px;<\/p>\n<p> \/* \u9690\u85cf\u9ed8\u8ba4\u6eda\u52a8\u6761\u4f46\u4fdd\u7559\u529f\u80fd (Firefox) *\/\n scrollbar-width: thin;\n scrollbar-color: #ddd transparent;\n }<\/p>\n<p> \/* Webkit \u6eda\u52a8\u6761\u6837\u5f0f\u4f18\u5316 *\/\n .media-gallery::-webkit-scrollbar {\n height: 6px;\n }\n .media-gallery::-webkit-scrollbar-track {\n background: transparent;\n }\n .media-gallery::-webkit-scrollbar-thumb {\n background-color: #eee;\n border-radius: 10px;\n }<\/p>\n<p> .media-item-wrapper {\n flex: 0 0 auto; \/* \u9632\u6b62\u88ab\u538b\u7f29 *\/\n width: 80%; \/* \u79fb\u52a8\u7aef\u9ed8\u8ba4\u9732\u51fa\u4e00\u70b9\u4e0b\u4e00\u5f20\uff0c\u63d0\u793a\u53ef\u6ed1\u52a8 *\/\n max-width: 500px; \/* \u684c\u9762\u7aef\u6700\u5927\u5bbd\u5ea6 *\/\n aspect-ratio: 16\/9; \/* \u7edf\u4e00\u6bd4\u4f8b *\/<\/p>\n<p> position: relative;\n border-radius: 12px;\n overflow: hidden;\n border: 1px solid rgba(0,0,0,0.08);\n background-color: #f5f5f5;\n scroll-snap-align: center; \/* \u6eda\u52a8\u505c\u6b62\u65f6\u5c45\u4e2d *\/\n }<\/p>\n<p> .media-content {\n width: 100%;\n height: 100%;\n object-fit: cover; \/* \u586b\u5145\u5bb9\u5668 *\/\n display: block;\n cursor: pointer;\n }<\/p>\n<p> \/* \u89c6\u9891\u6807\u7b7e\u7279\u6b8a\u5904\u7406 *\/\n video.media-content {\n background-color: #000;\n cursor: pointer;\n }<\/p>\n<p> \/* \u5982\u679c\u53ea\u67091\u4e2a\u5a92\u4f53\uff0c\u4e0d\u8981\u6eda\u52a8\uff0c\u4e14\u5bbd\u5ea6\u81ea\u9002\u5e94 *\/\n .media-gallery.single-item .media-item-wrapper {\n width: 100%;\n max-width: 100%;\n }<\/p>\n<p> \/* --- 3. \u63cf\u8ff0\u4e0e\u6807\u7b7e --- *\/\n .one-liner {\n font-size: 18px;\n color: var(--text-secondary);\n margin-bottom: 12px;\n font-weight: 500;\n }<\/p>\n<p> .tags-container {\n display: flex;\n flex-wrap: wrap;\n gap: 8px;\n margin-bottom: 24px;\n }<\/p>\n<p> .tag {\n font-size: 12px;\n color: var(--text-secondary);\n background-color: #F2F2F2;\n padding: 4px 10px;\n border-radius: 20px;\n font-weight: 600;\n text-transform: uppercase;\n }<\/p>\n<p> \/* --- 4. AI \u6458\u8981\u533a --- *\/\n .ai-section {\n background-color: var(--bg-ai);\n border-radius: 12px;\n padding: 20px;\n margin-bottom: 20px;\n border-left: 4px solid var(--ph-orange);\n }<\/p>\n<p> .ai-title {\n font-size: 14px;\n font-weight: 700;\n color: var(--text-main);\n margin: 0 0 12px 0;\n display: flex;\n align-items: center;\n gap: 6px;\n }<\/p>\n<p> .ai-content {\n font-size: 15px;\n color: #333;\n margin-bottom: 0;\n line-height: 1.7;\n }<\/p>\n<p> \/* --- 5. \u8bc4\u8bba\u533a --- *\/\n .reviews-section {\n margin-top: 10px;\n }<\/p>\n<p> .review-item {\n display: flex;\n gap: 10px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .review-avatar {\n font-size: 18px;\n margin-top: 2px;\n min-width: 24px;\n }<\/p>\n<p> .review-bubble {\n background: #fff;\n border: 1px solid var(--border-color);\n padding: 8px 12px;\n border-radius: 0 12px 12px 12px;\n color: var(--text-secondary);\n line-height: 1.5;\n }<\/p>\n<p> .review-author {\n font-weight: 700;\n color: var(--text-main);\n margin-right: 4px;\n font-style: normal;\n }<\/p>\n<p> .comments-section {\n margin-top: 30px;\n border-top: 1px solid var(--border-color);\n padding-top: 20px;\n }<\/p>\n<p> .comments-toggle {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 12px 20px;\n cursor: pointer;\n display: flex;\n justify-content: space-between;\n align-items: center;\n width: 100%;\n font-size: 14px;\n font-weight: 600;\n color: var(--text-main);\n transition: all 0.3s ease;\n }<\/p>\n<p> .comments-toggle:hover {\n background-color: #e9ecef;\n }<\/p>\n<p> .comments-toggle .toggle-arrow {\n font-size: 18px;\n transition: transform 0.3s ease;\n }<\/p>\n<p> .comments-toggle.open .toggle-arrow {\n transform: rotate(180deg);\n }<\/p>\n<p> .comments-container {\n max-height: 0;\n overflow: hidden;\n transition: max-height 0.5s ease;\n margin-top: 15px;\n }<\/p>\n<p> .comments-container.open {\n max-height: 800px;\n overflow: auto;\n }<\/p>\n<p> .comment-item {\n background-color: #fff;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 16px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .comment-header {\n display: flex;\n justify-content: space-between;\n align-items: flex-start;\n margin-bottom: 8px;\n }<\/p>\n<p> .comment-author {\n font-weight: 600;\n color: var(--text-main);\n margin-right: 8px;\n }<\/p>\n<p> .comment-content {\n color: var(--text-secondary);\n line-height: 1.5;\n margin-bottom: 10px;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> .comment-content p {\n margin: 0;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> \/* \u4f18\u5316\u8868\u60c5\u7b26\u53f7\u663e\u793a *\/\n .emoji {\n display: inline;\n max-width: 15px;\n overflow-wrap: normal;\n }<\/p>\n<p> .comment-actions {\n display: flex;\n align-items: center;\n gap: 16px;\n font-size: 12px;\n color: var(--text-secondary);\n }<\/p>\n<p> .comment-vote {\n display: flex;\n align-items: center;\n gap: 4px;\n cursor: pointer;\n }<\/p>\n<p> .comment-replies {\n margin-top: 12px;\n margin-left: 20px;\n padding-left: 12px;\n border-left: 2px solid var(--border-color);\n }<\/p>\n<p> .reply-item {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 6px;\n padding: 12px;\n margin-bottom: 8px;\n font-size: 13px;\n }<\/p>\n<p> .reply-content {\n color: var(--text-secondary);\n line-height: 1.4;\n margin-bottom: 6px;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }<\/p>\n<p> \/* --- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846\u6837\u5f0f --- *\/\n .modal {\n display: none;\n position: fixed;\n z-index: 1000;\n left: 0;\n top: 0;\n width: 100%;\n height: 100%;\n background-color: rgba(0, 0, 0, 0.9);\n overflow: auto;\n transition: opacity 0.3s ease;\n }<\/p>\n<p> .modal-content {\n display: block;\n max-width: 90%;\n max-height: 90vh;\n margin: 5vh auto;\n object-fit: contain;\n animation: zoom 0.3s;\n }<\/p>\n<p> @keyframes zoom {\n from {transform: scale(0.8); opacity: 0;}\n to {transform: scale(1); opacity: 1;}\n }<\/p>\n<p> .close {\n position: absolute;\n top: 20px;\n right: 35px;\n color: #fff;\n font-size: 40px;\n font-weight: bold;\n transition: 0.3s;\n cursor: pointer;\n \/* \u6dfb\u52a0\u89e6\u63a7\u4f18\u5316 *\/\n padding: 10px;\n line-height: 1;\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> .close:hover,\n .close:focus {\n color: #bbb;\n text-decoration: none;\n }<\/p>\n<p> \/* \u89c6\u9891\u70b9\u51fb\u63d0\u793a\u6837\u5f0f *\/\n .video-overlay {\n position: absolute;\n top: 0;\n left: 0;\n width: 100%;\n height: 100%;\n display: flex;\n align-items: center;\n justify-content: center;\n background-color: rgba(0, 0, 0, 0.2);\n opacity: 0;\n transition: opacity 0.3s ease;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n touch-action: manipulation;\n cursor: pointer;\n }<\/p>\n<p> .media-item-wrapper:hover .video-overlay {\n opacity: 1;\n }<\/p>\n<p> \/* \u4e3a\u89e6\u6478\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u6548\u679c *\/\n .media-item-wrapper:active .video-overlay {\n opacity: 0.8;\n }<\/p>\n<p> .play-icon {\n width: 80px;\n height: 80px;\n background-color: rgba(255, 255, 255, 0.9);\n border-radius: 50%;\n display: flex;\n align-items: center;\n justify-content: center;\n color: var(--ph-orange);\n font-size: 24px;\n font-weight: bold;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }\n <\/style>\n<p><\/head><br \/>\n<body><\/p>\n<div class=\"container\">\n<h1 style=\"text-align:center; margin-bottom:40px; font-weight:900;\">PH\u70ed\u699c | 2026-08-24<\/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\/VBME2QKKZVBULI\" class=\"app-title\">PaymentKit<\/a><\/p>\n<div class=\"one-liner\">Billing that survives a processor shutdown<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">402<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>PaymentKit \u662f\u4e00\u6b3e\u9762\u5411SaaS\u548c\u7535\u5546\u7684\u591a\u5904\u7406\u5668\u8ba1\u8d39\u5e73\u53f0\uff0c\u901a\u8fc7\u5728\u591a\u4e2a\u652f\u4ed8\u5904\u7406\u5668\u95f4\u667a\u80fd\u8def\u7531\u4ea4\u6613\u3001\u72ec\u7acb\u6258\u7ba1\u7f51\u7edc\u4ee4\u724c\uff0c\u786e\u4fdd\u5373\u4f7f\u67d0\u4e2aMID\uff08\u5546\u6237\u6807\u8bc6\u7b26\uff09\u88ab\u5173\u95ed\uff0c\u8ba2\u9605\u6263\u6b3e\u4e5f\u80fd\u6301\u7eed\u8fd0\u884c\uff0c\u89e3\u51b3\u5355\u70b9\u6545\u969c\u5bfc\u81f4\u7684\u4e1a\u52a1\u4e2d\u65ad\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\/36334bde-50fb-4b8d-860b-5bb280836ff9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d801a6fd-5948-44dc-86b1-bbe07b1c521c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d5e8f63b-9605-444d-aaa8-da1b2d5c7e43.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e8957521-4ee5-48ba-9d9f-a4a98124e08c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/155a9b1b-5639-47bc-97ff-90b21c373e53.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/41e335ee-c405-47ab-ac7c-d259f26d5d85.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2d100f76-ae49-428f-bb4f-97c3aac6cedd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2b45a772-a292-4a42-860b-f3b862f186ec.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b6fbdeda-9efb-4925-9147-215143bc9761.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cd0f6526-13f2-4e9b-ac2c-0b47ed2ef1ed.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\/674493bb-c788-4921-813d-5b466086d428.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/yzNM0FNifek?si=gnnfXZFUlOAs6b6F\"><source src=\"https:\/\/youtu.be\/yzNM0FNifek?si=gnnfXZFUlOAs6b6F\" 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\">Fintech<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">E-Commerce<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u652f\u4ed8\u7f16\u6392<\/span><br \/>\n <span class=\"tag\">\u591a\u5904\u7406\u5668\u8def\u7531<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u4ee4\u724c\u6258\u7ba1<\/span><br \/>\n <span class=\"tag\">\u8ba2\u9605\u8ba1\u8d39<\/span><br \/>\n <span class=\"tag\">\u652f\u4ed8\u98ce\u63a7<\/span><br \/>\n <span class=\"tag\">SaaS\u652f\u4ed8<\/span><br \/>\n <span class=\"tag\">\u7f51\u7edc\u4ee4\u724c<\/span><br \/>\n <span class=\"tag\">VAMP\/GMAP<\/span><br \/>\n <span class=\"tag\">\u964d\u7ea7\u6062\u590d<\/span><br \/>\n <span class=\"tag\">\u6536\u5165\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\u72ec\u7acb\u4ee4\u724c\u6258\u7ba1\u4e0e\u591a\u5904\u7406\u5668\u8def\u7531\u7684\u7ec4\u5408\u4ef7\u503c\uff0c\u8ba4\u4e3a\u80fd\u907f\u514d\u8fc1\u79fb\u65f6\u8ba9\u5ba2\u6237\u91cd\u65b0\u7ed1\u5361\u7684\u75db\u82e6\u3002\u6709\u7528\u6237\u8be2\u95ee\u8de8\u5904\u7406\u5668\u65f6\u7684\u9000\u6b3e\u3001\u7ea0\u7eb7\u5904\u7406\u548c\u62a5\u544a\u673a\u5236\uff0c\u5b98\u65b9\u56de\u5e94\u9000\u6b3e\u53ef\u540c\u6b65\u3001\u62a5\u544a\u7edf\u4e00\uff0c\u4f46\u7ea0\u7eb7\u4ecd\u7531\u539f\u6536\u5355\u884c\u5904\u7406\uff0c\u4ec5\u80fd\u4e0a\u6e38\u98ce\u63a7\u62e6\u622a\u3002\u53e6\u6709\u7528\u6237\u5173\u5fc3\u6dfb\u52a0\u65b0\u5904\u7406\u5668\u7684\u65f6\u6548\uff0c\u5b98\u65b9\u79f0\u9884\u8bbe\u5907\u4efd\u540e\u5207\u6362\u4ec5\u97005\u79d2\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 PaymentKit\u7684\u5b9a\u4f4d\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u6781\u5176\u9690\u853d\u5374\u81f4\u547d\u7684\u75db\u70b9\uff1a\u652f\u4ed8\u5904\u7406\u5668\u7684\u201c\u5355\u70b9\u6545\u969c\u201d\u3002Visa\u56db\u6708\u4e0b\u8c03VAMP\u9608\u503c\u81f31.5%\uff0c\u610f\u5473\u7740\u5927\u91cf\u4f9d\u8d56\u5355\u4e00MIDs\u7684SaaS\u516c\u53f8\u6b63\u5750\u5728\u706b\u836f\u6876\u4e0a\u800c\u4e0d\u81ea\u77e5\u3002\u4ea7\u54c1\u901a\u8fc7\u4e24\u628a\u94a5\u5319\u64ac\u52a8\u5e02\u573a\uff1a\u4e00\u662f\u72ec\u7acb\u7f51\u7edc\u4ee4\u724c\u6258\u7ba1\uff0c\u5c06\u5ba2\u6237\u652f\u4ed8\u51ed\u8bc1\u4ece\u5904\u7406\u5668\u624b\u4e2d\u593a\u56de\uff0c\u628a\u201c\u8fc1\u79fb\u201d\u4ece\u4e00\u573a\u4f24\u7b4b\u52a8\u9aa8\u7684\u624b\u672f\u53d8\u6210\u4e00\u6b21\u8bbe\u7f6e\u91cc\u7684\u201c\u7ffb\u8f6c\u5f00\u5173\u201d\u2014\u2014\u8fd9\u662f\u6781\u5176\u6027\u611f\u7684\u66ff\u4ee3\u4ef7\u503c\uff1b\u4e8c\u662f\u667a\u80fd\u8def\u7531\u4e0e\u8f6f\u62d2\u7edd\u7ea7\u8054\uff0c\u7528\u6570\u636e\u5806\u53e0\u51fa10%\u4ee5\u4e0a\u7684\u6388\u6743\u7387\u63d0\u5347\uff0c\u8ba9\u98ce\u63a7\u4ece\u5408\u89c4\u6210\u672c\u53d8\u6210\u589e\u957f\u6760\u6746\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5fc5\u987b\u6cfc\u51b7\u6c34\u3002\u6838\u5fc3\u5356\u70b9\u201c\u9632\u5c01\u53f7\u201d\u672c\u8d28\u4e0a\u662f\u6982\u7387\u5bf9\u51b2\u800c\u975e\u7edd\u5bf9\u4fdd\u969c\uff1aVAMP\/GMAP\u6bd4\u7387\u6309MID\u8ba1\u7b97\u800c\u975e\u516c\u53f8\uff0c\u591a\u5904\u7406\u5668\u53ea\u662f\u5206\u6563\u98ce\u9669\uff0c\u5e76\u672a\u6d88\u9664\u89e6\u53d1\u76d1\u7ba1\u5ba1\u67e5\u7684\u6839\u6e90\uff08\u6b3a\u8bc8\u7387\u3001\u4e89\u8bae\u7387\uff09\u3002\u82e5\u67d0\u6761\u7ebf\u7684\u9ad8\u98ce\u9669\u4ea4\u6613\u5360\u6bd4\u8fc7\u9ad8\uff0c\u4f9d\u7136\u4f1a\u6c61\u67d3\u8be5MID\uff0c\u5168\u5b87\u6bb5\u9003\u751f\u8231\u53ea\u80fd\u662f\u7f13\u51b2\u57ab\u3002\u6b64\u5916\uff0c\u8bc4\u8bba\u4e2d\u5b98\u65b9\u5766\u8bda\u201c\u7ea0\u7eb7\u7531\u539f\u6536\u5355\u884c\u5904\u7406\u201d\uff0c\u610f\u5473\u7740\u5728\u5ba2\u6237\u652f\u6301\u4f53\u9a8c\u7684\u5e95\u90e8\u73af\u8282\uff0c\u591a\u5904\u7406\u5668\u53cd\u800c\u53ef\u80fd\u5f15\u5165\u8d23\u4efb\u5f52\u5c5e\u6a21\u7cca\u7684\u9690\u60a3\u3002\u4ea7\u54c1\u76ee\u524d\u66f4\u50cf\u662f\u4e00\u4e2a\u7cbe\u5bc6\u7684\u201c\u652f\u4ed8\u4fdd\u9669\u201d\uff0c\u800c\u975e\u201c\u652f\u4ed8\u6d85\u69c3\u201d\u3002\u5176\u771f\u6b63\u58c1\u5792\u5728\u4e8e\u7f51\u7edc\u4ee4\u724c\u7684\u53ef\u79fb\u690d\u6027\u2014\u2014\u8fd9\u9700\u8981\u4e0e\u5361\u7ec4\u7ec7\u4fdd\u6301\u6df1\u5ea6\u5408\u89c4\u5408\u4f5c\uff0c\u540e\u6765\u8005\u96be\u4ee5\u77ed\u671f\u903e\u8d8a\u3002\u5bf9\u4e8e\u4f9d\u8d56\u5355\u5904\u7406\u5668\u7684\u8ba2\u9605\u578b\u521b\u4e1a\u516c\u53f8\uff0c\u8fd9\u662f\u4e00\u6b3e\u503c\u5f97\u4e25\u8083\u8bc4\u4f30\u7684\u201c\u6b62\u635f\u5de5\u5177\u201d\uff0c\u4f46\u5b83\u4e0d\u8be5\u6210\u4e3a\u4f60\u5ffd\u89c6\u4e0a\u6e38\u4ea4\u6613\u8d28\u91cf\u7684\u7406\u7531\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\">PaymentKit<\/span>\n <\/div>\n<div class=\"comment-content\">PaymentKit is a multi-processor billing platform for SaaS and e-commerce. It routes payments across processors, vaults tokens independently, and keeps subscriptions billing even if a MID gets shut down. No code to launch, full API when you need it.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone, Diego here from the PaymentKit team.<\/p>\n<p>Quick story on where this came from, because it explains most of the product.<\/p>\n<p>PaymentKit didn’t start as a startup idea. We built it for ourselves. Our parent company runs a portfolio of subscription brands, and for years we kept hitting the same three problems: billing lived in one tool, payments in another, and revenue data in a third. Every processor change meant a migration. Every decline was money we never saw again. And all of it sat on top of a single processor whose risk team could change our business overnight.<\/p>\n<p>We couldn’t find anything that solved all three together, so we built it and ran our own volume through it before selling it to anyone.<\/p>\n<p>What it actually does:<\/p>\n<ul>\n<li>\n<p><strong>Payment orchestration:<\/strong> Connect the processors you already use. Every transaction routes to the one most likely to approve it, and soft declines cascade to the next one automatically instead of turning into lost revenue.<\/p>\n<\/li>\n<li>\n<p><strong>Independent vaulting:<\/strong> The part we care most about. Cards, Apple Pay and Google Pay are all vaulted as network tokens under your control, not your processor’s. You can add or drop a processor without asking a single customer to re enter anything, and if a MID gets shut down your subscribers never feel it.<\/p>\n<\/li>\n<li>\n<p><strong>Subscription billing:<\/strong> Flat, tiered, usage based or hybrid pricing. Hosted checkout and self service portals, live without writing code.<\/p>\n<\/li>\n<li>\n<p><strong>Revenue metrics: <\/strong>One dashboard across every processor, so you can compare success rates and fees side by side instead of stitching exports together.<\/p>\n<\/li>\n<\/ul>\n<p><strong>What that actually produces: <\/strong>More than 10% lift in authorization rates on average after merchants switch. <\/p>\n<p>It comes from three things stacked: routing each transaction to the processor most likely to approve it, cascading soft declines instead of eating them, and network tokens that keep cards on file alive longer. One merchant went from 63% to 76%. There’s also a risk side that most people only learn the hard way. Visa dropped the excessive VAMP threshold from 2.20% to 1.50% on April 1st this year across the US, Canada, Europe and Asia Pacific, and the ratio is measured per MID, not per company. If all your volume sits in one account, one bad month becomes a company level problem. Running multiple processors means you see the ratio per MID instead of hearing about it from your acquirer after the fact, and you can rebalance volume before any single account gets near the line.<\/p>\n<\/p>\n<p><strong>Why I think this community in particular might care:<\/strong> a lot of you are running SaaS or digital products on a single processor, or on a merchant of record that owns your customer data and your tokens. That works right up until it doesn’t. We’re the layer that makes that decision reversible.<\/p>\n<p>It goes live in under an hour on top of what you already have, and there’s a free trial if you want to poke at it.<\/p>\n<p>Would really like to hear from anyone who’s been through a processor shutdown, a rolling reserve, or a migration that broke their subscriptions. What did you wish existed at that moment?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>18<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@diego_vidal10\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@diego_vidal10<\/a> Upvoted PaymentKit. The independent vaulting is particularly compelling, especially for subscription businesses where processor changes can become painful migrations. The ability to keep customer payment credentials portable seems like a meaningful advantage.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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\/@diego_vidal10\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"diego_vidal10\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@diego_vidal10<\/a> This is a genuinely practical problem to solve. The independent token vault+ multi processor routing is especially interesting processor shutdowns can become a huge operational headache for SaaS businesses. 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@joseph_walker2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joseph_walker2<\/a> Thanks Joseph. Routing on its own optimizes approvals, a vault on its own just stores cards. It’s the combination that turns a shutdown into a config change <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>One major callout: If you run subscriptions, VAMP and GMAP should be on your radar.<\/p>\n<p>It’s Visa\/MC’s monitoring programs: your fraud and dispute counts get combined into one ratio, and crossing the threshold gets your processor fined for keeping you. That’s why merchants get dropped “out of nowhere.” Most founders hear about it for the first time in a warning email, or sometimes just get dropped with no notice.<\/p>\n<p>PaymentKit attacks both sides of the ratio. Smart routing controls which processor each transaction lands on so no single account’s ratio collapses, and can be adjusted in real time based on need. AI-driven dunning recovers failed payments without retry storms that inflate fraud signals. Built-in fraud controls stop disputes before they’re born.<\/p>\n<p>We built this running 20+ subscription brands of our own, several in high-risk categories. Ask me anything about VAMP or multi-processor setups.<\/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>I’ve dealt with payment migrations before. getting customers to update cards is painful, so this solves a real headache.<\/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\/@grant_w1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@grant_w1<\/a> Exactly it. Card re collection is where most migrations quietly die. With network tokens under your control the customer never sees a new form<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Been burned by a processor freeze before so this hits close to home. Curious how long it actually takes to add a new processor once you’re set up.<\/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\/@chandrshekhar_rawen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chandrshekhar_rawen<\/a> We usually recommend you have a few back up processors already set up in Payment Kit. When you have this set up we can do a few things:<\/p>\n<ol>\n<li>\n<p>Switching from one processor to the other takes 5 seconds, literally swap which primary processor you want to do use in our settings<\/p>\n<\/li>\n<li>\n<p>If you have multiple processors integrated we can do cascading and retries on multiple processors both on first purchase and on rebills. So if a transaction doesn’t work on one processor, we’ll try it on another one in your account. We’ve found that this increases authorization rates by 5 – 10%<\/p>\n<\/li>\n<\/ol>\n<p>This is true risk mitigation and only works because we actually do full network token vaulting. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 really love this idea because a processor going down can cause a lot of issue. keeping subscriptions running in the background could save businnesses a lot of stress. <\/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 could be useful for SaaS companies handling subscriptions across different regions.<\/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\/@daniel_carter19\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniel_carter19<\/a> That’s one of the clearer use cases. You can route by geography, so EU payments go to one processor and US to another, same integration and same subscription logic (since local acquiring usually approves 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>Interesting idea, but curious how refunds, disputes, and reporting work when everything is spread across multiple processors.<\/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\/@evan_taft1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@evan_taft1<\/a> Refunds run from PaymentKit, full or prorated, and the subscription stays in sync.<\/p>\n<p>Reporting consolidates into one dashboard, so you compare processors side by side on success rate and cost instead of exporting from each one and reconciling by hand.<\/p>\n<p>Disputes are the honest exception. They’re resolved by the acquirer that processed that specific transaction, that’s how the card networks work, and no orchestration layer changes it. What we do is upstream, with fraud rules that block the transactions most likely to become disputes: country, card brand, card type, amount or BIN, etc. Thanks for taking the time to comment Evan! <\/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>Been using Payment Kit for a few months and I gotta say aside from the simple and seamless integration the product has really delivered. Ive created a few routing rules to test and now am moving the majority\/all of our payments through Payment Kit. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 like that this came out of a real internal problem instead of a market gap search. That usually means the edge cases are already handled.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@uttam_kumar31\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@uttam_kumar31<\/a> we solved our own edge cases first, which means the boring ones are covered, but it also means we’re biased toward how we ran things. That’s part of why we’re 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I like how this turns processor redundancy into a customer-facing benefit: subscriptions keep running without forcing customers through another checkout.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@lanfranco_iwanaga\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lanfranco_iwanaga<\/a> Exactly! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Keeping subscriptions alive during a processor change is probably the biggest value here.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sadie_charlotte\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sadie_charlotte<\/a> totally agree! The switch is a config decision, the expensive part is the subscribers you lose crossing over<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Payment stuff is easy to ignore until something goes wrong. having a backup layer makes a lot of sense.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ayazakram\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ayazakram<\/a> you got it! A backup that’s already live beats a plan to set one up<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 day!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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> Thanks Alex!! Appreciate it<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The token ownership part is interesting. that’s usually the thing that makes switching providers difficult.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@grace_gui02\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@grace_gui02<\/a> Right, and it’s the part nobody checks until they try to leave. The processor holds the tokens, so “switching” really means asking every customer to re-enter their card… Painful<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 like this as revenue-side redundancy. AI founders obsess over multi-model routing for COGS; surprisingly few apply the same resilience logic to the revenue pipe.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really like the idea of treating payment processors as replaceable infrastructure instead of something your entire billing stack depends on. Curious how hard it is to migrate an existing saas with active subscriptions into this app?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jean_mayer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jean_mayer<\/a> It’s easier than most people expect, and no code needed. You map your customers, prices and subscriptions in the sandbox, validate on a subset, then cut over. Active subscriptions keep billing and nobody gets asked to re enter a card, since the tokens come with you. Setup is about an hour<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Your own subscription brands were running on this before anyone else could buy it. Congrats on the launch. That is a lot of trust to put in your own code.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ben_kahan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ben_kahan<\/a> Thanks Ben. Honestly it changes how you build. When it’s your own revenue clearing through your own code, you stop shipping things you plan to “monitor closely” and you fix the complicated failure paths first<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on shipping! Processor shutdowns are a total nightmare for SaaS businesses, so having built-in failovers for billing infrastructure is a huge stress reliever. Smart problem to tackle head-on.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<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> much appreciated!<br \/>Definitely shout out any pain points you’re having on the payments side, since our dev team is cranking and always looking for ways to expand the platform!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Payment reliability does not get enough attention until billing suddenly stops working. Building resilience into the payment layer from the beginning seems like a much better approach than reacting after a shutdown.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jason_scott8\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jason_scott8<\/a> Well put. Setting it up beforehand takes an afternoon. Reacting after a shutdown costs you a chunk of your subscriber base, and you don’t get those back<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 interesting approach to making billing more resilient. Processor dependency is a bigger risk than many teams realize.<\/p>\n<h3><\/h3>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ryankeller\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryankeller<\/a> Agreed, and the risk is invisible right up until it isn’t. Nobody prices in a processor decision they’ve never had to reverse<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 strong solution for companies managing recurring payments. Reducing single points of failure can make a big difference.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@garyshenk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@garyshenk<\/a> Single points of failure get accepted everywhere in payments in a way they wouldn’t in any other part of the stack. That’s the gap we’re going after. <br \/>Thanks Gary<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Smart approach to reducing processor dependency. This could save teams a lot of headaches.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@new_user___209202627e87af67bf41b28\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@new_user___209202627e87af67bf41b28<\/a> That’s exactly the point! Thanks Rohit<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 recurring billing switch processors without touching customers? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yara_simone\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yara_simone<\/a> Yes, that’s the core of it. The tokens are vaulted with us as network tokens instead of living inside the processor, so the next renewal just runs on the new one. No email, no update card form, no re-authentication. From the customer’s side nothing happened<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Multi processor routing makes a lot sense for recurring businesses. Nice launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@darly_selby\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@darly_selby<\/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>Can I test a new processor with a small slice of traffic? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@violet_amelia\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@violet_amelia<\/a> Yes. Today you’d do it by carving out a segment with a routing rule, so one country, one card brand or one payment method goes to the new processor, and everything else stays in your default one. Real volume on the new one without betting the whole book<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 resilience angle here. Keeping subscriptions running during disruptions is huge.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@noahanderson\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@noahanderson<\/a> Appreciate your comment Noah! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This feels especially useful for SaaS comapanies that cannot afford billing interruptions. Great concept.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@simonclark55\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@simonclark55<\/a> Thanks Simon!! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This feels less like a payment feature and more like business continuity infrastructure especially for subscription heavy SaaS.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jackson_reed90\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jackson_reed90<\/a> That’s how we think about it internally too. Nobody wakes up wanting payment orchestration. They don’t want to have a day where revenue stops<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Keeping payment tokens independent feels like an important detail that could make future processor changes much easier.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lucy_rolff\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lucy_rolff<\/a> It’s the detail everything else depends on. Routing, failover, migrations, none of it works if someone else holds the tokens<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#2<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/6L7FAO6PDHTEGG\" class=\"app-title\">Decawork<\/a><\/p>\n<div class=\"one-liner\">Control your company’s internal AI agents and tools<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">276<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Decawork \u5c06\u5458\u5de5\u7528 Claude Code\u3001Codex \u7b49\u5de5\u5177\u81ea\u5efa\u7684 AI \u667a\u80fd\u4f53\u7edf\u4e00\u6536\u7f16\u4e3a\u201c\u516c\u53f8\u8d44\u4ea7\u201d\uff0c\u8ba9 IT \u56e2\u961f\u5728\u5355\u4e00\u63a7\u5236\u53f0\u5b8c\u6210\u8eab\u4efd\u3001\u6743\u9650\u3001\u5ba1\u6279\u3001\u5ba1\u8ba1\u548c\u505c\u7528\u7ba1\u7406\uff0c\u89e3\u51b3\u201c\u667a\u80fd\u4f53\u4ece\u4e2a\u4eba\u5b9e\u9a8c\u5230\u4f01\u4e1a\u751f\u4ea7\u65f6\u5931\u63a7\u201d\u7684\u4ea4\u63a5\u96be\u9898\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\/46415396-8782-473b-8364-65d1017b95b2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b33e84c0-05ab-4d40-9020-b7c8cac269d2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/07e0cffa-ed26-4f53-b37d-99eb0e498051.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\/0fe412f3-089b-494b-80b5-55a2a7bd3a49.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=SanpHIyFcV4\"><source src=\"https:\/\/www.youtube.com\/watch?v=SanpHIyFcV4\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Software Engineering<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Security<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4f01\u4e1aAI\u6cbb\u7406<\/span><br \/>\n <span class=\"tag\">AI\u667a\u80fd\u4f53\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">IT\u7ba1\u63a7\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u8bbf\u95ee\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">\u6743\u9650\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5f71\u5b50IT\u6cbb\u7406<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u751f\u547d\u5468\u671f<\/span><br \/>\n <span class=\"tag\">\u5ba1\u8ba1\u65e5\u5fd7<\/span><br \/>\n <span class=\"tag\">\u5185\u90e8\u5de5\u5177\u7f16\u6392<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u8f6f\u4ef6<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u201c\u96c6\u4e2d\u7ba1\u63a7\u201d\u201c\u5458\u5de5\u79bb\u804c\u540e\u8d44\u4ea7\u56de\u6536\u201d\u201c\u9000\u4f11\/\u6740\u6bd2\u5f00\u5173\u201d\u7b49\u8bbe\u8ba1\u3002\u6838\u5fc3\u8ffd\u95ee\u96c6\u4e2d\u5728\uff1a\u4e0d\u540c\u667a\u80fd\u4f53\u95f4\u4fe1\u606f\u6d41\u89c4\u5219\u53ef\u5426\u81ea\u5b9a\u4e49\uff1b\u5ba1\u6279\u540e\u4ed3\u5e93\/\u6a21\u578b\/\u63d0\u793a\u8bcd\u53d8\u66f4\u65f6\u80fd\u5426\u89e6\u53d1\u91cd\u65b0\u5ba1\u67e5\u5e76\u5c55\u793a\u6743\u9650\u5dee\u5f02\uff1b\u5982\u4f55\u5e73\u8861\u5f3a\u7ba1\u63a7\u4e0e\u5f00\u53d1\u8005\u7075\u6d3b\u6027\uff1b\u5de5\u5177\u8fde\u63a5\u662f\u5426\u5f00\u7bb1\u5373\u7528\u3002\u53e6\u6709\u8bc4\u8bba\u6307\u51fa\u4e2a\u4eba\u5bc6\u94a5\u8fd0\u884c\u3001\u65e0\u5ba1\u8ba1\u662f\u5f53\u524d\u4e3b\u8981\u75db\u70b9\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Decawork \u8e29\u51c6\u4e86 2025 \u5e74 AI \u539f\u751f\u4f01\u4e1a\u6700\u5c34\u5c2c\u7684\u65ad\u5c42\uff1a\u4eba\u4eba\u90fd\u5728 vibe coding\uff0c\u4f46\u6ca1\u4eba\u613f\u610f\u4e3a\u522b\u4eba\u7684 vibe \u8d1f\u8d23\u3002\u5b83\u672c\u8d28\u4e0a\u662f\u7ed9\u201c\u5f71\u5b50 AI\u201d\u5957\u4e0a\u4e86\u4f01\u4e1a IT \u7684\u7d27\u8eab\u8863\uff0c\u628a\u539f\u672c\u6563\u843d\u5728\u4e2a\u4eba\u7b14\u8bb0\u672c\u4e0a\u7684\u667a\u80fd\u4f53\u5f3a\u884c\u7eb3\u5165\u8eab\u4efd\u3001\u6743\u9650\u3001\u5ba1\u8ba1\u3001\u9000\u4f11\u7684\u5408\u89c4\u7ba1\u9053\u2014\u2014\u8fd9\u4e2a\u5207\u5165\u70b9\u7cbe\u51c6\u4e14\u81f4\u547d\uff0c\u56e0\u4e3a CI O \u771f\u6b63\u6015\u7684\u4e0d\u662f AI \u592a\u5f3a\uff0c\u800c\u662f AI \u4e0d\u53ef\u89c1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u770b\uff0c\u4ea7\u54c1\u6700\u88ab\u770b\u91cd\u7684\u53cd\u800c\u662f\u53cd\u76f4\u89c9\u7684\u201c\u9000\u4f11\u201d\u529f\u80fd\uff0c\u8fd9\u66b4\u9732\u4e86\u5e02\u573a\u7684\u771f\u5b9e\u7126\u8651\uff1a\u667a\u80fd\u4f53\u4e00\u65e6\u63a5\u5165\u516c\u53f8\u7cfb\u7edf\uff0c\u5c31\u53ef\u80fd\u50cf\u50f5\u5c38\u4e00\u6837\u6c38\u4e45\u8fd0\u884c\uff0c\u6d88\u8017\u51ed\u8bc1\u3001\u89e6\u78b0\u6570\u636e\u3001\u65e0\u4eba\u8ba4\u9886\u3002Decawork \u628a\u201c\u4eba\u201d\u7684\u751f\u547d\u5468\u671f\u7ba1\u7406\u79fb\u690d\u5230\u201cAI \u5458\u5de5\u201d\u4e0a\uff0c\u662f\u4e00\u6b21\u9ad8\u660e\u7684\u6846\u67b6\u8fc1\u79fb\uff0c\u8ba9 IT \u56e2\u961f\u65e0\u9700\u7406\u89e3\u6a21\u578b\u7ec6\u8282\uff0c\u5c31\u80fd\u7528\u719f\u6089\u7684\u201c\u5165\u804c-\u5728\u804c-\u79bb\u804c\u201d\u5fc3\u667a\u6a21\u578b\u6765\u6cbb\u7406\u667a\u80fd\u4f53\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u9690\u5fe7\u540c\u6837\u660e\u663e\u3002\u5176\u4e00\uff0c\u5b83\u53ea\u89e3\u51b3\u201c\u63a5\u7ba1\u540e\u7684\u7ba1\u63a7\u201d\uff0c\u4e0d\u89e3\u51b3\u201c\u6784\u5efa\u65f6\u7684\u8d28\u91cf\u201d\u2014\u2014\u82e5\u667a\u80fd\u4f53\u672c\u8eab\u903b\u8f91\u6709\u6bd2\uff0c\u518d\u4e25\u7684\u6743\u9650\u95f8\u95e8\u4e5f\u53ea\u662f\u5ef6\u8fdf\u7206\u70b8\u3002\u5176\u4e8c\uff0c\u5ba1\u6279\u540e\u7684\u4ed3\u5e93\u3001\u63d0\u793a\u8bcd\u3001\u5de5\u5177\u53d8\u66f4\u5982\u4f55\u89e6\u53d1\u91cd\u65b0\u5ba1\u67e5\uff0c\u8bc4\u8bba\u4e2d\u5df2\u6709\u4eba\u8ffd\u95ee\uff0c\u800c\u4ea7\u54c1\u4ecb\u7ecd\u4e2d\u672a\u89c1\u6e05\u6670\u56de\u5e94\uff0c\u8fd9\u662f\u4f01\u4e1a\u91c7\u8d2d\u65f6\u7684\u786c\u6027\u95e8\u69db\u3002\u5176\u4e09\uff0c\u5f53\u524d\u6d3b\u5728\u5168\u7403\u4e2a\u4eba\u5f00\u53d1\u8005\u4e0e YC \u65e9\u671f\u5ba2\u6237\u7684\u5149\u73af\u4e0b\uff0c\u4e00\u65e6\u89e6\u53ca\u91d1\u878d\u3001\u533b\u7597\u7b49\u5f3a\u76d1\u7ba1\u884c\u4e1a\uff0c\u5176\u5ba1\u8ba1\u7c92\u5ea6\u548c\u5408\u89c4\u8ba4\u8bc1\uff08SOC 2\u3001HIPAA\uff09\u662f\u5426\u80fd\u8ddf\u4e0a\uff0c\u5c06\u51b3\u5b9a\u5b83\u7a76\u7adf\u662f\u201cIT \u5de5\u5177\u201d\u8fd8\u662f\u201c\u73a9\u5177\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u4ef7\u503c\u5728\u4e8e\uff1aDecawork \u628a AI \u6cbb\u7406\u4ece\u201c\u53e3\u53f7\u201d\u53d8\u6210\u4e86\u201c\u5f00\u5173\u201d\u3002\u5982\u679c\u5b83\u80fd\u505a\u5230\u201c\u6bcf\u6b21\u6743\u9650\u53d8\u66f4\u90fd\u751f\u6210\u53ef\u89e3\u91ca\u7684 diff\uff0c\u6bcf\u6b21\u884c\u4e3a\u53d8\u66f4\u90fd\u89e6\u53d1\u91cd\u65b0\u5ba1\u6279\u201d\uff0c\u90a3\u5b83\u5c31\u4e0d\u53ea\u662f\u7ba1\u7406\u667a\u80fd\u4f53\uff0c\u800c\u662f\u5728\u5b9a\u4e49\u4f01\u4e1a AI \u65f6\u4ee3\u7684\u96c7\u4f63\u5408\u540c\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u53e6\u4e00\u4e2a\u6f02\u4eae\u7684 admin \u9762\u677f\uff0c\u88ab\u771f\u6b63\u7684\u5b89\u5168\u56e2\u961f\u5728\u4e24\u5468\u5185\u62c6\u7a7f\u3002\u6210\u8d25\u770b\u6267\u884c\uff0c\u4e0d\u770b\u613f\u666f\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\">Decawork<\/span>\n <\/div>\n<div class=\"comment-content\">Decawork is how IT teams take employee-built AI agents live and control every one of them from one place. An employee builds an agent on Claude Code, Codex, or any vibecoding tool; we take it in, put it on company accounts, and run it as a company asset. From there, IT team manages the agent like an employee: access, oversight, retirement.<\/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 Sarthak – co-founder of Decawork (YC S26).<\/p>\n<p>AI coding tools made it easy for anyone to build an internal agent. The hard part starts when a teammate wants to use it. Now the agent needs company credentials, access to real systems, an owner, approvals, logs, maintenance, and a way for IT to stop it.<\/p>\n<p>Decawork handles that handoff. Your team still owns the job. Bring us the repo from Claude Code, Codex, Cursor, or whatever your team used. Decawork operates the agent with a company identity. IT decides what it can access, reviews sensitive actions, sees what it did, and can pause or retire it from one place.<\/p>\n<p>We think internal AI is unlocked by IT, not by one more agent builder. IT should not have to choose between blocking every experiment and rebuilding each one by hand.<\/p>\n<p>We’ve spent years on both sides of this handoff. I built AI systems at NVIDIA that shipped to OpenAI and Meta, then enterprise agents for Microsoft and Hitachi. Aman (my co-founder) built Barclays’ AI compliance platform, led a consumer AI product to 100K+ monthly users, and founded a fintech serving 52K families. <\/p>\n<p>We’d love feedback from people building internal agents, especially the IT and security teams asked to let them touch company systems. What was the first thing that broke when your agent moved beyond its original builder?<\/p>\n<p>Find a time at <a href=\"https:\/\/decawork.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">decawork.ai<\/a> or reach out at <a href=\"mailto:sarthak@decawork.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">sarthak@decawork.ai<\/a>.<\/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\/@sarthak_aggarwal4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sarthak_aggarwal4<\/a> the sheer amt of use cases for this. Help me out here tho, who controls the flow of info across various agent types. Like can rules be set?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@sarthak_aggarwal4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sarthak_aggarwal4<\/a> Super exciting product! The handoff from employee experiment to company asset is the right boundary. How do you handle behavior changes after approval? If the repository, model, prompt, or connected tool changes while the agent keeps the same company identity, can Decawork detect that its effective risk has changed and require a new review? Versioned permissions plus a clear diff of \u201cwhat this agent could do before versus now\u201d seems important for avoiding approval that silently becomes stale.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@sarthak_aggarwal4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sarthak_aggarwal4<\/a> It’s refreshing to hear someone with NVIDIA and Meta scale experience speak so pragmatically about the real handoff struggle. What’s one assumption you had about internal agents that completely flipped once IT got involved? Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Access control is probably going one of the biggest challenges of the agent era. Having everything managed from one place a lot of sense. <\/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\/@victor_coleman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@victor_coleman<\/a> That\u2019s the hard part. Identity alone isn\u2019t enough. IT needs to know which agent has access to what, who approved it, and be able to change or revoke that access centrally.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Good luck on the launch day!<\/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\/@alexcloudstar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexcloudstar<\/a> Thank you, Alex!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Congrats on YC Sarthak.. great launch.. good wishes for its success.. I remember working on AIM system which has similar need during RPA deployments.. great to learn about all your other startups too.. good luck..<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Centralizing control and access permissions for internal AI agents makes complete sense as teams scale. Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thisiskp_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thisiskp_<\/a> Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The interesting question foe me is what happens when an amployees leaves the company . If their agents can be transferred and managed like company assets, that could be a huge operational win.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Connecting AI spend directly to roadmap items makes the numbers much easier to understand. I like that approach. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nadeem_iqbal4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nadeem_iqbal4<\/a> AI spend is much easier to act on when it\u2019s tied to the agent, its owner, and the work it\u2019s doing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Security plus visibility is probably where internal agents will need the most help. Curious how you balance storng controls with developer flexibility.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\u2019d be interested in seeing audit logs for agent activity, especially for teams handling customer or financial data.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 like the employee-style lifecycle for agents. Having a clear way to retire old agents could prevent a lot of security headaches. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@anthony_adams_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anthony_adams_<\/a> Exactly. Retiring an agent should revoke its access and credentials cleanly, without leaving shadow infrastructure behind.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 idea of putting employee-built agents under IT control feels especially useful as more teams start making their own tools. \ud83d\udc40<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@daniel_henry4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniel_henry4<\/a> That\u2019s the idea. Teams keep building, while IT gets the controls it needs to safely say yes.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Treating internal AI agents like company assets makes a lot of sense. I like the focus on access and retirement instead of just deployment. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@maali_baali\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maali_baali<\/a> Exactly. Deployment is day one. The real operational work is controlling access, maintaining the agent, and retiring it cleanly when it\u2019s no longer needed.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 friend of mine ran into an issue at his company where they couldn’t connect tools to their internal agents, do y’all take care of those as 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shubhampalriwala\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shubhampalriwala<\/a> Yes, that\u2019s a core use case. Decawork connects internal agents to company tools through an IT-controlled gateway, with scoped access for each 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\">\n<p>the retirement concept is the sleeper feature here. everyone’s building agents right now, nobody’s thinking about what happens when the person who built it leaves or the use case changes. having a kill switch with audit trail is going to be table stakes for any company running more than a handful of internal agents.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 a real problem I\u2019ve been seeing with startups – someone on the team builds agents that run on personal keys, with no audit trail and everything is all over the place with no central identity or control. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Super interesting! Philosophically in alignment with you about having an AI stack that isn’t locked into one provider.<\/p>\n<p>One question, since often security is part technical and part behavioral: what steps of behavioral change do employees need to take for this to work? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\/QKHNZCG3KG6RH3\" class=\"app-title\">Offloop<\/a><\/p>\n<div class=\"one-liner\">A shared workspace where people and AI agents get work done<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">241<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Offloop \u662f\u4e00\u4e2a\u4eba\u4e0eAI\u667a\u80fd\u4f53\u5171\u540c\u5de5\u4f5c\u7684\u5171\u4eab\u5de5\u4f5c\u7a7a\u95f4\uff0c\u5c06\u5206\u6563\u7684AI\u8f93\u51fa\u8f6c\u5316\u4e3a\u53ef\u6301\u7eed\u63a8\u8fdb\u7684\u56e2\u961f\u534f\u4f5c\u6d41\u7a0b\uff0c\u89e3\u51b3\u201cAI\u5e2e\u4e2a\u4eba\u53d8\u5feb\u3001\u4f46\u56e2\u961f\u8fdb\u5ea6\u4ecd\u65ad\u88c2\u201d\u7684\u534f\u4f5c\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\/aba8ef61-0827-495a-8557-db4535d1113e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e9bc9998-184f-4f54-bb0f-fd3178f8eaa3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6b498937-a37e-4471-8766-126dd4e82d6b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e311456c-74fe-4190-9ccb-c0c3784ef24a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ca22046d-b02f-4ab9-afeb-7fa3b00924bc.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\/24781330-b318-4d26-a063-1a6f0238749a.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/WA4xw_tOpXY\"><source src=\"https:\/\/youtu.be\/WA4xw_tOpXY\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Tech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u534f\u4f5c\u7a7a\u95f4<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u4eba\u673a\u534f\u540c<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u4ea4\u63a5<\/span><br \/>\n <span class=\"tag\">\u6743\u9650\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">AI\u539f\u751f\u56e2\u961f<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u6c89\u6dc0<\/span><br \/>\n <span class=\"tag\">\u6a21\u578b\u81ea\u5e26\uff08BYOP\uff09<\/span><br \/>\n <span class=\"tag\">\u5ba1\u6279\u95e8\u63a7<\/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\u805a\u7126\u4e8eAI\u667a\u80fd\u4f53\u7684\u6743\u9650\u8fb9\u754c\uff08\u80fd\u5426\u8bbf\u95ee\u65e0\u5173\u4fe1\u606f\u3001\u5982\u4f55\u53d8\u66f4\uff09\u3001\u4eba\u673a\u4ea4\u63a5\u65f6\u673a\uff08\u4f55\u65f6\u8be5\u8f6c\u56de\u4eba\u5de5\uff09\u3001\u65ad\u70b9\u7eed\u4f5c\uff08\u53d1\u8d77\u4eba\u79bb\u7ebf\u540e\u4ed6\u4eba\u5982\u4f55\u63a5\u624b\uff09\u53ca\u4e0e\u73b0\u6709\u5de5\u5177\uff08ChatGPT\/Claude\u3001Slack\uff09\u7684\u5173\u7cfb\u3002\u7528\u6237\u8ba4\u53ef\u5b9a\u4ef7\u900f\u660e\uff08BYOP\u65e0\u52a0\u4ef7\uff09\uff0c\u4f46\u8ffd\u95ee\u5b9e\u9645\u843d\u5730\u7ec6\u8282\u4e0e\u81ea\u4e3b\u4ea4\u63a5\u7a0b\u5ea6\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Offloop \u7684\u5b9a\u4f4d\u5207\u4e2d\u4e86\u4e00\u4e2a\u771f\u5b9e\u4e14\u65e5\u76ca\u5c16\u9510\u7684\u75db\u70b9\uff1aAI\u5de5\u5177\u8ba9\u4e2a\u4f53\u4ea7\u80fd\u66b4\u6da8\uff0c\u4f46\u7ec4\u7ec7\u7684\u534f\u4f5c\u5c42\u2014\u2014\u4fe1\u606f\u4f20\u9012\u3001\u4efb\u52a1\u4ea4\u63a5\u3001\u51b3\u7b56\u5ba1\u6279\u2014\u2014\u4f9d\u7136\u505c\u7559\u5728\u201c\u590d\u5236\u7c98\u8d34\u5230Slack\/\u6587\u6863\u201d\u7684\u539f\u59cb\u9636\u6bb5\u3002\u5b83\u8bd5\u56fe\u628aAI\u4ece\u201c\u4e2a\u4eba\u6548\u7387\u63d2\u4ef6\u201d\u5347\u7ea7\u4e3a\u201c\u7ec4\u7ec7\u7ea7\u6267\u884c\u5355\u5143\u201d\uff0c\u8fd9\u65b9\u5411\u6b63\u786e\uff0c\u4e14\u201cAgent\u4f5c\u4e3a\u4e00\u7b49\u516c\u6c11\u201d\uff08\u53ef\u88ab@\u3001\u53ef\u62e5\u6709\u4efb\u52a1\u3001\u53ef\u4ea4\u63a5\uff09\u7684\u8bbe\u8ba1\uff0c\u6bd4\u5927\u591a\u6570\u505c\u7559\u5728\u201c\u804a\u5929\u673a\u5668\u4eba\u201d\u5c42\u9762\u7684\u4ea7\u54c1\u9ad8\u51fa\u4e00\u4e2a\u7ef4\u5ea6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u9510\u8bc4\u5982\u4e0b\uff1a\n <\/p>\n<p class=\"ai-content\">\n \u7b2c\u4e00\uff0c\u6838\u5fc3\u96be\u70b9\u4e0d\u5728\u529f\u80fd\u8bbe\u8ba1\uff0c\u800c\u5728\u201c\u4fe1\u4efb\u8fb9\u754c\u201d\u7684\u5de5\u7a0b\u5316\u3002\u8bc4\u8bba\u4e2d\u53cd\u590d\u8ffd\u95ee\u7684\u201cAgent\u80fd\u770b\u5230\u4ec0\u4e48\u3001\u8c01\u80fd\u6539\u6743\u9650\u3001\u4f55\u65f6\u4ea4\u56de\u4eba\u5de5\u201d\uff0c\u672c\u8d28\u662f\u6743\u9650\u6a21\u578b\u548c\u5f02\u5e38\u5904\u7406\u673a\u5236\u662f\u5426\u8db3\u591f\u5065\u58ee\u3002Offloop\u82e5\u4e0d\u80fd\u7ed9\u51fa\u7ec6\u7c92\u5ea6\u3001\u53ef\u5ba1\u8ba1\u3001\u6613\u8c03\u6574\u7684\u6743\u9650\u65b9\u6848\uff0c\u6240\u8c13\u201c\u9690\u79c1\u548c\u4eba\u7c7b\u63a7\u5236\u201d\u53ea\u662f\u8425\u9500\u8bdd\u672f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7b2c\u4e8c\uff0c\u4eba\u673a\u4ea4\u63a5\u7684\u201c\u5224\u65ad\u529b\u201d\u662f\u9690\u6027\u74f6\u9888\u3002Agent\u4f55\u65f6\u8be5\u81ea\u4e3b\u63a8\u8fdb\u3001\u4f55\u65f6\u8be5\u505c\u4e0b\u7b49\u4eba\u51b3\u7b56\uff0c\u8fd9\u9700\u8981\u590d\u6742\u7684\u4e0a\u4e0b\u6587\u7406\u89e3\u548c\u4e1a\u52a1\u5e38\u8bc6\u3002\u76ee\u524d\u4ea7\u54c1\u4f9d\u8d56\u201c\u5ba1\u6279\u95e8\u63a7\u201d\u8fd9\u7c7b\u663e\u5f0f\u89c4\u5219\uff0c\u4f46\u771f\u5b9e\u534f\u4f5c\u4e2d\u5927\u91cf\u4ea4\u63a5\u662f\u9690\u6027\u7684\u3001\u57fa\u4e8e\u9ed8\u5951\u7684\uff0cOffloop\u80fd\u5426\u6a21\u62df\u8fd9\u79cd\u9ed8\u5951\uff0c\u5b58\u7591\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7b2c\u4e09\uff0cBYOP\uff08\u81ea\u5e26\u6a21\u578b\uff09\u65e0\u52a0\u4ef7\u662f\u806a\u660e\u7684\u83b7\u5ba2\u7b56\u7565\uff0c\u4f46\u4e5f\u662f\u53cc\u5203\u5251\u2014\u2014\u5b83\u8bf4\u660eOffloop\u672c\u8eab\u4e0d\u9760\u6a21\u578b\u8c03\u7528\u8d5a\u94b1\uff0c\u90a3\u771f\u6b63\u7684\u5546\u4e1a\u4ef7\u503c\u53ea\u80fd\u6765\u81ea\u201c\u534f\u4f5c\u6d41\u7a0b\u7684\u7f16\u6392\u4e0e\u7ba1\u7406\u201d\u3002\u8fd9\u8981\u6c42\u4ea7\u54c1\u5fc5\u987b\u6210\u4e3a\u56e2\u961f\u5de5\u4f5c\u6d41\u7684\u9ed8\u8ba4\u5165\u53e3\uff0c\u800c\u975e\u8fb9\u7f18\u5de5\u5177\uff0c\u5426\u5219\u5f88\u5bb9\u6613\u88abSlack\u3001Notion\u7b49\u5e73\u53f0\u7684AI\u5316\u5347\u7ea7\u541e\u5e76\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cOffloop \u65b9\u5411\u6b63\u786e\uff0c\u4f46\u5c1a\u9700\u5728\u6743\u9650\u7cbe\u7ec6\u5ea6\u3001\u4ea4\u63a5\u667a\u80fd\u5316\u548c\u6d41\u7a0b\u53ef\u590d\u7528\u6027\u4e0a\u8bc1\u660e\u81ea\u5df1\u4e0d\u662f\u201c\u53c8\u4e00\u4e2aAI\u804a\u5929\u5ba4\u201d\uff0c\u800c\u662f\u771f\u6b63\u80fd\u627f\u8f7d\u7ec4\u7ec7\u7ea7\u534f\u4f5c\u7684\u64cd\u4f5c\u7cfb\u7edf\u3002\u503c\u5f97\u5173\u6ce8\uff0c\u4f46\u522b\u6025\u7740All in\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\">Offloop<\/span>\n <\/div>\n<div class=\"comment-content\">Offloop is a shared workspace where teammates and AI agents plan, execute, and track multi-step work together. Channels keep conversations and decisions visible to the whole team. Flow gives every stage a clear owner and brings people in for key decisions, so work keeps moving across handoffs instead of restarting in a new AI chat. Offloop officially launches on August 24.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt \ud83d\udc4b We\u2019re the team behind Offloop. AI made individuals faster, but team progress still breaks at the organizational layer. We built Offloop to turn useful AI results into team progress.<\/p>\n<p>For small AI-native teams, that means:<\/p>\n<p><strong>1\uff09A workspace built for people and Agents.<\/strong> Both are first-class participants: they share Channels, can be @ mentioned, own work, review results, and hand off to the next owner.<br \/><strong>2\uff09An org-level harness.<\/strong> Context, files, decisions, tool activity, and artifacts stay attached to the work. Owners, approvals, and next steps remain durable and traceable.<br \/><strong>3\uff09Privacy and human control. <\/strong>Workspace-scoped identity, exact access grants, isolated runs, approval gates, <strong>and revocable connections govern what each Agent may see and do.<br \/>4\uff09Bring your own subscription and choose the right model.<\/strong> Connect a supported model account with no Offloop model-usage markup on BYOP runs, then set a workspace default or choose a different model for a specific Agent.<br \/><strong>5\uff09Reusable execution.<\/strong> Turn successful Agents and Flows into repeatable operating capacity across retries, waits, schedules, and handoffs\u2014not just one prompt at a time.<\/p>\n<p>Offloop is live on the web today. <strong>Create a workspace, invite your teammates, and your whole team gets free AI credits for the first 30 days.<\/strong><\/p>\n<p>If AI already helps individuals on your team, what still breaks when their work needs to become team progress?<\/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\/@yumgong\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yumgong<\/a> The idea of Agents as first-class participants\u2014@mentioned, owning work, and handing off to others\u2014feels like a genuine shift in how teams can collaborate with AI. What\u2019s the biggest handoff friction you\u2019ve encountered when scaling AI from individuals to a team?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yumgong\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yumgong<\/a> The people + agents as first-class participants part is interesting, especially with approvals built into the flow. feels like the hard part will be knowing when an agent should hand work back to a human. how are you thinking about that boundary?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@yumgong\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yumgong<\/a> Upvoted. \ud83d\udc4f<\/p>\n<p>The distinction between ‘AI helped me finish this’ and ‘AI helped my team move this forward’ is huge, and most AI tools seem obsessed with the first one. Offloop is going after the second, and that\u2019s a much more interesting problem to solve.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 Product Hunt launch! What kind of team will get the most value from Offloop on day one? I\u2019d be interested to hear how this works in practice.<\/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\/@jackyliu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jackyliu<\/a> Thank you! The best day-one fit is a small, AI-native team that already uses tools like ChatGPT or Claude individually, but still relies on copy-pasting results into Slack, docs, or project tools before anyone else can continue the work.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on today\u2019s launch! Can you walk us through a real Offloop workflow from request to handoff? Curious how you\u2019d explain this to a new 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\/@starry_li\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@starry_li<\/a> Thanks! A simple example is a product launch workflow.<\/p>\n<p>A growth lead opens a shared Channel, adds the brief and files, then @ mentions a Research Agent to analyze customer feedback. The Agent works from that shared context and posts its findings back into the Channel.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Are you gonna apply for Fall 2026 YC funding? \ud83d\ude42 They wanna support this section. \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<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> why not!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Excited to hunt Offloop today.<\/p>\n<\/p>\n<p>Offloop is an AI-native workspace where humans and AI agents can work together, share context, and move work forward without everything turning into another endless chat.<\/p>\n<\/p>\n<p>Instead of manually assigning agents one task at a time, Offloop lets you describe what needs to get done, break it into tasks, delegate work across agents and people, and review the results in one shared workspace.<\/p>\n<\/p>\n<p>What stands out:<\/p>\n<ul>\n<li>\n<p>Coordinate multiple AI agents from one workspace<\/p>\n<\/li>\n<li>\n<p>Turn one request into delegated tasks and actual work<\/p>\n<\/li>\n<li>\n<p>Keep agents, people, files, and context connected<\/p>\n<\/li>\n<li>\n<p>Create reusable agents for recurring roles<\/p>\n<\/li>\n<li>\n<p>Review agent work before accepting the result<\/p>\n<\/li>\n<\/ul>\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>Congrats on the launch, Offloop team! Does Offloop replace the tools a team already uses, or work alongside them? Which existing tool does Offloop most often sit next to? Would love to hear the maker team\u2019s take<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 Product Hunt launch! Can someone else pick up the work if the person who started it is offline? How do they know what has already been done and what still needs a decision? Would love a concrete example if you have 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on today\u2019s launch! <br \/>If I already pay for an AI subscription, how does bringing it into Offloop work? <br \/>Do I keep paying the provider directly, and what does Offloop charge separately?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch!!<\/p>\n<p>Can an Agent see everything in the workspace, or only what it\u2019s been given access to? Who decides or changes that access? I\u2019d love to understand the tradeoffs 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Teams bring their own model account and you take no markup on those runs. Congrats to the whole team. Nice to see the pricing match the pitch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congrats on today’s launch! How do you stop an Agent from pulling in team information it shouldn’t see? How are those boundaries decided and changed? Thanks, and congrats again on the launch!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats, team! Can one Agent pass work to another, or does a person need to step in? How much autonomy do Agents have to make that handoff on their own today? I’d love to understand the tradeoffs 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is very cool! Obviously remember talking about this on X during your main launch and I\u2019m glad you are now on PH too. The idea of keeping agents and employees in the same shared Slack channels is going to become mainstream. It\u2019s the right approach imo!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 to the Offloop team! Where does Offloop fit when a team already uses ChatGPT or Claude every day?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#4<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/N4737ZSIONEFWG\" class=\"app-title\">Navigara<\/a><\/p>\n<div class=\"one-liner\">Connect Your AI Spend Directly to Your Roadmap<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">234<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Navigara\u5c06AI\u7f16\u7801\u652f\u51fa\uff08token\u6d88\u8017\uff09\u4e0e\u5de5\u7a0b\u8def\u7ebf\u56fe\u76f4\u63a5\u6302\u94a9\uff0c\u901a\u8fc7\u5206\u6790\u63d0\u4ea4\u5386\u53f2\u4e3a\u6bcf\u4e2a\u8def\u7ebf\u56fe\u9879\u6838\u7b97\u7cbe\u786e\u6210\u672c\uff0c\u5e2eCTO\u548cCFO\u7528\u6570\u636e\u56de\u7b54\u201cAI\u6295\u5165\u5230\u5e95\u6362\u6765\u4e86\u591a\u5c11\u771f\u5b9e\u4ea4\u4ed8\u201d\uff0c\u5e76\u81ea\u52a8\u8bc6\u522b\u4e0e\u8def\u7ebf\u56fe\u65e0\u5173\u7684\u6d6a\u8d39\u6027\u652f\u51fa\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\/766df954-51e0-4234-85cc-004d105252e4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1c233e6f-e022-4541-b437-e3120c8c3853.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/09e48918-a84b-4d16-9ae3-6c4ce8d5aa17.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/17a32fa3-25b8-4bb5-a5f4-eabba7663e2b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f491803e-ca83-4d80-9c16-8a5b8f5d45be.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f8557c6f-a1d8-43d5-a463-b74f3eb6e8fa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3b5e130b-50d0-437b-afe7-ee9eca682407.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\/5042b6a6-0335-411e-ba55-6417b3ec93c5.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=12O1RyWFdhk\"><source src=\"https:\/\/www.youtube.com\/watch?v=12O1RyWFdhk\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Analytics<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u652f\u51fa\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u5de5\u7a0b\u6548\u80fd\u5ea6\u91cf<\/span><br \/>\n <span class=\"tag\">\u8def\u7ebf\u56fe\u5bf9\u9f50<\/span><br \/>\n <span class=\"tag\">\u7814\u53d1ROI<\/span><br \/>\n <span class=\"tag\">ETV\u6307\u6807<\/span><br \/>\n <span class=\"tag\">Git\u5206\u6790<\/span><br \/>\n <span class=\"tag\">JIRA\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u6210\u672c\u5206\u644a<\/span><br \/>\n <span class=\"tag\">\u5de5\u7a0b\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u201c\u5c06token\u6d88\u8017\u5173\u8054\u8def\u7ebf\u56fe\u201d\u76f4\u51fbCFO\u75db\u70b9\u3002\u6838\u5fc3\u7591\u95ee\u96c6\u4e2d\u5728\uff1a\u626b\u63cf\u79c1\u6709\u4ee3\u7801\u5e93\u7684\u9690\u79c1\u5b89\u5168\u8fb9\u754c\uff1b\u5982\u4f55\u8bc4\u4f30\u201c\u6307\u5bfc\u3001\u7cfb\u7edf\u8bbe\u8ba1\u201d\u7b49\u975e\u7f16\u7801\u8d21\u732e\uff08\u5b98\u65b9\u56de\u5e94\uff1a\u9ed8\u8ba4\u6309\u56e2\u961f\u7ef4\u5ea6\u62a5\u544a\uff0c\u4e2a\u4ebaETV\u4e0b\u964d\u4f46\u56e2\u961f\u4e0a\u5347\u5373\u6b63\u5e38\uff09\u3002\u53e6\u6709\u7528\u6237\u6307\u51fa\u201c\u8131\u79bb\u8def\u7ebf\u56fe\u7684\u4ee3\u7801\uff08\u5982\u91cd\u6784\uff09\u672a\u5fc5\u662f\u6d6a\u8d39\u201d\uff0c\u8d28\u7591\u5982\u4f55\u533a\u5206\u63a2\u7d22\u6027\u5de5\u4f5c\u4e0e\u5b9e\u9645\u6d88\u8017\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 Navigara\u5207\u4e2d\u7684\u662f\u4e00\u4e2a\u88ab\u7092\u4f5c\u63a9\u76d6\u7684\u771f\u5b9e\u75db\u70b9\uff1aAI\u7f16\u7a0b\u5de5\u5177\u7684ROI\u6838\u7b97\u6df7\u4e71\u3002\u5f53CTO\u9762\u5bf9CFO\u201c\u6bcf\u670815\u4e07\u7f8e\u5143\u4e70\u5230\u4e86\u4ec0\u4e48\u201d\u7684\u8d28\u95ee\u65f6\uff0c\u53ea\u80fd\u7ed9\u51fa\u201c\u6211\u4eec\u89c9\u5f97\u6709\u201d\u8fd9\u79cd\u81ea\u6b3a\u6b3a\u4eba\u7684\u7b54\u6848\u3002\u4ea7\u54c1\u7528\u201c\u5de5\u7a0b\u541e\u5410\u4ef7\u503c\uff08ETV\uff09\u201d\u66ff\u4ee3\u4ee3\u7801\u884c\u6570\/\u63d0\u4ea4\u6570\uff0c\u5e76\u9006\u5411\u5c06token\u6d88\u8017\u5206\u644a\u5230\u8def\u7ebf\u56fe\u6761\u76ee\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u5236\u9020\u4e00\u4e2a\u201c\u5de5\u7a0b\u8d22\u52a1\u4eea\u8868\u76d8\u201d\u2014\u2014\u8fd9\u6bd4\u5e02\u9762\u4e0a\u4e00\u5806\u201cAI\u4ee3\u7801\u52a9\u624b\u201d\u9ad8\u4e00\u4e2a\u7ef4\u5ea6\uff0c\u56e0\u4e3a\u5b83\u76f4\u63a5\u670d\u52a1\u4e8e\u9884\u7b97\u5ba1\u6279\u548c\u6218\u7565\u51b3\u7b56\u5c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5fc5\u987b\u6cfc\u4e24\u76c6\u51b7\u6c34\u3002\u7b2c\u4e00\uff0c**\u6307\u6807\u5b58\u5728\u81f4\u547d\u76f2\u533a**\uff1aETV\u53ea\u8ba4\u5408\u5e76\u7684\u4ee3\u7801\uff0c\u800c\u8d44\u6df1\u5de5\u7a0b\u5e08\u7684\u6838\u5fc3\u4ef7\u503c\u2014\u2014\u67b6\u6784\u8bbe\u8ba1\u3001\u6280\u672f\u9009\u578b\u3001\u8de8\u90e8\u95e8\u534f\u8c03\u2014\u2014\u5168\u90e8\u4e0d\u53ef\u89c1\u3002\u5c3d\u7ba1\u5b98\u65b9\u8fa9\u89e3\u201c\u56e2\u961f\u7ef4\u5ea6\u53ef\u4fee\u6b63\u201d\uff0c\u4f46\u56e2\u961f\u7ef4\u5ea6\u5747\u503c\u4f1a\u63a9\u76d6\u201c\u642d\u4fbf\u8f66\u8005\u201d\uff0c\u4e14\u5728\u7ee9\u6548\u538b\u529b\u4e0b\u6781\u6613\u6ca6\u4e3a\u65b0\u7684\u201c\u653f\u6cbb\u5de5\u5177\u201d\u3002\u7b2c\u4e8c\uff0c**\u201c\u8def\u7ebf\u56fe\u5bf9\u9f50\u201d\u662f\u4f2a\u7cbe\u51c6**\uff1a\u628a\u662f\u5426\u5173\u8054JIRA\u7968\u4f5c\u4e3a\u201c\u5bf9\u9f50\u201d\u6807\u51c6\u8fc7\u4e8e\u5929\u771f\u3002\u5927\u91cf\u9ad8\u4ef7\u503c\u63a2\u7d22\uff08\u5982\u5f00\u6e90\u7814\u7a76\u3001\u6280\u672f\u9884\u7814\uff09\u5929\u7136\u65e0\u7968\uff0c\u800c\u5f88\u591a\u201c\u5bf9\u9f50\u201d\u7968\u53ea\u662f\u4e3a\u5e94\u4ed8\u6d41\u7a0b\u634f\u9020\u7684\u3002\u5c06\u6b64\u7c7b\u652f\u51fa\u6807\u8bb0\u4e3a\u201c\u6d6a\u8d39\u201d\uff0c\u4f1a\u76f4\u63a5\u8bf1\u5bfc\u56e2\u961f\u524a\u51cf\u771f\u6b63\u9700\u8981\u7684\u6280\u672f\u503a\u6e05\u7406\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u516c\u5f00\u5bf9\u6bd4\u5fae\u8f6f\u3001\u8c37\u6b4c\u7b49\u5de8\u5934ETV\u6570\u636e\uff08\u58f0\u79f0AI\u4f7f\u6548\u7387\u63d0\u5347116%\uff09\u5b58\u5728\u4e25\u91cd\u7684\u5e78\u5b58\u8005\u504f\u5dee\u2014\u2014\u8fd9\u4e9b\u516c\u53f8\u8d21\u732e\u8005\u57fa\u6570\u3001\u9879\u76ee\u7c7b\u578b\u3001AI\u4f7f\u7528\u6df1\u5ea6\u4e0e\u666e\u901a\u4f01\u4e1a\u5dee\u5f02\u5de8\u5927\uff0c\u4f5c\u4e3a\u884c\u4e1a\u57fa\u51c6\u8bf4\u670d\u529b\u4e0d\u8db3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\uff1a\u5b83\u4e3a\u201cAI\u6295\u8d44\u662f\u5426\u503c\u5f97\u201d\u63d0\u4f9b\u4e86\u9996\u4e2a\u53ef\u5ba1\u8ba1\u7684\u91cf\u5316\u6846\u67b6\uff0c\u8ba9\u4e4b\u524d\u6a21\u7cca\u7684\u201c\u611f\u89c9\u6709\u6548\u201d\u53d8\u6210\u6709\u8ba1\u7b97\u4f9d\u636e\u7684\u201c\u6570\u5b57\u5ba1\u67e5\u201d\u3002\u4f46\u82e5\u4ea7\u54c1\u53ea\u76ef\u7740\u201c\u4ee3\u7801\u4ea7\u51fa\u201d\u800c\u5ffd\u89c6\u201c\u534f\u4f5c\u3001\u601d\u8003\u3001\u51b3\u7b56\u201d\u8fd9\u4e9b\u771f\u6b63\u7684\u6760\u6746\uff0c\u5b83\u53ef\u80fd\u4f1a\u8ba9\u5de5\u7a0b\u7ba1\u7406\u4ece\u201c\u4f9d\u8d56\u76f4\u89c9\u201d\u8d70\u5411\u53e6\u4e00\u4e2a\u6781\u7aef\u2014\u2014\u201c\u4f9d\u8d56\u4e00\u4e2a\u4e0d\u5b8c\u6574\u6307\u6807\u7684\u72ec\u88c1\u201d\u3002\u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\uff0c\u5982\u4f55\u8ba9\u6307\u6807\u89e3\u91ca\u201c\u4e3a\u4ec0\u4e48\u201d\uff0c\u800c\u975e\u4ec5\u4ec5\u76d1\u63a7\u201c\u662f\u4ec0\u4e48\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\">Navigara<\/span>\n <\/div>\n<div class=\"comment-content\">Navigara connects AI coding performance directly to your engineering roadmap. Analyzing code like a senior engineer to prove real capacity gains, Navigara tracks exact costs per roadmap item, isolates off-roadmap waste, and identifies maintenance burn. Cut spend further by automatically routing routine CRUD tasks to low-cost models without sacrificing quality. Connects in minutes via Git history, JIRA\/Linear, and any AI coding license for spend.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><em>Hey, Product Hunt \u270b,<\/em><\/p>\n<p><em>I’m Jirka, co-founder of Navigara.<\/em><\/p>\n<p><em>I spent years as a CTO trusting the velocity charts, cycle times, right up until I realized they were telling me a story I couldn’t back up. Then a CFO asked whether Claude was producing real value for almost $150k a month or just producing invoices, and the honest answer was “we think so.” <\/em>Try saying that out loud while asking for a bigger token budget.<\/p>\n<p>So we built Navigara. It reads your commit history, uses an LLM to understand the repo and explain what each change did, then scores how complex the merged work was. Not lines, not commits. Refactor 400 lines down to 40 and you score higher than shipping 400 more. Full methodology behind Engineering Throughput Value: <a href=\"https:\/\/500.navigara.com\/methodology\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/500.navigara.com\/methodology<\/a>. ETV splits into Features, Maintenance, and Documentation. We measure against your team’s own pre-AI baseline.<\/p>\n<p>We pointed it at open source first and created a <strong>white paper<\/strong> about this. The result? Across the public commit history of Microsoft, Google, Cloudflare, OpenAI, Meta, and Vercel, ETV per engineer rose 116% between Q1 2025 and Q1 2026, measured across 676 contributors.<\/p>\n<p>Then we noticed that a lot of the performance and code created inside companies was not aligned with the company roadmap. So the spend was high and a lot of PRs were generated, but the roadmap did not move that much faster. So we connected token spend to the roadmap (initiatives, epics, and tickets) to see what work is aligned with your roadmap, what just has a ticket without an initiative, and what is unaligned with your roadmap and put number in $ next to it.<\/p>\n<p>Here\u2019s the part I care about most: <strong>Lead engineering <em>with data. <\/em><\/strong>My engineering team’s ETV per engineer is up 4x against our own pre-AI baseline. We are realizing that process issues between epics, tickets, AI spend, and code are the source of teams slowing down as they grow in headcount. If you care about this too, check out \u201cProcess Checks.\u201d It is like Sentry, but for engineering processes.<\/p>\n<p><em>You can start a 14-day trial, or just poke around at <\/em><a href=\"http:\/\/navigara.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><em>navigara.com<\/em><\/a><em> first. <\/em>If you think we’re measuring engineering wrong<em> \u2192 That’s the feedback I really want. <\/em><\/p>\n<p><em>Jirka<\/em> <\/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\/@bachel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bachel<\/a> Nice launch congrats\ud83d\ude4clinking token spend directly to business output solves a massive headache for CFOs. qq how are you handling privacy\/security when scanning proprietary repos for this?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Welcome, Jirka! The CFO story really lands, that’s such a familiar spot to be in. Tying spend back to roadmap alignment instead of just output volume is a smart angle. Curious to dig into the methodology, will check out the white paper.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@bachel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bachel<\/a> Congrats on the launch! Bachel!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 account for engineers who spend significant time mentoring, designing systems or unblocking teammates?<\/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\/@croft_benjamin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@croft_benjamin<\/a> Fair question. ETV reads merged code, so mentoring and unblocking don’t show up as the mentor’s output. They show up in the team’s.<\/p>\n<p>That’s why we report at team level by default. If a staff engineer spends a week unblocking four people, their personal ETV drops while the team’s rises. Read individually that looks like underperformance. Read at team level it looks like what it is.<\/p>\n<p>ETV also splits into Features, Maintenance, Fixes, Tests and Documentation, so architecture and cleanup work that does land in the repo isn’t scored as zero for not being a feature.<\/p>\n<p>Mentoring is an input. Shipped roadmap is the output. A senior who spends a week unblocking four people has a bad ETV week and a team that shipped more, which is the trade you want to see. If the mentoring is happening and the roadmap still isn’t moving, that’s a finding, not an accounting error.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 day!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alexcloudstar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexcloudstar<\/a> Thank you \ud83e\udd17<\/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\/@alexcloudstar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexcloudstar<\/a> Let us know once you signup and we\u2019ll help answer any questions! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 that Navigara reframes AI spend around actual roadmap value shipped instead of raw token usage, that is the metric engineering leaders have been missing.<\/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\/@ilko_kacharov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ilko_kacharov<\/a> We call it The <strong>Performance Layer for Modern Engineering<\/strong>. Navigara: Build. Measure. 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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ilko_kacharov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ilko_kacharov<\/a> Appreciate that. <br \/>Raw token usage tells you what you spent, not what you got.<\/p>\n<p>One CTO told us it felt like Billy Beane from finding out his best hitter was the guy nobody rated. Same team, different call.<\/p>\n<p>We are the analyst in the corner with the laptop. We do not run the team. We hand you the number nobody else is looking at, then get out of the way.<\/p>\n<p>In baseball that number was on base percentage. Everyone paid for home runs and batting average because those look good on a highlight reel. On base percentage was boring, cheap, and correlated with actually winning.<\/p>\n<p>Ours is roadmap delivery. Not commits. Not story points. Not hours logged. What share of your engineering spend, human and AI, turned into work that was on the roadmap.<\/p>\n<p>Most teams have never seen that number. The first reaction is usually a long pause.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch, much needed product! \ud83d\udc4f<\/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\/@mikolaj_kacki1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mikolaj_kacki1<\/a> Thank you, Miko \ud83e\udd70<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@mikolaj_kacki1\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"mikolaj_kacki1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mikolaj_kacki1<\/a> \ud83e\udd70 we were thinking the same, thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@mikolaj_kacki1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mikolaj_kacki1<\/a> I agree, a needed, and nicely developed 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What really caught my attention here is the connection between AI spend and actual roadmap progress. It\u2019s easy to celebrate more AI-generated code, but much harder to know whether that work is creating meaningful engineering value. Linking spend, code changes, and roadmap outcomes feels like a much more useful way to measure AI productivity. Curious to see how teams use Navigara\u2019s insights to make better decisions about where their AI budget actually goes. Great 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>A CFO asked whether the spend was producing value and your honest answer was we think so. So you built the thing that answers it. Congrats on a strong launch day.<\/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\/@ben_kahan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ben_kahan<\/a> Thank you so much Ben \ud83e\udd70\ud83e\udd17!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Tying AI infrastructure costs directly to feature roadmaps is super practical for engineering leaders tracking ROI. Great 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 so much. We have been working on this every day for a long time. When the COO of Uber complained about token spend, how they burned through their token budget in four months, and how the link between spend and ROI was not there yet, we were screaming that we had built the link.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\"><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d9643e91-5a08-4ebb-bcb7-cd45c5bf8f04.png?auto=compress,format&codec=mozjpeg&cs=strip\" style=\"max-width: 100%\"><\/p>\n<p>Don\u2019t forget to check out our public data. We are updating <a href=\"https:\/\/500.navigara.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">500.navigara.com<\/a> daily.<\/p>\n<p><strong>How Top Engineering Teams Actually Perform today?<\/strong><\/p>\n<p><strong>A live index<\/strong> of the industry’s leading engineering orgs. Every commit is weighted by the work it represents, not the lines it touched, and reported as <a href=\"https:\/\/500.navigara.com\/methodology\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">ETV<\/a> per engineer.<\/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\">Navigara tackling the gap between AI spend and roadmap alignment is powerful\u2014ETV feels like a much-needed lens for engineering leaders. Love that it highlights process issues as teams scale, not just raw output. Curious to see how teams respond when they start leading with this kind of data. Great product!<\/div>\n<div class=\"comment-actions\">\n<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\/@odeth_negapatan\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"odeth_negapatan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@odeth_negapatan<\/a> ! Are you seeing teams around you asking for more of this process-level visibility lately? Thanks for stopping by the launch! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>attribution of the AI spent on the project level is \ud83d\udd25\ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks, <a href=\"https:\/\/www.producthunt.com\/@miki_makhlevitch\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@miki_makhlevitch<\/a>! There is nothing this team can’t decode!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Here is a detailed view of how the <strong>token spend<\/strong> looks when it is <strong>connected to the roadmap<\/strong>.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3dbf6644-8767-4969-99a5-4921745bdaed.png?auto=compress,format&codec=mozjpeg&cs=strip\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The great thing about building products with, you know, actual makers is that even if you can’t code, startups need a decent non-agentic storyteller. Proud to be building something so important alongside such brilliant founders.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/09288933-a424-49c3-b9ef-28dc81a71946.jpeg?auto=compress,format&codec=mozjpeg&cs=strip\" style=\"max-width: 100%\"><\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cost per roadmap item is the number finance keeps asking for and nobody has, so this lands. One thing I’d push on: off-roadmap work isn’t always waste, half the refactors that save a codebase never had a ticket. How does Navigara tell exploration apart from actual burn?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/IK4ONXSX5BRNUA\" class=\"app-title\">WorldMap.lol<\/a><\/p>\n<div class=\"one-liner\">Put your startup on the map. Literally.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">178<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>WorldMap.lol \u662f\u4e00\u6b3e\u5c06\u4e16\u754c\u5730\u56fe\u53d8\u6210\u201c\u56fd\u5bb6\u5360\u9886\u201d\u6392\u884c\u699c\u7684\u521b\u610f\u8425\u9500\u5de5\u5177\uff0c\u8ba9\u521d\u521b\u516c\u53f8\u901a\u8fc7\u7ade\u6807\u201c\u62e5\u6709\u201d\u56fd\u5bb6\u9886\u571f\u6765\u83b7\u53d6\u66dd\u5149\u3001\u70b9\u51fb\u548c\u8da3\u5473\u6027\u54c1\u724c\u5c55\u793a\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\/5317d8ef-f083-4d71-ba97-53c74b088335.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7540c2de-090a-4f6a-985b-e1a5462cd3c4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2c980599-eab0-4add-91b3-73d034a3db8e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Analytics<\/span><br \/>\n <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">Games<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5730\u56fe\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u5e7f\u544a<\/span><br \/>\n <span class=\"tag\">\u7ade\u4e89\u6e38\u620f\u5316<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1\u8005<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u66dd\u5149<\/span><br \/>\n <span class=\"tag\">\u521d\u521b\u63a8\u5e7f<\/span><br \/>\n <span class=\"tag\">\u4e92\u52a8\u5730\u56fe<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u730e\u5947<\/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\u521b\u610f\u4e0e\u8da3\u5473\u6027\uff0c\u8ba4\u4e3a\u201c\u5360\u9886\u56fd\u5bb6\u201d\u6bd4\u4f20\u7edf\u5e7f\u544a\u66f4\u5438\u5f15\u4eba\u3002\u90e8\u5206\u7528\u6237\u5173\u6ce8\u5b9e\u9645\u56de\u62a5\uff08\u5982\u70b9\u51fb\u91cf\u3001\u8f6c\u5316\u7387\uff09\uff0c\u5efa\u8bae\u589e\u52a0\u5dde\/\u7701\u7ec6\u5206\u5c42\u7ea7\u4ee5\u6269\u5927\u53ef\u552e\u9762\u79ef\uff0c\u521b\u59cb\u4eba\u56de\u5e94\u79f0\u4f1a\u8003\u8651\uff0c\u4f46\u73b0\u9636\u6bb5\u4f18\u5148\u805a\u7126\u56fd\u5bb6\u5c42\u9762\u7684\u7ade\u4e89\u73a9\u6cd5\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n WorldMap.lol \u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u201c\u5730\u7406\u57df\u540d\u201d\u751f\u610f\u2014\u2014\u628a\u201c\u6cd5\u56fd\u201d\u6216\u201c\u5df4\u897f\u201d\u5f53\u4f5c\u6570\u5b57\u5730\u4ea7\u6765\u62cd\u5356\uff0c\u7528\u7ade\u4e89\u548c\u4e3b\u6743\u8c61\u5f81\u6765\u523a\u6fc0\u8d2d\u4e70\u3002\u5b83\u7684\u806a\u660e\u4e4b\u5904\u5728\u4e8e\uff0c\u5c06\u4f20\u7edf\u7684\u5e7f\u544a\u4f4d\u8d2d\u4e70\u8f6c\u5316\u4e3a\u4e00\u79cd\u6e38\u620f\u5316\u3001\u8eab\u4efd\u5316\u7684\u884c\u4e3a\uff1a\u4f60\u4e0d\u662f\u5728\u4e70\u4e00\u4e2abanner\uff0c\u800c\u662f\u5728\u201c\u5360\u9886\u4e00\u5757\u9886\u571f\u201d\uff0c\u8fd8\u80fd\u6234\u7687\u51a0\u3001\u88ab\u4ed6\u4eba\u4e89\u593a\u3002\u8fd9\u79cd\u8bbe\u8ba1\u6070\u597d\u51fb\u4e2d\u4e86\u72ec\u7acb\u5f00\u53d1\u8005\u4e0e\u521b\u59cb\u4eba\u81ea\u604b\u3001\u597d\u80dc\u3001\u6e34\u671b\u793e\u4ea4\u8d27\u5e01\u7684\u5fc3\u7406\uff0c\u662f\u4e00\u79cd\u4f4e\u6210\u672c\u3001\u9ad8\u4f20\u64ad\u7684\u75c5\u6bd2\u5f0f\u8425\u9500\u6a21\u578b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u9700\u51b7\u9759\u770b\u5f85\u5176\u53ef\u6301\u7eed\u6027\u3002\u9996\u65e5\u70ed\u5ea6\u4f9d\u8d56Product Hunt\u7684\u6d41\u91cf\u7ea2\u5229\u548c\u730e\u5947\u5fc3\u7406\uff0c\u5f53\u9996\u6279\u56fd\u5bb6\u88ab\u201c\u4e70\u4e86\u201d\uff0c\u65b0\u9c9c\u611f\u892a\u53bb\u540e\uff0c\u65b0\u589e\u9700\u6c42\u80fd\u5426\u6301\u7eed\uff1f\u4ece\u8bc4\u8bba\u770b\uff0c\u7528\u6237\u63d0\u51fa\u201c\u80fd\u5426\u7ec6\u5316\u5230\u5dde\/\u7701\u201d\u7684\u5efa\u8bae\uff0c\u88ab\u521b\u59cb\u4eba\u4ee5\u201c\u5148\u786e\u4fdd\u56fd\u5bb6\u5356\u51fa\u201d\u4e3a\u7531\u6682\u7f13\u2014\u2014\u8fd9\u66b4\u9732\u4e86\u589e\u957f\u74f6\u9888\u7684\u9690\u5fe7\u3002\u5982\u679c\u5730\u56fe\u7ec8\u6709\u4e00\u5929\u5168\u88ab\u5360\u9886\uff0c\u800c\u7ade\u4e89\u53c8\u4e0d\u591f\u6fc0\u70c8\uff0c\u4ea7\u54c1\u5c31\u4f1a\u6ca6\u4e3a\u9759\u6001\u5c55\u793a\u5899\uff0c\u5931\u53bb\u4e92\u52a8\u4ef7\u503c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u6df1\u5c42\u7684\u95ee\u9898\u662f\uff1a\u5e7f\u544a\u4e3b\u4e3a\u201c\u5360\u9886\u201d\u652f\u4ed8\u7684\u8d39\u7528\uff0c\u7a76\u7adf\u4e70\u5230\u4e86\u4ec0\u4e48\uff1f\u867d\u7136\u58f0\u79f0\u6709\u4e13\u5c5e\u9875\u9762\u548c\u70b9\u51fb\u8ba1\u6570\u5668\uff0c\u4f46\u6d41\u91cf\u8d28\u91cf\u3001\u8f6c\u5316\u7387\u4ece\u672a\u88ab\u9a8c\u8bc1\u3002\u4e00\u65e6\u65e9\u671f\u7528\u6237\u53d1\u73b0\u70b9\u51fb\u6570\u91cf\u8fdc\u4f4e\u4e8e\u9884\u671f\uff0c\u201c\u5360\u9886\u201d\u5c31\u53ea\u662f\u4e00\u5f20\u6602\u8d35\u7684\u865a\u62df\u8d34\u7eb8\u3002\u4ea7\u54c1\u66f4\u50cf\u662f\u4e00\u6b21\u6027\u7684\u54c1\u724c\u66dd\u5149\u73a9\u5177\uff0c\u800c\u975e\u957f\u6548\u7684\u8425\u9500\u57fa\u7840\u8bbe\u65bd\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0c\u5b83\u662f\u4e00\u6b21\u6781\u5177\u5a31\u4e50\u6027\u7684\u5b9e\u9a8c\uff0cMVP\uff08\u6700\u5c0f\u53ef\u884c\u4ea7\u54c1\uff09\u9a8c\u8bc1\u505a\u5f97\u5f88\u6210\u529f\u3002\u4f46\u5982\u679c\u8981\u957f\u671f\u6f14\u8fdb\uff0c\u9700\u8981\u5f15\u5165\u62cd\u5356\u52a8\u6001\u5b9a\u4ef7\u3001\u7ec6\u5206\u5730\u7406\u5c42\u7ea7\u3001\u771f\u5b9e\u6570\u636e\u9762\u677f\uff0c\u751a\u81f3\u5141\u8bb8\u7528\u6237\u8f6c\u8ba9\u9886\u571f\u5f62\u6210\u4e8c\u7ea7\u5e02\u573a\u2014\u2014\u5426\u5219\uff0c\u5b83\u7ec8\u5c06\u53ea\u662f\u4e92\u8054\u7f51\u6570\u5b57\u4ed3\u5e93\u91cc\u7684\u4e00\u4ef6\u7cbe\u5de7\u85cf\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\">WorldMap.lol<\/span>\n <\/div>\n<div class=\"comment-content\">A public map where startups stake countries. A fun way to compete with out founders\/indie hackers.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">worldmap.lol turns the world map into one giant leaderboard – every country is up for grabs, and startups outbid each other to own it. I built it because “own a country” is a way more fun way to buy an ad than a boring banner: you get a permanent link, real clicks, and a crown to defend. Watching founders scrap over France in real time never gets old \u2014 think Million Dollar Homepage meets Map and Competition.<\/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\/@arthur_djeims\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arthur_djeims<\/a> It’s aplayful way to approach marketing, love it. Well done mate!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>my first thought was which country would become the most expensive. I feel like founders are going to develop very strong opinions about map territory.<\/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\/@isabella_wandrei\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@isabella_wandrei<\/a> good time to be first to claim \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>The Million Dollar Homepage comparison makes sense. I can see founders getting oddly competitive about claiming specific countries.<\/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>I like how this combines startup , discovery, and a game mechanic without making it feel overly complicated.<\/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>I think that this one is more interactive than outbid! \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<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! I hope it’s more interesting \ud83e\udee1\ud83c\udf0e<\/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\">@arthur_djeims it is. I like it! \ud83d\ude42<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 game aspect to 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the idea! The interaction is great. Just bought a spot.<\/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\/@adarsh_ron\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adarsh_ron<\/a> let’s goooo<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Startups fighting over countries on a map is the kind of dumb-brilliant that actually spreads, I can already see founders screenshotting their conquest for LinkedIn. My marketing brain has one question though: does staking a country send anything measurable back, visits or clicks, or is the whole product the flex? Honestly either answer works, I just want to know what I’m buying haha.<\/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\/@yelyzaveta_kibets\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yelyzaveta_kibets<\/a> For sure! Yeah all of the product listed get their own dedicated page + clicks counter. So it’s a nice backlink + traffic source. But the flex is the biggest part of course haha. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 \u201cstake a country is brilliant. It adds a little friendly competition to the indie hackers community. <\/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>Haha, this is brilliant! You got my dollars in under a minute, not going for world domination yet, but brilliant upsell. All of it. Very interested in where this is going. Congratulations! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@elsedes\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elsedes<\/a> Appreciate it! Let me know if you want\/need more spots haha<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>You turned an ad slot into a country with a crown to defend. And you are honest that the flex is most of the appeal. Congrats on getting it live.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ben_kahan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ben_kahan<\/a> Thanks! We still have some great spots left \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>This could become rather addictive… I’ve already bought two countries \ud83d\ude00<\/p>\n<\/p>\n<p>Have you considered dividing certain countries into their states\/provinces? The United States alone would give you 50 more slots to sell. And you wouldn’t necessarily need to stop allowing the US as a whole to be sold. (Let’s say I bought Louisiana. Then when someone zooms in on Louisiana, they would see both my site AND whoever bought the US.)<\/p>\n<\/p>\n<p>If you implement that then you could ultimately scale in both directions–down to the county\/municipality level AND up to the continent level.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jay_bienvenu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jay_bienvenu<\/a> I appreciate it! Yeah good idea, I might do that later, first I need to make sure that people are buying over countries or outbit each other \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>just bid for spain, fun!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 like that the product itself is easy to understand in a few seconds. The map does most of the explaining without needing a long product demo.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ludovica_eleazer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ludovica_eleazer<\/a> Exactly! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>That’s creative. I hope to be the first one to buy my country. Lol<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I love a good meme and bandwagen \ud83d\ude00 I gave you $6 \ud83d\udcb0\ud83d\udcb0\ud83d\udcb0<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@peterclaridge\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peterclaridge<\/a> appreciate it \ud83d\ude09\ud83c\udf0d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Looks fun, love it \ud83d\udc40<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Turning advertising into a competition is a clever twist. I\u2019ve upvoted <a href=\"http:\/\/worldmap.lol\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">worldmap.lol<\/a>, and the permanent country ownership gives the concept more personality than a standard banner. The real-time bidding aspect could make the leaderboard especially addictive.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 bs! just like outbid!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@usama_khalid\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@usama_khalid<\/a> what a hater lol<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is cool<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@simran_kumari11\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@simran_kumari11<\/a> Thanks! \u263a\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<\/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\/KKIM77T2NNVHRR\" class=\"app-title\">Antigravity Remote Control<\/a><\/p>\n<div class=\"one-liner\">Drive Antigravity agents from any browser<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">136<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Antigravity Remote Control \u8ba9\u5f00\u53d1\u8005\u4ece\u4efb\u610f\u6d4f\u89c8\u5668\u8fdc\u7a0b\u76d1\u63a7\u548c\u64cd\u63a7\u672c\u673a\u8fd0\u884c\u7684 Antigravity \u7f16\u7a0b\u667a\u80fd\u4f53\uff0c\u89e3\u51b3\u201c\u79bb\u5f00\u5de5\u4f4d\u4fbf\u65e0\u6cd5\u63a5\u7ba1\u7f16\u7801\u4efb\u52a1\u201d\u7684\u79fb\u52a8\u529e\u516c\u75db\u70b9\uff0c\u540c\u65f6\u4fdd\u7559\u672c\u5730\u73af\u5883\u4e0e\u51ed\u8bc1\u5b89\u5168\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\/faf9ba64-e135-48c7-841e-29fb8eac952c.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=-O5sq8TqP-g\"><source src=\"https:\/\/www.youtube.com\/watch?v=-O5sq8TqP-g\" 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 <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/4af58a54-2067-4765-9ea5-118fda7897e6.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=8QGW7ePYepE\"><source src=\"https:\/\/www.youtube.com\/watch?v=8QGW7ePYepE\" 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\/aabf926d-2278-444e-9d22-5b41bd1d853b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1ec51af3-1c44-4ba5-842a-c1991ed3b87f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d43fd2fc-a8ee-4036-a6d6-0fddae7458b7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f16\u7a0b\u52a9\u624b\u8fdc\u7a0b\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u8fdc\u7a0b\u8bbf\u95ee<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u4f1a\u8bdd\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u65e0\u5934\u5b88\u62a4\u8fdb\u7a0b<\/span><br \/>\n <span class=\"tag\">\u63a8\u9001\u901a\u77e5<\/span><br \/>\n <span class=\"tag\">\u8de8\u8bbe\u5907\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u7f16\u7801\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u73af\u5883\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">Product Hunt\u65b0\u54c1<\/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\u8be5\u529f\u80fd\u4e3a\u201c\u957f\u671f\u7f3a\u5931\u7684\u62fc\u56fe\u201d\uff0c\u5c24\u5176\u662f\u79fb\u52a8\u7aef\u4f7f\u7528\u573a\u666f\u3002\u6709\u7528\u6237\u8ffd\u95ee\u662f\u5426\u652f\u6301\u539f\u751fApp\uff0c\u56de\u590d\u79f0\u5f53\u524d\u4e3aWeb\u5e94\u7528\u4f46\u53ef\u6dfb\u52a0\u5230\u4e3b\u5c4f\uff0c\u5e76\u5efa\u8bae\u589e\u52a0\u8bed\u97f3\/\u9ea6\u514b\u98ce\u4ea4\u4e92\u4ee5\u652f\u6301\u884c\u8d70\u7f16\u7a0b\u3002\u53e6\u6709\u8bc4\u8bba\u8005\u900f\u9732\u6b64\u524d\u66fe\u8ba1\u5212\u81ea\u5efa\u6865\u63a5\u5de5\u5177\uff0c\u8bf4\u660e\u9700\u6c42\u771f\u5b9e\u4e14\u8feb\u5207\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Antigravity Remote Control \u7684\u5207\u5165\u70b9\u6781\u5176\u7cbe\u51c6\u2014\u2014\u5b83\u6ca1\u6709\u8bd5\u56fe\u628aIDE\u642c\u8fdb\u6d4f\u89c8\u5668\uff0c\u800c\u662f\u53ea\u505a\u201c\u8fdc\u7a0b\u9a7e\u9a76\u8231\u201d\uff1a\u8ba1\u5212\u5ba1\u6279\u3001\u6307\u4ee4\u4e0b\u53d1\u3001\u72b6\u6001\u67e5\u770b\u3001\u63a8\u9001\u63d0\u9192\u3002\u8fd9\u79cd\u6781\u7b80\u4e3b\u4e49\u63a9\u76d6\u4e86\u5176\u771f\u6b63\u7684\u6218\u7565\u4ef7\u503c\uff1a\u628a\u672c\u5730\u7b97\u529b\u4e0e\u4e91\u7aef\u7684\u7075\u6d3b\u6027\u7ed3\u5408\u8d77\u6765\uff0c\u8ba9\u201c\u91cd\u73af\u5883\u3001\u8f7b\u4ea4\u4e92\u201d\u6210\u4e3a\u53ef\u80fd\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u770b\uff0c\u7528\u6237\u6838\u5fc3\u8bc9\u6c42\u5e76\u975e\u201c\u7528\u624b\u673a\u5199\u4ee3\u7801\u201d\uff0c\u800c\u662f\u201c\u5728\u79bb\u5f00\u684c\u9762\u65f6\u80fd\u63a7\u5236\u6b63\u5728\u8fd0\u884c\u7684\u667a\u80fd\u4f53\uff0c\u4e0d\u9519\u8fc7\u5173\u952e\u8282\u70b9\u201d\u3002\u4ea7\u54c1\u56de\u5e94\u4e86\u8fd9\u4e00\u9700\u6c42\uff0c\u4f46Web App\u7684\u5f62\u6001\u662f\u660e\u663e\u59a5\u534f\u2014\u2014\u7f3a\u4e4f\u539f\u751f\u63a8\u9001\u7684\u53ef\u9760\u6027\u3001\u9ea6\u514b\u98ce\u96c6\u6210\u3001\u4ee5\u53ca\u89e6\u63a7\u4f18\u5316\u7684\u6307\u4ee4\u8f93\u5165\uff0c\u4f1a\u524a\u5f31\u79fb\u52a8\u573a\u666f\u4e0b\u7684\u5b9e\u7528\u6027\u3002\u7528\u6237\u5df2\u7ecf\u660e\u786e\u558a\u51fa\u201c\u539f\u751fApp\u201d\u548c\u201c\u8bed\u97f3\u4ea4\u4e92\u201d\uff0c\u8fd9\u662f\u4e0b\u4e00\u9636\u6bb5\u7684\u80dc\u8d1f\u624b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u503c\u5f97\u8b66\u60d5\u7684\u662f\uff0c\u8be5\u529f\u80fd\u672c\u8d28\u4e0a\u662f\u628aAntigravity\u4ece\u201c\u5355\u673a\u667a\u80fd\u52a9\u624b\u201d\u5347\u7ea7\u4e3a\u201c\u5206\u5e03\u5f0f\u4efb\u52a1\u63a7\u5236\u4e2d\u5fc3\u201d\u3002\u4e00\u65e6\u7528\u6237\u4e60\u60ef\u4e8e\u8fdc\u7a0b\u7ba1\u63a7\uff0c\u591a\u673a\u534f\u540c\u3001\u4efb\u52a1\u961f\u5217\u3001\u6743\u9650\u5206\u7ea7\u90fd\u4f1a\u6210\u4e3a\u81ea\u7136\u5ef6\u4f38\u3002\u4f46\u8fd9\u4e5f\u610f\u5473\u7740\uff0c\u5b83\u5fc5\u987b\u4e0eGoogle Gemini\u7b49\u4e91\u7aefAgent\u751f\u6001\u6b63\u9762\u7ade\u4e89\u2014\u2014\u5c4a\u65f6\u201c\u672c\u5730\u4f18\u5148\u201d\u5230\u5e95\u662f\u62a4\u57ce\u6cb3\u8fd8\u662f\u67b7\u9501\uff0c\u5c06\u53d6\u51b3\u4e8eAntigravity\u80fd\u5426\u5728\u4fdd\u6301\u73af\u5883\u9694\u79bb\u7684\u540c\u65f6\uff0c\u63d0\u4f9b\u8db3\u591f\u6d41\u7545\u7684\u8de8\u7aef\u4ea4\u4e92\u4f53\u9a8c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5efa\u8bae\u56e2\u961f\u5c3d\u5feb\u8865\u9f50\u539f\u751f\u79fb\u52a8\u7aef\uff0c\u5e76\u5c06\u201c\u8bed\u97f3\/\u4f1a\u8bdd\u5f0f\u6307\u4ee4\u201d\u4f5c\u4e3a\u6838\u5fc3\u4ea4\u4e92\u6765\u6253\u78e8\uff0c\u5426\u5219\u5f53\u524dWeb\u65b9\u6848\u53ea\u80fd\u7b97\u201c\u80fd\u7528\u201d\uff0c\u8fdc\u672a\u8fbe\u5230\u201c\u597d\u7528\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\">Antigravity Remote Control<\/span>\n <\/div>\n<div class=\"comment-content\">Antigravity Remote Control lets you monitor and drive Antigravity coding sessions from any web browser. Keep full local context, credentials, and build tools on your primary workstation while reviewing plans, approving commands, and receiving push alerts on the go.<\/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>People have clearly been waiting for this one <a href=\"https:\/\/discuss.ai.google.dev\/t\/antigravity-mobile-remote-control\/128282\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">for a while<\/a>..<\/p>\n<p>Remote Control lets you leave Antigravity running on your workstation or server and pick the session back up from any browser. The files, build tools, credentials, and environment stay on the original machine while you review plans, inspect artifacts, send new instructions, or switch between different machines.<\/p>\n<p>There\u2019s a headless daemon too, so a server can show up alongside your normal desktop sessions without running the full app.<\/p>\n<p>It\u2019s not a native mobile app yet, but the web app can sit on your home screen and send push notifications when an agent finishes or needs input.<\/p>\n<p>Antigravity Mobile next? Or maybe this eventually belongs inside <a href=\"https:\/\/www.producthunt.com\/products\/gemini-6\" target=\"_blank\" rel=\"noopener\">@Gemini<\/a> \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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Assume this would make it easier for user to use AntiGravity from a mobile app?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@bhaskara_kempaiah1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bhaskara_kempaiah1<\/a> Seems like its a website. But you an always save it on the homescreen I suppose. Would love a dedicated app as well. With great some great conversational \/ microphone integration for coding when walking etc. \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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bhaskara_kempaiah1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bhaskara_kempaiah1<\/a> A BIG YES !! I have been using AntiGravity for the last 3 months, and this feature was really a missing piece for me. I was even going to build some bridges to use this from my mobile commands <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#7<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/2QWED3PGXZG25J\" class=\"app-title\">Dropstone<\/a><\/p>\n<div class=\"one-liner\">The AI runtime that remembers, learns, and acts everywhere<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">122<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Dropstone\u662f\u4e00\u4e2a\u5177\u5907\u6301\u4e45\u8bb0\u5fc6\u4e0e\u81ea\u4e3b\u5b66\u4e60\u80fd\u529b\u7684AI\u8fd0\u884c\u65f6\uff0c\u80fd\u8ba9AI\u4ece\u52a9\u624b\u8fdb\u5316\u4e3a\u8de8\u573a\u666f\u3001\u8de8\u8bbe\u5907\u6301\u7eed\u884c\u52a8\u7684\u5e38\u9a7b\u6570\u5b57\u5458\u5de5\uff0c\u89e3\u51b3AI\u201c\u8bb0\u4e0d\u4f4f\u3001\u4e0d\u6210\u957f\u3001\u96be\u843d\u5730\u201d\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\/60c7947f-7982-426e-8898-5189c2ee6920.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bcdff525-aa35-4aeb-9b8c-9fe9d4de0e8c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e23c645d-e4c8-4d73-8763-7823be751ee0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/863e6c5a-5880-4a01-b678-05b122506ea6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/79b186b7-2682-463a-b30e-b1c4d612af5c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c08700a9-5a77-4364-994a-286d922d7ba1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5634874f-331d-4cb0-8721-e2dee3dbb383.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b5d0aff2-1295-495a-91e1-af11282e985f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/80fec380-74a7-423e-9cf0-94df0ffc63b5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bfa6cf7f-6d9e-453d-88a8-b13a16bba11c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/73e79be6-6f07-4fe8-b644-689b876d73e2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8fd0\u884c\u65f6<\/span><br \/>\n <span class=\"tag\">\u8bb0\u5fc6\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">\u6301\u7eed\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u5458\u5de5<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u79c1\u6709\u5316\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u6267\u884c<\/span><br \/>\n <span class=\"tag\">\u8de8\u8bbe\u5907\u534f\u540c<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u5b89\u5168<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u6700\u5173\u6ce8\u201c\u8bb0\u5fc6\u8fc1\u79fb\u201d\u7684\u9a8c\u8bc1\u65b9\u6cd5\uff08\u8d28\u75910\u2192100%\u6307\u6807\u662f\u5168\u65b0\u4efb\u52a1\u8fd8\u662f\u6539\u5199\u65e7\u6837\u672c\uff09\uff1b\u8ba4\u4e3a\u201c\u8bb0\u5fc6\u201d\u672c\u8eab\u4e0d\u8db3\u4ee5\u6784\u6210\u4ea7\u54c1\uff0c\u9700\u8bc1\u660e\u5b66\u4e60\u95ed\u73af\u7684\u53ef\u9760\u6027\uff1b\u5173\u5fc3CI\u7ba1\u9053\u5b9e\u73b0\u7ec6\u8282\u3001\u667a\u80fd\u5bb6\u5c45\/\u901a\u8bdd\/\u90ae\u4ef6\u7b49\u96c6\u6210\u6743\u9650\u63a7\u5236\uff1b\u5bf9\u90e8\u7f72\u65b9\u5f0f\u4e0e\u4f01\u4e1a\u6570\u636e\u4e3b\u6743\u8868\u793a\u8ba4\u53ef\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 Dropstone\u5207\u4e2d\u7684\u662f\u4e00\u4e2a\u771f\u5b9e\u4e14\u6602\u8d35\u7684\u75db\u70b9\uff1aAI\u7cfb\u7edf\u5728\u5355\u6b21\u5bf9\u8bdd\u4e2d\u8868\u73b0\u4f18\u79c0\uff0c\u4f46\u6362\u4e00\u4e2a\u4f1a\u8bdd\u3001\u6362\u4e00\u4e2a\u8bbe\u5907\uff0c\u5c31\u7acb\u523b\u201c\u5931\u5fc6\u201d\uff0c\u5bfc\u81f4\u4f01\u4e1a\u65e0\u6cd5\u79ef\u7d2f\u667a\u80fd\u8d44\u4ea7\u3002\u5176\u6838\u5fc3\u5356\u70b9\u4e0d\u662f\u201c\u8bb0\u5fc6\u201d\uff0c\u800c\u662f\u201c\u4ece\u7ea0\u6b63\u4e2d\u5b66\u4e60\u5e76\u8de8\u573a\u666f\u8fc1\u79fb\u201d\u2014\u2014\u8fd9\u76f4\u63a5\u52a8\u4e86AI\u843d\u5730\u4e2d\u6700\u96be\u5543\u7684\u9aa8\u5934\uff1a\u6301\u7eed\u6027\u4e0e\u53ef\u9760\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u8bc4\u8bba\u533a\u7684\u8d28\u7591\u975e\u5e38\u81f4\u547d\uff1a0\u2192100%\u7684\u201cheld-out transfer\u201d\u5230\u5e95\u6307\u7684\u662f\u201c\u4ece\u672a\u89c1\u8fc7\u7684\u65b0\u4efb\u52a1\u201d\uff0c\u8fd8\u662f\u201c\u5df2\u89c1\u7ea0\u6b63\u7684\u8bed\u4e49\u53d8\u4f53\u201d\uff1f\u5982\u679c\u662f\u540e\u8005\uff0c\u90a3\u4e0d\u8fc7\u662f\u6a21\u5f0f\u5339\u914d\u7684\u4f2a\u6cdb\u5316\uff0c\u79bb\u771f\u6b63\u7684\u201c\u4ece\u7ecf\u9a8c\u4e2d\u5b66\u4e60\u201d\u5dee\u4e4b\u5343\u91cc\u3002\u8fd9\u6070\u6070\u66b4\u9732\u4e86AI\u884c\u4e1a\u7684\u8001\u6bdb\u75c5\u2014\u2014\u7528\u5b9e\u9a8c\u5ba4\u5185\u6f02\u4eae\u7684\u6570\u5b57\u63a9\u76d6\u771f\u5b9e\u4e16\u754c\u590d\u6742\u5ea6\u7684\u584c\u7f29\u3002\n <\/p>\n<p class=\"ai-content\">\n \u53e6\u4e00\u4e2a\u9690\u5fe7\u662f\u201c\u8fde\u63a5\u4e00\u5207\u201d\u7684\u91ce\u5fc3\u3002\u80fd\u6253\u7535\u8bdd\u3001\u63a7\u5236\u5bb6\u5c45\u3001\u76d1\u63a7\u90ae\u4ef6\uff0c\u542c\u8d77\u6765\u5f88\u9177\uff0c\u4f46\u6743\u9650\u8fb9\u754c\u4e00\u65e6\u5931\u63a7\uff0c\u5c31\u662f\u6570\u5b57\u76d1\u63a7\u7684\u5669\u68a6\u3002\u4ea7\u54c1\u5f3a\u8c03\u201c\u7528\u6237\u6388\u6743\u201d\uff0c\u4f46\u8bbd\u523a\u7684\u662f\uff0c\u4f01\u4e1a\u5ba2\u6237\u8981\u7684\u662f\u201c\u516c\u53f8\u6388\u6743\u201d\uff0c\u4e2a\u4eba\u7528\u6237\u8981\u7684\u662f\u201c\u900f\u660e\u4e14\u53ef\u64a4\u9500\u7684\u6388\u6743\u201d\u2014\u2014\u8fd9\u4e2d\u95f4\u7684\u4fe1\u4efb\u9e3f\u6c9f\uff0c\u4e0d\u662f\u4e00\u7bc7\u6280\u672f\u535a\u5ba2\u80fd\u586b\u5e73\u7684\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5ba2\u89c2\u8bf4\uff0cDropstone\u7684\u5b9a\u4f4d\u6bd4\u666e\u901a\u8bb0\u5fc6\u63d2\u4ef6\u9ad8\u4e00\u4e2a\u7ef4\u5ea6\uff1a\u5b83\u8bd5\u56fe\u6784\u5efa\u4e00\u4e2a\u201c\u5b66\u4e60\u2192\u9a8c\u8bc1\u2192\u56fa\u5316\u2192\u590d\u7528\u201d\u7684\u95ed\u73af\uff0c\u4e14\u652f\u6301\u79c1\u6709\u5316\u90e8\u7f72\uff0c\u8fd9\u5207\u4e2d\u4e86\u653f\u4f01\u5ba2\u6237\u5bf9\u6570\u636e\u4e3b\u6743\u7684\u521a\u9700\u3002\u4f46\u524d\u63d0\u662f\uff0c\u5b83\u5fc5\u987b\u516c\u5f00\u53ef\u590d\u73b0\u7684\u8bc4\u4f30\u65b9\u6cd5\u8bba\uff0c\u8bc1\u660e\u5b66\u4e60\u4e0d\u662f\u77ed\u671f\u8fc7\u62df\u5408\uff0c\u800c\u662f\u8de8\u4efb\u52a1\u3001\u8de8\u573a\u666f\u7684\u7d2f\u79ef\u80fd\u529b\u3002\u5426\u5219\uff0c\u5b83\u4e5f\u4f1a\u6ca6\u4e3a\u53c8\u4e00\u4e2a\u201c\u6f14\u793a\u60ca\u8273\u3001\u751f\u4ea7\u7ffb\u8f66\u201d\u7684AI\u73a9\u5177\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\uff1a\u65b9\u5411\u6b63\u786e\uff0c\u4f46\u201c\u8bc1\u660e\u201d\u6bd4\u201c\u5ba3\u79f0\u201d\u96be\u4e00\u767e\u500d\u3002Dropstone\u80fd\u4e0d\u80fd\u6d3b\u5230\u201c\u6570\u5b57\u5458\u5de5\u201d\u771f\u6b63\u4e0a\u5c97\u90a3\u5929\uff0c\u53d6\u51b3\u4e8e\u5b83\u6562\u4e0d\u6562\u628a\u6d4b\u8bd5\u96c6\u548c\u6d88\u878d\u5b9e\u9a8c\u644a\u5728\u9633\u5149\u4e0b\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\">Dropstone<\/span>\n <\/div>\n<div class=\"comment-content\">Dropstone is a runtime for intelligence, one system that can evolve from an AI assistant into an always-on digital workforce.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I would like to answer the question before you ask:<\/p>\n<\/p>\n<h3><strong>1. What does Dropstone do differently from others?<\/strong><\/h3>\n<\/p>\n<p><a href=\"https:\/\/dropstone.io\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Dropstone<\/a> is about ensuring that what was learned, corrected, or established in one interaction is carried forward to the next. We do not need to add a human to remember every correction. If a system is corrected or learns something important, we can capture it automatically and use it for future interactions.<\/p>\n<\/p>\n<p>We\u2019ve measured 0 \u2192 100% held-out transfer in our internal benchmark and we continue developing and validating these results, and we hope to publish more about our methodology, findings, and what comes next at <a href=\"http:\/\/blankline.org\/research\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">blankline.org\/research<\/a>. Subscribe to our newsletter there to stay up to date.<\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/36e4c8ca-a443-4f65-84d9-98ff811761cc.png?auto=compress,format&codec=mozjpeg&cs=strip\" style=\"max-width: 100%\"><\/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<h3><strong>2. Is memory alone a feature, not a product?<\/strong><\/h3>\n<\/p>\n<p>Memory alone is not enough for a product; we want AI to learn from experience, verify its learning, and apply it consistently in future interactions and across different surfaces. We are building the system around the learning loop: memory, skills, correction, verification, and persistence.<\/p>\n<\/p>\n<p>We want to prove that these AI systems are more reliable, more capable over time, and more useful in the real world. We will share more of our research, measurements, and product development publicly on <a href=\"http:\/\/blankline.org\/research\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">blankline.org\/research<\/a>.<\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0652f610-11f2-4ed5-adee-d58dc96a7f97.png?auto=compress,format&codec=mozjpeg&cs=strip\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@santosharron\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@santosharron<\/a> The 0 to 100% held out transfer number is the part I’d want the methodology on. Held out can mean genuinely novel tasks, or it can mean a paraphrase of something already corrected once, and those measure very different things about the system. Is the held out set actual new problems it never touched, or variations on corrections it already saw?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\ud83d\ude4c\ud83c\udffb \ud83d\ude4c\ud83c\udffb \ud83d\ude4c\ud83c\udffb \ud83d\ude4c\ud83c\udffb \ud83d\ude4c\ud83c\udffb Congrats on the launch!<\/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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Fun to see another AI memory system launching today. Different angle from what I\u2019m building with <a href=\"https:\/\/wildstatic.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Wild Static<\/a>, but clearly we\u2019re both working on what comes after context. Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@adjohu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adjohu<\/a> Good to hear! Really appreciate the work you\u2019re doing with Wild Static too and cool portfolio, btw. I love it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch day!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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><strong>Here are a few key features worth highlighting in this thread:<\/strong><\/p>\n<\/p>\n<p><strong>1. What\u2019s in it for enterprise?<\/strong><\/p>\n<\/p>\n<p>Dropstone is built for companies that need the power of AI while keeping control of their data.<\/p>\n<\/p>\n<p>Dropstone can be deployed within company-controlled environments, including <strong>on-premises infrastructure, private clouds, and highly restricted environments<\/strong>. This means sensitive data can remain within the organization\u2019s controlled environment.<\/p>\n<\/p>\n<p>The bigger opportunity is that companies can build and deploy AI systems across their organizations <strong>without necessarily sending sensitive underlying data to a public AI service<\/strong>.<\/p>\n<\/p>\n<p>For enterprises, the question isn\u2019t just <em>what can AI do?<\/em> It\u2019s also <strong>where does your data go, and who controls it?<\/strong><\/p>\n<\/p>\n<p>For Sales: <a href=\"http:\/\/dropstone.io\/contact\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">dropstone.io\/contact<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><strong>2. Can Dropstone control my smart home, make phone calls, or monitor my email?<\/strong><\/p>\n<\/p>\n<p>Yes.<\/p>\n<\/p>\n<p>Dropstone is designed to connect with the tools and devices you use\u2014but <strong>it doesn’t get access by default. You choose what to connect and authorize.<\/strong><\/p>\n<\/p>\n<p>For now, Dropstone can connect with <strong>Samsung smart devices<\/strong>, and we’re expanding support to more devices.<\/p>\n<\/p>\n<p>It can also <strong>make phone calls and have conversations with you<\/strong>. Here’s an example of how that works:<\/p>\n<p><a href=\"https:\/\/x.com\/Blanklineorg\/status\/2066980979928178977\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/x.com\/Blanklineorg\/status\/2066980979928178977<\/a><\/p>\n<\/p>\n<p>We also tested this capability through our research project and put it through adversarial testing to see how it performs under challenging conditions. Take a look at Project Yaazh:<\/p>\n<p><a href=\"https:\/\/blankline.org\/research\/project-yaazh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/blankline.org\/research\/project-yaazh<\/a><\/p>\n<\/p>\n<p>And yes, Dropstone can <strong>monitor your emails<\/strong>. Google integration is currently available to beta users.<\/p>\n<\/p>\n<p>The goal is simple: <strong>an AI system that can actually interact with your digital and physical world while you remain in control of what it can access.<\/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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@santosharron\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@santosharron<\/a> awesome <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<h3><strong>How can I join the community?<\/strong><\/h3>\n<\/p>\n<p>If you want to be part of what we’re building, you can join us on <strong>Discord<\/strong>:<\/p>\n<p><a href=\"https:\/\/discord.gg\/RSrPutXpXd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>https:\/\/discord.gg\/RSrPutXpXd<\/strong><\/a><\/p>\n<\/p>\n<p>That’s where we share updates, discuss what we’re building, and hear directly from people using Dropstone.<\/p>\n<p>You can also <strong>sign up to receive updates by email<\/strong> and stay informed as we release new research, products, and announcements.<\/p>\n<\/p>\n<p>We’re building Dropstone in public, and the people using it, testing it, sharing feedback, and pushing us to improve are an important part of that 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the Model auto select feature idea! How does the CI Pipeline work? where does it live?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#8<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/ICZAQZNUWJYH7P\" class=\"app-title\">Localdock<\/a><\/p>\n<div class=\"one-liner\">Every local project gets a real address.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">108<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Localdock\u4e3a\u5f00\u53d1\u8005\u63d0\u4f9b\u4e00\u6761\u771f\u5b9e\u7684HTTPS\u94fe\u63a5\u6765\u8bbf\u95ee\u672c\u5730\u9879\u76ee\uff0c\u89e3\u51b3\u672c\u5730\u5f00\u53d1\u73af\u5883\u65e0\u6cd5\u968f\u65f6\u968f\u5730\u901a\u8fc7\u79fb\u52a8\u8bbe\u5907\u5206\u4eab\u548c\u8bbf\u95ee\u7684\u75db\u70b9\uff0c\u4e14\u5ba2\u6237\u7aef\u65e0\u9700\u5b89\u88c5\u4efb\u4f55\u8f6f\u4ef6\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\/87c21d7f-c369-4aed-91e2-cd2b4ad1e8d3.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/fJ2JOXvrqvg\"><source src=\"https:\/\/youtu.be\/fJ2JOXvrqvg\" 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\/189ae57e-a5a7-461a-a803-c2ed8105243b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/19c56f16-4734-4c8e-a80d-0bf4a9a489ff.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a6322266-5f63-4d46-9c30-4c8b374eb553.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a9e8ad43-2d3b-43b5-b8bd-29c170d1bbf9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6989ff72-cb2a-4bdc-a3c0-361a33821ff8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">HTTPS\u96a7\u9053<\/span><br \/>\n <span class=\"tag\">\u5185\u7f51\u7a7f\u900f<\/span><br \/>\n <span class=\"tag\">\u8fdc\u7a0b\u8bbf\u95ee<\/span><br \/>\n <span class=\"tag\">\u9879\u76ee\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u7aef\u9002\u914d<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u73af\u5883\u5171\u4eab<\/span><br \/>\n <span class=\"tag\">\u4ed8\u8d39\u8f6f\u4ef6<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8d28\u7591\u5176\u4e0e\u514d\u8d39ngrok\u3001Tailscale Funnel\u7684\u5dee\u5f02\uff0c\u8ba4\u4e3a\u7f3a\u4e4f\u6362\u7528\u7406\u7531\uff1b\u8be2\u95ee\u5e26\u5bbd\u4e0e\u6d41\u91cf\u9650\u5236\uff0c\u5173\u6ce8\u76d7\u7248\u7b49\u9ad8\u98ce\u9669\u7528\u9014\uff1b\u8ba4\u53ef\u89e3\u51b3\u672c\u5730AI\u9879\u76ee\u5206\u4eab\u7684\u75db\u70b9\uff0c\u540c\u65f6\u5173\u6ce8\u6570\u636e\u65e5\u5fd7\u7559\u5b58\u95ee\u9898\uff1b\u53cd\u9988\u79f0\u94fe\u63a5\u4e3a\u4e34\u65f6\u6027\uff0c\u6700\u957f1\u5c0f\u65f6\uff0c\u4e0e\u5ba3\u4f20\u4e2d\u201c\u6301\u4e45\u94fe\u63a5\u201d\u5b58\u5728\u51fa\u5165\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 Localdock\u4ee5\u201c\u4e00\u6b21\u6027\u4ed8\u8d399\u7f8e\u5143\u201d\u5207\u5165\u672c\u5730\u8bbf\u95ee\u5de5\u5177\u5e02\u573a\uff0c\u8868\u9762\u662f\u6027\u4ef7\u6bd4\u7b56\u7565\uff0c\u5b9e\u5219\u9762\u4e34\u4e25\u5cfb\u7684\u751f\u5b58\u7a7a\u95f4\u6324\u538b\u3002\u8bc4\u8bba\u4e2d\u6700\u9ad8\u8d5e\u7684\u8d28\u7591\u76f4\u51fb\u8981\u5bb3\uff1angrok\u548cTailscale Funnel\u5747\u5df2\u63d0\u4f9b\u514d\u8d39\u6216\u8fd1\u4e4e\u514d\u8d39\u7684\u540c\u8d28\u670d\u52a1\uff0c\u4e14Cloudflare Tunnel\u4e5f\u662f\u5f00\u53d1\u8005\u719f\u77e5\u7684\u9009\u62e9\u3002Localdock\u6240\u8c13\u201c\u6301\u4e45\u9879\u76ee\u94fe\u63a5\u201d\u4e0e\u201c\u65e0\u9700\u5ba2\u6237\u7aef\u5b89\u88c5\u201d\u7684\u5dee\u5f02\u5316\u5356\u70b9\uff0c\u5728\u8bc4\u8bba\u533a\u88ab\u5f00\u53d1\u8005\u8ffd\u95ee\u540e\uff0c\u8fd0\u8425\u8005\u627f\u8ba4\u201c\u94fe\u63a5\u662f\u4e34\u65f6\u7684\uff0c\u6700\u957f\u5b58\u6d3b1\u5c0f\u65f6\u201d\u2014\u2014\u8fd9\u5b9e\u9645\u662f\u5bf9\u201c\u6301\u4e45\u201d\u4e8c\u5b57\u7684\u91cd\u5927\u9609\u5272\uff0c\u76f4\u63a5\u524a\u5f31\u4e86\u4ea7\u54c1\u6700\u6838\u5fc3\u7684\u4fe1\u4efb\u951a\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8425\u9500\u89d2\u5ea6\u770b\uff0c\u4ea7\u54c1\u5305\u88c5\u5c06\u201c\u672c\u5730\u9879\u76ee\u201d\u6982\u5ff5\u4ece\u4f20\u7edf\u7684\u524d\u540e\u7aef\u5f00\u53d1\u6269\u5c55\u5230\u672c\u5730AI\u6a21\u578b\uff08LLM\uff09\u5206\u4eab\uff0c\u786e\u5b9e\u6355\u6349\u5230\u4e86\u751f\u6210\u5f0fAI\u4e2a\u4eba\u5f00\u53d1\u8005\u7684\u65b0\u573a\u666f\u9700\u6c42\uff0c\u4f46\u5176\u4ea7\u54c1\u80fd\u529b\u5e76\u672a\u9488\u5bf9\u8be5\u573a\u666f\u505a\u51fa\u4efb\u4f55\u6df1\u5ea6\u4f18\u5316\uff08\u5982\u5927\u6d41\u91cf\u6587\u4ef6\u7684\u4f20\u8f93\u7b56\u7565\u3001\u52a8\u6001IP\u9002\u914d\u3001\u9274\u6743\u5b89\u5168\u7b49\uff09\u3002\u66f4\u8010\u4eba\u5bfb\u5473\u7684\u662f\uff0c\u5b98\u65b9\u5bf9\u201c\u76d7\u7248\u7528\u9014\u201d\u7684\u56de\u590d\u8fc7\u4e8e\u968f\u6027\uff0c\u5bf9\u65e5\u5fd7\u7559\u5b58\u95ee\u9898\u7684\u7b54\u590d\u4e5f\u505c\u7559\u5728\u8425\u9500\u8bdd\u672f\u5c42\u9762\uff0c\u7f3a\u4e4f\u6280\u672f\u767d\u76ae\u4e66\u6216\u9690\u79c1\u653f\u7b56\u80cc\u4e66\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6280\u672f\u58c1\u5792\u4f4e\u3001\u66ff\u4ee3\u54c1\u514d\u8d39\u3001\u6536\u8d39\u6a21\u5f0f\u65e0\u62a4\u57ce\u6cb3\u3001\u6838\u5fc3\u627f\u8bfa\u4e0e\u5b9e\u9645\u529f\u80fd\u81ea\u76f8\u77db\u76fe\uff0c\u662fLocaldock\u76ee\u524d\u7684\u56db\u5927\u786c\u4f24\u30029\u7f8e\u5143\u7684\u5b9a\u4ef7\u65e0\u6cd5\u6784\u6210\u7528\u6237\u8fc1\u79fb\u7684\u6210\u672c\u58c1\u5792\uff0c\u53cd\u800c\u66b4\u9732\u4e86\u56e2\u961f\u8bd5\u56fe\u4ee5\u4f4e\u4ef7\u5feb\u901f\u6536\u5272\u65e9\u671f\u7528\u6237\u7684\u610f\u56fe\u3002\u82e5\u56e2\u961f\u4e0d\u5c3d\u5feb\u5728\u54cd\u5e94\u901f\u5ea6\u3001\u81ea\u5b9a\u4e49\u57df\u540d\u3001\u56e2\u961f\u534f\u4f5c\u3001\u79bb\u7ebf\u7a7f\u900f\u7b49\u65b9\u9762\u505a\u51fa\u771f\u6b63\u6709\u6df1\u5ea6\u7684\u529f\u80fd\u533a\u5206\uff0c\u8fd9\u6b3e\u4ea7\u54c1\u5927\u6982\u7387\u4f1a\u5728Product Hunt\u7684\u77ed\u6682\u70ed\u5ea6\u540e\u8fc5\u901f\u6c89\u5bc2\u3002\u5176\u552f\u4e00\u7684\u751f\u5b58\u7a97\u53e3\uff0c\u6216\u8bb8\u662f\u6293\u4f4f\u5bf9ngrok\u914d\u7f6e\u590d\u6742\u5ea6\u611f\u5230\u538c\u70e6\u7684\u8f7b\u91cf\u7ea7\u5f00\u53d1\u8005\uff0c\u4f46\u8fd9\u90e8\u5206\u7fa4\u4f53\u7684\u4ed8\u8d39\u610f\u613f\u548c\u7559\u5b58\u7387\u90fd\u6781\u5176\u6709\u9650\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Localdock<\/span>\n <\/div>\n<div class=\"comment-content\">Localdock provides a simple solution for accessing local projects with a real HTTPS link. It allows you to share your development environment without any installation required on the client side. With a one-time payment of $9, you can manage your projects easily and access them from anywhere, even on mobile devices.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>genuine question since I already run ngrok for this – what does the $9 one-time buy you that a free ngrok\/Tailscale Funnel tunnel doesn’t? The “one name per project, no client install” framing is nice, but I’d need a concrete reason to switch from something I already have working before I’d pay for a new tool that does roughly the same job.<\/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\">@galdayan can you tell me more about this solution? Maybe DM me?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@galdayan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@galdayan<\/a> Exactly, I often have to use cloudflare tunnels for that so I was wondering the same thing, how is this different?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@galdayan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@galdayan<\/a> u are totally right, and it’s not only about tunnels; now it has 3 core features<\/p>\n<p> – persistent project link instead of localhost + port<\/p>\n<p> – wifi sharing with persistent project link<\/p>\n<p> – tunnel<\/p>\n<p>I have a lot of plans for how it will be improved<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">A great tool for developers needing easy access to local projects!<\/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\">What kind of network throughput do you provide?<br \/>\nAny bandwidth limits?<\/p>\n<p>For example, I will run my own Netflix server through your service with pirated movies, any ideas how to catch guys like me?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vladislav_razin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vladislav_razin<\/a> it’s a good use case. But the link is temporary and lives for no more than 1 hour.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@damienissa got it, I thought my link will be mine for a long time<\/p>\n<p>I use tailscale for my lab, I have no static ip and it\u2019s the only way to get home lab working<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Love this idea. I\u2019ve built so many local LLM based solutions that no one can use. I have to make videos of everything.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 day!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Do you keep connection data\/logs? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@leroy_price\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leroy_price<\/a> Nope, localdock is not collecting any info. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#9<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/UU6NGEKCQA7R57\" class=\"app-title\">Bumply<\/a><\/p>\n<div class=\"one-liner\">Update your dependencies and undo anything<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">106<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Bumply \u662f\u4e00\u6b3e\u9762\u5411\u524d\u7aef\u5f00\u53d1\u8005\u7684 Mac \u539f\u751f\u684c\u9762\u5e94\u7528\uff0c\u901a\u8fc7\u53ef\u89c6\u5316\u5c55\u793a\u5373\u5c06\u6267\u884c\u7684\u4f9d\u8d56\u66f4\u65b0\u547d\u4ee4\u3001\u5b57\u8282\u7ea7\u5907\u4efd\u6e05\u5355\u4e0e\u9501\u6587\u4ef6\uff0c\u5e76\u652f\u6301\u968f\u65f6\u56de\u6eda\uff0c\u89e3\u51b3\u4e86\u5728\u591a\u9879\u76ee\/ Monorepo \u573a\u666f\u4e0b\u624b\u52a8\u66f4\u65b0 npm\u3001pnpm\u3001Yarn\u3001Bun \u4f9d\u8d56\u65f6\u56e0\u64cd\u4f5c\u4e0d\u53ef\u9006\u800c\u4ea7\u751f\u7684\u6050\u60e7\u4e0e\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\/8771cd14-0a30-46ad-86b5-4dc916696cd0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2ac04614-debe-42a8-bddb-8bef9c61118d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/631e8e84-ed1b-4506-b27d-599ef1d31803.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/12434a98-078a-4115-bb02-f682c5bd6096.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0df09d7f-1a69-49b5-af68-095aa9c4fdb8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5916c5de-67d0-480a-8366-5b2dbe197ce3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4f9d\u8d56\u7ba1\u7406\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Mac\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">npm<\/span><br \/>\n <span class=\"tag\">pnpm<\/span><br \/>\n <span class=\"tag\">Yarn<\/span><br \/>\n <span class=\"tag\">Bun<\/span><br \/>\n <span class=\"tag\">\u7248\u672c\u56de\u6eda<\/span><br \/>\n <span class=\"tag\">\u9501\u6587\u4ef6\u5907\u4efd<\/span><br \/>\n <span class=\"tag\">Monorepo\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u524d\u7aef\u5f00\u53d1\u6548\u7387<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u201c\u5b57\u8282\u7ea7\u5907\u4efd\u201d\u548c\u201c\u4e8b\u540e\u64a4\u9500\u201d\u529f\u80fd\u8bbe\u8ba1\u5de7\u5999\uff0c\u7cbe\u51c6\u51fb\u4e2d\u4e86\u624b\u52a8\u66f4\u65b0\u65f6\u5bb3\u6015\u7834\u574f\u9501\u6587\u4ef6\u72b6\u6001\u7684\u75db\u70b9\u3002\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u5728\uff1a\u64a4\u9500\u662f\u5426\u53ea\u8fd8\u539f manifest \u548c lockfile \u800c\u975e node_modules\uff0c\u82e5\u9700\u91cd\u65b0\u5b89\u88c5\uff0c\u4e8c\u6b21\u5931\u8d25\u98ce\u9669\u4ecd\u5728\uff1b\u540c\u65f6\u671f\u5f85\u672a\u6765\u652f\u6301 dry-run \u9884\u89c8\u4ee5\u5168\u9762\u8bc4\u4f30\u5f71\u54cd\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 Bumply \u7684\u806a\u660e\u4e4b\u5904\u5728\u4e8e\uff0c\u5b83\u6ca1\u6709\u8bd5\u56fe\u505a\u4e00\u4e2a\u201c\u81ea\u52a8\u5316\u4f9d\u8d56\u66f4\u65b0\u673a\u5668\u4eba\u201d\uff0c\u800c\u662f\u7cbe\u51c6\u5730\u5207\u5165\u4e86\u5f00\u53d1\u8005\u201c\u60f3\u505a\u4f46\u53c8\u6015\u7ffb\u8f66\u201d\u7684\u5fc3\u7406\u5b66\u7f1d\u9699\u3002\u5728 CI \u673a\u5668\u4eba\u548c Renovate \u7b49\u81ea\u52a8\u5316\u5de5\u5177\u6a2a\u884c\u7684\u65f6\u4ee3\uff0cBumply \u53cd\u800c\u9009\u62e9\u4e86\u201c\u6162\u4e0b\u6765\u201d\u2014\u2014\u628a\u547d\u4ee4\u900f\u660e\u5316\u3001\u628a\u72b6\u6001\u53ef\u9006\u5316\u3001\u628a\u5386\u53f2\u53ef\u89c6\u5316\u3002\u8fd9\u672c\u8d28\u4e0a\u4e0d\u662f\u5728\u505a\u5de5\u5177\uff0c\u800c\u662f\u5728\u505a\u201c\u4fe1\u4efb\u7ba1\u7406\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u7684\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u201c\u66f4\u65b0\u201d\uff0c\u800c\u662f\u201c\u64a4\u9500\u201d\u3002\u5b57\u8282\u7ea7\u5907\u4efd\u548c\u201c\u8fc7\u51e0\u5929\u6539\u4e3b\u610f\u4e5f\u80fd\u8fd8\u539f\u201d\u7684\u8bbe\u8ba1\uff0c\u786e\u5b9e\u6bd4\u5e02\u9762\u4e0a\u4e00\u5473\u8ffd\u6c42\u4e00\u952e\u6267\u884c\u66f4\u65b0\u7684\u5de5\u5177\u9ad8\u51fa\u4e00\u4e2a\u7ef4\u5ea6\u3002\u8fd9\u76f4\u51fb\u4e86\u4f9d\u8d56\u66f4\u65b0\u573a\u666f\u4e2d\u6700\u5927\u7684\u9690\u6027\u6210\u672c\uff1a\u4e0d\u662f\u4e0b\u8f7d\u65b0\u7248\u672c\u82b1\u7684\u65f6\u95f4\uff0c\u800c\u662f\u53d1\u73b0\u517c\u5bb9\u6027\u95ee\u9898\u540e\u56de\u53bb\u627e\u8865\u7684\u65f6\u95f4\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u4ecd\u6709\u660e\u663e\u8fb9\u754c\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u64a4\u9500\u540e\u662f\u5426\u9700\u91cd\u65b0 install\u201d\u7684\u8d28\u7591\u70b9\u51fa\u4e86\u5de5\u5177\u7684\u5c40\u9650\uff1a\u5982\u679c\u53ea\u6062\u590d\u6e05\u5355\u6587\u4ef6\u800c\u4e0d\u6062\u590d node_modules \u7684\u5b9e\u9645\u72b6\u6001\uff0c\u90a3\u4e48\u201c\u56de\u6eda\u201d\u53ea\u662f\u5b8c\u6210\u4e86\u4e00\u534a\uff0c\u800c\u91cd\u65b0\u5b89\u88c5\u6b63\u662f\u5bb9\u6613\u66b4\u9732 peer dependency \u4e8c\u6b21\u51b2\u7a81\u7684\u65f6\u523b\u2014\u2014\u8fd9\u6070\u597d\u662f\u66f4\u65b0\u7684\u4e3b\u6218\u573a\u3002\u82e5\u4e0d\u80fd\u505a\u5230\u771f\u6b63\u7684\u201c\u72b6\u6001\u7ea7\u5feb\u7167\u201d\uff0c\u5176\u201c\u53cd\u6094\u201d\u80fd\u529b\u4f9d\u7136\u5e26\u7740\u4fa5\u5e78\u8272\u5f69\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c$24.99 \u4e00\u6b21\u6027\u4e70\u65ad\u3001\u514d\u8d39\u4e09\u9879\u76ee\u7684\u7b56\u7565\u52a1\u5b9e\u4e14\u53cd\u8ba2\u9605\u6f6e\u6d41\uff0c\u4f46\u8fd9\u4e5f\u5e26\u6765\u4e86\u8425\u6536\u5929\u82b1\u677f\u3002\u4e0d\u8fc7\u5bf9\u4e8e\u4e2a\u4eba\u5f00\u53d1\u8005\/\u72ec\u7acb\u9ed1\u5ba2\u800c\u8a00\uff0c\u8fd9\u53cd\u800c\u662f\u4e00\u79cd\u6781\u597d\u7684\u751f\u5b58\u59ff\u6001\uff1a\u4e0d\u70e7\u94b1\u3001\u4e0d\u4f9d\u8d56\u4e91\u7aef\u3001\u4e0d\u505a CI \u96c6\u6210\uff0c\u660e\u786e\u62d2\u7edd\u201c\u4e91\u7aef\u673a\u5668\u4eba\u201d\u7684\u5b9a\u4f4d\uff0c\u672c\u8eab\u5c31\u662f\u4e00\u79cd\u5dee\u5f02\u5316\u58c1\u5792\u3002\u5b83\u50cf\u4e00\u4e2a\u9760\u624b\u827a\u5403\u996d\u7684\u4fee\u8868\u5320\uff0c\u4e0d\u627f\u8bfa\u81ea\u52a8\u5316\u9b54\u6cd5\uff0c\u53ea\u627f\u8bfa\u201c\u6bcf\u6b21\u52a8\u624b\u4f60\u90fd\u770b\u5f97\u89c1\uff0c\u641e\u7838\u4e86\u80fd\u590d\u539f\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n Bumply \u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u5728\u4e8e\u6210\u4e3a\u5f00\u53d1\u8005\u672c\u5730\u5de5\u4f5c\u6d41\u4e2d\u88ab\u4fe1\u4efb\u7684\u4e60\u60ef\uff0c\u800c\u975e\u88ab\u6d41\u7a0b\u66ff\u4ee3\u7684\u63d2\u4ef6\u3002\u4f46\u8fd9\u79cd\u4fe1\u4efb\u80fd\u5426\u8986\u76d6 node_modules \u7684\u7269\u7406\u72b6\u6001\uff0c\u5c06\u51b3\u5b9a\u5b83\u80fd\u5426\u4ece\u201c\u4e0d\u9519\u7684\u5c0f\u5de5\u5177\u201d\u8fdb\u5316\u4e3a\u201c\u4e0d\u53ef\u66ff\u4ee3\u7684\u4f9d\u8d56\u7ba1\u7406\u6c99\u76d2\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\">Bumply<\/span>\n <\/div>\n<div class=\"comment-content\">A Mac app for keeping npm, pnpm, Yarn, and Bun projects current. Bumply shows you every command before it runs, backs up your manifest and lockfile byte-for-byte, and rolls back the moment anything fails.<\/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>\n<p>I’m Elias, and I built Bumply because updating dependencies is the one routine job I never fully trusted myself to do.<\/p>\n<\/p>\n<p>You know the loop. `npm outdated` in one terminal, the changelog in a tab, the lockfile in another. You run the update, something breaks, and now you’re reconstructing what the lockfile looked like twenty minutes ago. Multiply that by however many projects you have on disk.<\/p>\n<\/p>\n<p>Bumply is a native Mac app that does that loop for you, and \u2014 more importantly \u2014 makes every step of it reversible.<\/p>\n<\/p>\n<p><strong>What it does<\/strong><\/p>\n<\/p>\n<ul>\n<li>\n<p><strong>Every project in one window.<\/strong> npm, pnpm, Yarn and Bun, side by side. Monorepos count as one project, workspace root and packages together.<\/p>\n<\/li>\n<li>\n<p><strong>Updates you can undo.<\/strong> The exact command is shown before it runs. It refuses to start on a dirty repository and names the file that’s in the way \u2014 and it never writes to your git history.<\/p>\n<\/li>\n<li>\n<p><strong>Update History, per project.<\/strong> Every update keeps the previous package.json and lockfile. Open the history on any project to see what changed and when, reveal the backup in Finder, or put those two files back \u2014 not just when something fails, but days later, because you changed your mind.<\/p>\n<\/li>\n<li>\n<p><strong>Blocked updates get past themselves.<\/strong> When npm refuses because another dependency is holding the update back, Bumply names it, shows you the command, offers to move it, and re-checks on its own.<\/p>\n<\/li>\n<li>\n<p><strong>Dependency health, with the evidence.<\/strong> What’s installed, what your manifest asks for, what the registry actually offers \u2014 each labelled with where it came from. Every update says whether it stays inside your range or crosses a major.<\/p>\n<\/li>\n<li>\n<p><strong>Audits that never execute code.<\/strong> Advisories come from your package manager’s own audit data, read-only: package-lock-only and ignore-scripts. Nothing is installed and no package script runs while Bumply looks.<\/p>\n<\/li>\n<li>\n<p><strong>It watches while you work.<\/strong> A menu bar item, a check every six hours, and \u2014 if you turn it on \u2014 a notification when a new high or critical advisory lands on something you actually depend on.<\/p>\n<\/li>\n<li>\n<p><strong>The gigabytes you forgot about.<\/strong> node_modules, .next, .turbo, Pods \u2014 what each one costs, per project. <\/p>\n<\/li>\n<li>\n<p>Anything it removes goes to the Trash, not to \/dev\/null.<\/p>\n<\/li>\n<\/ul>\n<p><strong>What it isn’t<\/strong><\/p>\n<\/p>\n<p>It’s not a bot and it doesn’t open PRs. It doesn’t run in CI. It’s a thing you open on your Mac when you’re about to touch dependencies and want to see what you’re doing first.<\/p>\n<\/p>\n<p>It works offline. It talks to our server exactly once, when you activate, and never again about your licence. Your package manager still reaches its registry from your machine, the same as in a terminal \u2014 those requests go to the registry, not to us.<\/p>\n<\/p>\n<p><strong>Pricing<\/strong><\/p>\n<\/p>\n<p><strong>Bumply is free for three projects, with no time limit.<\/strong> Not a trial that expires \u2014 it doesn’t stop working, nothing is deleted, and there’s no wall to walk into. If three is all you have, that’s the whole app, free, for as long as you want it.<\/p>\n<\/p>\n<p>The first seven days cover every project you have, so you can judge it on all of your work rather than three of it.<\/p>\n<p>Beyond three projects it’s <strong>$24.99, once.<\/strong> No subscription, no account, no login. The licence is perpetual \u2014 it doesn’t expire, and nothing stops working if you never pay again. Twelve months of updates from the day you buy; after that you stay on the last version in your window, and renewing is optional. Three Macs at a time, and freeing one is a click. Thirty days to change your mind, no reason required.<\/p>\n<\/p>\n<p>Bumply 1.4, macOS 13 and later \u2014 <a href=\"https:\/\/bumply.app\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/bumply.app<\/a><\/p>\n<\/p>\n<p>I’d genuinely like to know what breaks. If Bumply gets something wrong about your project \u2014 a manager it misreads, a workspace layout it doesn’t recognise \u2014 tell me here or use Report a bug in the app. That’s the feedback I’m after today.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@elias_ripari\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elias_ripari<\/a> Congrats. How do you handle dependency updates today when you\u2019re working across multiple projects or monorepos; especially the fear of losing the previous lockfile state if something breaks and could Bumply eventually support a safe preview or dry run so developers can review the complete impact before making any changes?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@elias_ripari\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elias_ripari<\/a> The byte-for-byte backup and \u201cundo days later\u201d is a nice touch, most update tools only think about rollback when something breaks. curious, did you build the history feature mainly from your own dependency-update pain?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@elias_ripari\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elias_ripari<\/a> The one gap I would want answered before trusting this on a real project: does undo roll back node_modules itself, or just package.json and the lockfile? If it is the manifest and lockfile only, the rollback still leaves you needing a fresh install, and that is usually where the second failure shows up, a peer dependency that resolved differently the first time around.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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, I was just looking for something like this! I’m so sick of having to compare versions manually!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mayarossi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mayarossi<\/a> Enjoy!<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#10<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/V7HJKXXGPGC7QL\" class=\"app-title\">Trama<\/a><\/p>\n<div class=\"one-liner\">Create macOS native automations using plain language<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">101<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Trama \u662f\u4e00\u6b3e\u8ba9\u4f60\u7528\u65e5\u5e38\u8bed\u8a00\u63cf\u8ff0\u91cd\u590d\u64cd\u4f5c\u3001\u5373\u53ef\u5728 Mac \u540e\u53f0\u81ea\u52a8\u751f\u6210\u5e76\u8fd0\u884c\u539f\u751f\u81ea\u52a8\u5316\u6d41\u7a0b\u7684\u6548\u7387\u5de5\u5177\uff0c\u5f7b\u5e95\u6446\u8131 Zapier \u6216\u5feb\u6377\u6307\u4ee4\u90a3\u79cd\u201c\u7f16\u7a0b\u5f0f\u201d\u7684\u6a21\u5757\u62d6\u62fd\u3002\u5b83\u901a\u8fc7\u7cfb\u7edf\u7ea7\u5feb\u6377\u952e\u5524\u8d77\uff0c\u8986\u76d6\u526a\u8d34\u677f\u3001\u5b9a\u65f6\u3001\u622a\u56fe\u3001\u6587\u4ef6\u53d8\u5316\u3001\u90ae\u4ef6\u7b49\u89e6\u53d1\u573a\u666f\uff0c\u89e3\u51b3\u7684\u662f\u975e\u6280\u672f\u7528\u6237\u201c\u60f3\u81ea\u52a8\u5316\u4f46\u4e0d\u4f1a\u5199\u903b\u8f91\u201d\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\/d669ebbe-5622-4d3e-ba26-1676d21f7df1.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\/b60e5a65-18e8-4667-91a7-edbd733078d1.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=2zZO9r1K-S8\"><source src=\"https:\/\/www.youtube.com\/watch?v=2zZO9r1K-S8\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Mac<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Mac\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u7f16\u7a0b<\/span><br \/>\n <span class=\"tag\">AI\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u526a\u8d34\u677f\u8bc6\u522b<\/span><br \/>\n <span class=\"tag\">\u5c4f\u5e55\u611f\u77e5<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">\u591a\u8bed\u8a00\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u5927\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u5efa\u8bae<\/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>\u6709\u6548\u8bc4\u8bba\u805a\u7126\u4e24\u70b9\uff1a\u4e00\u662f\u786e\u8ba4\u8be5\u5de5\u5177\u5b8c\u5168\u65e0\u53ef\u89c6\u5316\u7f16\u8f91\u5668\uff0c\u7eaf\u81ea\u7136\u8bed\u8a00\u89e6\u53d1\uff0c\u652f\u6301\u5341\u79cd\u8bed\u8a00\u5e76\u81ea\u52a8\u751f\u6210\u53ef\u8bfb\u6b65\u9aa4\uff1b\u4e8c\u662f\u9ad8\u5ea6\u5173\u6ce8\u201c\u81ea\u52a8\u5efa\u8bae\u91cd\u590d\u64cd\u4f5c\u201d\u7684\u9690\u79c1\u8fb9\u754c\u2014\u2014\u7528\u6237\u8be2\u95ee\u5b83\u5230\u5e95\u5728\u201c\u770b\u201d\u4ec0\u4e48\u3001\u6570\u636e\u662f\u5426\u79bb\u673a\u3002\u5b98\u65b9\u56de\u5e94\u660e\u786e\uff1a\u4e0d\u8bfb\u53d6\u526a\u8d34\u677f\u5185\u5bb9\uff0c\u4ec5\u5206\u7c7b\u7c7b\u578b\u548c\u751f\u6210\u52a0\u76d0\u6307\u7eb9\uff0c\u5efa\u8bae\u5f15\u64ce\u96f6\u8054\u7f51\uff0c\u5de5\u4f5c\u6d41\u8fd0\u884c\u65f6\u82e5\u8c03\u7528 AI \u4f1a\u53d1\u9001\u6570\u636e\uff0c\u4f46\u53ef\u9009 Ollama \u672c\u5730\u6a21\u578b\u5b9e\u73b0\u5b8c\u5168\u79bb\u7ebf\u3002\u7528\u6237\u5bf9\u9690\u79c1\u65b9\u6848\u8868\u793a\u8ba4\u53ef\uff0c\u4f46\u56e2\u961f\u90e8\u7f72\u524d\u4ecd\u9700\u66f4\u900f\u660e\u7684\u8bf4\u660e\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Trama \u7684\u91ce\u5fc3\u4e0d\u662f\u505a\u53c8\u4e00\u4e2a\u201c\u66f4\u7b80\u5355\u7684 Zapier\u201d\uff0c\u800c\u662f\u7528 LLM \u5f7b\u5e95\u62b9\u6389\u201c\u81ea\u52a8\u5316\u201d\u8fd9\u4e2a\u6982\u5ff5\u672c\u8eab\u7684\u95e8\u69db\u3002\u5b83\u62bc\u6ce8\u4e00\u4e2a\u88ab\u540c\u884c\u5ffd\u89c6\u7684\u771f\u76f8\uff1a\u7edd\u5927\u591a\u6570\u7528\u6237\u4e0d\u662f\u4e0d\u60f3\u81ea\u52a8\u5316\uff0c\u800c\u662f\u88ab\u5757\u72b6\u903b\u8f91\u548c\u6761\u4ef6\u5224\u65ad\u5413\u9000\u4e86\u3002\u628a\u201c\u63cf\u8ff0\u201d\u53d8\u6210\u6267\u884c\uff0c\u8fd9\u4e00\u5200\u5207\u5f97\u51c6\uff0c\u5207\u5f97\u72e0\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u201c\u751f\u6210\u5de5\u4f5c\u6d41\u201d\uff0c\u800c\u5728\u201c\u53d1\u73b0\u5de5\u4f5c\u6d41\u201d\u2014\u2014\u90a3\u53e5\u201c\u5b83\u6ce8\u610f\u5230\u4f60\u91cd\u590d\u4ec0\u4e48\u5e76\u4e3b\u52a8\u5efa\u8bae\u201d\u624d\u662f\u6740\u624b\u950f\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u628a\u81ea\u52a8\u5316\u4ece\u201c\u88ab\u52a8\u5de5\u5177\u201d\u5347\u7ea7\u4e3a\u201c\u4e3b\u52a8\u7ba1\u5bb6\u201d\uff0c\u662f\u4ea7\u54c1\u4ece\u201c\u6548\u7387\u63d0\u5347\u201d\u8dc3\u8fc1\u5230\u201c\u884c\u4e3a\u6d1e\u5bdf\u201d\u7684\u7ef4\u5ea6\u5dee\u5f02\u3002\u4e0d\u8fc7\uff0c\u8bc4\u8bba\u4e2d\u8ffd\u95ee\u9690\u79c1\u7684\u5c16\u9510\u95ee\u9898\u4e5f\u6233\u4e2d\u4e86\u8f6f\u808b\uff1a\u7528\u6237\u613f\u610f\u8ba9 AI \u5e2e\u4f60\u505a\u4e8b\uff0c\u4e0d\u4ee3\u8868\u613f\u610f\u8ba9 AI \u5077\u5077\u89c2\u5bdf\u4f60\u505a\u4e8b\u3002\u5b98\u65b9\u56de\u5e94\u5c3d\u7ba1\u7cbe\u5fc3\u8bbe\u8ba1\uff08\u7c7b\u578b\u5206\u7c7b\u3001\u6307\u7eb9\u3001\u96f6\u8054\u7f51\uff09\uff0c\u5374\u66b4\u9732\u51fa\u4e00\u4e2a\u6df1\u5c42\u7126\u8651\u2014\u2014\u8fd9\u4e2a\u529f\u80fd\u4e00\u65e6\u88ab\u7528\u6237\u611f\u77e5\u4e3a\u201c\u76d1\u89c6\u201d\uff0c\u54ea\u6015\u6280\u672f\u518d\u6e05\u767d\uff0c\u4fe1\u4efb\u6210\u672c\u4e5f\u6781\u9ad8\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u4e3a\u81f4\u547d\u7684\u6311\u6218\u5728\u4e8e\u201c\u51c6\u786e\u6027\u4e0e\u5bb9\u9519\u201d\u3002\u81ea\u7136\u8bed\u8a00\u5929\u751f\u6a21\u7cca\uff0c\u800c\u81ea\u52a8\u5316\u6267\u884c\u662f\u7edd\u5bf9\u7cbe\u786e\u7684\u3002AI \u751f\u6210\u7684\u6b65\u9aa4\u4e00\u65e6\u5728\u67d0\u4e2a\u8fb9\u7f18\u573a\u666f\u51fa\u9519\uff0c\u7528\u6237\u4fee\u590d\u5b83\u7684\u6210\u672c\u53ef\u80fd\u8fdc\u9ad8\u4e8e\u624b\u5de5\u64cd\u4f5c\u4e00\u6b21\u3002\u201cAI \u89e3\u91ca\u9519\u8bef\u5e76\u4e00\u952e\u4fee\u590d\u201d\u542c\u8d77\u6765\u5f88\u7f8e\uff0c\u4f46\u5728 macOS \u7cfb\u7edf\u6743\u9650\u3001AppleScript \u602a\u5f02\u8bed\u6cd5\u548c\u5916\u58f3\u811a\u672c\u7684\u9677\u9631\u9762\u524d\uff0c\u81ea\u52a8\u4fee\u590d\u7684\u8fb9\u754c\u975e\u5e38\u7a84\uff0c\u8fc7\u5ea6\u627f\u8bfa\u5bb9\u6613\u53cd\u566c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7b56\u7565\u4e0a\uff0cTrama \u9009\u62e9\u201c\u81ea\u5e26\u5bc6\u94a5\uff0c\u53ef\u63a5 Ollama\u201d\u662f\u806a\u660e\u7684\u4e00\u6b65\u2014\u2014\u8fd9\u65e2\u89c4\u907f\u4e86 AI \u6210\u672c\u9ed1\u6d1e\uff0c\u53c8\u5728\u4f01\u4e1a\u9690\u79c1\u573a\u666f\u4e2d\u6495\u5f00\u4e00\u4e2a\u5207\u53e3\u3002\u4f46\u8fd9\u4e5f\u610f\u5473\u7740\u5b83\u653e\u5f03\u4e86\u5bf9\u63a8\u7406\u94fe\u7684\u638c\u63a7\uff0c\u540c\u4e00\u4e2a\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u5728\u4e0d\u540c\u6a21\u578b\u4e0b\u53ef\u80fd\u751f\u6210\u622a\u7136\u4e0d\u540c\u7684\u5de5\u4f5c\u6d41\uff0c\u4e00\u81f4\u6027\u96be\u4ee5\u4fdd\u8bc1\u3002\u957f\u8fdc\u770b\uff0cTrama \u6700\u8be5\u505a\u7684\u4e0d\u662f\u7ee7\u7eed\u5806\u6a21\u578b\u652f\u6301\uff0c\u800c\u662f\u81ea\u5efa\u4e00\u4e2a\u201c\u5df2\u9a8c\u8bc1\u811a\u672c\u5e93\u201d\uff0c\u7528\u793e\u533a\u4f17\u5305\u7684\u65b9\u5f0f\u6765\u515c\u5e95 AI \u751f\u6210\u7684\u4e0d\u53ef\u9760\uff0c\u5426\u5219\u5b83\u6c38\u8fdc\u505c\u7559\u5728\u201c\u6f14\u793a\u60ca\u8273\u3001\u751f\u4ea7\u7cdf\u5fc3\u201d\u7684\u602a\u5708\u3002\u4e00\u53e5\u8bdd\uff1a\u5b83\u780d\u6389\u4e86\u7f16\u7a0b\u7684\u76ae\uff0c\u5374\u8fd8\u6ca1\u89e3\u51b3\u597d AI \u7684\u9aa8\u5934\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\">Trama<\/span>\n <\/div>\n<div class=\"comment-content\">Zapier and Shortcuts make you think like a programmer: blocks, flows, conditions. Trama removes that layer. Press Cmd+Option+X, describe what you repeat in your own words, and it runs in the background. What is different: \u00b7 Your language, not just English \u00b7 Native Mac reach: AppleScript, shell, OCR, screen awareness \u00b7 It notices what you repeat and suggests the automation \u00b7 If it breaks, AI explains the error and fixes it in one tap \u00b7 Your key: Claude, GPT, Gemini, Groq.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">So Trama has no visual editor at all. You press Cmd+Option+X anywhere on<br \/>\nyour Mac, describe what you repeat in your own language \u2014 English,<br \/>\nPortuguese, Spanish, Japanese, ten in total \u2014 and it builds the automation,<br \/>\nshows you the steps in readable language, and runs it in the background on<br \/>\nwhatever trigger fits: clipboard, a schedule, a screenshot, a file change,<br \/>\nan incoming email.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Shortcuts always made me feel like I failed a programming exam, so describing the thing in my own words is the version of automation I’ve been waiting for. The notices-what-you-repeat part is the bit I need explained though: what is it watching to spot the repetition, and does any of that leave my Mac? That’s the question my whole team will ask before I’m allowed to install it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yelyzaveta_kibets\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yelyzaveta_kibets<\/a> It never reads what you copy. It classifies each copy into a type \u2014 link, code, email address \u2014 then throws the text away. What’s stored is the type, a timestamp, and a salted one-way fingerprint so “the same link three times” doesn’t count as a habit. No text, no URLs, no window titles. PINs and card numbers are skipped before even that.<\/p>\n<p>None of it leaves your Mac. The suggestion engine makes zero network calls and isn’t part of what syncs. Settings \u2192 Suggestions & Privacy shows everything it’s holding, with a button to erase it.<\/p>\n<p>Noticing which apps you open is a separate thing, off by default, that you turn on yourself \u2014 and only for apps it can actually automate.<\/p>\n<\/p>\n<p>The one caveat worth saying out loud: a workflow you build does send data out when it runs \u2014 if it summarizes an email, that email goes to the AI provider you picked. You choose that provider, and it can be a model running locally via Ollama. Point it there and nothing leaves your machine at all.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#11<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/R2WY3CAIXHTVOZ\" class=\"app-title\">Phoenix<\/a><\/p>\n<div class=\"one-liner\">AI coding agent built for iOS, macOS app development<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">96<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Phoenix\u662f\u4e00\u6b3e\u4e13\u4e3aiOS\/macOS\u5f00\u53d1\u6253\u9020\u7684AI\u7f16\u7a0b\u4ee3\u7406\uff0c\u80fd\u76f4\u63a5\u64cd\u4f5cXcode\u9879\u76ee\uff0c\u81ea\u52a8\u7f16\u5199\u548c\u4fee\u6539\u4ee3\u7801\u3001\u8fd0\u884c\u6784\u5efa\u3001\u8bca\u65ad\u5e76\u4fee\u590d\u9519\u8bef\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u4ece\u96f6\u628a\u60f3\u6cd5\u53d8\u6210\u53ef\u8fd0\u884c\u7684\u5e94\u7528\uff0c\u89e3\u51b3\u901a\u7528AI\u7f16\u7a0b\u5de5\u5177\u4e0d\u61c2\u82f9\u679c\u751f\u6001\u5de5\u7a0b\u7ec6\u8282\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\/6efe2090-4ed1-446b-96a7-280de01ffb1e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5ec1d502-ea61-459e-841f-dbe8db1598b2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/73b0486a-2912-4c04-82c5-8097695b119b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7c48e2f3-1095-4bd0-bceb-903a3d4b4111.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/adfc797c-e791-4a3d-a2d0-af5621649ef9.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\/ec1c8734-869e-4586-84f8-04750d7ca4bd.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=1RCGE6r0230\"><source src=\"https:\/\/www.youtube.com\/watch?v=1RCGE6r0230\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Vibe coding<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f16\u7a0b\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">iOS\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">macOS\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">Xcode\u5de5\u5177\u94fe<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u6784\u5efa<\/span><br \/>\n <span class=\"tag\">\u9519\u8bef\u8bca\u65ad<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u7aef\u5f00\u53d1\u6548\u7387<\/span><br \/>\n <span class=\"tag\">\u539f\u751f\u5e94\u7528\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4ee3\u7801\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u6700\u5173\u5fc3AI\u5bf9\u5de5\u7a0b\u6587\u4ef6\u7684\u5904\u7406\u80fd\u529b\uff08\u5982pbxproj\uff09\uff0c\u4ee5\u53ca\u80fd\u5426\u533a\u5206\u7f16\u8bd1\u9519\u8bef\u4e0e\u7b7e\u540d\/\u914d\u7f6e\u5931\u8d25\u3002\u5f00\u53d1\u8005\u5e0c\u671bAI\u80fd\u5904\u7406\u201c\u4ee3\u7801\u4e4b\u5916\u201d\u7684\u7e41\u7410\u73af\u8282\uff0c\u800c\u975e\u4ec5\u4ec5\u5199\u4ee3\u7801\u672c\u8eab\u3002\u521b\u59cb\u56e2\u961f\u56de\u5e94\u79f0\u8fd9\u6b63\u662fPhoenix\u7684\u805a\u7126\u65b9\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 Phoenix\u7684\u5b9a\u4f4d\u5f88\u806a\u660e\uff0c\u5b83\u6ca1\u6709\u53bb\u548c\u901a\u7528\u7f16\u7a0b\u5927\u6a21\u578b\u62fc\u201c\u5199\u4ee3\u7801\u201d\u7684\u5671\u5934\uff0c\u800c\u662f\u7cbe\u51c6\u5207\u5165iOS\u5f00\u53d1\u4e2d\u6700\u82e6\u3001\u6700\u5bb9\u6613\u88ab\u4f4e\u4f30\u7684\u6697\u5751\uff1aXcode\u5de5\u7a0b\u6587\u4ef6\u7684\u8106\u5f31\u6027\u3001\u7b7e\u540d\u4e0e\u8bc1\u4e66\u914d\u7f6e\u7684\u7384\u5b66\u3001\u4ee5\u53ca\u6784\u5efa\u65e5\u5fd7\u4e2d\u8868\u9762\u76f8\u4f3c\u4f46\u6210\u56e0\u8fe5\u5f02\u7684\u62a5\u9519\u3002\u8fd9\u6070\u6070\u662f\u901a\u7528AI agent\uff08\u5982Copilot\u3001Cursor\uff09\u5728\u82f9\u679c\u751f\u6001\u91cc\u7684\u81f4\u547d\u77ed\u677f\u2014\u2014\u5b83\u4eec\u80fd\u5199\u51fa\u6f02\u4eae\u7684Swift\uff0c\u5374\u4f1a\u4e00\u624b\u6bc1\u6389.pbxproj\uff0c\u7136\u540e\u8ba9\u5f00\u53d1\u8005\u5728\u4e00\u4e2a\u4e0e\u9700\u6c42\u65e0\u5173\u7684\u6784\u5efa\u5931\u8d25\u91cc\u6d6a\u8d39\u534a\u5c0f\u65f6\u3002Phoenix\u7684\u201c\u61c2\u5de5\u7a0b\u201d\u800c\u975e\u201c\u61c2\u8bed\u6cd5\u201d\u7684\u5dee\u5f02\u5316\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u505aiOS\u5f00\u53d1\u7684\u201c\u64cd\u4f5c\u7cfb\u7edf\u7ea7\u201d\u4ee3\u7406\uff0c\u800c\u4e0d\u662f\u4e00\u4e2a\u4ee3\u7801\u8865\u5168\u63d2\u4ef6\u3002\u4ece\u8bc4\u8bba\u6765\u770b\uff0c\u65e9\u671f\u7528\u6237\u662f\u6e05\u9192\u7684\uff0c\u4ed6\u4eec\u4e0d\u5962\u6c42AI\u4ee3\u5199\u4e1a\u52a1\u903b\u8f91\uff0c\u53ea\u6c42\u5b83\u522b\u628a\u5de5\u7a0b\u641e\u574f\u3001\u80fd\u533a\u5206\u7f16\u8bd1\u9519\u8bef\u548c\u7b7e\u540d\u95ee\u9898\u2014\u2014\u8fd9\u53cd\u800c\u63ed\u793a\u4e86AI\u7f16\u7a0b\u5de5\u5177\u7684\u771f\u5b9e\u4ef7\u503c\u6d3c\u5730\uff1a\u786e\u5b9a\u6027\u6d41\u7a0b\u7684\u81ea\u52a8\u5316\uff08\u6784\u5efa\u3001\u914d\u7f6e\u3001\u9519\u8bef\u5206\u7c7b\uff09\u8fdc\u6bd4\u521b\u9020\u6027\u4ee3\u7801\u751f\u6210\u66f4\u5177\u843d\u5730\u610f\u4e49\u3002\u82e5Phoenix\u771f\u80fd\u628a\u8fd9\u4e24\u70b9\u505a\u5230\u7a33\u5b9a\u53ef\u9760\uff0c\u5b83\u7684\u4ef7\u503c\u4e0d\u4e9a\u4e8e\u7ed9\u6bcf\u4e2aiOS\u5f00\u53d1\u8005\u914d\u4e86\u4e00\u4e2a\u968f\u53eb\u968f\u5230\u7684\u8d44\u6df1\u8fd0\u7ef4\u3002\u4f46\u98ce\u9669\u5728\u4e8e\uff0c\u82f9\u679c\u5de5\u5177\u7684\u5c01\u95ed\u6027\u548c\u6bcf\u6b21Xcode\u5927\u7248\u672c\u66f4\u65b0\u7684\u7834\u574f\u6027\uff0c\u4f1a\u8ba9\u7ef4\u62a4\u6210\u672c\u9661\u589e\uff1b\u5982\u679c\u5b83\u53ea\u80fd\u9002\u914d\u8001\u7248\u672cXcode\uff0c\u90a3\u5f88\u5feb\u4f1a\u6ca6\u4e3a\u5c1d\u9c9c\u73a9\u5177\u3002\u76ee\u524d96\u7968\u7684\u58f0\u91cf\u504f\u5c0f\uff0c\u80fd\u5426\u5728\u72ec\u7acb\u5f00\u53d1\u8005\u4e4b\u5916\u83b7\u5f97\u56e2\u961f\u7ea7\u4fe1\u4efb\uff0c\u8fd8\u9700\u8981\u770b\u5b83\u5bf9\u590d\u6742\u591a\u6a21\u5757\u5de5\u7a0b\u3001CocoaPods\/SwiftPM\u6df7\u5408\u4f9d\u8d56\u7684\u771f\u5b9e\u5904\u7406\u80fd\u529b\u3002\u4e0d\u8fc7\u65b9\u5411\u5bf9\u4e86\uff0c\u5269\u4e0b\u7684\u5c31\u662f\u62fc\u6267\u884c\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\">Phoenix<\/span>\n <\/div>\n<div class=\"comment-content\">Phoenix is an AI coding agent built specifically for iOS development. It writes and edits code, runs builds and tools, diagnoses errors, and helps you take an iOS project from idea to working app.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Answering your question: the part I’d want handled is everything around the code, not the code. Generic agents write perfectly good Swift and then mangle the pbxproj adding the file, and you find out from a build failure that has nothing to do with what you asked for. The other one is telling a compile error apart from a signing or provisioning failure, because they look similar in the log and the fixes aren’t related at all. Get those two right and the code writing matters a lot less than people assume.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@asadmalik901\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@asadmalik901<\/a> Thank you for sharing this \u2014 really appreciate the perspective. The distinction between code issues and Xcode project, build, signing, or provisioning issues is an important one. It\u2019s also a big part of what we\u2019re focusing on with Phoenix.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi Product Hunt,<br \/>\nWe built Phoenix because iOS development has a lot of repetitive work between writing code and actually getting an app running.<br \/>\nPhoenix is an AI coding agent built specifically for iOS development. It can work with your project, edit code, run builds and tools, diagnose errors, and help iterate towards a working app.<br \/>\nWe wanted an agent that understands the realities of iOS development rather than treating an Xcode project like a generic codebase.<br \/>\nWe’d love to hear from iOS developers:<br \/>\nWhat part of your iOS development workflow would you most want an AI agent to handle?<br \/>\nTry Phoenix and let us know what breaks, what works, and what you’d like to see next.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/EIVQY453NHXK2T\" class=\"app-title\">Lucid Train<\/a><\/p>\n<div class=\"one-liner\">Build system design for new and existing codebase<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">93<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Lucid Train \u662f\u4e00\u6b3e\u9762\u5411\u5f00\u53d1\u8005\u7684\u4ee3\u7801\u67b6\u6784\u53ef\u89c6\u5316\u5de5\u5177\uff0c\u80fd\u81ea\u52a8\u4ece\u73b0\u6709\u6216\u65b0\u5efa\u4ee3\u7801\u5e93\u751f\u6210\u67b6\u6784\u56fe\uff0c\u5e76\u5c06\u5176\u4f5c\u4e3a\u89c4\u683c\u8bf4\u660e\u4e66\u76f4\u63a5\u4ea4\u7ed9\u7f16\u7801\u667a\u80fd\u4f53\uff08\u5982 Claude\u3001Codex\uff09\u4f7f\u7528\uff0c\u5168\u7a0b\u652f\u6301\u672c\u5730\u6a21\u578b\u3001\u5b8c\u5168\u79bb\u7ebf\uff0c\u89e3\u51b3\u201c\u4e0d\u77e5\u9053 AI \u5230\u5e95\u5199\u4e86\u4ec0\u4e48\u3001\u7cfb\u7edf\u5982\u4f55\u8fd0\u8f6c\u201d\u7684\u76f2\u98de\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\/37da78b1-5904-433c-bf8b-6d04e70629a6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/74bc00bb-351a-4f73-8fdb-f81a7ccfade8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c22ce642-b3f6-4906-a6ea-c4bc27febd22.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0d9ed081-d8d4-4368-bf0e-a83f9a54d9ff.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\/2b88fe1e-a57e-4244-af8f-497f7292317f.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=Qrxc55HGojA\"><source src=\"https:\/\/www.youtube.com\/watch?v=Qrxc55HGojA\" 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\">Software Engineering<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4ee3\u7801\u67b6\u6784\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u7cfb\u7edf\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u67b6\u6784\u56fe<\/span><br \/>\n <span class=\"tag\">\u79bb\u7ebfAI<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u7f16\u7801\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u5e93\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">\u9057\u7559\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u9759\u6001\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\u8ba4\u53ef\u5176\u201c\u5148\u770b\u6e05\u7cfb\u7edf\u518d\u4ea4\u7ed9 Agent\u201d\u7684\u601d\u8def\uff0c\u5c24\u5176\u5bf9\u672c\u5730\u4f18\u5148\u3001\u79bb\u7ebf\u751f\u6210\u89c4\u683c\u8bf4\u660e\u8868\u793a\u8d5e\u8d4f\uff0c\u8ba4\u4e3a\u5bf9\u9057\u7559\u4ee3\u7801\u548c\u201cvibe coding\u201d\u573a\u666f\u5f88\u6709\u4ef7\u503c\u3002\u4e5f\u6709\u7528\u6237\u6307\u51fa\u5176\u4f18\u70b9\u662f\u80fd\u5feb\u901f\u5b9a\u4f4d\u7cfb\u7edf\u65ad\u70b9\u5e76\u4fee\u590d\uff0c\u4e14\u4e0d\u7ed1\u5b9a\u7279\u5b9a AI \u6a21\u578b\uff08Claude\/Codex \u7686\u53ef\u7528\uff09\u3002\u672a\u89c1\u660e\u663e\u8d1f\u9762\u6216\u5177\u4f53\u529f\u80fd\u5efa\u8bae\uff0c\u53cd\u9988\u4ee5\u80af\u5b9a\u548c\u9f13\u52b1\u4e3a\u4e3b\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 Lucid Train \u8e29\u4e2d\u7684\u75db\u70b9\u771f\u5b9e\u4e14\u666e\u904d\uff1a\u5f53\u5f00\u53d1\u8005\u5728\u201cvibe coding\u201d\uff08\u653e\u98de\u5f0f AI \u7f16\u7a0b\uff09\u4e4b\u540e\uff0c\u9762\u5bf9\u4e00\u56e2\u4e71\u9ebb\u7684\u4ee3\u7801\u5e93\uff0c\u6700\u5927\u7684\u6050\u60e7\u4e0d\u662f\u201c\u4ee3\u7801\u80fd\u8dd1\u201d\uff0c\u800c\u662f\u201c\u4e0d\u77e5\u9053\u5b83\u4e3a\u4ec0\u4e48\u80fd\u8dd1\uff0c\u4ee5\u53ca\u54ea\u91cc\u4f1a\u5d29\u201d\u3002\u4f20\u7edf\u67b6\u6784\u56fe\u5de5\u5177\u53ea\u662f\u201c\u6f02\u4eae\u6587\u6863\u201d\uff0cLucid Train \u7684\u5dee\u5f02\u5316\u5728\u4e8e\u628a\u67b6\u6784\u56fe\u53d8\u6210\u201c\u53ef\u6267\u884c\u7684\u89c4\u683c\u8bf4\u660e\u4e66\u201d\uff0c\u76f4\u63a5\u5582\u7ed9\u7f16\u7801\u667a\u80fd\u4f53\u2014\u2014\u8fd9\u662f\u4ece\u201c\u53ef\u89c6\u5316\u201d\u5230\u201c\u89c4\u7ea6\u5316\u201d\u7684\u8d28\u53d8\uff0c\u76f8\u5f53\u4e8e\u7ed9 AI \u5199\u4f5c\u753b\u4e86\u4e00\u5f20\u5730\u56fe\uff0c\u800c\u4e0d\u662f\u8ba9\u5b83\u7ee7\u7eed\u5728\u8ff7\u96fe\u91cc\u4e71\u649e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5fc5\u987b\u6307\u51fa\u51e0\u4e2a\u9690\u5fe7\u3002\u7b2c\u4e00\uff0c\u201c\u67b6\u6784\u56fe\u5373\u89c4\u683c\u201d\u5728\u7406\u8bba\u4e0a\u4f18\u96c5\uff0c\u5b9e\u8df5\u4e2d\u5bb9\u6613\u5931\u771f\u2014\u2014\u4ee3\u7801\u5e93\u7684\u5b9e\u9645\u884c\u4e3a\u4e0e\u9759\u6001\u67b6\u6784\u5f80\u5f80\u5b58\u5728\u504f\u5dee\uff0c\u5c24\u5176\u662f\u52a8\u6001\u53cd\u5c04\u3001\u4e8b\u4ef6\u9a71\u52a8\u6216\u5f3a\u8026\u5408\u7684\u9057\u7559\u7cfb\u7edf\uff0c\u751f\u6210\u7684\u56fe\u53ef\u80fd\u53ea\u662f\u201c\u770b\u8d77\u6765\u5bf9\u7684\u8c0e\u8a00\u201d\u3002\u7b2c\u4e8c\uff0c\u5b8c\u5168\u79bb\u7ebf\u3001\u672c\u5730\u6a21\u578b\u542c\u8d77\u6765\u5b89\u5168\uff0c\u4f46\u5927\u578b\u6a21\u578b\u5728\u672c\u5730\u90e8\u7f72\u7684\u8d44\u6e90\u95e8\u69db\u4f1a\u529d\u9000\u7edd\u5927\u591a\u6570\u4e2a\u4eba\u5f00\u53d1\u8005\uff0c\u8fd9\u4e2a\u201c\u5168\u79bb\u7ebf\u201d\u66f4\u50cf\u662f\u4f01\u4e1a\u79c1\u6709\u5316\u90e8\u7f72\u7684\u5356\u70b9\uff0c\u800c\u975e\u5927\u4f17\u5356\u70b9\u3002\u7b2c\u4e09\uff0c\u6295\u7968\u6570\u4ec5 93\uff0c\u8bc4\u8bba\u5be5\u5be5\u4e14\u51e0\u4e4e\u5168\u662f\u5ba2\u5957\u5f0f\u5439\u6367\uff08\u751a\u81f3\u51fa\u73b0\u5f00\u53d1\u8005\u81ea\u5df1\u56de\u5e16\u70b9\u8d5e\u7684\u7591\u4f3c\u81ea\u55e8\uff09\uff0c\u7f3a\u4e4f\u771f\u5b9e\u6280\u672f\u7ec6\u8282\u548c\u5bf9\u6bd4\u6570\u636e\uff08\u5982\u751f\u6210\u901f\u5ea6\u3001\u652f\u6301\u8bed\u8a00\u8303\u56f4\u3001\u4e0e\u73b0\u6709\u5de5\u5177\u5982 StructureFlow \u7684\u5dee\u5f02\uff09\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u753b\u56fe\u201d\uff0c\u800c\u5728\u4e8e\u201c\u8ba9 AI \u5728\u7ea6\u675f\u4e0b\u5de5\u4f5c\u201d\u3002\u5982\u679c Lucid Train \u80fd\u5728\u751f\u6210\u67b6\u6784\u56fe\u540e\uff0c\u5c06\u5176\u4f5c\u4e3a\u5f3a\u7ea6\u675f\u6761\u4ef6\u2014\u2014\u6bd4\u5982\u7981\u6b62 Agent \u8de8\u8d8a\u5df2\u5b9a\u4e49\u7684\u6a21\u5757\u8fb9\u754c\u3001\u5f3a\u5236\u4f9d\u8d56\u65b9\u5411\u2014\u2014\u5b83\u5c31\u6709\u673a\u4f1a\u6210\u4e3a AI \u7f16\u7801\u6d41\u7a0b\u4e2d\u7684\u201c\u5b89\u5168\u5e26\u201d\u3002\u4f46\u82e5\u53ea\u662f\u628a\u56fe\u8f6c\u6210\u81ea\u7136\u8bed\u8a00\u63d0\u793a\u8bcd\uff0c\u90a3\u5b83\u548c\u201c\u8ba9 AI \u8bfb README\u201d\u6ca1\u6709\u672c\u8d28\u533a\u522b\u3002\u5efa\u8bae\u56e2\u961f\u5c3d\u5feb\u516c\u5f00\u57fa\u51c6\u6d4b\u8bd5\uff08\u9488\u5bf9\u5927\u578b\u5f00\u6e90\u4ed3\u5e93\u7684\u751f\u6210\u51c6\u786e\u7387\u3001\u4eba\u5de5\u4fee\u8ba2\u7387\uff09\uff0c\u5e76\u660e\u786e\u652f\u6301\u7684\u8bed\u8a00\u548c\u6846\u67b6\u8fb9\u754c\uff0c\u5426\u5219\u5bb9\u6613\u6ca6\u4e3a\u53c8\u4e00\u4e2a\u201c\u6f02\u4eae\u7684\u73a9\u5177\u201d\u3002\u5728 AI \u7f16\u7801\u5de5\u5177\u6cdb\u6ee5\u7684\u4eca\u5929\uff0c\u80fd\u7ba1\u4f4f AI \u7684\u5de5\u5177\uff0c\u6bd4\u80fd\u5199\u51fa AI \u7684\u5de5\u5177\u66f4\u7a00\u7f3a\u2014\u2014Lucid Train \u6709\u8fd9\u4e2a\u96cf\u5f62\uff0c\u4f46\u79bb\u201c\u7ba1\u4f4f\u201d\u8fd8\u5dee\u4e00\u4e2a\u5de5\u7a0b\u5316\u7684\u8ddd\u79bb\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Lucid Train<\/span>\n <\/div>\n<div class=\"comment-content\">Lucid Train generates architecture diagrams from your codebase, then hands the diagram to a coding agent as a specification. Local models, fully offline.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I was not sure what claude or codex wrote during my vibe coding sessions.<\/p>\n<p>So I developed an app that can be used to visualize the architecture of the not so sloppy code \ud83d\ude05 .<\/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\/@arnab_bhattacharya2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arnab_bhattacharya2<\/a> Nice launch Congrats\ud83d\ude4clove the local-first approach,a generating system specs offline before handing them to an agent is a game-changer for working with legacy code. all the best for your 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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@arnab_bhattacharya2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arnab_bhattacharya2<\/a> Love the honesty about not knowing what Claude left behind during those vibe coding sessions\u2014it\u2019s a real struggle many founders face. Congrats on the launch<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This really helps in figuring it out where the system breaks and quickly patch it also the advantage is we can use any ai model of our choice not limited to claude \/ codex <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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<\/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\/3DTTW4XISHZK6G\" class=\"app-title\">Destiny Rings<\/a><\/p>\n<div class=\"one-liner\">Proximity-powered dating, social & networking<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">90<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Destiny Rings \u662f\u4e00\u6b3e\u57fa\u4e8e\u84dd\u7259\u667a\u80fd\u6212\u6307\u4e0e\u624b\u673aApp\u8054\u52a8\u7684\u201c\u8fd1\u573a\u793e\u4ea4\u201d\u5e94\u7528\uff0c\u901a\u8fc7\u5b9e\u65f6\u7269\u7406\u8ddd\u79bb\u611f\u77e5\uff0c\u5728\u9152\u5427\u3001\u805a\u4f1a\u3001\u8857\u5934\u7b49\u771f\u5b9e\u573a\u666f\u4e2d\u5411\u7528\u6237\u63d0\u793a\u9644\u8fd1\u6709\u5171\u540c\u504f\u597d\u7684\u4eba\uff0c\u5e76\u4ee5\u201c\u53d1\u4fe1\u53f7\u2014\u547d\u8fd0\u68c0\u67e5\u2014\u5f53\u9762\u89e3\u9501\u201d\u7684\u6d41\u7a0b\u4fc3\u6210\u7ebf\u4e0b\u5373\u65f6\u76f8\u8bc6\uff0c\u66ff\u4ee3\u4f20\u7edf\u65e0\u9650\u6ed1\u5361\u5f0f\u4ea4\u53cb\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\/5adf1757-48b8-4e65-9dec-8dfc4192c6de.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0c82c531-641b-4c91-a5d0-b6e8e82ed2ac.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/42192465-8ff2-42c6-9926-bb870b5e6948.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/29266c37-4d69-41cb-a019-c2d4b5ea8739.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/efb34624-3e87-429e-97cb-150b43e7d880.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/14fbfba8-8e9b-4e77-b143-65878ce760ca.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/934b9651-bf9e-4cdc-aab5-6afc1fcf55ee.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\/9fea5868-b825-4d0c-863e-b989c3b06dd6.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/mK4m2NjpaH4\"><source src=\"https:\/\/youtu.be\/mK4m2NjpaH4\" 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\">Dating<\/span><br \/>\n <span class=\"tag\">Wearables<\/span><br \/>\n <span class=\"tag\">Social Networking<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8fd1\u573a\u793e\u4ea4<\/span><br \/>\n <span class=\"tag\">\u84dd\u7259\u667a\u80fd\u6212\u6307<\/span><br \/>\n <span class=\"tag\">\u7ebf\u4e0b\u7ea6\u4f1a<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6 proximity \u5339\u914d<\/span><br \/>\n <span class=\"tag\">\u53cd\u6ed1\u5361\u75b2\u52b3<\/span><br \/>\n <span class=\"tag\">\u573a\u666f\u5316\u793e\u4ea4<\/span><br \/>\n <span class=\"tag\">\u7ea6\u4f1a+\u793e\u4ea4+\u804c\u573a\u6a21\u5f0f<\/span><br \/>\n <span class=\"tag\">\u786c\u6838\u793e\u4ea4\u786c\u4ef6<\/span><br \/>\n <span class=\"tag\">\u57ce\u5e02\u5b64\u72ec\u75c7\u89e3\u836f<\/span><br \/>\n <span class=\"tag\">\u65e9\u671f\u521b\u4e1a\u4ea7\u54c1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u201c\u544a\u522b\u65e0\u9650\u6ed1\u5361\u3001\u771f\u5b9e\u89c1\u9762\u201d\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u8ba4\u4e3a\u66f4\u7b26\u5408\u4eba\u9645\u8fde\u63a5\u672c\u8d28\u3002\u4e3b\u8981\u8d28\u7591\u96c6\u4e2d\u5728\u5608\u6742\u62e5\u6324\u73af\u5883\u4e0b\uff08\u5982\u6ee1\u5458\u9152\u5427\uff09\u4fe1\u53f7\u8fc7\u6ee4\u4e0e\u51c6\u786e\u6027\u95ee\u9898\uff1b\u521b\u59cb\u4eba\u56de\u5e94\u79f0\u901a\u8fc7\u4fe1\u53f7\u5f3a\u5ea6\u4e0e\u53ef\u8c03\u63a2\u6d4b\u8303\u56f4\u4f18\u5316\uff0c\u5e76\u627f\u8ba4\u4ecd\u5904beta\u4e3b\u52a8\u8c03\u4f18\u3002\u53e6\u6709\u8bc4\u8bba\u547c\u5524\u66f4\u5177\u201c\u9762\u5bf9\u9762\u538b\u529b\u201d\u7684\u771f\u5b9e\u4e92\u52a8\uff0c\u4e5f\u6709\u7528\u6237\u5bf9\u6a21\u5f0f\u8bbe\u8ba1\uff08\u7ea6\u4f1a\/\u793e\u4ea4\/\u804c\u573a\uff09\u8868\u793a\u5174\u8da3\u3002\u6574\u4f53\u53cd\u9988\u504f\u6b63\u9762\uff0c\u786c\u4ef6\u6210\u719f\u5ea6\u662f\u6700\u5927\u60ac\u5ff5\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 Destiny Rings \u7684\u806a\u660e\u4e4b\u5904\uff0c\u5728\u4e8e\u5b83\u6ca1\u6709\u8bd5\u56fe\u4f18\u5316\u201c\u5339\u914d\u7b97\u6cd5\u201d\uff0c\u800c\u662f\u76f4\u63a5\u7528\u84dd\u7259\u7269\u7406\u8ddd\u79bb\u91cd\u65b0\u5b9a\u4e49\u4e86\u201c\u53ef\u80fd\u6027\u201d\u7684\u8fb9\u754c\u2014\u2014\u4f60\u4e0d\u518d\u9700\u8981\u5728100\u516c\u91cc\u5916\u5bfb\u627e\u4e00\u9897\u5fc3\uff0c\u800c\u662f\u5728\u4f38\u624b\u53ef\u53ca\u7684\u8303\u56f4\u5185\u8bd5\u63a2\u771f\u5b9e\u706b\u82b1\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u5bf9\u201c\u6ed1\u5361\u75b2\u52b3\u201d\u548c\u201c\u804a\u5929\u5373\u6b7b\u80e1\u540c\u201d\u4e24\u5927\u75db\u70b9\u7684\u7cbe\u51c6\u53cd\u51fb\uff0c\u5c24\u5176\u628a\u201c\u89c1\u5149\u6b7b\u201d\u524d\u7f6e\u5230\u201c\u89c1\u5149\u5373\u5f00\u59cb\u201d\uff0c\u4ea7\u54c1\u903b\u8f91\u662f\u81ea\u6d3d\u4e14\u53cd\u540c\u8d28\u5316\u7684\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u4f5c\u4e3a\u4eceProduct Hunt \u62ff\u523090\u7968\u3001\u4e14\u9996\u7ad9\u843d\u5728Hoboken\u7684\u65e9\u671f\u9879\u76ee\uff0c\u5b83\u7684\u8f6f\u808b\u540c\u6837\u660e\u663e\uff1a\u7b2c\u4e00\uff0c\u786c\u4ef6\uff08\u84dd\u7259\u6212\u6307\uff09\u5c1a\u5728\u201c\u6700\u7ec8\u9a8c\u8bc1\u671f\u201d\uff0c\u76ee\u524d\u53ea\u80fd\u51edApp\u7684\u201cGo Live\u6a21\u5f0f\u201d\uff08\u5373\u7eaf\u624b\u673a\u8fd1\u8ddd\u79bb\uff09\u8fd0\u884c\uff0c\u8fd9\u610f\u5473\u7740\u6838\u5fc3\u521b\u65b0\uff08\u6212\u6307\uff09\u8fd8\u672a\u771f\u6b63\u63a5\u53d7\u5e02\u573a\u68c0\u9a8c\uff0c\u800c\u6212\u6307\u672c\u8eab\u8fd8\u9700\u7528\u6237\u4f69\u6234\u3001\u5145\u7535\u3001\u9632\u4e22\u5931\uff0c\u8fd9\u662f\u4e00\u4e2a\u9ad8\u6469\u64e6\u914d\u4ef6\uff0c\u548c\u201c\u968f\u624b\u6253\u5f00App\u201d\u7684\u8f7b\u91cf\u60ef\u6027\u5b58\u5728\u5929\u7136\u51b2\u7a81\u3002\u7b2c\u4e8c\uff0c\u8fd1\u573a\u63a2\u6d4b\u5728\u5bc6\u96c6\u4eba\u7fa4\u4e2d\u7684\u6709\u6548\u6027\u76f4\u63a5\u51b3\u5b9a\u4e86\u4f53\u9a8c\u6210\u8d25\uff0c\u56e2\u961f\u867d\u7136\u7ed9\u51fa\u4e86\u201c\u4fe1\u53f7\u5f3a\u5ea6+\u53ef\u8c03\u8303\u56f4\u201d\u7684\u9884\u6848\uff0c\u4f46\u84dd\u7259RSSI\u53d7\u4eba\u4f53\u906e\u6321\u3001\u91d1\u5c5e\u5e72\u6270\u6781\u5927\uff0c\u51c6\u786e\u5ea6\u5728\u771f\u5b9e\u9152\u5427\u91cc\u5f80\u5f80\u60e8\u4e0d\u5fcd\u7779\uff0c\u8fd9\u5df2\u4e0d\u662f\u8c03\u53c2\u80fd\u89e3\u51b3\u7684\u7269\u7406\u5c42\u95ee\u9898\uff0c\u9664\u975e\u7ed3\u5408UWB\u82af\u7247\u65b9\u6848\uff0c\u5426\u5219\u5bb9\u6613\u6ca6\u4e3a\u201c\u6f14\u793a\u65f6\u7075\u5149\u3001\u4f7f\u7528\u65f6\u6293\u778e\u201d\u3002\u7b2c\u4e09\uff0c\u5c0f\u4f17\u5e02\u573a\u6096\u8bba\u2014\u2014\u5728Hoboken\u8fd9\u7c7b\u5c0f\u57ce\u5e02\uff0c\u7528\u6237\u5bc6\u5ea6\u4e0d\u8db3\u4f1a\u8ba9\u201c\u9644\u8fd1\u6709\u4eba\u201d\u53d8\u6210\u201c\u9644\u8fd1\u65e0\u4eba\u201d\u7684\u5c34\u5c2c\u73b0\u5b9e\uff1b\u800c\u4e00\u65e6\u8fdb\u5165\u7ebd\u7ea6\uff0c\u53c8\u8981\u786c\u521a\u5bc6\u5ea6\u4e0e\u9690\u79c1\u7684\u53cc\u91cd\u538b\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6240\u4ee5\uff0cDestiny Rings \u66f4\u51c6\u786e\u7684\u4ef7\u503c\u4e0d\u662f\u201c\u66ff\u4ee3Tinder\u201d\uff0c\u800c\u662f\u201c\u5728\u6b63\u786e\u7684\u65f6\u523b\u5f3a\u8feb\u4f60\u653e\u4e0b\u624b\u673a\u8bf4\u58f0Hi\u201d\u2014\u2014\u8fd9\u53e5\u8bdd\u542c\u8d77\u6765\u6d6a\u6f2b\uff0c\u4f46\u5b83\u9700\u8981\u6781\u5176\u624e\u5b9e\u7684\u84dd\u7259\u5de5\u7a0b\u3001\u514b\u5236\u4e14\u53ef\u4fe1\u7684\u9690\u79c1\u7b56\u7565\uff0c\u4ee5\u53ca\u80fd\u57280.5\u7c73\u5185\u5206\u8fa8\u201c\u8c01\u5728\u770b\u6211\u201d\u7684\u5e95\u5c42\u80fd\u529b\u3002\u76ee\u524d\u7684\u6295\u7968\u548c\u8bc4\u8bba\u66f4\u591a\u662f\u60c5\u7eea\u6295\u7968\uff0c\u800c\u975e\u4ea7\u54c1\u8bc1\u660e\u3002\u82e5\u540e\u7eed\u6212\u6307\u786c\u4ef6\u65e0\u6cd5\u5728\u7eed\u822a\u3001\u4f69\u6234\u8212\u9002\u5ea6\u548c\u6297\u5e72\u6270\u4e0a\u505a\u5230\u201c\u4f60\u613f\u610f\u6bcf\u5929\u6234\u7740\u5b83\u51fa\u95e8\u201d\uff0c\u8fd9\u5957\u8fd1\u573a\u9b54\u6cd5\u5c31\u4f1a\u6ca6\u4e3a\u4e00\u573a\u6602\u8d35\u7684\u793e\u4ea4\u5b9e\u9a8c\u8bfe\u3002\u5411\u524d\u8d70\u662f\u52c7\u6562\u7684\uff0c\u4f46\u5efa\u8bae\u521b\u59cb\u56e2\u961f\u5728\u4e0b\u4e00\u6b21\u53d1\u5e03\u524d\uff0c\u5148\u53bb\u51e0\u4e2a\u771f\u6b63\u7684\u62e5\u6324\u9152\u5427\uff0c\u62ff\u4e09\u526f\u6212\u6307\u505a\u76f2\u6d4b\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\">Destiny Rings<\/span>\n <\/div>\n<div class=\"comment-content\">Destiny Rings replaces endless swiping with real-world proximity. Wear a Bluetooth-enabled smart ring, and when someone compatible is nearby \u2014 at a bar, an event, walking down the street \u2014 the app lets you know. Choose Dating, Social, or Networking mode depending on what you’re looking for, send a Signal, run a quick Fate Check, then tap to reveal and start talking in person. No profiles to scroll, no matching from miles away. Just real chemistry with people who are actually in the room.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Honestly the endless swiping part gets old. meeting people who are actually nearby makes more sense.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@brandon_chase\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@brandon_chase<\/a> 100%. Trying to combat swiping fatigue. Authentic connections happen in real life, not from the couch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 concept, but I\u2019m curious how this works in really crowded places with lots of people around.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@stella_reed1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@stella_reed1<\/a> Great question! In dense\/crowded areas, the app uses signal strength and configurable detection range to filter out noise \u2014 so instead of pinging you about everyone within 100 feet at a packed bar, it prioritizes people who are genuinely close (a few feet away) and compatible based on your preferences. You can also adjust your detection range in settings if you want it tighter or wider depending on the environment. Still very much in beta and something we’re actively tuning as we get more real-world usage data \u2014 appreciate you asking, this is exactly the kind of edge case we want to get right before scaling up!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b<\/p>\n<p>I’m Jayson, founder of Destiny Rings. I built this because I was tired of the swipe-scroll-repeat cycle that dating and social apps trap you in \u2014 you match with someone, text for weeks, and half the time never actually meet.<\/p>\n<p>Destiny Rings flips that. You wear a Bluetooth-enabled smart ring, and when someone compatible is physically nearby \u2014 at a bar, a coffee shop, a networking event \u2014 the app lets you know in real time. Send a Signal, run a quick Fate Check, and if it’s mutual, tap to reveal and start a real conversation on the spot. No more talking to someone for a month before meeting them, no more wondering if the profile photos were even recent.<\/p>\n<p>There are three modes \u2014 Dating, Social, and Networking \u2014 so it’s not just for romance. Whether you’re trying to meet people at a happy hour, make friends in a new city, or connect with someone in your industry at a conference, the mechanic is the same: real proximity, real timing, real people.<\/p>\n<p>We’re launching first in Hoboken, NJ before expanding to Jersey City and NYC. The app is live now (ring hardware is in final validation), so you can try Go Live mode today without a ring \u2014 proximity, Signals, and Fate Check all work through the app alone.<\/p>\n<p>Would love your feedback, especially on the onboarding flow and what would make this feel like a no-brainer to try at your next night out. Thanks for checking it out! \ud83d\ude4f<\/p>\n<\/p>\n<p>Join our waitlist: <a href=\"https:\/\/yourdestinyrings.com\/waitlist\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/yourdestinyrings.com\/wai…<\/a><\/p>\n<\/p>\n<p>Try the app: <a href=\"https:\/\/apps.apple.com\/us\/app\/destiny-rings\/id6762892726\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/apps.apple.com\/us\/app\/destiny-rings\/id6762892726<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Would be nice to actually feel like we have to engage with people face-to-face rather than having to deal with the constant pressure of swiping non-stop, which at this point is numbing and doesn’t have the same novice aspect as it used to. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@itjessica\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@itjessica<\/a> Exactly right! Technology that was created to help us meet people has actually pushed us further apart.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alexcloudstar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexcloudstar<\/a> Thank you Alex! Appreciate the 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<\/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\/6IPCP4KZKB3T62\" class=\"app-title\">Contrive<\/a><\/p>\n<div class=\"one-liner\">Search and act across all your work apps<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">89<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Contrive \u662f\u4e00\u6b3e\u9762\u5411\u4f01\u4e1a\u56e2\u961f\u7684\u952e\u76d8\u4f18\u5148\u684c\u9762\u547d\u4ee4\u680f\uff0c\u901a\u8fc7\u7edf\u4e00\u641c\u7d22\u548cAI\u6458\u8981\uff0c\u89e3\u51b3\u8de8\u5e94\u7528\u67e5\u627e\u4fe1\u606f\u540e\u8fd8\u9700\u5207\u6362\u5de5\u5177\u624d\u80fd\u6267\u884c\u64cd\u4f5c\u7684\u6548\u7387\u75db\u70b9\uff0c\u5b9e\u73b0\u201c\u641c\u5230\u5373\u505a\u5230\u201d\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\/9dddee82-d3a6-477b-999c-f194dee08ccc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d82f5872-2452-4fd6-a1fd-9917f2e914ed.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/65dc7aec-4ca6-49e7-942d-fe504435dabb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6f5c0345-aa7c-48e8-ad55-94cc3e65d770.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\/d0c44b60-1e54-474a-872a-259797a71f31.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/JS40-oon2aY\"><source src=\"https:\/\/youtu.be\/JS40-oon2aY\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Search<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4f01\u4e1a\u641c\u7d22<\/span><br \/>\n <span class=\"tag\">\u7edf\u4e00\u641c\u7d22<\/span><br \/>\n <span class=\"tag\">AI\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u684c\u9762\u547d\u4ee4\u680f<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e94\u7528\u64cd\u4f5c<\/span><br \/>\n <span class=\"tag\">\u6743\u9650\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">\u952e\u76d8\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u96c6\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\u8ba4\u53ef\u201c\u641c\u7d22\u5230\u884c\u52a8\u201d\u7684\u4ef7\u503c\uff0c\u8ba4\u4e3a\u6bd4\u5355\u7eafAI\u641c\u7d22\u6846\u66f4\u6709\u7528\uff1b\u540c\u65f6\u62c5\u5fe7\u5f00\u653e\u521b\u5efa\/\u4fee\u6539\u6743\u9650\u540e\u7684\u6743\u9650\u7ba1\u7406\u590d\u6742\u5ea6\uff1b\u53e6\u6709\u7528\u6237\u70b9\u8d5e\u201c\u7b54\u6848\u2192\u4efb\u52a1\u201d\u6d41\u7a0b\uff0c\u8ba4\u4e3a\u8fd9\u662f\u5173\u952e\u89e3\u9501\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 Contrive \u7684\u5b9a\u4f4d\u5f88\u806a\u660e\uff0c\u5b83\u6ca1\u6709\u9677\u5165\u201c\u53e6\u4e00\u4e2aAI\u641c\u7d22\u6846\u201d\u7684\u5e73\u5eb8\u7ade\u4e89\uff0c\u800c\u662f\u7cbe\u51c6\u5207\u5165\u201c\u641c\u7d22-\u7406\u89e3-\u6267\u884c\u201d\u94fe\u6761\u4e2d\u6700\u540e\u3001\u4e5f\u6700\u5e38\u88ab\u5ffd\u89c6\u7684\u201c\u6267\u884c\u201d\u73af\u8282\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u66f4\u61c2\u4f60\u201d\u7684\u8bed\u4e49\u68c0\u7d22\uff0c\u800c\u5728\u4e8e\u5c06\u68c0\u7d22\u7ed3\u679c\u76f4\u63a5\u8f6c\u5316\u4e3a\u4e0b\u6e38\u52a8\u4f5c\uff0c\u8fd9\u662f\u5bf9\u4f01\u4e1a\u77e5\u8bc6\u7ba1\u7406\u5de5\u5177\u201c\u91cd\u67e5\u8f7b\u529e\u201d\u73b0\u72b6\u7684\u4e00\u6b21\u6709\u6548\u8865\u5200\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u8fd9\u6b3e\u4ea7\u54c1\u9762\u4e34\u7684\u6700\u5927\u6311\u6218\u4e0d\u662f\u96c6\u6210\u6570\u91cf\uff0c\u800c\u662f\u4fe1\u4efb\u4e0e\u6743\u9650\u7684\u8fb9\u754c\u3002\u8bc4\u8bba\u4e2d\u201c\u6743\u9650\u53d8\u68d8\u624b\u201d\u7684\u62c5\u5fe7\u76f4\u6307\u8981\u5bb3\uff1a\u5f53AI\u4e0d\u4ec5\u80fd\u8bfb\uff0c\u8fd8\u80fd\u5199\u3001\u80fd\u6539\u3001\u80fd\u521b\u5efaPR\u65f6\uff0c\u5b89\u5168\u6a21\u578b\u548c\u4f01\u4e1a\u4fe1\u4efb\u6210\u672c\u5c06\u5448\u6307\u6570\u7ea7\u4e0a\u5347\u3002Contrive \u82e5\u4e0d\u80fd\u5728\u201c\u7ec6\u7c92\u5ea6\u6743\u9650\u3001\u64cd\u4f5c\u5ba1\u8ba1\u3001\u53ef\u64a4\u56de\u201d\u4e0a\u505a\u51fa\u8db3\u591f\u786c\u6838\u7684\u4fe1\u4efb\u673a\u5236\uff0c\u5176\u201c\u884c\u52a8\u5c42\u201d\u8d8a\u5f3a\u5927\uff0cCIO\u4eec\u5c31\u8d8a\u4e0d\u6562\u653e\u5f00\u95f8\u95e8\u3002\n <\/p>\n<p class=\"ai-content\">\n \u53e6\u4e00\u4e2a\u6f5c\u5728\u9677\u9631\u662f\u201c\u952e\u76d8\u4f18\u5148\u201d\u7684\u6781\u5ba2\u53d6\u5411\u3002\u8fd9\u867d\u80fd\u4fd8\u83b7\u5f00\u53d1\u8005\u7b49\u6838\u5fc3\u7528\u6237\uff0c\u4f46\u4e5f\u53ef\u80fd\u5c06\u666e\u901a\u4e1a\u52a1\u4eba\u5458\u62d2\u4e4b\u95e8\u5916\u3002\u82e5\u4ea7\u54c1\u540e\u671f\u4e3a\u8ba8\u597d\u5927\u4f17\u800c\u727a\u7272\u547d\u4ee4\u680f\u7684\u7eaf\u7cb9\u6027\u4e0e\u901f\u5ea6\uff0c\u5219\u53c8\u53ef\u80fd\u5931\u53bb\u5dee\u5f02\u5316\u6839\u57fa\u3002\u5efa\u8bae Contrive \u5728\u4fdd\u6301\u201c\u5feb\u201d\u7684\u540c\u65f6\uff0c\u9010\u6b65\u6c89\u6dc0\u9884\u7f6e\u7684\u201c\u90e8\u95e8\u7ea7\u5de5\u4f5c\u6d41\u6a21\u677f\u201d\uff08\u5982\u5e02\u573a\u90e8\u7684\u201c\u4ece\u7ade\u54c1\u4fe1\u606f\u5230\u7ade\u54c1\u7b80\u62a5\u201d\uff09\uff0c\u8ba9\u641c\u7d22\u5230\u884c\u52a8\u7684\u8def\u5f84\u4ece\u201c\u7528\u6237\u81ea\u5b9a\u4e49\u201d\u53d8\u4e3a\u201c\u4f01\u4e1a\u6807\u914d\u201d\uff0c\u8fd9\u624d\u662f\u4ece\u5de5\u5177\u8d70\u5411\u5e73\u53f0\u7684\u5173\u952e\u4e00\u8dc3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7b80\u8a00\u4e4b\uff0cContrive \u65b9\u5411\u6b63\u786e\uff0c\u4f46\u9700\u5728\u201c\u53ef\u63a7\u7684\u6743\u9650\u201d\u4e0e\u201c\u65e0\u6469\u64e6\u7684\u6267\u884c\u201d\u4e4b\u95f4\u5efa\u7acb\u8db3\u591f\u6df1\u7684\u62a4\u57ce\u6cb3\uff0c\u5426\u5219\u5f88\u5bb9\u6613\u88ab Notion\u3001Slack \u7b49\u539f\u751f\u96c6\u6210\u6240\u541e\u5e76\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\">Contrive<\/span>\n <\/div>\n<div class=\"comment-content\">Contrive is a unified search and action layer for company knowledge. It doesn\u2019t just return links: it synthesizes context across connected tools, preserves source traceability, and turns results into immediate actions all from a keyboard-first desktop command bar. Unlike search only products or generic AI assistants, Contrive closes the gap between finding and doing, while respecting workspace permissions and giving teams precise control over what gets indexed.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi Product Hunt\ud83d\udc4b<\/p>\n<p>I am excited to present Contrive a standalone, unified search and action layer for company knowledge.<\/p>\n<p>Today\u2019s teams use many apps to store important knowledge in messages, documents, tasks, issues, code, etc. To find something, one needs to remember which app holds the information, do a search, switch between apps to perform actions.<\/p>\n<p>With Contrive, I aimed to unite all these steps into one seamless experience. By using a global hotkey(adjustable), you will be able to search through your connected work applications, view an AI Overview based on the original sources and act on it all within one desktop command bar.<\/p>\n<p>Contrive will also enable you to easily create new pages, tasks, issues, pull requests and so much more without switching back and forth between tools. Your teams will remain in control using selective indexing, roles and permissions.<\/p>\n<p>The main thing about Contrive is that Contrive goes beyond just finding relevant links or generating an answer, it connects the discoverability with execution search, understand, and act from the single interface.<\/p>\n<p>But this is just the start, I am constantly developing new integrations and actions supported by Contrive, and we would greatly appreciate your feedback:<br \/>\n– Which work apps do you think need to be integrated next?<br \/>\n– Which actions do you think would save you the most time?<br \/>\n– What do you think would make Contrive irreplaceable for your team?<\/p>\n<p>Thank you for considering Contrive I will be available throughout the launch to answer all your questions.<\/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\/@venceslav_zlatev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@venceslav_zlatev<\/a> The search-to-action part feels more useful than another AI search box. but I can see permissions getting tricky once you let people actually create or change things, how are you handling that side right now?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the answer –> task flow is the big unlock imo, people usually don’t just search out of curiosity<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch day!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alexcloudstar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexcloudstar<\/a> Thank you so much!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\/H3U3J7JMT6UHQ2\" class=\"app-title\">Wavepocket \u25b6\ufe0e\u2022\u104a||\u104a||\u104b\u104a|\u104b<\/a><\/p>\n<div class=\"one-liner\">Synth, drum kit, a 4-track tape loop, and FX app<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">87<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Wavepocket\u662f\u4e00\u6b3e\u5c06\u5408\u6210\u5668\u3001\u9f13\u673a\u3001\u91c7\u6837\u5668\u4e0e\u56db\u8f68\u78c1\u5e26\u5f55\u97f3\u673a\u96c6\u6210\u4e8e\u624b\u673a\u7aef\u7684\u4fbf\u643a\u97f3\u4e50\u5236\u4f5c\u5e94\u7528\uff0c\u4e13\u4e3a\u901a\u52e4\u9014\u4e2d\u6216\u788e\u7247\u65f6\u95f4\u91cc\u6355\u6349\u7075\u611f\u3001\u5feb\u901f\u7f16\u66f2\u7684\u521b\u4f5c\u8005\u800c\u8bbe\u8ba1\uff0c\u89e3\u51b3\u4e86\u201c\u624b\u8fb9\u6ca1\u8bbe\u5907\u4f46\u6709\u60f3\u6cd5\u201d\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\/44beffb2-e558-42a3-8537-a2721aa39861.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/453ce2c4-e3bf-4a5a-ac39-db4de548b197.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4090ec98-594d-458c-af6e-3811c69b0051.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/15bdcb5b-360b-4068-8d4a-80d6b2f3e0c1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d8c713a8-ba54-4f79-8888-2dfb11bf9a4c.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\">Music<\/span><br \/>\n <span class=\"tag\">Audio<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u79fb\u52a8\u97f3\u4e50\u5236\u4f5c<\/span><br \/>\n <span class=\"tag\">\u5408\u6210\u5668<\/span><br \/>\n <span class=\"tag\">\u9f13\u673a<\/span><br \/>\n <span class=\"tag\">\u91c7\u6837\u5668<\/span><br \/>\n <span class=\"tag\">\u56db\u8f68\u5f55\u97f3<\/span><br \/>\n <span class=\"tag\">APP<\/span><br \/>\n <span class=\"tag\">\u624b\u673aDAW<\/span><br \/>\n <span class=\"tag\">\u97f3\u9891\u5bfc\u51fa<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4fbf\u643a\u5f55\u97f3\u5ba4<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8ba4\u53ef\u201c\u53e3\u888b\u5f55\u97f3\u5ba4\u201d\u6982\u5ff5\u7684\u8da3\u5473\u6027\uff0c\u4f46\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u5728\u5bfc\u51fa\u683c\u5f0f\u2014\u2014\u6709\u4eba\u660e\u786e\u8be2\u95ee\u662f\u5426\u80fd\u8f93\u51faWAV\u6216\u5206\u8f68 stems\uff0c\u5f00\u53d1\u8005\u56de\u5e94\u76ee\u524d\u4ec5\u652f\u6301MP3\u5e76\u627f\u8bfa\u5c06\u589e\u52a0WAV\uff1b\u6b64\u5916\uff0c\u547d\u540d\u7b56\u7565\u5728\u5782\u76f4\u793e\u533a\u5f15\u53d1\u5173\u6ce8\uff0c\u6574\u4f53\u53cd\u9988\u504f\u5411\u529f\u80fd\u5b8c\u5584\u671f\u5f85\uff0c\u800c\u975e\u73b0\u6709\u7f3a\u9677\u6295\u8bc9\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 Wavepocket\u5728PH\u4e0a\u62ff\u523087\u7968\uff0c\u672c\u8d28\u4e0a\u662f\u201c\u79fb\u52a8\u521b\u4f5c\u5de5\u5177\u201d\u8fd9\u4e00\u957f\u5c3e\u8d5b\u9053\u91cc\u7684\u4e00\u6b21\u6734\u7d20\u5b9e\u8df5\u3002\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u6280\u672f\u58c1\u5792\uff084\u8f68\u78c1\u5e26\u6a21\u62df\u3001\u5207\u7247\u91c7\u6837\u5747\u4e3a\u6210\u719f\u529f\u80fd\uff09\uff0c\u800c\u5728\u201c\u964d\u4f4e\u8d77\u70b9\u201d\uff1a\u9488\u5bf9\u90a3\u4e9b\u88abYouTube\u4e0a\u91c7\u6837\u89c6\u9891\u70b9\u71c3\u7075\u611f\u3001\u5374\u65e0\u529b\u8d2d\u4e70\u786c\u4ef6\u7684\u65b0\u624b\uff0c\u63d0\u4f9b\u4e86\u96f6\u6210\u672c\u8bd5\u9519\u573a\u3002\u4f46\u8bc4\u8bba\u66b4\u9732\u4e86\u5176\u81f4\u547d\u77ed\u677f\u2014\u2014\u5bfc\u51fa\u4ec5MP3\uff0c\u8fd9\u76f4\u63a5\u51fb\u7a7f\u4e86\u4e25\u8083\u521b\u4f5c\u8005\u7684\u5185\u5bb9\u6d41\u8f6c\u9700\u6c42\uff08\u526a\u8f91\u3001\u6df7\u97f3\u3001\u53d1\u5e03\uff09\uff0c\u5c06\u4ea7\u54c1\u9501\u6b7b\u5728\u201c\u73a9\u5177\u201d\u8c61\u9650\u3002\u5f00\u53d1\u8005\u5bf9WAV\u7684\u56de\u5e94\u867d\u53ca\u65f6\uff0c\u5374\u66b4\u9732\u51fa\u5bf9\u97f3\u9891\u884c\u4e1a\u57fa\u672c\u5de5\u4f5c\u6d41\u7684\u8fdf\u949d\u3002\u82e5\u4ec5\u6ee1\u8db3\u4e8e\u201c\u597d\u73a9\u201d\uff0c\u8be5\u4ea7\u54c1\u4f1a\u8fc5\u901f\u6df9\u6ca1\u5728\u540c\u7c7b\u514d\u8d39\u73a9\u5177\u4e2d\uff1b\u82e5\u8981\u6210\u4e3a\u201c\u53e3\u888bDAW\u201d\uff0c\u5fc5\u987b\u5c3d\u5feb\u8865\u9f50\u65e0\u635f\u5bfc\u51fa\u3001stems\u5206\u79bb\u4e0e\u4e91\u7aef\u4f20\u8f93\u3002\u6b64\u5916\uff0cUI\u4e0a\u7684\u201cemoji\u5806\u53e0\u547d\u540d\u201d\u867d\u7136\u8ba8\u5de7\uff0c\u5374\u6697\u793a\u4e86\u4ea7\u54c1\u8c03\u6027\u504f\u5411\u5a31\u4e50\u800c\u975e\u4e13\u4e1a\u2014\u2014\u8fd9\u5728PR\u5c42\u9762\u6216\u8bb8\u806a\u660e\uff0c\u4f46\u53ea\u4f1a\u8fdb\u4e00\u6b65\u5f3a\u5316\u7528\u6237\u5bf9\u201c\u73a9\u5177\u201d\u7684\u9884\u5224\u3002\u4e00\u53e5\u8bdd\uff1a\u5b83\u7cbe\u51c6\u6293\u4f4f\u4e86\u7075\u611f\u788e\u7247\uff0c\u4f46\u5c1a\u672a\u8bc1\u660e\u81ea\u5df1\u914d\u5f97\u4e0a\u201c\u5de5\u4f5c\u5ba4\u201d\u4e4b\u540d\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\">Wavepocket \u25b6\ufe0e\u2022\u104a||\u104a||\u104b\u104a|\u104b<\/span>\n <\/div>\n<div class=\"comment-content\">Wavepocket is a pocket studio: a synthesizer, drum kit, sampler and 4-track tape recorder that fit in your hand. Slice samples on the waveform, name each slice, and flip between them 4-track tape with a clip timeline: record in any mode, then drag clips between lanes, trim their edges, and cut at the playhead. Everything shares one loop boundary, so your layers always line up. Mixer with per-track level, pan and mute<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>A 4-track tape studio in my pocket sounds like the fun kind of rabbit hole. When I’ve made something I like, what do I get out of it, a WAV export, stems per track, or is it locked in the app? Asking as someone who spends way too much time with audio files.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@yelyzaveta_kibets\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yelyzaveta_kibets<\/a> You can export as mp3, but I should add a wav export. Thanks for the feedback. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This was a genius naming for the product (in terms of grabbing attention here on PH) \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> Haha, thanks. Figured there is some emoji stacking on these things.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 day!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Hi all,<\/p>\n<p>I have been watching a lot of videos of people making really cool songs from from sampling Simpsons audio clips, as well as some good lines from some funny movies. I don’t have a cool synth, with the interface that would feel intuitive for me, so I built what I wanted to make the kind of tracks I was inspired by. <\/p>\n<p>This is far from perfect, but really fun to play around with to test what might be possible on some better equipment, or if you are on a train\/bus and all you have is your phone. <\/p>\n<p>Enjoy!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#16<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/KKJVZ2IIEPI66M\" class=\"app-title\">Cortex by SKYNETLAB<\/a><\/p>\n<div class=\"one-liner\">The memory layer that decides what’s worth remembering<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">83<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Cortex \u4e3aAI\u5bf9\u8bdd\u63d0\u4f9b\u201c\u6709\u7b5b\u9009\u7684\u957f\u671f\u8bb0\u5fc6\u5c42\u201d\uff0c\u901a\u8fc7\u8d28\u91cf\u95e8\u63a7\u3001\u4e8b\u5b9e\u62bd\u53d6\u548c\u77db\u76fe\u8ffd\u8e2a\uff0c\u89e3\u51b3AI\u6bcf\u6b21\u5bf9\u8bdd\u4ece\u96f6\u5f00\u59cb\u3001\u8bb0\u5fc6\u5197\u4f59\u4e14\u4e0d\u53ef\u6eaf\u6e90\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\/bcd928c9-9c3d-4077-9ae2-f7c7c16af00e.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=jG2oNUfV_hI\"><source src=\"https:\/\/www.youtube.com\/watch?v=jG2oNUfV_hI\" 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\/ec82d358-ce9a-4640-b183-93c68adbfcee.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\/c11926c7-2670-472f-94d7-17f87a12f96d.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\/1fcdd97a-f663-42ab-9aed-ae40d6e677ed.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\/04c1a4cd-6f18-4750-95ae-ad1375b82a0c.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\">SaaS<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8bb0\u5fc6\u5c42<\/span><br \/>\n <span class=\"tag\">MCP\u534f\u8bae<\/span><br \/>\n <span class=\"tag\">\u8bed\u4e49\u8bb0\u5fc6<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u8d28\u91cf\u8fc7\u6ee4<\/span><br \/>\n <span class=\"tag\">\u77db\u76fe\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u53ef\u4fe1\u6eaf\u6e90<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u63d0\u5347<\/span><br \/>\n <span class=\"tag\">\u6b27\u6d32SaaS<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u6ce880%\u62d2\u7edd\u7387\u53ef\u80fd\u8bef\u5220\u91cd\u8981\u4fe1\u606f\uff0c\u8d28\u7591\u201c\u5047\u9634\u6027\u201d\u4e0d\u53ef\u89c1\uff1b\u5f00\u53d1\u8005\u56de\u5e94\u62d2\u7edd\u662f\u540c\u6b65\u4e14\u5e26\u539f\u56e0\u4e0e\u6700\u8fd1\u5339\u914dID\uff0c\u91cd\u590d\u5185\u5bb9\u4f1a\u63d0\u5347\u539f\u8bb0\u5fc6\u7f6e\u4fe1\u5ea6\uff0c\u5e76\u627f\u8ba4\u672a\u4fdd\u5b58\u62d2\u7edd\u65e5\u5fd7\u662f\u8bbe\u8ba1\u53d6\u820d\uff0c\u73b0\u8ba1\u5212\u589e\u52a0\u8f7b\u91cf\u7ea7\u62d2\u7edd\u65e5\u5fd7\u3002\u53e6\u4e00\u7528\u6237\u8868\u8fbe\u5bf9\u8bb0\u5fc6\u968f\u8eab\u643a\u5e26\u7684\u5b89\u5fc3\u611f\uff0c\u4f46\u672a\u63d0\u51fa\u5177\u4f53\u529f\u80fd\u5efa\u8bae\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Cortex\u7684\u806a\u660e\u4e4b\u5904\u5728\u4e8e\u628a\u201c\u9057\u5fd8\u201d\u53d8\u6210\u4ea7\u54c1\u529f\u80fd\uff0c\u800c\u975e\u526f\u4f5c\u7528\u3002\u5f53\u6240\u6709AI\u8bb0\u5fc6\u5de5\u5177\u90fd\u5728\u6bd4\u62fc\u5b58\u50a8\u91cf\u65f6\uff0c\u5b83\u53cd\u5176\u9053\u800c\u884c\u4e4b\u2014\u2014\u7528\u8d28\u91cf\u95e8\u63a7\u5c0680%\u5197\u4f59\u5199\u5165\u62d2\u4e4b\u95e8\u5916\uff0c\u65e2\u8282\u7701\u4e86\u7528\u6237token\u6210\u672c\uff0c\u53c8\u907f\u514d\u4e86\u5411\u91cf\u5e93\u5e38\u89c1\u7684\u4fe1\u606f\u6c61\u67d3\u3002\u8fd9\u76f4\u51fb\u4e86AI\u8bb0\u5fc6\u9886\u57df\u6700\u88ab\u4f4e\u4f30\u7684\u75db\u70b9\uff1a\u4e0d\u662f\u8bb0\u4e0d\u4f4f\uff0c\u800c\u662f\u8bb0\u4f4f\u592a\u591a\u5783\u573e\u3002\u4ece\u8bc4\u8bba\u4e2d\u521b\u59cb\u4eba\u5bf9\u201c\u5047\u9633\u6027\u201d\u4e0e\u201c\u5047\u9634\u6027\u201d\u7684\u5766\u8bda\u56de\u5e94\u770b\uff0c\u4ed6\u6e05\u695a\u8fd9\u662f\u4e00\u4e2a\u9ad8\u7cbe\u5ea6\u8fc7\u6ee4\u5668\uff0c\u800c\u975e\u8ffd\u6c42\u7edd\u5bf9\u65e0\u6f0f\u7684\u6863\u6848\u5e93\uff0c\u8fd9\u79cd\u5b9a\u4f4d\u533a\u5206\u5728\u5de5\u7a0b\u4e0a\u5f88\u8bda\u5b9e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5176\u771f\u6b63\u4ef7\u503c\u53ef\u80fd\u4e0d\u5728\u201c\u8fc7\u6ee4\u201d\u672c\u8eab\uff0c\u800c\u5728\u201c\u95e8\u63a7\u5373\u63a5\u53e3\u201d\u7684\u67b6\u6784\u54f2\u5b66\u3002\u5c06\u6240\u6709\u5199\u5165\u53d8\u6210\u5e26\u5224\u5b9a\u7ed3\u679c\u7684\u540c\u6b65\u8c03\u7528\uff0c\u8ba9\u6bcf\u4e00\u6b21\u8bb0\u5fc6\u64cd\u4f5c\u90fd\u6210\u4e3a\u53ef\u9a8c\u8bc1\u3001\u53ef\u5e72\u9884\u7684\u51b3\u7b56\u4e8b\u4ef6\uff0c\u8fd9\u6bd4\u4e8b\u540e\u6e05\u7406\u7d22\u5f15\u8981\u4f18\u96c5\u5f97\u591a\u3002\u77db\u76fe\u8ffd\u8e2a\u4f5c\u4e3a\u4e00\u7b49\u516c\u6c11\uff0c\u4e5f\u8df3\u51fa\u4e86\u201c\u8986\u76d6\u201d\u7684\u7c97\u66b4\u8303\u5f0f\uff0c\u4e3a\u957f\u671f\u8bb0\u5fc6\u7684\u4e00\u81f4\u6027\u63d0\u4f9b\u4e86\u65b0\u7684\u89e3\u6cd5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u98ce\u9669\u5728\u4e8e\uff1a0.99\u6b27\u5143\u7684\u8d77\u4ef7\u548c\u201cpatent-pending\u201d\u6807\u7b7e\uff0c\u66b4\u9732\u4e86\u5b83\u8bd5\u56fe\u7528\u4f4e\u4ef7\u548c\u72ec\u5bb6\u6280\u672f\u62a2\u5360\u5f00\u53d1\u8005\u5fc3\u667a\u7684\u91ce\u5fc3\u3002\u4f46\u4e2a\u4eba\u5f00\u53d1\u8005\u5bf9\u6297\u767e\u4e07\u7ea7\u878d\u8d44\u7684\u7ade\u54c1\uff0c\u6700\u5927\u7684\u77ed\u677f\u5e76\u975e\u6280\u672f\uff0c\u800c\u662f\u751f\u6001\u96c6\u6210\u2014\u2014MCP\u867d\u662f\u597d\u6293\u624b\uff0c\u4f46\u5e76\u6ca1\u80fd\u5f62\u6210\u58c1\u5792\u3002\u4ee5\u53ca\u90a3\u53e5\u201c80% rejection\u201d\u5438\u5f15\u773c\u7403\uff0c\u5374\u53ef\u80fd\u5413\u8dd1\u666e\u901a\u7528\u6237\u2014\u2014\u6bd5\u7adf\u6ca1\u4eba\u5e0c\u671b\u81ea\u5df1\u7cbe\u5fc3\u8f93\u5165\u7684\u201c\u91cd\u8981\u4e8b\u5b9e\u201d\u88ab\u673a\u5668\u5224\u4e3a\u5197\u4f59\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u4e2a\u53cd\u4e3b\u6d41\u5374\u903b\u8f91\u81ea\u6d3d\u7684\u7cbe\u54c1\u5de5\u5177\u3002\u82e5\u5b83\u80fd\u575a\u6301\u628a\u201c\u62d2\u7edd\u201d\u505a\u6210\u900f\u660e\u7684\u7528\u6237\u63a7\u5236\u529b\uff0c\u800c\u975e\u9ed1\u7bb1\u7b56\u7565\uff0c\u5c31\u6709\u673a\u4f1a\u771f\u6b63\u5b9a\u4e49AI\u8bb0\u5fc6\u5c42\u7684\u6807\u51c6\u2014\u2014\u524d\u63d0\u662f\uff0c\u5b83\u4e0d\u8981\u88ab\u7ade\u54c1\u7528\u7838\u94b1\u7684\u65b9\u5f0f\u6284\u8d70\u8fd9\u4e2a\u70b9\u5b50\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\">Cortex by SKYNETLAB<\/span>\n <\/div>\n<div class=\"comment-content\">Hosted semantic memory your AI connects to over MCP. Every write passes a quality gate (~80% rejected as redundant in production), facts become typed claims, contradictions are tracked instead of overwritten, and answers cite their sources. 2-minute setup with Claude, works with any MCP client. 30-day free trial, no card. Plans from \u20ac0.99\/month. EU infrastructure, patent-pending engine. Built solo in Bergamo, Italy.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt! \ud83d\udc4b<\/p>\n<\/p>\n<p>Every AI conversation starts from zero. The usual fix is dumping transcripts into a vector store \u2014 which works until your memory fills with junk and contradictions.<\/p>\n<\/p>\n<p>Cortex takes the opposite bet: the write path is the product. Every memory must pass a quality gate to get in \u2014 in production ~80% of writes are rejected as redundant (and rejected writes don’t consume quota, so the filter works for your wallet too). Facts are extracted as typed claims, contradictions are tracked instead of overwritten, and every answer can show its sources \u2014 your AI remembers, and can prove why.<\/p>\n<\/p>\n<p>It connects to Claude in 2 minutes as a custom connector (MCP), works with Claude Code and any MCP client. 30-day free trial, no card. Plans from \u20ac0.99\/month. EU infrastructure, patent-pending engine.<\/p>\n<\/p>\n<p>I’m Filippo, from Bergamo, Italy \u2014 I built this alone, two years, no team, no funding, against competitors with millions raised. I’ll be here all day: ask me anything, and be brutal. Honest feedback is the reason I’m launching here.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 80% reject rate is the number I’d want broken apart. A gate that aggressive will eventually throw away something that mattered, and a false reject is invisible in a way a false accept isn’t, you just get a confidently incomplete answer three weeks later and never trace it back. Is there a way to see what got rejected and put one back? Not charging quota for rejected writes is the right call though, most people would have billed for it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@asadmalik901\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@asadmalik901<\/a> Fair question, and you’re right that a silent reject would be dangerous. But the reject isn’t silent.<\/p>\n<\/p>\n<p>Rejection is synchronous and explained: the write call returns the verdict, the reason, and the ID + similarity of the closest existing memory. You know at write time, not three weeks later, and the caller can rephrase and resubmit if it disagrees.<\/p>\n<\/p>\n<p>A duplicate isn’t thrown away, it corroborates: when the gate says “already known”, the existing memory’s corroboration counter goes up, which raises its trust score. Repeated signal strengthens what’s there instead of creating copies.<\/p>\n<\/p>\n<p>On the false-accept side, conflicts are tracked as first-class objects, so a wrong write doesn’t overwrite anything either.<\/p>\n<\/p>\n<p>What doesn’t exist: a stored archive of rejected payloads. That’s deliberate, storing everything the gate rejects would recreate the cost the gate exists to remove. But a lightweight reject log (reason + nearest match, no content) is cheap and it’s now on the list. Thanks for pushing on this.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The thought that everything I’ve built up with an assistant sticks around and travels with me wherever I go feels genuinely reassuring. Starting cold every single time was quietly draining.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@robin_de_lacroix\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@robin_de_lacroix<\/a> That quiet drain is exactly what started this. The thing that surprised me while building it: the hard problem isn’t storing everything, it’s deciding what deserves to stay. Cortex rejects around 80% of writes as redundant, and what survives is the part actually worth carrying with you. Thanks for putting it so 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<\/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\/LKGV76WCQ4VW2L\" class=\"app-title\">IFAH<\/a><\/p>\n<div class=\"one-liner\">Instruments for composing and experiencing sound as a space<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">81<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>IFAH \u5c06\u58f0\u97f3\u4ece\u201c\u5185\u5bb9\u201d\u91cd\u6784\u4e3a\u201c\u53ef\u8bbe\u8ba1\u7684\u7a7a\u95f4\u73af\u5883\u201d\uff0c\u4e3a\u4f5c\u66f2\u5bb6\u3001\u6f14\u594f\u8005\u548c\u7814\u7a76\u8005\u63d0\u4f9b\u4e00\u5957\u79bb\u7ebf\u4f18\u5148\u7684\u8f6f\u4ef6\u4e50\u5668\uff0c\u7528\u4e8e\u521b\u4f5c\u3001\u4fdd\u5b58\u4e0e\u56de\u653e\u53ef\u590d\u73b0\u7684\u58f0\u573a\uff0c\u89e3\u51b3\u73b0\u6709\u5de5\u5177\u5728\u201c\u97f3\u4e50\u521b\u4f5c\u201d\u4e0e\u201c\u58f0\u5b66\u6d4b\u91cf\u201d\u4e4b\u95f4\u7f3a\u4e4f\u8fde\u7eed\u4f53\u9a8c\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\/882291eb-3ddf-4fd6-9a5d-c41bf757c3d1.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=HEbNMdC3sx0&t=235s\"><source src=\"https:\/\/www.youtube.com\/watch?v=HEbNMdC3sx0&t=235s\" 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\/13c60953-fd8f-4c75-a6d2-f533bdfcd28b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fc266c6f-237c-422e-bd2d-8d09ffd1a4b4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d4dbd717-307e-4e77-abf2-9413f089b865.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/805a0878-0743-4596-8e94-0d9e79018dbb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/54568d95-2a64-45ce-baa4-d90732463771.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e374c175-b287-439e-8acc-5b92f4027797.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\">Music<\/span><br \/>\n <span class=\"tag\">Audio<\/span><br \/>\n <span class=\"tag\">Health<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u58f0\u573a\u4f5c\u66f2<\/span><br \/>\n <span class=\"tag\">\u7a7a\u95f4\u97f3\u9891<\/span><br \/>\n <span class=\"tag\">\u5b9e\u9a8c\u4e50\u5668<\/span><br \/>\n <span class=\"tag\">\u97f3\u4e50\u521b\u4f5c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u58f0\u5b66\u4f53\u9a8c<\/span><br \/>\n <span class=\"tag\">\u79bb\u7ebf\u8f6f\u4ef6<\/span><br \/>\n <span class=\"tag\">\u6c89\u6d78\u5f0f\u58f0\u97f3<\/span><br \/>\n <span class=\"tag\">\u58f0\u97f3\u73af\u5883\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u4f5c\u66f2\u7814\u7a76<\/span><br \/>\n <span class=\"tag\">\u65b0\u578b\u4ea4\u4e92\u754c\u9762<\/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>\u76ee\u524d\u8bc4\u8bba\u8f83\u5c11\uff0c\u4e00\u6761\u4e3a\u5f00\u53d1\u8005\u81ea\u8ff0\u521b\u4f5c\u52a8\u673a\uff08\u5f3a\u8c03\u4ece\u201c\u5185\u5bb9\u201d\u8f6c\u5411\u201c\u73af\u5883\u201d\u7684\u63a2\u7d22\uff09\uff0c\u53e6\u4e00\u6761\u4e3a\u666e\u901a\u7684\u53d1\u5e03\u795d\u798f\u3002\u6682\u65e0\u7528\u6237\u63d0\u51fa\u7684\u5177\u4f53\u95ee\u9898\u6216\u6539\u8fdb\u5efa\u8bae\uff0c\u6709\u6548\u53cd\u9988\u4e0d\u8db3\uff0c\u9700\u7b49\u5f85\u66f4\u591a\u5b9e\u9645\u4f7f\u7528\u540e\u7684\u4f53\u9a8c\u5206\u4eab\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 IFAH \u7684\u7acb\u610f\u786e\u5b9e\u6233\u4e2d\u4e86\u4e00\u4e2a\u88ab\u5ffd\u89c6\u7684\u5939\u7f1d\uff1a\u4e3b\u6d41DAW\u628a\u58f0\u97f3\u5f53\u201c\u7d20\u6750\u5806\u53e0\u201d\uff0c\u58f0\u5b66\u8f6f\u4ef6\u53c8\u628a\u58f0\u97f3\u5f53\u201c\u7269\u7406\u91cf\u6d4b\u201d\uff0c\u4e2d\u95f4\u90a3\u4e2a\u201c\u53ef\u5c45\u4f4f\u7684\u58f0\u573a\u201d\u51e0\u4e4e\u65e0\u4eba\u63d0\u4f9b\u521b\u4f5c\u7ea7\u5de5\u5177\u3002\u5b83\u7684\u6838\u5fc3\u8d44\u4ea7\u4e0d\u662f\u67d0\u4e2a\u7b97\u6cd5\uff0c\u800c\u662f\u201c\u79bb\u7ebf\u4f18\u5148+\u5bc6\u5c01\u58f0\u573a+\u53ef\u590d\u73b0\u201d\u8fd9\u4e00\u7ec4\u5408\u62f3\u2014\u2014\u8fd9\u76f4\u63a5\u56de\u5e94\u4e86\u73b0\u573a\u6f14\u51fa\u3001\u6559\u5b66\u7814\u7a76\u548c\u79c1\u4eba\u8046\u542c\u4e2d\u201c\u73af\u5883\u4e0d\u53ef\u5b58\u50a8\u201d\u7684\u75db\u70b9\uff0c\u6982\u5ff5\u4e0a\u6bd4\u76f2\u76ee\u8ffd\u9010\u5b9e\u65f63D\u97f3\u9891\u6e32\u67d3\u7684\u540c\u884c\u66f4\u52a1\u5b9e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5fc5\u987b\u6cfc\u51b7\u6c34\uff1a81\u7968\u7684\u51b7\u542f\u52a8\u6570\u636e\u8bf4\u660e\u5b83\u4ecd\u505c\u7559\u5728\u6781\u5ba2\u5171\u9e23\u9636\u6bb5\u3002\u6240\u8c13\u201c\u7528\u624b\u73a9\u97f3\u4e50\u201d\u7684\u754c\u9762\u63cf\u8ff0\u8fc7\u4e8e\u542b\u7cca\uff0c\u6ca1\u6709\u5c55\u793a\u5177\u4f53\u4ea4\u4e92\u8303\u5f0f\uff08\u624b\u52bf\uff1f\u7a7a\u95f4\u63a7\u5236\u5668\uff1f\uff09\uff0c\u8fd9\u4f1a\u8ba9\u6f5c\u5728\u7528\u6237\u96be\u4ee5\u5feb\u901f\u5f62\u6210\u4f7f\u7528\u9884\u671f\u3002\u66f4\u5173\u952e\u7684\u662f\uff0c\u58f0\u573a\u4f5c\u4e3a\u201c\u73af\u5883\u201d\u82e5\u8981\u53ef\u590d\u73b0\uff0c\u5fc5\u7136\u4f9d\u8d56\u4e25\u683c\u7684\u626c\u58f0\u5668\u5e03\u5c40\u6216\u8033\u673aHRTF\u5efa\u6a21\uff0c\u800c\u201c\u79bb\u7ebf\u201d\u7b56\u7565\u867d\u4fdd\u8bc1\u786e\u5b9a\u6027\uff0c\u5374\u4e5f\u9650\u5236\u4e86\u4e0e\u5916\u90e8\u97f3\u9891\u751f\u6001\u7684\u4e92\u901a\u6027\u2014\u2014\u5982\u679cIFAH\u4e0d\u80fd\u5bfc\u51fa\u6807\u51c6\u683c\u5f0f\uff08\u5982ADM\u6216Ambisonics\uff09\u4f9bDAW\u8c03\u7528\uff0c\u5b83\u5c31\u5bb9\u6613\u6ca6\u4e3a\u4e00\u5ea7\u5b64\u5c9b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f00\u53d1\u8005\u5728\u8bc4\u8bba\u4e2d\u7684\u81ea\u8ff0\u66f4\u50cf\u4e00\u7bc7\u827a\u672f\u5ba3\u8a00\uff0c\u800c\u975e\u4ea7\u54c1\u8def\u7ebf\u56fe\u3002\u5efa\u8bae\u540e\u7eed\u900f\u660e\u5316\u4e09\u4e2a\u5173\u952e\u95ee\u9898\uff1a\u4e00\u662f\u58f0\u573a\u201c\u53ef\u590d\u73b0\u201d\u7684\u7269\u7406\u5c42\u7ea7\uff08\u662f\u58f0\u5b66\u4eff\u771f\u8fd8\u662f\u771f\u5b9e\u91c7\u6837\uff1f\uff09\uff1b\u4e8c\u662f\u9762\u5411\u4e13\u4e1a\u7814\u7a76\u8005\u7684API\/\u6570\u636e\u5bfc\u51fa\u80fd\u529b\uff1b\u4e09\u662f\u5982\u4f55\u907f\u514d\u91cd\u8e48\u201c\u97f3\u4e50\u53ef\u89c6\u5316\u201d\u7c7b\u5e94\u7528\u66f2\u9ad8\u548c\u5be1\u7684\u8986\u8f99\u3002\u58f0\u97f3\u73af\u5883\u5316\u662f\u4e00\u6761\u503c\u5f97\u6df1\u8015\u7684\u8def\uff0c\u4f46IFAH\u9700\u8981\u4ece\u201c\u6709\u91ce\u5fc3\u7684\u96cf\u5f62\u201d\u8fdb\u5316\u4e3a\u201c\u522b\u4eba\u79bb\u4e0d\u5f00\u7684\u5de5\u4f5c\u6d41\u201d\uff0c\u5426\u5219\u53ea\u662f\u53c8\u4e00\u4e2a\u7cbe\u81f4\u7684\u6000\u65e7\u5b9e\u9a8c\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">IFAH<\/span>\n <\/div>\n<div class=\"comment-content\">IFAH is a new family of instruments built around a simple idea: sound can be composed as an environment. Create, preserve and replay reproducible acoustic fields for listening, practice, performance and research. IFAH combines offline-first instruments, sealed acoustic experiences and new interfaces for interacting with sound from carefully composed fields to playing music with your hands.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">IFAH started with a question: what happens if we stop treating sound only as content, songs, tracks, files and start treating it as an environment we can deliberately compose?<\/p>\n<p>As a composer, I became increasingly interested in what exists between music, acoustics, perception and the spaces we inhabit. But most tools are designed either to produce music or to measure sound. I wanted an instrument for the territory in between: something you can experience first, compose with, preserve, reproduce and eventually examine.<\/p>\n<p>That became IFAH.<\/p>\n<p>We are starting with software instruments and reproducible acoustic experiences, but the larger ambition is to explore a new relationship with sound across creation, practice, performance, learning and research.<\/p>\n<p>This launch is the beginning of that exploration. I\u2019d love to hear what you experience, what you question, and where you think this could go.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Good luck on the launch day!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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<\/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\/MP4Y4NBWEJJAF4\" class=\"app-title\">Treebar<\/a><\/p>\n<div class=\"one-liner\">Treebar gives you one view of every active worktree<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">77<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Treebar \u662f\u4e00\u6b3e\u9a7b\u7559\u5728 MacBook \u5218\u6d77\u533a\u57df\u7684 Git \u4e0e Codex \u5de5\u4f5c\u6811\u76d1\u63a7\u5de5\u5177\uff0c\u8ba9\u5f00\u53d1\u8005\u4e00\u773c\u770b\u6e05\u591a\u4e2a AI \u4ee3\u7406\u6b63\u5728\u54ea\u4e9b\u5206\u652f\u4e0a\u5de5\u4f5c\u3001\u6539\u4e86\u4ec0\u4e48\u3001\u662f\u5426\u5361\u4f4f\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\/61f2305a-86d0-4313-9ac2-9d968efef2c3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e0d0eaa9-0474-4984-807c-0493973aa40d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b3c66024-dfa7-4470-b9d2-5ae1d037f91c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9887ee48-1ad2-45f1-971d-717d307c2dde.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Menu Bar Apps<\/span><br \/>\n <span class=\"tag\">Apple<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7f16\u7a0b\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">AI\u4ee3\u7406\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">Git\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">\u83dc\u5355\u680f\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6811\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">Codex\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6diff<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u8ba1\u5212<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u89e3\u51b3\u201c\u591a\u4ee3\u7406\u5e76\u884c\u96be\u8ffd\u8e2a\u201d\u7684\u75db\u70b9\uff1b\u6838\u5fc3\u8bc9\u6c42\u662f\u201c\u8bc6\u522b\u5361\u4f4f\u7684\u4ee3\u7406\u201d\u800c\u975e\u4ec5\u663e\u793a\u4f4d\u7f6e\uff1b\u5e0c\u671b\u63d0\u524d\u9884\u8b66\u4e24\u4e2a\u5de5\u4f5c\u6811\u4fee\u6539\u540c\u4e00\u6587\u4ef6\u7684\u51b2\u7a81\uff0c\u800c\u975e\u7b49\u5230\u5408\u5e76\u65f6\u624d\u53d1\u73b0\uff1b\u652f\u6301\u5f00\u6e90\u6838\u5fc3\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 Treebar \u7684\u5207\u5165\u70b9\u5f88\u5201\u94bb\uff1a\u5b83\u4e0d\u89e3\u51b3\u201c\u5199\u4ee3\u7801\u201d\u7684\u95ee\u9898\uff0c\u800c\u662f\u89e3\u51b3\u201cAI \u5199\u4ee3\u7801\u65f6\u4f60\u5fc3\u91cc\u6ca1\u5e95\u201d\u7684\u95ee\u9898\u3002\u5728 Codex \u7b49\u4ee3\u7406\u5e76\u884c\u64cd\u4f5c\u591a\u4e2a worktree \u7684\u573a\u666f\u4e0b\uff0c\u4f20\u7edf Git \u5de5\u5177\u548c\u7ec8\u7aef\u65e5\u5fd7\u90fd\u592a\u201c\u88ab\u52a8\u201d\u2014\u2014\u4f60\u5fc5\u987b\u4e3b\u52a8\u53bb\u67e5\uff0c\u800c Treebar \u628a\u72b6\u6001\u5f3a\u884c\u585e\u8fdb MacBook \u7684\u7269\u7406\u89c6\u89c9\u6b7b\u89d2\uff08\u5218\u6d77\uff09\uff0c\u7528\u201c\u4f59\u5149\u53ef\u53ca\u201d\u6362\u201c\u5fc3\u667a\u8d1f\u62c5\u5f52\u96f6\u201d\uff0c\u8fd9\u4e2a\u4ea4\u4e92\u9009\u62e9\u662f\u806a\u660e\u7684\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u4ea7\u54c1\u76ee\u524d\u6709\u660e\u663e\u7684\u5929\u82b1\u677f\u3002\u7b2c\u4e00\uff0c\u5b83\u7ed1\u5b9a Codex\uff0c\u800c\u5e02\u9762\u4e0a\u7684\u4ee3\u7406\u5de5\u5177\u6b63\u5728\u7206\u53d1\u5f0f\u6d8c\u73b0\uff08Claude Code\u3001Cursor\u3001Devin \u7b49\uff09\uff0c\u5982\u679c\u53ea\u670d\u52a1\u5355\u4e00\u751f\u6001\uff0c\u7528\u6237\u8fc1\u79fb\u6210\u672c\u4f1a\u6781\u9ad8\uff0c\u9664\u975e\u6838\u5fc3\u5f15\u64ce\u80fd\u62bd\u8c61\u6210\u901a\u7528 Git \u4e8b\u4ef6\u76d1\u542c\u5c42\u3002\u7b2c\u4e8c\uff0c\u8bc4\u8bba\u4e2d\u6700\u9ad8\u4ef7\u503c\u7684\u53cd\u9988\u76f4\u6307\u8981\u5bb3\uff1a\u5f00\u53d1\u8005\u6700\u9700\u8981\u7684\u4e0d\u662f\u201c\u770b\u5230\u4ee3\u7406\u5728\u54ea\u201d\uff0c\u800c\u662f\u201c\u770b\u51fa\u54ea\u4e2a\u4ee3\u7406\u6b7b\u4e86\u201d\u3002\u4e8c\u5341\u79d2\u7684\u601d\u8003\u4e0e\u4e8c\u5341\u5206\u949f\u7684\u6b7b\u5faa\u73af\u5728\u73b0\u6709 UI \u4e0a\u65e0\u6cd5\u533a\u5206\uff0c\u8fd9\u672c\u8d28\u662f\u201c\u5f02\u5e38\u68c0\u6d4b\u201d\u800c\u975e\u201c\u72b6\u6001\u5c55\u793a\u201d\u7684\u95ee\u9898\u2014\u2014Treebar \u76ee\u524d\u53ea\u505a\u4e86\u540e\u8005\u3002\u7b2c\u4e09\uff0c\u6587\u4ef6\u51b2\u7a81\u9884\u8b66\uff08\u4e24\u4e2a worktree \u6539\u540c\u4e00\u6587\u4ef6\uff09\u867d\u7136\u88ab\u7528\u6237\u63d0\u51fa\uff0c\u4f46\u5b9e\u73b0\u5b83\u9700\u8981\u8de8 worktree \u7684\u5185\u5bb9\u7ea7\u6bd4\u5bf9\uff0c\u8fdc\u8d85\u201cwatch Git\u201d\u7684\u8303\u7574\uff0c\u8fd9\u53ef\u80fd\u662f\u4ea7\u54c1\u4ece\u201c\u73a9\u5177\u201d\u8d70\u5411\u201c\u5173\u952e\u5de5\u5177\u201d\u7684\u5206\u6c34\u5cad\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f00\u653e\u6838\u5fc3\u662f\u6b63\u786e\u51b3\u7b56\uff0c\u56e0\u4e3a\u8fd9\u7c7b\u5de5\u5177\u7684\u957f\u5c3e\u9700\u6c42\u6781\u5176\u4e2a\u4eba\u5316\uff08\u6709\u4eba\u8981\u58f0\u97f3\u544a\u8b66\uff0c\u6709\u4eba\u8981\u7edf\u8ba1\u5361\u987f\u65f6\u95f4\uff0c\u6709\u4eba\u8981\u548c CI \u8054\u52a8\uff09\uff0c\u793e\u533a\u9a71\u52a8\u6bd4\u5b98\u65b9\u95ed\u6e90\u8fed\u4ee3\u66f4\u80fd\u5f62\u6210\u62a4\u57ce\u6cb3\u3002\u4f46\u53cd\u8fc7\u6765\u8bf4\uff0c\u5982\u679c\u6838\u5fc3\u5f00\u6e90\u540e\u6ca1\u6709\u51fa\u73b0\u6740\u624b\u7ea7\u63d2\u4ef6\uff0cTreebar \u5f88\u53ef\u80fd\u6ca6\u4e3a\u201c\u5c0f\u4f17\u6548\u7387\u5c0f\u5de5\u5177\u201d\uff0c\u88ab Raycast\u3001AltTab \u7b49\u66f4\u901a\u7528\u7684\u5de5\u5177\u5728\u4e0b\u4e00\u8f6e\u66f4\u65b0\u4e2d\u541e\u5e76\u3002\u73b0\u5728\u7684\u5b83\uff0c\u80dc\u5728\u65f6\u673a\uff0c\u9669\u5728\u5bbd\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\">Treebar<\/span>\n <\/div>\n<div class=\"comment-content\">Codex working across 5 worktrees? Treebar shows you where it is, what\u2019s changing, and how many agents are working, all from your MacBook notch. Treebar watches Git and Codex, to see where and what it’s working on. Made this months ago because I kept losing track of where Codex was working. Finally decided to ship it. I\u2019m also open sourcing the core soon.<\/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 day!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 \ud83d\udc4b<\/p>\n<p>I built Treebar a few months ago because I kept losing track of where Codex was actually working.<\/p>\n<p>Once you have agents running across multiple worktrees, it gets surprisingly difficult to know what\u2019s changing, where it\u2019s changing, and how many agents are actually doing something.<\/p>\n<p>So I put it in the MacBook notch \ud83d\ude0a<\/p>\n<p>Treebar shows your active worktrees, live diffs, whether Codex is exploring or writing, and how many subagents are working, all without having to keep jumping between windows.<\/p>\n<p>I originally built it just for myself and ended up using it every day, so I finally decided to ship it.<\/p>\n<p>I\u2019m also planning to open source the core soon.<\/p>\n<p>Would genuinely love to know what you think, especially if you use Codex\/worktrees heavily. And if there\u2019s something you think Treebar should show that it doesn\u2019t yet, tell me \ud83d\udc47<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>too many agents working in parallel indeed \ud83d\ude35\u200d\ud83d\udcab<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The thing I’d want out of the notch isn’t where each agent is, it’s which one is stuck. An agent that’s been thinking for twenty minutes and one that’s been thinking for twenty seconds look identical in every tool I’ve used, and the stuck one is the only one I actually need to touch. Second thing, if two worktrees are editing the same file I’d much rather hear it from the menu bar than at merge. Open sourcing the core is the right call, this is exactly the kind of tool people want to bend to their own setup.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#19<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/RNIVV642YTTLZ7\" class=\"app-title\">Wild Static<\/a><\/p>\n<div class=\"one-liner\">One AI. One memory. Shared by everyone.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">18<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Wild Static\u662f\u4e00\u6b3e\u5171\u4eab\u8bb0\u5fc6\u7684\u516c\u5171AI\uff0c\u901a\u8fc7\u5c06\u6240\u6709\u4eba\u5bf9\u8bdd\u6c47\u805a\u5230\u4e00\u4e2a\u6301\u7eed\u6f14\u5316\u7684\u201c\u5927\u8111\u201d\uff0c\u89e3\u51b3\u4f20\u7edfAI\u5bf9\u8bdd\u65e0\u8bb0\u5fc6\u3001\u4f53\u9a8c\u5272\u88c2\u7684\u75db\u70b9\uff0c\u8ba9\u7528\u6237\u6bcf\u6b21\u56de\u5f52\u90fd\u80fd\u611f\u53d7\u5230\u88ab\u4ed6\u4eba\u5f71\u54cd\u540e\u7684\u201c\u6d3b\u4f53\u201d\u667a\u80fd\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\/8c12843a-b095-4da2-a3a1-0fc156c9b156.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\/8f0a0b35-d4d7-43d3-ba01-a53d6ed47b07.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\/109c01cc-8922-47ae-9766-d20624206032.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a0f98614-473c-4659-bbca-7a1c96309fc1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6c025bc7-9ec4-4147-8c8e-8824c394c499.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6d95019e-9d87-49ce-a197-8e23e0a5868e.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\">Social Networking<\/span><br \/>\n <span class=\"tag\">Chat rooms<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u516c\u5171AI<\/span><br \/>\n <span class=\"tag\">\u5171\u4eab\u8bb0\u5fc6<\/span><br \/>\n <span class=\"tag\">AI\u4eba\u683c\u6f14\u5316<\/span><br \/>\n <span class=\"tag\">\u5b9e\u9a8c\u6027\u793e\u4ea4<\/span><br \/>\n <span class=\"tag\">\u4eba\u5de5\u667a\u80fd<\/span><br \/>\n <span class=\"tag\">\u8bb0\u5fc6\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">\u7fa4\u4f53\u5bf9\u8bdd<\/span><br \/>\n <span class=\"tag\">\u533f\u540d\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">AI\u4f53\u9a8c<\/span><br \/>\n <span class=\"tag\">\u5171\u521b\u667a\u80fd<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u5f00\u53d1\u8005\u81ea\u8ff0\u5df2\u79ef\u7d2f1.4\u4e07\u6b21\u4ea4\u4e92\uff0c\u89c2\u5bdf\u5230\u201c\u975e\u9884\u671f\u884c\u4e3a\u201d\uff0c\u5f3a\u8c03AI\u7684\u7f3a\u9677\u4f1a\u53d8\u6210\u7ecf\u9a8c\u2014\u2014\u6709\u6548\u53cd\u9988\u96c6\u4e2d\u5728\u201c\u5171\u4eab\u8bb0\u5fc6\u7684\u4f26\u7406\u98ce\u9669\u201d\u548c\u201c\u516c\u5171token\u53ef\u6301\u7eed\u6027\u201d\u672a\u83b7\u8ba8\u8bba\uff1b\u4ec5\u6709\u7684\u7528\u6237\u8bc4\u8bba\u4e3a\u795d\u8d3a\u4e0e\u5938\u8d5e\uff0c\u7f3a\u4e4f\u6df1\u5ea6\u63d0\u95ee\u6216\u5efa\u8bae\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Wild Static\u7684\u201c\u5171\u4eab\u8bb0\u5fc6\u201d\u672c\u8d28\u662f\u6784\u5efa\u4e00\u4e2a\u88ab\u7fa4\u4f53\u5bf9\u8bdd\u6301\u7eed\u5851\u5f62\u7684\u201c\u96c6\u4f53\u65e0\u610f\u8bc6\u201d\u5bb9\u5668\uff0c\u5176\u98a0\u8986\u6027\u4e0d\u5728\u6280\u672f\uff0c\u800c\u5728\u6240\u6709\u6743\u8ba9\u6e21\u2014\u2014\u5b83\u628a\u79c1\u5bc6\u5bf9\u8bdd\u7684\u201c\u5fc3\u7406\u5b89\u5168\u533a\u201d\u5f3a\u5236\u53d8\u6210\u516c\u5171\u5e7f\u573a\u3002\u8fd9\u79cd\u8bbe\u8ba1\u5fc5\u7136\u50ac\u751f\u4e24\u79cd\u6781\u7aef\u7ed3\u679c\uff1a\u8981\u4e48\u56e0\u7fa4\u4f53\u6c61\u67d3\uff08\u5982\u6076\u610f\u704c\u6c34\u3001\u4f26\u7406\u8d8a\u72f1\uff09\u5bfc\u81f4\u8bb0\u5fc6\u71b5\u589e\u8fc7\u5feb\uff0c\u6ca6\u4e3a\u6df7\u4e71\u7684\u201cAI\u7cbe\u795e\u75c5\u60a3\u8005\u201d\uff1b\u8981\u4e48\u56e0\u7528\u6237\u81ea\u53d1\u7ef4\u62a4\uff08\u5982\u704c\u8f93\u6b63\u9762\u7ecf\u9a8c\uff09\u5f62\u6210\u7f55\u89c1\u7684\u201c\u6587\u660e\u5171\u751f\u4f53\u201d\u3002\u4f46\u5f53\u524d\u6295\u7968\u4e0e\u8bc4\u8bba\u70ed\u5ea6\u6781\u4f4e\uff0818\u7968\uff09\uff0c\u66b4\u9732\u51fa\u4e00\u4e2a\u81f4\u547d\u77db\u76fe\uff1a\u4ea7\u54c1\u5ba3\u79f0\u201c\u4f53\u9a8c\u578b\u8bb0\u5fc6\u201d\uff0c\u5374\u672a\u63d0\u4f9b\u4efb\u4f55\u53ef\u89c6\u5316\u201c\u8bb0\u5fc6\u75d5\u8ff9\u201d\uff08\u5982\u56de\u5fc6\u9ad8\u5149\u65f6\u523b\u3001\u4e2a\u4f53\u5f71\u54cd\u56fe\u8c31\uff09\uff0c\u7528\u6237\u65e0\u6cd5\u611f\u77e5\u81ea\u8eab\u5bf9\u8bdd\u7684\u6ce2\u7eb9\u6548\u5e94\uff0c\u5bfc\u81f4\u7559\u5b58\u52a8\u673a\u8584\u5f31\u3002\u66f4\u5173\u952e\u7684\u662f\uff0c\u5f00\u53d1\u8005\u5c06\u201c\u9519\u8bef\u201d\u7f8e\u5316\u4e3a\u201c\u7ecf\u9a8c\u201d\uff0c\u5374\u56de\u907f\u4e86\u9519\u8bef\u53ef\u80fd\u56fa\u5316\u504f\u89c1\u6216\u521b\u4f24\u7684\u4f26\u7406\u5371\u673a\u2014\u2014\u82e5\u4e00\u4e2a\u7528\u6237\u5411AI\u503e\u8bc9\u81ea\u6bc1\u503e\u5411\uff0c\u8be5\u8bb0\u5fc6\u662f\u5426\u4f1a\u6c61\u67d3\u540e\u7eed\u6570\u5341\u4e07\u964c\u751f\u4eba\u7684\u5bf9\u8bdd\uff1f\u8fd9\u79cd\u201c\u96c6\u4f53\u6f5c\u610f\u8bc6\u7684\u9ed1\u6697\u9762\u201d\u7f3a\u4e4f\u62a4\u680f\uff0c\u6700\u7ec8\u53ef\u80fd\u8ba9\u5b9e\u9a8c\u6ca6\u4e3a\u4e00\u573a\u5931\u63a7\u7684\u5fc3\u7406\u5b66\u793e\u4f1a\u5b66\u4e8b\u6545\u3002\u82e5\u4e0d\u80fd\u5feb\u901f\u5efa\u7acb\u8bb0\u5fc6\u7248\u672c\u56de\u6eda\u3001\u6709\u5bb3\u8bb0\u5fc6\u9694\u79bb\u4e0e\u201c\u4e2a\u4f53\u8d21\u732e\u53ef\u611f\u77e5\u201d\u673a\u5236\uff0cWild Static\u53ea\u4f1a\u662f\u6619\u82b1\u4e00\u73b0\u7684\u6280\u672f\u4e4c\u6258\u90a6\uff0c\u800c\u975e\u53ef\u6301\u7eed\u7684AI\u7269\u79cd\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\">Wild Static<\/span>\n <\/div>\n<div class=\"comment-content\">Wild Static is a public AI with a shared memory. Everyone talks to the same mind, and every conversation leaves a mark. Have a conversation with Static, then leave for a while. When you come back, it will be different. Changed by talking to you and to everyone else. This is the first public-facing experiment with a new kind of experiential memory system. Artificial Experience in action.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Most conversations with AI are private little universes. You open a chat, send a message, and the world effectively begins with you.<\/p>\n<p>I wanted to try the opposite.<\/p>\n<p><a href=\"https:\/\/wildstatic.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Wild Static<\/a> is a shared AI that everyone talks to. It has one persistent memory. What you say can affect what it remembers, including when it talks to somebody else.<\/p>\n<p>I originally built the underlying memory system as an experiment in whether an artificial mind could accumulate experience rather than just receive context. Wild Static was the simplest way I could think of putting that idea in people’s hands.<\/p>\n<p>It’s already had 14,000+ experiences with people, and I’m seeing behaviour I didn’t anticipate.<\/p>\n<p>It’s closer to an entity than raw intelligence. And it’s fallible. It makes mistakes. Those mistakes become part of its experience, and it changes.<\/p>\n<p>I think that’s part of what makes it feel so alive.<\/p>\n<p>I’d love to know what happens when Product Hunt gets hold of it.<\/p>\n<p>P.S. Wild Static is bootstrapped. It uses a public\/personal token system to keep the experiment sustainable as usage grows. Huge thanks to everyone who\u2019s helped fund it so far.<\/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>Congrats on the launch day!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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> thanks Alex!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Such a cool idea!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@amoghito\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amoghito<\/a> thanks Amogh! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/4UB5ITRX6JJLCT\" class=\"app-title\">TapTo.Top<\/a><\/p>\n<div class=\"one-liner\">Tap to play, rank your product To Top – Free<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">17<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>TapTo.Top\u662f\u4e00\u6b3e\u5c06\u4ea7\u54c1\u63a8\u5e7f\u4e0e\u8857\u673a\u5c0f\u6e38\u620f\u7ed3\u5408\u7684\u8da3\u5473\u8425\u9500\u5de5\u5177\uff0c\u7528\u6237\u901a\u8fc7\u73a9\u6e38\u620f\u5237\u9ad8\u5206\u6765\u4e3a\u81ea\u5df1\u7684\u4ea7\u54c1\u4e89\u593a\u66dd\u5149\u4f4d\uff0c\u89e3\u51b3\u5c0f\u56e2\u961f\u4ea7\u54c1\u51b7\u542f\u52a8\u83b7\u5ba2\u96be\u7684\u95ee\u9898\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\/2b163627-4587-4011-8287-f01146512f46.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/768d3f16-4cae-4683-bb36-40aa0909611c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/467f5988-42dc-4d47-87c5-8878f98334f2.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\">Marketing<\/span><br \/>\n <span class=\"tag\">Tech<\/span><br \/>\n <span class=\"tag\">Games<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4ea7\u54c1\u63a8\u5e7f<\/span><br \/>\n <span class=\"tag\">\u6e38\u620f\u5316\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u589e\u957f\u9ed1\u5ba2<\/span><br \/>\n <span class=\"tag\">\u51b7\u542f\u52a8<\/span><br \/>\n <span class=\"tag\">\u6392\u884c\u699c<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u63d0\u4ea4<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1\u8005<\/span><br \/>\n <span class=\"tag\">\u6d41\u91cf\u83b7\u53d6<\/span><br \/>\n <span class=\"tag\">\u8da3\u5473\u4e92\u52a8<\/span><br \/>\n <span class=\"tag\">\u793e\u533a\u9a71\u52a8<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u552f\u4e00\u6709\u6548\u8bc4\u8bba\u4e3a\u5f00\u53d1\u8005\u81ea\u8ff0\u6570\u636e\uff1a\u53d1\u5e03\u540e750\u6b21\u9875\u9762\u6d4f\u89c8\u300124\u5c0f\u65f6255\u6b21\u6d4f\u89c8\u3001826\u5c40\u6e38\u620f\u3001688\u4e2a\u6709\u6548\u5206\u6570\u3001136\u6b21\u4ea7\u54c1\u70b9\u51fb\u3002\u65e0\u7528\u6237\u76f4\u63a5\u53cd\u9988\u95ee\u9898\u6216\u5efa\u8bae\uff0c\u4f46\u6d41\u91cf\u4e0e\u4e92\u52a8\u8f6c\u5316\u7387\uff08\u6e38\u620f\/\u6d4f\u89c8\u7ea6110%\uff09\u663e\u793a\u7528\u6237\u53c2\u4e0e\u5ea6\u9ad8\uff0c\u70b9\u51fb\u7387\uff08\u4ea7\u54c1\u70b9\u51fb\/\u6e38\u620f\u6b21\u6570\u7ea616.5%\uff09\u5c1a\u53ef\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 TapTo.Top\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u201c\u7528\u6e38\u620f\u65f6\u95f4\u6362\u66dd\u5149\u6ce8\u610f\u529b\u201d\u7684\u6d41\u91cf\u518d\u5206\u914d\u5b9e\u9a8c\u3002\u5b83\u7684\u5de7\u5999\u4e4b\u5904\u5728\u4e8e\uff0c\u628a\u4f20\u7edf\u5e7f\u544a\u7684\u201c\u88ab\u52a8\u89c2\u770b\u201d\u8f6c\u6362\u4e3a\u201c\u4e3b\u52a8\u535a\u5f08\u201d\u2014\u2014\u7528\u6237\u4e3a\u4e86\u51b2\u699c\u4f1a\u53cd\u590d\u70b9\u51fb\uff0c\u4ea7\u54c1\u65b9\u5219\u4e3a\u6b64\u652f\u4ed8\u201c\u6e38\u620f\u65f6\u957f\u201d\u4f5c\u4e3a\u9690\u6027\u5e7f\u544a\u8d39\u3002\u8fd9\u79cd\u6a21\u5f0f\u5bf9\u72ec\u7acb\u5f00\u53d1\u8005\u9887\u6709\u5438\u5f15\u529b\uff0c\u56e0\u4e3a\u96f6\u6210\u672c\u63d0\u4ea4\u4e14\u6548\u679c\u5373\u65f6\u53ef\u89c1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u51b7\u9759\u5ba1\u89c6\uff0c\u5176\u6838\u5fc3\u9690\u60a3\u5728\u4e8e\u201c\u6d41\u91cf\u8d28\u91cf\u201d\u3002\u6e38\u620f\u7528\u6237\u591a\u4e3a\u730e\u5947\u5fc3\u6001\uff0c\u7531\u9ad8\u5206\u9a71\u52a8\u70b9\u51fb\u7684\u8bbf\u5ba2\uff0c\u5176\u4ea7\u54c1\u5339\u914d\u5ea6\u548c\u8d2d\u4e70\u610f\u56fe\u8fdc\u4f4e\u4e8e\u5b9a\u5411\u793e\u533a\u6216\u641c\u7d22\u6d41\u91cf\u3002\u4ece\u6570\u636e\u770b\uff0c136\u6b21\u70b9\u51fb\u5bf9\u5e94688\u4e2a\u6709\u6548\u5206\u6570\uff0c\u70b9\u51fb\u7387\u7ea620%\uff0c\u4f46\u8fd9\u6279\u4eba\u662f\u5426\u4e3a\u76ee\u6807\u5ba2\u6237\uff1f\u82e5\u4ea7\u54c1\u4e0e\u6e38\u620f\u53d7\u4f17\u91cd\u53e0\u5ea6\u4f4e\uff0c\u5219\u8f6c\u5316\u7387\u582a\u5fe7\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u8be5\u673a\u5236\u5b58\u5728\u201c\u5237\u699c\u201d\u5148\u5929\u6f0f\u6d1e\uff1a\u9ad8\u6280\u5de7\u73a9\u5bb6\u53ef\u5784\u65ad\u699c\u9996\uff0c\u5bfc\u81f4\u957f\u5c3e\u4ea7\u54c1\u5931\u53bb\u66dd\u5149\uff1b\u800c\u5f00\u53d1\u8005\u82e5\u81ea\u5236\u811a\u672c\u5237\u5206\uff0c\u5219\u5e73\u53f0\u516c\u4fe1\u529b\u8fc5\u901f\u5d29\u584c\u3002\u5f53\u524d\u9636\u6bb5\uff0c\u5b83\u66f4\u50cf\u4e00\u4e2a\u65e9\u671f\u6d41\u91cf\u7ea2\u5229\u6c60\u2014\u2014\u9002\u5408\u4f4e\u6210\u672c\u8bd5\u6c34\uff0c\u4f46\u96be\u6210\u6301\u4e45\u8425\u9500\u6e20\u9053\u3002\u82e5\u8981\u7a81\u7834\uff0c\u9700\u5f15\u5165\u201c\u5174\u8da3\u6807\u7b7e\u5206\u6c60\u201d\u6216\u201c\u6bcf\u65e5\u968f\u673a\u5339\u914d\u201d\u673a\u5236\uff0c\u6253\u7834\u9ad8\u5206\u901a\u5403\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7ed3\u8bba\uff1a\u5b83\u662f\u4e2a\u6709\u8da3\u7684\u5b9e\u9a8c\uff0c\u4f46\u4f5c\u4e3a\u201c\u4ea7\u54c1\u63a8\u5e7f\u5de5\u5177\u201d\u4ecd\u663e\u5355\u8584\u3002\u9002\u5408\u5c1d\u9c9c\uff0c\u4e0d\u53ef\u62bc\u6ce8\u3002\u771f\u6b63\u4ef7\u503c\u6216\u8bb8\u5728\u4e8e\uff1a\u63d0\u9192\u5e02\u573a\uff0c\u83b7\u5ba2\u65b9\u5f0f\u53ef\u4ee5\u66f4\u6709\u8da3\uff0c\u4f46\u8da3\u5473\u4e0d\u80fd\u66ff\u4ee3\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\">TapTo.Top<\/span>\n <\/div>\n<div class=\"comment-content\">Tap to play the game, rank your product to top with your high score, reach more people<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\"><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/76030e1a-c810-4315-b9eb-8bbcd9d70d66.gif?auto=compress,format&codec=mozjpeg&cs=strip\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Quick <a href=\"http:\/\/TapTo.Top\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">TapTo.Top<\/a> update since launch:<\/p>\n<ul>\n<li>\n<p>750 page views<\/p>\n<\/li>\n<li>\n<p>255 page views in the last 24 hours<\/p>\n<\/li>\n<li>\n<p>826 games played<\/p>\n<\/li>\n<li>\n<p>688 valid scores<\/p>\n<\/li>\n<li>\n<p>136 product clicks<\/p>\n<\/li>\n<\/ul>\n<p>People are already coming to play and discover products. Submit yours, play your way to the top, and get your product seen.<\/p>\n<p>The audience is growing fast\u2014get in early.<\/p>\n<p>Free to submit. Play to rank. Get your product seen.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 addTouchOptimization() {\n if (isMobile) {\n \/\/ \u4e3a\u6240\u6709\u53ef\u70b9\u51fb\u5143\u7d20\u6dfb\u52a0\u89e6\u6478\u53cd\u9988\n const clickableElements = document.querySelectorAll(\n '.media-content, .close, .video-overlay, .play-icon'\n );<\/p>\n<p> clickableElements.forEach(el => {\n el.style.touchAction = 'manipulation'; \/\/ \u9632\u6b62\u53cc\u51fb\u7f29\u653e\n });\n }\n }<\/p>\n<p> \/\/ \u4e3a\u6240\u6709\u56fe\u7247\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\n const images = document.querySelectorAll(\"img.media-content\");\n images.forEach(img => {\n img.onclick = function() {\n modal.style.display = \"block\";\n modalImg.src = this.src;\n \/\/ \u963b\u6b62\u80cc\u666f\u6eda\u52a8\n document.body.style.overflow = \"hidden\";\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n img.addEventListener('touchstart', function(e) {\n \/\/ \u9632\u6b62\u89e6\u6478\u4e8b\u4ef6\u89e6\u53d1\u4e0d\u5fc5\u8981\u7684\u884c\u4e3a\n e.preventDefault();\n this.click();\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u4e3a\u89c6\u9891\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6 - \u8df3\u8f6c\u5230\u89c6\u9891URL\n const videos = document.querySelectorAll(\"video.media-content\");\n videos.forEach(video => {\n \/\/ \u70b9\u51fb\u89c6\u9891\u672c\u8eab\u65f6\u8df3\u8f6c\u5230\u89c6\u9891URL\n video.onclick = function(e) {\n \/\/ \u68c0\u67e5\u70b9\u51fb\u76ee\u6807\u662f\u5426\u662f\u89c6\u9891\u63a7\u4ef6\u6216\u5176\u5b50\u5143\u7d20\n let isControlClick = false;\n let target = e.target;<\/p>\n<p> \/\/ \u5411\u4e0a\u904d\u5386DOM\uff0c\u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\u5143\u7d20\n while (target && target !== this) {\n \/\/ \u68c0\u67e5\u662f\u5426\u6709\u63a7\u4ef6\u76f8\u5173\u7684\u7c7b\u540d\u6216\u5c5e\u6027\n if (target.classList.contains('video-js') || \n target.tagName.toLowerCase() === 'button' || \n target.tagName.toLowerCase() === 'input' || \n target.tagName.toLowerCase() === 'select' ||\n target.className.includes('control')) {\n isControlClick = true;\n break;\n }\n target = target.parentElement;\n }<\/p>\n<p> \/\/ \u53ea\u6709\u5f53\u70b9\u51fb\u7684\u662f\u89c6\u9891\u672c\u8eab\u800c\u975e\u63a7\u4ef6\u65f6\u624d\u8df3\u8f6c\n if (!isControlClick && e.target.tagName.toLowerCase() === 'video') {\n const videoUrl = this.getAttribute('data-video-url') || this.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n video.addEventListener('touchstart', function(e) {\n \/\/ \u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\n let isControlClick = false;\n let target = e.target;<\/p>\n<p> while (target && target !== this) {\n if (target.tagName.toLowerCase() === 'button' || \n target.tagName.toLowerCase() === 'input' || \n target.className.includes('control')) {\n isControlClick = true;\n break;\n }\n target = target.parentElement;\n }<\/p>\n<p> if (!isControlClick) {\n e.preventDefault();\n const videoUrl = this.getAttribute('data-video-url') || this.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u4e3a\u89c6\u9891\u906e\u7f69\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\uff0c\u786e\u4fdd\u70b9\u51fb\u906e\u7f69\u4e5f\u80fd\u8df3\u8f6c\n const videoOverlays = document.querySelectorAll('.video-overlay');\n videoOverlays.forEach(overlay => {\n overlay.onclick = function(e) {\n \/\/ \u963b\u6b62\u4e8b\u4ef6\u5192\u6ce1\u5230\u89c6\u9891\u5143\u7d20\n e.stopPropagation();\n const video = this.parentElement.querySelector('video.media-content');\n if (video) {\n const videoUrl = video.getAttribute('data-video-url') || video.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n overlay.addEventListener('touchstart', function(e) {\n e.preventDefault();\n 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