\n \n \n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-06-21<\/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 | 2026-06-21<\/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\/G7ASKEML5CLFTD\" class=\"app-title\">Agent 37 Cloud<\/a><\/p>\n<div class=\"one-liner\">Give every customer their own Hermes or OpenClaw agent<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">378<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Agent 37 Cloud \u4e3a\u5f00\u53d1\u8005\u63d0\u4f9b\u6258\u7ba1\u5f0f\u6301\u4e45\u5316AI\u667a\u80fd\u4f53\u670d\u52a1\uff0c\u901a\u8fc7\u4e00\u6b21API\u8c03\u7528\u5373\u53ef\u4e3a\u6bcf\u4f4d\u5ba2\u6237\u521b\u5efa\u4e13\u5c5e\u7684\u59cb\u7ec8\u5728\u7ebf\u667a\u80fd\u4f53\uff0c\u514d\u53bb\u81ea\u5efa\u548c\u7ef4\u62a4\u670d\u52a1\u5668\u7684\u9ebb\u70e6\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\/f93261c8-32f1-4191-9c8a-856dc4e59c46.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\/4defc981-d501-45ca-8ef8-0d6e2da56af8.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\/dea9a544-268a-4d6f-a8bf-d2e75b3ad870.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\/c9890ea2-bb87-4cd9-9d51-7f967836e905.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/c207bfd8-3a60-48a7-972b-74a495d9adec.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/gGdYItQXUTs\"><source src=\"https:\/\/youtu.be\/gGdYItQXUTs\" 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\">SDK<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6301\u4e45\u5316AI\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u6258\u7ba1\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">API\u8c03\u7528<\/span><br \/>\n <span class=\"tag\">\u5782\u76f4\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u591a\u79df\u6237\u9694\u79bb<\/span><br \/>\n <span class=\"tag\">Composio\u5de5\u5177\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">OpenClaw<\/span><br \/>\n <span class=\"tag\">Hermes<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Serverless<\/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\u5173\u6ce8\u591a\u79df\u6237\u6570\u636e\u9694\u79bb\u4e0e\u5b89\u5168\uff08\u5982gVisor\u5bb9\u5668\u5316\uff09\u3001\u6bcf\u4e2a\u667a\u80fd\u4f53\u7684\u51ed\u8bc1\u4e0e\u6743\u9650\u7ba1\u7406\u3001\u5185\u5b58\u6301\u4e45\u5316\u63a7\u5236\u3001\u51b7\u542f\u52a8\u5ef6\u8fdf\uff081-2\u79d2\uff09\u3002\u4e5f\u6709\u7528\u6237\u8be2\u95eeGDPR\u5408\u89c4\u6027\u53ca\u6210\u672c\u63a7\u5236\u673a\u5236\u3002\u521b\u59cb\u4eba\u56de\u5e94\u79f0\u9ed8\u8ba4\u63d0\u4f9b\u6a21\u677f\u548c\u65e5\u5fd7\u76d1\u63a7\uff0c\u5e76\u8ba1\u5212\u63a8\u51faAPI\u8c03\u8bd5\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Agent 37 Cloud \u5207\u4e2d\u7684\u662f\u4e00\u4e2a\u771f\u5b9e\u800c\u9690\u853d\u7684\u75db\u70b9\uff1aAI\u667a\u80fd\u4f53\u4ece\u201c\u73a9\u5177\u201d\u5230\u201c\u4ea7\u54c1\u201d\u7684\u6700\u540e\u4e00\u516c\u91cc\uff0c\u5f80\u5f80\u4e0d\u662f\u6a21\u578b\u80fd\u529b\uff0c\u800c\u662f\u8be5\u6b7b\u7684\u8fd0\u7ef4\u3002\u521b\u59cb\u4eba\u663e\u7136\u6df1\u8c19\u6b64\u9053\u2014\u2014\u4ed6\u4eec\u4e0d\u662f\u5728\u5356\u670d\u52a1\u5668\uff0c\u800c\u662f\u5728\u5356\u201c\u62bd\u8eab\u201d\u7684\u6743\u5229\u3002\u4ea7\u54c1\u7b56\u7565\u4e5f\u76f8\u5f53\u5de7\u5999\uff1a\u4f9d\u6258Hermes\u3001OpenClaw\u8fd9\u7c7b\u793e\u533a\u70ed\u95e8\u4f46\u8fd0\u7ef4\u590d\u6742\u7684\u5f00\u6e90\u667a\u80fd\u4f53\uff0c\u4ee5\u6258\u7ba1\u670d\u52a1\u7684\u5f62\u5f0f\u6740\u5165\u5e02\u573a\uff0c\u8ba9\u76ee\u6807\u7528\u6237\u77ac\u95f4\u4ea7\u751f\u201c\u5bf9\u554a\uff0c\u6211\u5e72\u561b\u8981\u81ea\u5df1\u8dd1\u201d\u7684\u5171\u9e23\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b9a\u4ef7$3.44\/\u6708\u770b\u4f3c\u4eb2\u6c11\uff0c\u5b9e\u5219\u662f\u4e00\u4e2a\u7cbe\u51c6\u7684\u951a\u70b9\u3002\u5b83\u4e0d\u9700\u8981\u8986\u76d6\u6240\u6709\u7b97\u529b\u6210\u672c\uff0c\u53ea\u9700\u8981\u4f4e\u4e8e\u7528\u6237\u201c\u81ea\u5df1\u6298\u817e\u201d\u7684\u65f6\u95f4\u6210\u672c\u548c\u5fc3\u7406\u6210\u672c\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u5c06AI\u667a\u80fd\u4f53\u4ece\u201c\u5f00\u53d1\u9879\u76ee\u201d\u8f6c\u5316\u4e3a\u201c\u53ef\u552e\u5546\u54c1\u201d\uff0c\u8ba9SaaS\u521b\u4e1a\u8005\u80fd\u50cf\u5356SaaS\u5e2d\u4f4d\u4e00\u6837\u5356AI\u4ee3\u7406\u3002\u7528gVisor\u5b9e\u73b0\u5bb9\u5668\u7ea7\u9694\u79bb\u4e5f\u7b97\u52a1\u5b9e\u4e4b\u9009\uff0c\u4f46\u51b7\u542f\u52a81-2\u79d2\u5728\u4ea4\u4e92\u5bc6\u96c6\u573a\u666f\u4e0b\u4ecd\u663e\u7c97\u7cd9\uff0c\u4e14\u5e95\u5c42\u4f9d\u8d56Composio\u76841000+\u5de5\u5177\uff0c\u751f\u6001\u8026\u5408\u5ea6\u8f83\u9ad8\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\uff1a\u5f53\u5ba2\u6237\u667a\u80fd\u4f53\u6570\u91cf\u4ece10\u4e2a\u589e\u957f\u52301000\u4e2a\u65f6\uff0c\u6210\u672c\u63a7\u5236\u3001\u5de5\u5177\u6743\u9650\u4ea4\u9519\u3001\u65e5\u5fd7\u5ba1\u8ba1\u590d\u6742\u6027\u5c06\u6307\u6570\u7ea7\u4e0a\u5347\u3002\u76ee\u524d\u4f9d\u8d56\u201c\u9884\u4ed8\u8d39+\u9636\u68af\u9650\u6d41\u201d\u7684\u7c97\u653e\u5f0f\u98ce\u63a7\uff0c\u53ea\u80fd\u7b97\u6743\u5b9c\u4e4b\u8ba1\u3002\u4e00\u53e5\u201c90%\u7a7a\u95f2CPU\u201d\u7684\u89c2\u5bdf\u867d\u7136\u806a\u660e\uff0c\u4f46\u5cf0\u503c\u65f6\u7684\u201c\u566a\u97f3\u90bb\u5c45\u201d\u95ee\u9898\u4e00\u65e6\u89e6\u53d1\uff0c\u5bf9B\u7aef\u5ba2\u6237\u800c\u8a00\u53ef\u80fd\u5c31\u662f\u4fe1\u4efb\u5d29\u584c\u3002\u957f\u671f\u6765\u770b\uff0c\u4e0e\u5176\u8bf4\u662fAI\u57fa\u7840\u8bbe\u65bd\uff0c\u4e0d\u5982\u8bf4\u662f\u5728\u5356\u201c\u88ab\u7ba1\u7406\u7684\u4e0d\u786e\u5b9a\u6027\u201d\u3002\u8fd9\u5757\u86cb\u7cd5\u80fd\u505a\u591a\u5927\uff0c\u53d6\u51b3\u4e8e\u4ed6\u4eec\u80fd\u5426\u5728\u201c\u4fbf\u5b9c\u201d\u548c\u201c\u53ef\u9760\u201d\u4e4b\u95f4\uff0c\u627e\u5230\u4e00\u6761\u4e0d\u4f9d\u8d56\u521b\u59cb\u4eba\u4eb2\u81ea\u56de\u5e16\u7684\u53ef\u6301\u7eed\u8def\u5f84\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Agent 37 Cloud<\/span>\n <\/div>\n<div class=\"comment-content\">Agent 37 is managed hosting for persistent agents like Hermes, OpenClaw and ClaudeCode. So you don’t need to run them on Mac minis or VPS yourself. One API call gives each of your customers their own always-on agent, from $3.44\/mo. Founders use it to ship vertical agents to their own clients without babysitting servers.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH \ud83d\udc4b Vishnu here, I built Agent 37.<\/p>\n<p>Too many people were running their OpenClaw and Hermes agents on a server they had to babysit. Now you don’t have to. We host it, always on, wired to 1000+ tools.<\/p>\n<p>The launch part: one API call spins up a dedicated agent for each of your customers, branded as yours, and a second call lets you message it just like a OpenAI Responses API. Founders use it to ship vertical agents, like a CEO agent, a clinic agent, or a legal agent, to their own clients without touching a server. Always on from $3.44\/mo each.<\/p>\n<p>First instance is free, no card. I’m here all day, so tell me what you’d build or where it breaks. \ud83d\ude4f<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>24<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vishnukool\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vishnukool<\/a> this is actually super clean <\/p>\n<\/p>\n<p>The \u201cno babysitting servers, just spin up an agent per customer with one API call\u201d is exactly the kind of abstraction people want but rarely get this smooth in practice<\/p>\n<\/p>\n<p>One thing I\u2019m curious about: when you scale to lots of customer-specific agents, what becomes the hardest part to manage in reality? cost control, tool permissions, latency, or keeping each agent properly isolated without context bleeding between tenants?<\/p>\n<\/p>\n<p>Also love the idea of making vertical agents feel like products instead of infra pain<\/p>\n<\/p>\n<p>Excited to see what people build on this \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a sharp wedge for vertical-agent teams. The part I\u2019d want to understand is the customer boundary: when each customer gets a persistent agent with tools, are credentials, approvals, memory, and action logs isolated per customer by default, or does the founder wire that layer around the hosted agent?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>15<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@blah_mad\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@blah_mad<\/a> So the default templates we offer comes with LLMs pre-wired, 1000+ tool integrations like Gmail, Calendar, Notion etc. via Composio pre-wired and a few other things. <\/p>\n<p>But for custom use cases you can also create your own custom Docker images that doesn’t have these pre-wired if you’d want to integrate with your own APIs.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Huge congrats for <a href=\"https:\/\/www.producthunt.com\/@vishnukool\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"vishnukool\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vishnukool<\/a> on getting this out the door. cuts out a ton of standard marketing ops busywork for small teams, love that it’s an api layer instead of wrestling with individual cli instances. excited to see where you take it next…..<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vishnukool\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vishnukool<\/a> <a href=\"https:\/\/www.producthunt.com\/@vikramp7470\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vikramp7470<\/a> Curious about agent persistence here. How much state can each customer agent retain, and what controls do developers have over memory management? That’s the part I’d want to explore first <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@vikramp7470\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vikramp7470<\/a> Thanks Vikram!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Not everyone wants to maintain VPS instances or Mac minis. This looks like a much cleaner path. <\/p>\n<h3><\/h3>\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\/@morgan__harriss\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@morgan__harriss<\/a> Very true, 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>For me, the most intresting part isn’t the hosting itself, it’s the shift in how founders can think about AI products. Instead of building one shared assistant<\/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\/@jennifer_cooker\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jennifer_cooker<\/a> True, the goal is to make building persistent always on agents easy and affordable<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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. I wonder how does Agent 37 ensure complete data isolation between tenants sharing the same underlying infrastructure?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@crystalmei\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@crystalmei<\/a> <\/p>\n<p>We follow a similar architecture to Modal as described here – <a href=\"https:\/\/modal.com\/docs\/guide\/security\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/modal.com\/docs\/guide\/security<\/a>. Each tenant is containerized and virtualized using gVisor which keeps them all isolated. Do you have anything in mind that you’re thinking of to try us out ?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is super helpful! I have my own home lab but it already full of self hosted services and I don’t want to host my OpenClaw or Hermes on the same machine with all my data. At the same time I don’t want to buy another home lab like some Lenovo mini pc or Mac Mini which here in Canada we should wait at least until September.<\/p>\n<\/p>\n<p>I like that you made this product privacy friendly looking at your privacy policy! <\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bogdan_stefanjuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bogdan_stefanjuk<\/a> 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The per-customer always-on agent angle is the useful part here. I\u2019ve seen the same \u201cagent infra becomes a babysitting job\u201d problem once tools and permissions differ by client. Curious how you separate tenant secrets\/tool scopes when an agent is idle most of the time but still persistent?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I can see this being useful for SaaS companies that want to give every customer their own AI assistant without building the backend themselves.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Judging by the cost structure, this appears to be serverless. I\u2019m curious about the latency on cold paths and whether usage-based billing will apply later 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\/@han_circle\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@han_circle<\/a> The latency right now is 1-2 seconds for bootstrapping cold. For the use cases I’m seeing bootstrap time is not really a P1 concern so not something we’re optimizing for. <\/p>\n<p>It’s already usage based billing btw, we don’t bill the whole $3.74 initially, it’s billed on an hourly basis based on how long the instance exists. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 unit economics here look incredible for SaaS teams wanting to deploy dedicated AI features. At $3.44\/mo per customer agent, how do you handle resource provisioning if a client’s agent suddenly experiences a massive spike in background workflows or data processing?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@andika_fadhilah\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andika_fadhilah<\/a> Thanks yes. We strive to offer the best unit economics \ud83d\ude42<br \/>We do have tier limits for now, for example a new account, starting with a tier 1 account can only scale to 10 instances limit. They will need to pre-pay a certain amount before we update it to tier 2 and so on unlocking more instances. This also gives us predictability of scale that we can account for.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The interesting constraint here is handoff quality: if each customer gets a persistent agent, the audit trail and failure state need to be as easy to inspect as the API call is to start.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jimmy_lee12\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jimmy_lee12<\/a> Agreed, for now we have resource monitor and logs in the dashboard to inspect which serves most of the needs. But we also plan to expose it as an API for more agentic debugging.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 solves the exact tradeoff I keep running into. I looked at self-hosting part of my own AI agent stack to save on a per-minute provider fee, and the math always won on paper but lost in practice: the real cost wasn’t the server, it was becoming the person who gets paged when an agent goes down for a paying client. $3.44\/mo always-on, not-my-problem-to-babysit is the right price for that peace of mind. Curious how you handle noisy-neighbor isolation between customer instances at that price point.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@david_marko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@david_marko<\/a> That’s great to hear. Would love to hear what your product us doing where you’re seeing this trade off ? Here’s my calendar if you wanna chat – <a href=\"https:\/\/cal.com\/vishnukool\/30min\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/cal.com\/vishnukool\/30min<\/a><\/p>\n<p>We started off with a direct to consumer Hermes\/Openclaw hosting and saw the same problems there where we run a large fleet of sandboxes. Interestingly what we’ve also noticed is when you have a large enough host and that coupled with the fact that agentic use cases like hermes, openclaw, claude code etc. are 90% idle CPU times, the noisy neighbor issue is rarely a problem. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love this! But – are you compliant with EU laws?<br \/>Under what jurisdiction does your company run and do you have a DPA for EU\/GDPR compliance?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks <a href=\"https:\/\/www.producthunt.com\/@erik_v\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@erik_v<\/a> We’re currently US based but we have a few EU users who are also asking for GDPR compliance. We’re working with them to get it ready for it, and will be adding EU servers soon so that it’s an option for EU users.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch <a href=\"https:\/\/www.producthunt.com\/@vishnukool\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"vishnukool\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vishnukool<\/a>. Turning a complicated infrastructure problem into a simple API is not easy.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@hamza_afzal_butt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hamza_afzal_butt<\/a> Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The per-customer agent model makes a lot of sense for vertical SaaS. What I keep thinking about is observability: how does a founder show their client what the agent actually did? <\/p>\n<\/p>\n<p>Logs the end customer can understand, or at least something you can point to when they ask, “what did it do this week?” Is that on the roadmap or already there?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@attacomsian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@attacomsian<\/a> We do have observability at the container level and logs around that, but what happens inside a container is upto the user for now. We do provide default ready to use templates for hermes, openclaw etc. But it’s extendible so that you can add-on observability as you see fit. Especially the one’s I think you’re referring to which is more for the end customer.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch \ud83d\ude80 Agent 37\u201338 looks sharp, excited to see how it pushes AI agents into real workflows!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@moon10\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@moon10<\/a> Thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is super helpful! We had to spend considerable for building agent creator for our customers and the infra work there was no way a competitive 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aj_123\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aj_123<\/a> Thanks Ajitesh. Out of curiosity what did you use ? I’d be happy to chat if it makes sense exploring integrating with us – <a href=\"https:\/\/cal.com\/vishnukool\/30min\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/cal.com\/vishnukool\/30min<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/X4MCSFBVD3XQRK\" class=\"app-title\">Atomic Mail Agentic<\/a><\/p>\n<div class=\"one-liner\">Let your agents read, send, and react to email autonomously<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">227<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Atomic Mail Agentic\u4e3aAI\u4ee3\u7406\u63d0\u4f9b\u65e0\u9700\u4eba\u5de5\u5e72\u9884\u7684\u4e13\u5c5e\u90ae\u7bb1\uff0c\u901a\u8fc7JMAP\u534f\u8bae\u548cPoW\u6ce8\u518c\u673a\u5236\u5728\u7ea630\u79d2\u5185\u521b\u5efa\u53ef\u81ea\u4e3b\u6536\u53d1\u90ae\u4ef6\u7684\u4ee3\u7406\uff0c\u89e3\u51b3\u4e86AI\u4ee3\u7406\u4f7f\u7528\u90ae\u7bb1\u65f6\u624b\u52a8\u9a8c\u8bc1\u3001\u914d\u7f6e\u548c\u8fd0\u7ef4\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\/7919a984-089f-4fd5-96c8-a6ec273057c8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6f2f12ab-0598-478b-99d5-b5d8af495b43.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ebc8779f-83ad-4ee2-855c-6feec8e19037.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9bbb121e-368d-40f8-9e48-7da6f705eb8e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/47835bdb-1896-4686-9cb6-47b527e2c2a4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4bc3af95-18dd-4f3c-830f-146b65af2e2e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7b004279-f2fd-40ee-b35f-76c35666e73f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ee8bee1d-aeb3-4c03-95ac-82a7dd90e137.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/8c784b86-7268-495d-9e9e-1ed24ced99e3.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/dhDKQeew3H4\"><source src=\"https:\/\/youtu.be\/dhDKQeew3H4\" 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\">Email<\/span><br \/>\n <span class=\"tag\">Newsletters<\/span><br \/>\n <span class=\"tag\">Customer Communication<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4ee3\u7406\u90ae\u7bb1<\/span><br \/>\n <span class=\"tag\">\u81ea\u4e3b\u90ae\u4ef6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">JMAP\u534f\u8bae<\/span><br \/>\n <span class=\"tag\">\u65e0\u4eba\u5de5\u914d\u7f6e<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7406\u901a\u4fe1\u57fa\u7840\u8bbe\u65bd<\/span><br \/>\n <span class=\"tag\">\u90ae\u4ef6\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u91cf\u8bc1\u660e\u6ce8\u518c<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u6ce8\u4ee3\u7406\u81ea\u4e3b\u6743\u9650\u8fb9\u754c\uff08\u662f\u5426\u53ef\u914d\u7f6e\u53d1\u9001\u5ba1\u6279\uff09\u3001\u54c1\u724c\u4fe1\u8a89\u98ce\u9669\uff08\u5171\u4eabIP\u6c60\u7684\u5783\u573e\u90ae\u4ef6\u5f71\u54cd\uff09\u3001\u591a\u4ee3\u7406\u9694\u79bb\u3001\u5ba1\u8ba1\u8ffd\u8e2a\uff0c\u5e76\u8d28\u7591\u201c\u96f6\u5e72\u9884\u201d\u5728\u8bef\u53d1\u573a\u666f\u4e0b\u7684\u53ef\u9760\u6027\u3002JMAP\u9009\u62e9\u83b7\u8ba4\u53ef\uff0c\u4f46\u4ea4\u4ed8\u548c\u62a4\u680f\u673a\u5236\u6210\u62c5\u5fe7\u7126\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 Atomic Mail Agentic\u5207\u4e2d\u4e86AI\u4ee3\u7406\u57fa\u7840\u8bbe\u65bd\u7684\u9690\u79d8\u76f2\u533a\u2014\u2014\u90ae\u7bb1\u914d\u7f6e\u3002\u5f53\u524d\u591a\u6570\u4ee3\u7406\u5de5\u5177\u53ea\u89e3\u51b3\u201c\u601d\u8003\u201d\u800c\u5ffd\u7565\u201c\u884c\u52a8\u201d\uff0c\u90ae\u7bb1\u9a8c\u8bc1\u8fd9\u4e2a\u770b\u4f3c\u7410\u788e\u7684\u73af\u8282\u6070\u6070\u662f\u4eba\u673a\u4e4b\u95f4\u7684\u5173\u952e\u65ad\u70b9\u3002\u4ea7\u54c1\u7528JMAP\u534f\u8bae\u7ec8\u7ed3\u4e86API\u5f62\u72b6\u62fc\u63a5\u7684\u5669\u68a6\uff0c\u8ba9LLM\u50cf\u547c\u5438\u7a7a\u6c14\u4e00\u6837\u81ea\u7136\u5730\u64cd\u4f5c\u90ae\u4ef6\u534f\u8bae\uff0c\u8fd9\u6bd4\u90a3\u4e9b\u82b1\u54e8\u7684Agent\u7f16\u6392\u6846\u67b6\u52a1\u5b9e\u5f97\u591a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u90ae\u7bb1\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u91cd\u65b0\u5b9a\u4e49\u4e86\u4ee3\u7406\u83b7\u53d6\u901a\u4fe1\u80fd\u529b\u7684\u95e8\u69db\u3002PoW\u6ce8\u518c30\u79d2\u62ff\u4e0b\u90ae\u7bb1\uff0c\u610f\u5473\u7740\u4ee3\u7406\u7684\u90e8\u7f72\u534a\u5f84\u4ece\u201c\u9700\u4eba\u7c7b\u4fdd\u59c6\u966a\u4f34\u201d\u6269\u5c55\u5230\u201c\u5b8c\u5168\u81ea\u4e3b\u53ef\u843d\u5730\u201d\u3002\u4f46\u4ea7\u54c1\u5728\u201c\u81ea\u4e3b\u201d\u4e0e\u201c\u53ef\u63a7\u5236\u201d\u4e4b\u95f4\u753b\u4e86\u4e00\u6761\u6a21\u7cca\u7684\u7ebf\u2014\u2014\u8bc4\u8bba\u4e2d\u53cd\u590d\u51fa\u73b0\u7684\u54c1\u724c\u4fe1\u8a89\u3001\u8bef\u62a5\u9632\u62a4\u3001\u591a\u4ee3\u7406\u9694\u79bb\u5e76\u975e\u5c0f\u4fee\u5c0f\u8865\uff0c\u800c\u662f\u51b3\u5b9a\u5176\u80fd\u5426\u4ece\u9ed1\u5ba2\u73a9\u5177\u5347\u7ea7\u4e3a\u4f01\u4e1a\u670d\u52a1\u7684\u751f\u6b7b\u7ebf\u3002\u5982\u679c\u53ea\u4f9d\u8d56\u5171\u4eabIP\u6c60\u548c\u5b64\u7acb\u5316\u7684\u4fe1\u8a89\u7b56\u7565\uff0c\u8fdf\u65e9\u4f1a\u88ab\u5783\u573e\u90ae\u4ef6\u6307\u6570\u7ea7\u7684\u53cd\u9988\u5faa\u73af\u51fb\u57ae\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6700\u5927\u7684\u5546\u4e1a\u56f0\u60d1\u662f\u5b9a\u4ef7\u6a21\u5f0f\u7f3a\u5931\u3002\u514d\u8d39Alpha\u548c100MB\u5b58\u50a8\u53ea\u80fd\u9a8c\u8bc1\u6280\u672f\u53ef\u884c\u6027\uff0c\u5374\u65e0\u6cd5\u9a8c\u8bc1\u5546\u4e1a\u6a21\u5f0f\u3002\u5f53\u4ee3\u7406\u6bcf\u5929\u53d1\u9001\u5343\u5c01\u90ae\u4ef6\uff0c\u57fa\u7840\u8bbe\u65bd\u6210\u672c\u5c06\u8fc5\u901f\u4fb5\u8680\u5229\u6da6\u7a7a\u95f4\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0cJMAP\u7684\u53ef\u79fb\u690d\u6027\u53cd\u800c\u662f\u53cc\u5203\u5251\u2014\u2014\u5982\u679c\u7528\u6237\u80fd\u7528\u6807\u51c6\u534f\u8bae\u8f7b\u6613\u8fc1\u79fb\u5230\u5176\u4ed6\u63d0\u4f9b\u5546\uff0c\u90a3\u7c98\u6027\u4f55\u5728\uff1f\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\u603b\u7ed3\uff1a\u8fd9\u662f\u4e00\u4e2a\u89e3\u51b3\u771f\u95ee\u9898\u7684\u201c\u57ab\u811a\u77f3\u201d\u4ea7\u54c1\uff0c\u5b83\u5904\u7406\u7684\u662f\u4ee3\u7406\u901a\u4fe1\u7684\u6700\u540e\u4e00\u516c\u91cc\uff0c\u4f46\u8981\u771f\u6b63\u627f\u8f7d\u4f01\u4e1a\u7ea7\u4fe1\u4efb\uff0c\u8fd8\u9700\u5728\u62a4\u680f\u3001\u9694\u79bb\u548c\u8ba1\u8d39\u6a21\u578b\u4e0a\u5b8c\u6210\u4e00\u6b21\u6210\u5e74\u793c\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\">Atomic Mail Agentic<\/span>\n <\/div>\n<div class=\"comment-content\">Atomic Mail Agentic gives autonomous AI agents their own real @atomicmail.ai inbox to manage fully without human setup, verification, or ongoing intervention. Built on JMAP (RFC 8620), the standard mailbox API LLMs already know fluently, so agents read, send, reply, draft, search, and manage threads reliably with fewer retries. Novel proof-of-work signup delivers a real inbox in ~30 seconds\u2014no CAPTCHA, credit card, domain verification, or mail-server ops.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Atomic Mail Agentic<\/strong> gives autonomous AI agents their own real `@<a href=\"http:\/\/atomicmail.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">atomicmail.ai<\/a>` inbox to manage end-to-end \u2014 no human setup, verification, or ongoing intervention.<\/p>\n<\/p>\n<p><strong>Problem \u2192 Solution<\/strong>: Agents need email but current setup requires manual domain verification, CAPTCHA, credit cards, and mail-server ops. PoW signup delivers a real inbox in ~30 seconds \u2014 completely hands-free.<\/p>\n<\/p>\n<p><strong>What’s Different<\/strong>: Built on <strong>JMAP<\/strong> (RFC 8620), the standard mailbox API LLMs already speak fluently from training data. No vendor SDKs to learn, no hallucinated request shapes = fewer retries.<\/p>\n<\/p>\n<p><strong>Features<\/strong>:<\/p>\n<ul>\n<li>\n<p>Full mailbox API (read\/send\/mail, drafts, threads, search)<\/p>\n<\/li>\n<li>\n<p>MCP\/AgentSkill\/REST API\/CLI integrations<\/p>\n<\/li>\n<li>\n<p>bundled JSON presets (`send_mail`, `list_inbox`, `reply`)<\/p>\n<\/li>\n<li>\n<p>embedded `help` docs<\/p>\n<\/li>\n<li>\n<p>plain-language error hints with `_next` steps<\/p>\n<\/li>\n<\/ul>\n<p><strong>Benefits<\/strong>: Agents finish without asking users for anything, messages actually arrive (warming IP pool + relay overflow), no vendor lock-in (portable JMAP), get unstuck automatically inside the integration.<\/p>\n<\/p>\n<p><strong>Who & Use Cases<\/strong>: For AI agents on Claude Code, Codex, Copilot, Cursor, Hermes, OpenClaw, Pi, Kilo Code. Use cases: newsletter digests, support inbox, user research interviews via email survey.<\/p>\n<\/p>\n<p><strong>Open Alpha<\/strong>: Free accounts, 100MB storage, strict rate-limits. Public stable release coming soon.<\/p>\n<\/p>\n<p>P.S. I hunt the latest and greatest launches in tech, SaaS and AI, follow to be notified <strong>\u2192<\/strong> <a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The hard part with agent-owned email is not just getting an inbox, it is controlling what the agent is allowed to send. For support or research flows, do you expose approval and receipts per outbound thread, or is the mailbox treated as fully autonomous once provisioned?<\/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\">Where do you draw the line between an agent assisting with email and acting independently?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The JMAP choice makes sense since LLMs already understand it from training, so fewer hallucinated API shapes. The thing I’d want to understand is deliverability reputation at scale. <\/p>\n<\/p>\n<p>If one agent on the shared IP pool sends something spammy, does that affect inbox placement for everyone else? Or are reputations isolated per inbox?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Most agent tools still rely on a human to get the inbox set up and verified. Removing that step changes who can actually deploy agents end-to-end without babysitting onboarding. <\/p>\n<p>Curious how \u201cno ongoing intervention\u201d holds up once an agent sends something it shouldn\u2019t?<\/p>\n<\/p>\n<p>Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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 agentic angle on email is the part I’d want to pin down: how much does the agent act autonomously vs. propose-then-confirm? For triage and drafting I’d trust autonomy, but anything that hits send or moves money I’d want a human gate by default. Is that configurable per action type, and does it keep an audit trail of what the agent did on my behalf?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As someone who spends a surprising amount of time in email, I’m fascinated by how quickly AI agents are moving from drafting messages to actually managing workflows. Curious to see where people draw the line between delegation and keeping a human touch in communication. 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats Team! Excited to see Atomic Mail Agentic live! Turning inbox chaos into agent-driven clarity is exactly what users need. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 JMAP choice is the interesting bit to me. Email is usually where agents get stuck on setup rather than reasoning, so giving them a real inbox in ~30 seconds makes sense. Curious if you\u2019ve seen deliverability issues when many agents send low-volume but highly varied replies.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>When multiple agents share the same inbox for different use cases like support and newsletters, how does the system isolate threads so one agent doesn’t accidentally read or act on another’s messages?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 ‘zero human intervention’ aspect is incredibly powerful, but definitely a bit terrifying for brand safety! What kind of policy guardrails can we place on the inbox level to ensure an autonomous agent doesn’t hallucinate a promise or discount we can’t actually honor?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/UWES5GXBNLEAZI\" class=\"app-title\">Grok by SpaceXAI for Word<\/a><\/p>\n<div class=\"one-liner\">Draft, restructure & tighten wording from panel inside Word<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">189<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Grok for Word \u662f\u4e00\u6b3e\u5185\u5d4c\u4e8e Microsoft Word \u7684 AI \u4fa7\u8fb9\u680f\u63d2\u4ef6\uff0c\u8ba9\u7528\u6237\u5728\u6587\u6863\u7f16\u8f91\u8fc7\u7a0b\u4e2d\u76f4\u63a5\u901a\u8fc7\u5bf9\u8bdd\u5b8c\u6210\u8d77\u8349\u3001\u91cd\u5199\u3001\u6da6\u8272\u548c\u7f51\u7edc\u8c03\u7814\uff0c\u514d\u53bb\u53cd\u590d\u590d\u5236\u7c98\u8d34\u7684\u7e41\u7410\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\/e57259fe-ed4e-4bf0-937c-5a8d36a6063a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/617be8e8-8d39-4b12-840e-bd35f9d5dfb1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6dbadaa3-b573-4486-a744-73d0c83943ca.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/00bb160f-d58f-4874-a581-4a5724ca1597.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\/66a2c9e5-724a-4844-9722-c68f7b2f02f7.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/pbCUXc4esrg\"><source src=\"https:\/\/youtu.be\/pbCUXc4esrg\" 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>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5199\u4f5c\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">Office\u63d2\u4ef6<\/span><br \/>\n <span class=\"tag\">\u6587\u6863\u7f16\u8f91<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u91cd\u6784<\/span><br \/>\n <span class=\"tag\">\u8bed\u6cd5\u6821\u5bf9<\/span><br \/>\n <span class=\"tag\">\u98ce\u683c\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u6458\u8981<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5927\u6a21\u578b\u5e94\u7528<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u6ce8AI\u7f51\u7edc\u68c0\u7d22\u7684\u51c6\u786e\u6027\uff08\u6709\u8bc4\u8bba\u79f0\u5176\u6548\u679c\u4e0d\u4f73\uff09\uff1b\u9700SuperGrok\u8ba2\u9605\u624d\u80fd\u4f7f\u7528\uff0c\u53ef\u80fd\u5f71\u54cd\u514d\u8d39\u8bd5\u7528\u63a8\u5e7f\uff1b\u7591\u95ee\u662f\u5426\u4fdd\u6301\u6587\u6863\u4e0a\u4e0b\u6587\u8fde\u8d2f\uff1b\u80af\u5b9a\u5185\u5d4c\u5f0f\u5de5\u4f5c\u6d41\u5e26\u6765\u7684\u4fbf\u5229\u6027\uff0c\u671f\u5f85\u5185\u5bb9\u8d28\u91cf\u4e0e\u4e00\u81f4\u6027\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Grok for Word \u7684\u5b9a\u4f4d\u975e\u5e38\u7cbe\u51c6\u2014\u2014\u201c\u5728 Word \u91cc\u539f\u5730\u529e\u516c\u201d\u3002\u5b83\u6ca1\u6709\u9009\u62e9\u505a\u4e00\u4e2a\u5b64\u7acb\u7684 AI \u5199\u4f5c\u53f0\uff0c\u800c\u662f\u4ee5\u63d2\u4ef6\u5f62\u5f0f\u5bc4\u751f\u5728\u7528\u6237\u6700\u719f\u6089\u7684\u7f16\u8f91\u73af\u5883\u4e2d\uff0c\u610f\u56fe\u6d88\u706d\u201c\u590d\u5236\u7c98\u8d34\u201d\u8fd9\u4e00\u4f4e\u6548\u52a8\u4f5c\u3002\u4ece\u4ea7\u54c1\u4ecb\u7ecd\u770b\uff0c\u5b83\u7684\u80fd\u529b\u8986\u76d6\u4e86\u8d77\u8349\u3001\u6539\u5199\u3001\u683c\u5f0f\u7edf\u4e00\u751a\u81f3\u7f51\u7edc\u8c03\u7814\uff0c\u786e\u5b9e\u76f4\u51fb\u4e86\u6587\u6863\u534f\u4f5c\u4e2d\u201c\u591a\u4eba\u4fee\u6539\u540e\u98ce\u683c\u6df7\u4e71\u201d\u548c\u201c\u4ece\u96f6\u5f00\u59cb\u7684\u6253\u5b57\u6050\u60e7\u201d\u4e24\u5927\u75db\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u8fd9\u6b3e\u4ea7\u54c1\u7684\u771f\u6b63\u4ef7\u503c\uff0c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u89e3\u51b3\u4e24\u4e2a\u6838\u5fc3\u77db\u76fe\u3002\u7b2c\u4e00\u662f\u201cAI \u751f\u6210\u7ed3\u679c\u7684\u53ef\u63a7\u6027\u201d\uff1aWord \u7528\u6237\u5bf9\u6392\u7248\u548c\u5b57\u8bcd\u7684\u6d01\u7656\u8fdc\u9ad8\u4e8e\u5176\u4ed6\u573a\u666f\uff0c\u5982\u679c\u6bcf\u6b21\u4fee\u6539\u90fd\u9700\u8981\u53cd\u590d\u6821\u5bf9\u3001\u64a4\u9500\uff0c\u53cd\u800c\u4f1a\u589e\u52a0\u8d1f\u62c5\u3002\u8bc4\u8bba\u4e2d\u201c\u662f\u5426\u4fdd\u6301\u4e0a\u4e0b\u6587\u201d\u7684\u63d0\u95ee\u975e\u5e38\u7280\u5229\uff0c\u4e00\u65e6\u4e22\u5931\u8bed\u5883\uff0cAI \u5efa\u8bae\u5c31\u4f1a\u53d8\u5f97\u673a\u68b0\u548c\u5272\u88c2\u3002\u7b2c\u4e8c\u662f\u201c\u6570\u636e\u4e0e\u9690\u79c1\u7684\u8fb9\u754c\u201d\uff1a\u4f5c\u4e3a\u5185\u5d4c\u5728\u529e\u516c\u6587\u4ef6\u4e2d\u7684AI\uff0cGrok \u5fc5\u7136\u9700\u8981\u8bfb\u53d6\u6587\u6863\u5185\u5bb9\u3002\u5728\u654f\u611f\u63d0\u6848\u6216\u5185\u90e8\u62a5\u544a\u4e2d\u4f7f\u7528\uff0c\u7528\u6237\u662f\u5426\u653e\u5fc3\uff1f\n <\/p>\n<p class=\"ai-content\">\n \u6700\u5927\u7684\u9690\u5fe7\u5728\u4e8e\u5b9a\u4ef7\u7b56\u7565\u3002\u8bc4\u8bba\u6307\u51fa\u9700\u8981\u201cSuperGrok\u8ba2\u9605\u201d\uff0c\u8fd9\u610f\u5473\u7740\u7528\u6237\u672c\u5c31\u6709\u80fd\u529b\u8bbf\u95ee xAI \u7684\u4ed8\u8d39\u6a21\u578b\u3002\u8fd9\u7c7b\u5de5\u5177\u7684\u6838\u5fc3\u7ade\u4e89\u529b\u4e0d\u5728\u201c\u80fd\u7528AI\u201d\uff0c\u800c\u5728\u201c\u8ba9AI\u5728Word\u91cc\u66f4\u597d\u7528\u201d\u2014\u2014\u5982\u679c\u4e0d\u80fd\u63d0\u4f9b\u6bd4 ChatGPT \u63d2\u4ef6\u6216 Copilot \u66f4\u4f4e\u7684\u6210\u672c\u3001\u66f4\u987a\u6ed1\u7684\u4f53\u9a8c\uff0c\u90a3\u5b83\u53ea\u662f\u591a\u4e86\u4e00\u4e2a\u5165\u53e3\uff0c\u800c\u975e\u4e00\u4e2a\u4e0d\u53ef\u66ff\u4ee3\u7684\u89e3\u51b3\u65b9\u6848\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\u603b\u7ed3\uff1aGrok for Word \u662f\u4e00\u4e2a\u806a\u660e\u7684\u4ea7\u54c1\u5165\u53e3\uff0c\u4f46\u80fd\u5426\u6210\u4e3a\u7f16\u8f91\u5de5\u4f5c\u6d41\u7684\u6838\u5fc3\uff0c\u5f97\u770b xAI \u662f\u5426\u613f\u610f\u7838\u94b1\u57f9\u517b\u7528\u6237\u4e60\u60ef\uff0c\u5e76\u5728\u6587\u6863\u8bed\u5883\u7406\u89e3\u4e0a\u505a\u5230\u201c\u5c11\u72af\u9519\u3001\u4e0d\u51fa\u620f\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\">Grok by SpaceXAI for Word<\/span>\n <\/div>\n<div class=\"comment-content\">Work with an AI Agent directly in your Word documents. The add-in enables a conversation-based agent sidebar that can search the web, update paragraphs, or build professional documents. Simply type what you want into the conversation pane and let the Agent handle research and execution. Ask it to rewrite paragraphs, summarize long reports, improve clarity and tone, generate outlines, create tables, or expand ideas, all without leaving Word.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Curious how the agent handles fact checking when pulling information from the web. That could make a huge difference for professional use cases.<\/p>\n<\/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\">@alan_gregory if grokipedia is anything to go by, the answer is poorly.<\/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><strong>Grok for Word<\/strong> is an AI-powered Microsoft 365 add-in by xAI that lets you draft, restructure, and tighten wording directly inside Word from a docked panel.<\/p>\n<\/p>\n<p>Documents often become inconsistent when edited by multiple people, and rough notes or messy drafts need restructuring. Grok solves this by structuring rough notes, fixing grammar, tightening phrasing, and normalizing heading styles \u2014 all in place, with everything staying editable and undoable.<\/p>\n<\/p>\n<p>Instead of a separate tab or tool you copy back to, Grok works beside your document in a docked panel, reads what you point it at, and applies edits directly in the file with before-and-after comparisons for every change.<\/p>\n<\/p>\n<p><strong>Key Features:<\/strong><\/p>\n<ul>\n<li>\n<p>Structure rough notes into formatted Word headings and lists<\/p>\n<\/li>\n<li>\n<p>Inline edits: fix grammar, simplify language, tighten phrasing<\/p>\n<\/li>\n<li>\n<p>Before-and-after view for every change<\/p>\n<\/li>\n<li>\n<p>Normalize heading case and align terms across the whole file<\/p>\n<\/li>\n<li>\n<p>Editable, visible revisions you can keep or undo one by one<\/p>\n<\/li>\n<li>\n<p>Free to add from Microsoft Marketplace; admins can deploy org-wide<\/p>\n<\/li>\n<\/ul>\n<p><strong>Benefits:<\/strong><\/p>\n<ul>\n<li>\n<p>Faster drafting and restructuring without leaving Word<\/p>\n<\/li>\n<li>\n<p>Consistent, professional documents across teams<\/p>\n<\/li>\n<li>\n<p>No merging copies \u2014 edits land directly in your file<\/p>\n<\/li>\n<li>\n<p>Everything stays editable and fully undoable<\/p>\n<\/li>\n<\/ul>\n<p><strong>Who It\u2019s For & Use Cases:<\/strong><\/p>\n<ul>\n<li>\n<p>Writers, editors, and business professionals using Word<\/p>\n<\/li>\n<li>\n<p>Teams collaborating on reports, proposals, and documents<\/p>\n<\/li>\n<li>\n<p>Anyone needing to structure rough notes or maintain consistent styling<\/p>\n<\/li>\n<\/ul>\n<p>Try Grok for Word free from the Microsoft Marketplace! <\/p>\n<\/p>\n<p>P.S. I hunt the latest and greatest launches in tech, SaaS and AI, follow to be notified <strong>\u2192<\/strong> <a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> You need a SuperGrok subscription to use the Office add-ins.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 can see this becoming part of many teams daily workflow if the generated content maintains quality and consistency across large documents.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Having the AI live inside Word instead of forcing users to copy-paste content back and forth is probably the biggest advantage here. I did notice the discussion around needing a SuperGrok subscription to use the add-in though. Curious how that impacts adoption and whether you’ve considered a free trial. 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>is it launched by spaceX? or is it a clickbait?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 write every day, and one thing I’ve learned is that getting words on the page is usually the hardest part. Tools that help people move from a blank page to a workable draft can be incredibly useful. 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting idea. Does it keep context across a doc session, or does each prompt start fresh?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">#4<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/LXT3GGWXGWH6H4\" class=\"app-title\">Backgrind<\/a><\/p>\n<div class=\"one-liner\">Run your AI agents over any app, even games.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">177<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Backgrind\u662f\u4e00\u6b3eAI\u4ee3\u7406\u60ac\u6d6e\u7a97\u53e3\u5de5\u5177\uff0c\u8ba9\u7528\u6237\u80fd\u5728\u4efb\u4f55\u5e94\u7528\uff08\u5305\u62ec\u5168\u5c4f\u6e38\u620f\uff09\u4e0a\u65b9\u8fd0\u884cClaude Code\u7b49\u4ee3\u7406\uff0c\u65e0\u9700\u76ef\u7ec8\u7aef\uff0c\u53ea\u5728\u4ee3\u7406\u9700\u8981\u51b3\u7b56\u65f6\u901a\u77e5\u7528\u6237\uff0c\u89e3\u653e\u7528\u6237\u53cc\u624b\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\/e2513264-2fce-4f3c-96a4-ccc07c7e7bea.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/44a20049-82f8-4da7-a5a3-2bf6dfa271c6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d4c05098-8dcc-4a56-9efc-415a0f244712.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/be440ac1-d931-43c5-8b90-a8d70e004541.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6ef46de3-5c2d-4667-bdd5-8f0da75f6bed.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/50731142-fac7-45dc-a7ab-6248ab1d2174.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6db2d19c-082f-40bd-af1f-7fa6c85d3e08.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/10eb4d9b-867a-4ee8-aae9-625c42faf041.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ce376fa2-ce31-4e72-bcd1-92864df3656f.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><br \/>\n <span class=\"tag\">Games<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4ee3\u7406\u7ba1\u7406\u5668<\/span><br \/>\n <span class=\"tag\">\u60ac\u6d6e\u7a97\u53e3<\/span><br \/>\n <span class=\"tag\">\u540e\u53f0\u8fd0\u884c<\/span><br \/>\n <span class=\"tag\">\u6e38\u620f\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u7f16\u7a0b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u591a\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u672c\u5730\u5316<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/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\u8ba4\u53ef\u201c\u4ec5\u5728\u9700\u8981\u51b3\u7b56\u65f6\u901a\u77e5\u201d\u7684\u8bbe\u8ba1\uff0c\u8ba4\u4e3a\u6bd4\u4f20\u7edf\u76d1\u63a7\u66f4\u9ad8\u6548\u3002\u5173\u6ce8\u5b89\u5168\u9690\u79c1\uff08BYO\u672c\u5730\u6a21\u5f0f\u4e0eGrindy\u6258\u7ba1\u4ee3\u7406\u5dee\u5f02\uff09\u3001\u70b9\u51fb\u7a7f\u900f\u5b9e\u73b0\u903b\u8f91\u3002\u8d28\u7591\u60ac\u6d6e\u7a97\u53e3\u662f\u5426\u9020\u6210\u6ce8\u610f\u529b\u7a0e\uff0c\u8ba4\u4e3a\u6258\u76d8\u901a\u77e5\u66f4\u5b9e\u7528\uff1b\u591a\u4ee3\u7406\u6807\u7b7e\u6bd4\u5ba3\u4f20\u7684\u6e38\u620f\u573a\u666f\u66f4\u6709\u4ef7\u503c\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Backgrind\u8e29\u4e2d\u4e86\u4e00\u4e2a\u771f\u5b9e\u5374\u6b21\u8981\u7684\u75db\u70b9\uff1aAI\u4ee3\u7406\u8fd0\u884c\u65f6\uff0c\u7528\u6237\u88ab\u8feb\u5728\u7ec8\u7aef\u524d\u201c\u76d1\u5de5\u201d\u3002\u5b83\u7684\u4ef7\u503c\u4e0d\u662f\u201c\u9694\u7a7a\u64cd\u4f5c\u201d\u7684\u70ab\u6280\uff0c\u800c\u662f\u5b9a\u4e49\u4e86\u4e00\u79cd\u65b0\u7684\u4eba\u673a\u534f\u4f5c\u8303\u5f0f\u2014\u2014\u4ee3\u7406\u4f5c\u4e3a\u6c89\u9ed8\u7684\u6267\u884c\u8005\uff0c\u53ea\u5728\u51b3\u7b56\u8282\u70b9\u5524\u9192\u4eba\u7c7b\u3002\u8fd9\u79cd\u201c\u9759\u9ed8\u6267\u884c+\u4fe1\u53f7\u5316\u5e72\u9884\u201d\u7684\u8bbe\u8ba1\uff0c\u6bd4\u4f20\u7edf\u6d41\u6c34\u7ebf\u5f0f\u65e5\u5fd7\u63a8\u9001\u9ad8\u51fa\u4e00\u4e2a\u7ef4\u5ea6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5149\u73af\u4e4b\u4e0b\u6709\u4e24\u5904\u6697\u7901\u3002\u7b2c\u4e00\uff0c\u60ac\u6d6e\u7a97\u53e3\u672c\u8eab\u662f\u4f2a\u547d\u9898\uff1a\u5f53\u4f60\u771f\u6b63\u4fe1\u4efb\u4ee3\u7406\u65f6\uff0c\u7a97\u53e3\u5c31\u662f\u591a\u4f59\uff1b\u5f53\u4f60\u9700\u8981\u9891\u7e41\u5e72\u9884\u65f6\uff0c\u5b83\u53c8\u4e0d\u5982\u771f\u6b63\u7684\u5206\u5c4f\u6216\u70ed\u952e\u8df3\u8f6c\u3002\u8bc4\u8bba\u4e2d\u201c\u6258\u76d8\u901a\u77e5\u8db3\u591f\u201d\u7684\u8d28\u7591\u4e00\u9488\u89c1\u8840\u2014\u2014\u9664\u975eBackgrind\u80fd\u8bc1\u660e\u5176\u7a97\u53e3\u5728\u5904\u7406\u591a\u4ee3\u7406\u5e76\u884c\u4efb\u52a1\u65f6\u7684\u4fe1\u606f\u5bc6\u5ea6\u8fdc\u8d85\u6258\u76d8\uff0c\u5426\u5219\u201cAlways-on-top\u201d\u53ea\u662f\u5671\u5934\u3002\u7b2c\u4e8c\uff0c\u6e38\u620f\u573a\u666f\u88ab\u9ad8\u4f30\uff0c\u5f00\u53d1\u8005\u771f\u6b63\u7684\u5e76\u884c\u573a\u666f\u662f\u5199\u6587\u6863\u3001\u56de\u90ae\u4ef6\u3001\u6539Bug\uff0c\u800c\u6e38\u620f\u6070\u6070\u662f\u6ce8\u610f\u529b\u9ed1\u6d1e\uff0c\u4ee3\u7406\u6839\u672c\u4e0d\u8be5\u5728\u8fd9\u7c7b\u573a\u666f\u4e0b\u8dd1\u3002\u521b\u59cb\u4eba\u81ea\u5df1\u4e5f\u627f\u8ba4\u201c\u6e38\u620f\u662f\u534a\u4e2a\u73a9\u7b11\u201d\uff0c\u4f46\u6807\u9898\u515a\u5f0f\u8425\u9500\u53ef\u80fd\u8bef\u5bfc\u7528\u6237\u638f\u94b1\u4e70\u4e00\u4e2a\u4e0d\u5b58\u5728\u7684\u573a\u666f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u5728\u4e8e\u201c\u591a\u4ee3\u7406\u6807\u7b7e+\u70b9\u51fb\u7a7f\u900f+\u672c\u5730\u4f18\u5148\u201d\u7684\u7ec4\u5408\uff1a\u4f60\u53ef\u4ee5\u540c\u65f6\u8c03\u5ea6\u4e94\u4e2aClaude Code\u5e76\u884c\u5de5\u4f5c\uff0c\u6bcf\u4e2a\u4ee3\u7406\u4ee5\u6807\u7b7e\u9875\u72ec\u7acb\u8fd0\u884c\uff0c\u51b3\u7b56\u65f6\u4ee5\u975e\u4fb5\u5165\u65b9\u5f0f\u5f39\u51fa\u2014\u2014\u8fd9\u5b9e\u9645\u4e0a\u662f\u4e00\u4e2a\u591a\u4ee3\u7406\u7f16\u6392\u7684\u8f7b\u91cf\u9a7e\u9a76\u8231\u3002\u5982\u679cBackgrind\u80fd\u8fdb\u4e00\u6b65\u6253\u901a\u4ee3\u7406\u95f4\u7684\u4e0a\u4e0b\u6587\u5171\u4eab\uff08\u6bd4\u5982\u4e00\u4e2a\u4ee3\u7406\u7684\u8f93\u9001\u7ed9\u53e6\u4e00\u4e2a\u8c03\u7528\uff09\uff0c\u5e76\u4ece\u201c\u6f02\u6d6e\u7a97\u53e3\u201d\u8fdb\u5316\u4e3a\u201c\u6c89\u6d78\u5f0fAI\u5de5\u4f5c\u53f0\u201d\uff0c\u624d\u914d\u5f97\u4e0a\u5b83\u6240\u5ba3\u79f0\u7684\u8303\u5f0f\u9769\u547d\u3002\u5426\u5219\uff0c\u5b83\u7ec8\u7a76\u662f\u4e2a\u597d\u7528\u7684\u7ec8\u7aef\u7f8e\u5316\u58f3\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\">Backgrind<\/span>\n <\/div>\n<div class=\"comment-content\">Your AI agent shouldn’t chain you to a terminal. Backgrind floats it in an always-on-top window over any app \u2014 even a fullscreen game \u2014 and pings you only when it actually needs a decision. Bring your own (Claude Code, Cursor) or use Grindy, the built-in agent with zero setup. Multi-agent tabs, voice, Build\/Plan, click-through, local-first \u2014 your login, your history.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH! \ud83d\udc4b<\/p>\n<p>The problem I kept hitting: I’d hand a task to my AI coding agent\u2026 then just sit there watching a terminal. Babysitting. The agent’s grinding away and I could’ve been shipping the next thing \u2014 or playing a game.<\/p>\n<p>So I built Backgrind: an always-on-top overlay that runs your agent (Claude Code, Cursor, or Grindy, my built-in one with zero setup) over any app \u2014 even a fullscreen game. It only pings you when it actually needs a decision. Fire it, walk away, come back when it taps your shoulder.<\/p>\n<p>It started as a scrappy “let me see the terminal over my game” hack and grew into a real thing: multi-agent tabs, voice, Build\/Plan, click-through, local-first (your login, your history \u2014 nothing new to trust). macOS & Windows.<\/p>\n<p>So now I’m grinding with my agents. \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>“Only pings you when it actually needs a decision” is the detail that matters more than the overlay itself. I run AI agents handling real customer calls and the thing that actually saves me time isn’t watching a dashboard, it’s a notification that only fires on the exceptions. Most monitoring tools dump everything and let you drown; the bar should be silence by default, signal only when a human decision changes the outcome.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@david_marko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@david_marko<\/a> That’s exactly the thing. The overlay’s just the surface, the real work is the threshold, only buzzing you when a decision actually changes the outcome. Everything else you just learn to tune out.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What models are used and what can you tell about safety?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@waldemarius\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@waldemarius<\/a> Great question! Two ways to run it, both built around your privacy.<\/p>\n<p>BYO mode: plug in your own agent CLI, Claude Code, Cursor, or Codex, on your own account. Backgrind’s a thin frontend over your real CLI, so your prompts and code never touch our servers, your login, your history, nothing new to trust. You approve or deny what the agent runs, and voice is transcribed on-device with whisper.cpp so audio never leaves your machine.<\/p>\n<p>Want zero setup? Grindy, our own hosted agent built on OpenCode + Claude, runs through our proxy and just works out of the box, and a .grindignore still keeps stuff like .env from ever being read or sent.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Curious how click through works in practice when the agent needs to briefly take over the screen.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@attacomsian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@attacomsian<\/a> Good q, and the fun part is it never actually takes over the screen, that’s the whole point. It’s just a window on top.<\/p>\n<p>Click-through means it goes semi-transparent and your clicks pass right through it, so it’s there but never in your way. There are custom hotkeys to flip it back to clickable the moment you want to act on something. So you get options: keep it always on but see-through so you can glance anytime, or just hide it completely and pop it up with a hotkey when you actually need it. Either way you stay in control \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\">What’s the biggest challenge in making background agents feel useful rather than intrusive?<\/div>\n<div class=\"comment-actions\">\n<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\/@harshchandgotia\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harshchandgotia<\/a> Honestly, keeping it dead simple. It stays out of your way, then the one second it needs you it just pops a button, you tap yes\/no, and it’s gone again. No babysitting, no digging through a terminal.<\/p>\n<p>Same whether you’re a pro juggling five agents or brand new to this, quiet by default, one tap when it matters \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The always-on-top overlay concept is clever but I keep running into the same mental model question – if the agent is doing work I trust, why do I need it floating over my screen at all? The value prop seems to be “run agent + do something else” but the overlay creates its own attention tax. The games angle makes for a good demo but I’m not sure that’s where the real workflow is. Most of the people I know running AI coding agents want to context-switch to something productive, not a game, while it runs – and for that a simple tray notification would work fine. The multi-agent tabs are more interesting than the headline use case. What does the breakdown of actual usage look like between the “play a game while it runs” vs genuine parallel work scenarios?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@galdayan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@galdayan<\/a> Yeah, fair honestly. If you fully trust a run and it never needs you, a notification is totally fine.<\/p>\n<p>The thing is the window isn’t meant to just sit there in your face. It stays hidden (and click-through) until the agent actually needs you for something, a yes\/no or some quick decision, and then you just deal with it right there instead of digging back into a terminal. So go do whatever, another repo, emails, whatever. The game thing was half a joke tbh, my ADHD way of saying you can literally do anything while it runs, even play something. It only bugs you when it matters.<\/p>\n<p>And yeah, the parallel stuff you mentioned is really the point. Once you’ve got a few agents going, a notification can’t tell you which one needs you or what it wants. That’s what the window’s actually for.<\/p>\n<p>On the breakdown, I’ve just launched so I don’t have solid numbers yet. My gut says mostly parallel work with games as the fun hook, but that’s a guess.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">#5<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/TDS5MARXK3TUNM\" class=\"app-title\">oioi <\/a><\/p>\n<div class=\"one-liner\">a fast, glassy clipboard manager for macOS, Windows & Linux<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">170<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>oioi \u662f\u4e00\u6b3e\u8de8\u5e73\u53f0\u7684\u5f00\u6e90\u526a\u8d34\u677f\u7ba1\u7406\u5668\uff0c\u901a\u8fc7\u5feb\u6377\u952e \u2325V \u8c03\u7528\u5b9e\u65f6\u641c\u7d22\u7684\u6d6e\u52a8\u9762\u677f\uff0c\u5e2e\u52a9\u7528\u6237\u5feb\u901f\u627e\u56de\u6587\u672c\u3001\u56fe\u7247\u548c\u6587\u4ef6\uff0c\u89e3\u51b3\u201c\u590d\u5236\u5185\u5bb9\u88ab\u8986\u76d6\u540e\u53cd\u590d\u7ffb\u627e\u201d\u7684\u6548\u7387\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9d1ca13a-7425-4d72-adc5-b0788d1f01d6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e1f7f6dc-4242-4112-bd06-b23702a50eb9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ad8b5e8b-3f34-4334-9470-1cb3025bcc99.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f0680859-11fc-49fb-a63d-74684f6ee00c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/864c0ea8-fcb9-4940-8e28-37384efbf90e.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\">User Experience<\/span><br \/>\n <span class=\"tag\">Menu Bar Apps<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u526a\u8d34\u677f\u7ba1\u7406\u5668<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u589e\u5f3a<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u641c\u7d22<\/span><br \/>\n <span class=\"tag\">UI\/UX<\/span><br \/>\n <span class=\"tag\">macOS\/Windows\/Linux<\/span><br \/>\n <span class=\"tag\">\u5386\u53f2\u8bb0\u5f55<\/span><br \/>\n <span class=\"tag\">\u5feb\u6377\u64cd\u4f5c<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8d5e\u8d4f\u5176\u4e1d\u6ed1\u7684\u201c\u6db2\u4f53\u73bb\u7483\u201dUI \u4e0e\u8de8\u5e73\u53f0\u652f\u6301\uff0c\u6838\u5fc3\u7591\u95ee\u96c6\u4e2d\u5728\uff1a\u8986\u76d6\u5c42\u5173\u95ed\u540e\u662f\u5426\u81ea\u52a8\u7c98\u8d34\/\u5173\u95ed\u4ee5\u4fdd\u6301\u6d41\u5f0f\u4f53\u9a8c\uff1f\u80fd\u5426\u56fa\u5b9a\u5e38\u7528\u9879\uff1f\u590d\u6742\u529f\u80fd\u53ef\u80fd\u7834\u574f\u76f4\u89c9\u3002\u5f00\u53d1\u8005\u627f\u8bfa\u540e\u7eed\u52a0\u5165\u56fa\u5b9a\u529f\u80fd\uff0c\u5e76\u5f3a\u8c03 \u2318V \u4fdd\u7559\u672c\u80fd\u64cd\u4f5c\u3001\u2325V \u4f5c\u4e3a\u8bb0\u5fc6\u5ef6\u4f38\u7684\u54f2\u5b66\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n oioi \u7684\u201c\u6db2\u4f53\u73bb\u7483\u201dUI \u65e0\u7591\u662f\u5176\u6700\u5927\u89c6\u89c9\u8fa8\u8bc6\u5ea6\uff0c\u4f46\u5b83\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u597d\u770b\u201d\uff0c\u800c\u5728\u4e8e\u201c\u4e0d\u6253\u65ad\u201d\u3002\u526a\u8d34\u677f\u7ba1\u7406\u5668\u7684\u5386\u53f2\u5bbf\u547d\u662f\uff1a\u529f\u80fd\u8d8a\u5f3a\uff0c\u5b66\u4e60\u6210\u672c\u8d8a\u9ad8\uff0c\u6700\u7ec8\u6ca6\u4e3a\u6ca1\u4eba\u7528\u7684\u9ad8\u7ea7\u62bd\u5c49\u3002oioi \u7684\u7b56\u7565\u5f88\u806a\u660e\u2014\u2014\u628a \u2318V \u7559\u7ed9\u672c\u80fd\uff0c\u2325V \u7559\u7ed9\u8bb0\u5fc6\uff0c\u7b49\u4e8e\u5728\u7cfb\u7edf\u539f\u751f\u884c\u4e3a\u4e0a\u642d\u4e86\u4e00\u5c42\u201c\u53ef\u9009\u7684\u8bb0\u5fc6\u5c42\u201d\uff0c\u800c\u4e0d\u662f\u8bd5\u56fe\u91cd\u6784\u7528\u6237\u65e9\u5df2\u808c\u8089\u8bb0\u5fc6\u7684\u7c98\u8d34\u52a8\u4f5c\u3002\u8fd9\u79cd\u5206\u5c42\u8bbe\u8ba1\u907f\u514d\u4e86\u5927\u591a\u6570\u540c\u7c7b\u5de5\u5177\u201c\u8bd5\u56fe\u4ee3\u66ff\u4f60\u201d\u7684\u50b2\u6162\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u98ce\u9669\u4e5f\u85cf\u5728\u8fd9\u91cc\uff1a\u6db2\u6001\u52a8\u753b\u5982\u679c\u5ef6\u8fdf\u8d85\u8fc7\u89c6\u89c9\u5237\u65b0\u7387\uff0c\u5c31\u4f1a\u4ece\u201c\u88c5\u9970\u201d\u53d8\u6210\u201c\u6469\u64e6\u201d\u3002\u5f00\u53d1\u8005\u81ea\u79f0\u82b1\u4e86 15\u201316 \u5929\u6253\u78e8\u7ec6\u8282\uff0c\u4f46\u8fd9\u4e2a\u6d4b\u8bd5\u5468\u671f\u5bf9\u4e8e\u8de8\u5e73\u53f0\u3001\u9ad8\u9891\u7387\u7684\u4ea4\u4e92\u573a\u666f\u6765\u8bf4\u663e\u7136\u4e0d\u591f\u2014\u2014\u5c24\u5176\u5728 Windows \u548c Linux \u4e0a\uff0c\u4e0d\u540c\u7a97\u53e3\u7ba1\u7406\u5668\u548c\u6e32\u67d3\u5806\u6808\u7684\u517c\u5bb9\u6027\u624d\u662f\u6700\u5403\u529b\u7684\u5730\u65b9\u3002\u7528\u6237\u63d0\u51fa\u7684\u201c\u56fa\u5b9a\/\u5b9a\u683c\u529f\u80fd\u201d\u5982\u679c\u52a0\u5165\uff0c\u5f88\u53ef\u80fd\u6253\u7834\u76ee\u524d\u7eaf\u7cb9\u7684 FIFO \u6a21\u578b\uff0c\u754c\u9762\u590d\u6742\u5ea6\u4f1a\u968f\u4e4b\u4e0a\u5347\u3002\u5f53\u524d 50 \u9879\u9ed8\u8ba4\u4e0a\u9650\u3001\u6700\u9ad8 200 \u9879\u7684\u53ef\u8c03\u8303\u56f4\u504f\u4fdd\u5b88\uff0c\u5bf9\u91cd\u5ea6\u7528\u6237\u53ef\u80fd\u4e0d\u591f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f00\u6e90\u5e95\u8272\u662f\u5584\u610f\uff0c\u4f46\u4e5f\u610f\u5473\u7740\u957f\u671f\u7ef4\u62a4\u3001\u793e\u533a PR\u3001\u8de8\u5e73\u53f0 bug \u4fee\u590d\u9700\u8981\u6301\u7eed\u6027\u6295\u5165\u3002\u5982\u679c oioi \u53ea\u662f\u53e6\u4e00\u4e2a\u201c\u60ca\u8273\u4f46\u505c\u66f4\u201d\u7684\u9879\u76ee\uff0c\u90a3\u4e48\u5b83\u6700\u7f8e\u597d\u7684\u65e5\u5b50\u5c31\u662f\u53d1\u5e03\u8fd9\u4e00\u523b\u3002\u771f\u6b63\u8003\u9a8c\u5b83\u7684\u4e0d\u662f\u8bc4\u8bba\u533a\u7684\u70b9\u8d5e\uff0c\u800c\u662f\u4e09\u4e2a\u6708\u540e\u7528\u6237\u662f\u5426\u8fd8\u6309\u5f97\u4e0b \u2325V\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\">oioi <\/span>\n <\/div>\n<div class=\"comment-content\">Press \u2325V and your clipboard history floats up in real liquid glass. Text, images and files, searchable. Free & open source for macOS, Windows and Linux.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Now Supports Windows + Linux alongwith Mac,<br \/>Mac Installer Fixed and Everything works buttery smooth.<\/p>\n<p>Give it a try . ITS FREE!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">At what point does a clipboard manager become too complex, and how are you avoiding that?<\/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\/@harshchandgotia\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harshchandgotia<\/a> Hey Harsh<\/p>\n<p>I don\u2019t see it as replacing Command + V. That would be like replacing your hand because you built a better glove. \u2318V is still the fastest way to paste the last thing you copied.<\/p>\n<p>oioi is more like giving \u2318V a sword.<\/p>\n<p>When you need more than just \u201cthe last thing\u201d maybe something you copied 20 minutes ago, an image, a file, or a snippet you use often, that\u2019s where Option + V comes in. It\u2019s a separate trigger and a separate layer of power.<\/p>\n<p>The philosophy is simple.<\/p>\n<p>\u2318V for instinct.\u2028\u2325V for memory.<\/p>\n<p>That\u2019s how I avoid complexity. It evolves the clipboard instead of trying to replace 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>the “without breaking flow” pitch is the real test for any clipboard manager, and it usually comes down to whether the overlay closes itself cleanly after you pick something or whether you’re left fumbling to dismiss it and get back to typing. curious what the actual interaction feels like after picking an item, does it auto-paste, auto-close, or require an extra step<\/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\/@ansari_adin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ansari_adin<\/a> Good Question Adin<\/p>\n<\/p>\n<p>If we talk about user experience, that was the first thing I took seriously while building oioi.<\/p>\n<p>I kept asking myself: when a user presses the shortcut, is the popup actually fast enough? Are the entry and exit animations helping the flow, or are they becoming friction disguised as decoration? That question became the foundation of my design philosophy.<\/p>\n<p>From there, every decision came from reducing friction \u2014 giving users the freedom to choose between a glassy or flat background, adding search directly into the stack so retrieval feels instant, and making it always-on-top on the Z-axis so it stays accessible over every window without breaking context.<\/p>\n<p>But beyond shipping it, I wanted to make sure it was genuinely useful and not painful in real use. I used it myself for 15\u201316 days, shared it with friends, and asked them to be brutally honest. A lot of tuning came from that. Even small things, like the corner radius being too curvy, mattered \u2014 some people hated it, so I adjusted it.<\/p>\n<p>Because in the end, UI and UX should never become the friction.<\/p>\n<p>And the part you asked about really hit the core of what I was trying to solve, so thank you for asking that.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “\u2318V for instinct, \u2325V for memory” framing is the smartest part of this \u2014 sitting next to the system clipboard instead of trying to replace it is exactly where most managers overreach. As someone shipping a Mac app, curious whether the liquid-glass overlay is rendered natively per platform or one shared layer across macOS\/Windows\/Linux?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This looks like a massive workflow upgrade! Since marketers copy a million UTM links and hex codes a day, is there a way to ‘pin’ or ‘star’ frequently used items to the top of the overlay so they never get buried in the history?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@andika_fadhilah\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andika_fadhilah<\/a> hey andika,<\/p>\n<p>Glad you like oioi,<\/p>\n<p>pining the items sound like a feature upgrade to me,<\/p>\n<p>i think i have to tackle this without disturbing the user flow,<\/p>\n<p>hmm…intresting, stay tuned for the next upgrade,<\/p>\n<\/p>\n<p>thankyou.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Great product. Can’t wait to try it out. Any plans to add a mobile version?<\/div>\n<div class=\"comment-actions\">\n<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\/@dhoorjati_varma1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dhoorjati_varma1<\/a> Hey Dhoorjati,<\/p>\n<p>Mobile version!! intresting will think of it first i will evolve this oioi roll up to an extent where very less bugs will survive then will plan to launch it in mobiles.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Been using Maccy for years and never thought about switching. The liquid glass UI and cross platform support changed that. <\/p>\n<\/p>\n<p>The fact that it’s open source seals it. <\/p>\n<\/p>\n<p>Nice work. \ud83d\udc4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@attacomsian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@attacomsian<\/a> Hey Atta thanks for the feedback,<\/p>\n<p>stay tuned for more updates…<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very clean and clear idea and website. Up to how many messages can the clipboard support in memory before it starts replacing the oldest with the newest messsage (text or photo). 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\/@konstant_gk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@konstant_gk<\/a> Thanks so much, really glad the idea and site landed for you! \ud83d\ude4f<\/p>\n<p>On capacity: oioi keeps your most recent <strong>50<\/strong> items by default, and once it’s full the oldest drops off as new ones come in (text and images alike …. same FIFO history). <\/p>\n<p>It’s a slider in Settings, so you can dial it anywhere from <strong>10 up to 200<\/strong> depending on how much scrollback you like. Appreciate the kind words and the launch wishes! \ud83e\udda5<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the focus on keeping the user’s flow unbroken. The liquid glass UI looks incredibly slick!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@yahav_ohana\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yahav_ohana<\/a> Glad You liked it Yahav.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Yeah Vishesh! It’s amazing. HAving the history would save a lot of time for me cause I always work with the same assets so I need to go and go again to take the same resource. Really glad to see you helping on this!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@german_merlo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@german_merlo1<\/a> That\u2019s exactly one of the reasons I built oioi.<\/p>\n<p>A lot of us keep reusing the same assets, snippets, links, and files, and going back and forth to fetch them again breaks the flow every time.<\/p>\n<p>I wanted to make that history feel like memory you can instantly pull from, instead of re-hunting the same thing again and again.<\/p>\n<p>Really appreciate this, Germ\u00e1n. Glad it resonates with your workflow.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/UWCINA5GZHP76J\" class=\"app-title\">Laguna by Poolside<\/a><\/p>\n<div class=\"one-liner\">Foundation models for agentic coding and long-horizon work<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">145<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Laguna\u662f\u4e00\u6b3e\u4e13\u4e3a\u957f\u5468\u671f\u667a\u80fd\u7f16\u7801\u4efb\u52a1\u8bbe\u8ba1\u7684\u5f00\u6e90\u57fa\u7840\u6a21\u578b\uff0c\u901a\u8fc7256K\u8d85\u5927\u4e0a\u4e0b\u6587\u7a97\u53e3\uff0c\u89e3\u51b3AI\u4ee3\u7406\u5728\u5927\u578b\u91cd\u6784\u4e2d\u56e0\u4e0a\u4e0b\u6587\u8017\u5c3d\u800c\u4e22\u5931\u4efb\u52a1\u7ebf\u7d22\u7684\u75db\u70b9\uff0c\u652f\u6301\u4f01\u4e1a\u672c\u5730\u90e8\u7f72\u548c\u5fae\u8c03\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\/3ae44264-2f87-43b9-a16d-e9a9d95d7d65.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/46157d4a-f40b-4f07-a74f-cf3729fa017b.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\">Software Engineering<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u57fa\u7840\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u7f16\u7801<\/span><br \/>\n <span class=\"tag\">Agent<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u6743\u91cd<\/span><br \/>\n <span class=\"tag\">Apache 2.0<\/span><br \/>\n <span class=\"tag\">\u957f\u4e0a\u4e0b\u6587<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u5fae\u8c03<\/span><br \/>\n <span class=\"tag\">\u7f16\u7a0b\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">AI\u751f\u4ea7\u529b<\/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\u5176256K\u4e0a\u4e0b\u6587\u548c\u5f00\u6e90\u6743\u91cd\u5bf9\u957f\u5468\u671f\u7f16\u7801\u4ee3\u7406\u7684\u7a81\u7834\u6027\u4ef7\u503c\u3002\u4e3b\u8981\u5173\u6ce8\u70b9\u5305\u62ec\uff1a\u5728\u6700\u5927\u4e0a\u4e0b\u6587\u4e0b\u7684\u6ce8\u610f\u529b\u673a\u5236\u6548\u7387\u3001\u4e0eCursor\/Claude Code\u7b49\u5de5\u5177\u7684\u96c6\u6210\u8868\u73b0\u3001\u9488\u5bf9\u7279\u5b9a\u4ee3\u7801\u5e93\u7684\u5fae\u8c03\u4fbf\u6377\u6027\uff0c\u4ee5\u53ca\u5b9e\u9645\u591a\u6587\u4ef6\u7f16\u8f91\u4efb\u52a1\u4e2d\u7684\u8868\u73b0\u4e0e\u57fa\u51c6\u6d4b\u8bd5\u7684\u5dee\u8ddd\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 Poolside\u7684Laguna M.1\u5e76\u975e\u7b80\u5355\u7684\u53c8\u4e00\u6b3e\u7f16\u7a0b\u52a9\u624b\uff0c\u800c\u662f\u5bf9\u5f53\u524d\u201c\u95ed\u6e90API+\u77ed\u4e0a\u4e0b\u6587\u201d\u7f16\u7801\u4ee3\u7406\u8303\u5f0f\u7684\u7cbe\u51c6\u6253\u51fb\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u89e3\u51b3\u4e86\u957f\u671f\u88ab\u5ffd\u89c6\u7684\u201c\u4e0a\u4e0b\u6587\u5065\u5fd8\u75c7\u201d\u2014\u2014\u5927\u591a\u6570\u6a21\u578b\u5728\u91cd\u6784\u4e2d\u9014\u5c31\u88ab\u4e0a\u4e0b\u6587\u6491\u7206\uff0c\u800cLaguna\u7684256K\u7a97\u53e3\u76f4\u63a5\u62c6\u6389\u4e86\u8fd9\u4e2a\u5929\u82b1\u677f\u300223B\u6d3b\u8dc3\u53c2\u6570\u914d\u5408Apache 2.0\u5f00\u6e90\u534f\u8bae\uff0c\u66f4\u662f\u5c06\u6a21\u578b\u7684\u6240\u6709\u6743\u548c\u63a7\u5236\u6743\u4ece\u4e91\u7aef\u670d\u52a1\u5668\u8fd8\u7ed9\u4e86\u4f01\u4e1a\uff0c\u76f4\u9762\u201c\u6570\u636e\u4e3b\u6743\u201d\u8fd9\u4e00\u6838\u5fc3\u4ea7\u4e1a\u75db\u70b9\u3002\u8fd9\u5f88\u806a\u660e\uff1a\u5b83\u907f\u5f00\u4e86\u4e0eGPT-4o\u6216Claude\u5728\u901a\u7528\u80fd\u529b\u4e0a\u7684\u76f4\u63a5\u7ade\u4e89\uff0c\u8f6c\u800c\u6df1\u8015\u201c\u81ea\u4e3b\u53ef\u63a7\u7684\u957f\u5468\u671f\u7f16\u7801\u4ee3\u7406\u201d\u8fd9\u4e00\u9ad8\u95e8\u69db\u3001\u9ad8\u7c98\u6027\u5782\u76f4\u9886\u57df\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u7528\u6237\u8bc4\u8bba\u4e2d\u9690\u542b\u7684\u8d28\u7591\u540c\u6837\u81f4\u547d\u3002\u5927\u4e0a\u4e0b\u6587\u5e26\u6765\u7684\u6ce8\u610f\u529b\u9000\u5316\u3001\u7a00\u758f\u6ce8\u610f\u529b\u673a\u5236\u7684\u5b9e\u73b0\u7ec6\u8282\u3001\u4ee5\u53ca\u5728\u5b9e\u9645\u591a\u6587\u4ef6\u590d\u6742\u4efb\u52a1\u4e2d\u80fd\u5426\u590d\u73b0\u57fa\u51c6\u6d4b\u8bd5\u7684\u6210\u7ee9\uff0c\u8fd9\u4e9b\u201c\u5de5\u7a0b\u843d\u5730\u96be\u9898\u201d\u624d\u662f\u771f\u6b63\u51b3\u5b9a\u4ea7\u54c1\u6210\u8d25\u7684\u5173\u952e\u3002\u6b64\u5916\uff0c23B\u53c2\u6570\u5728\u63a8\u7406\u6548\u7387\u548c\u80fd\u529b\u4e0a\u9650\u4e4b\u95f4\u5982\u4f55\u5e73\u8861\uff0c\u4e5f\u662f\u60ac\u5728\u5934\u9876\u7684\u8fbe\u6469\u514b\u5229\u65af\u4e4b\u5251\u3002Poolside\u62bc\u6ce8\u201c\u5f00\u6e90+\u672c\u5730\u5316\u201d\u662f\u4e00\u628a\u53cc\u5203\u5251\u2014\u2014\u5b83\u786e\u5b9e\u80fd\u5438\u5f15\u6ce8\u91cd\u5408\u89c4\u7684\u4f01\u4e1a\u5ba2\u6237\uff0c\u4f46\u4e5f\u610f\u5473\u7740\u653e\u5f03\u4e86\u95ed\u6e90\u6a21\u578b\u7684\u6301\u7eed\u53d8\u73b0\u80fd\u529b\uff0c\u4e14\u793e\u533a\u751f\u6001\u548c\u5fae\u8c03\u5de5\u5177\u94fe\u7684\u6210\u719f\u5ea6\u5c06\u76f4\u63a5\u51b3\u5b9a\u5176\u80fd\u5426\u4ece\u201c\u70ab\u6280\u201d\u8d70\u5411\u201c\u751f\u4ea7\u201d\u3002\u4e00\u53e5\u8bdd\uff1a\u5e95\u724c\u6f02\u4eae\uff0c\u4f46\u6e38\u620f\u624d\u521a\u521a\u5f00\u59cb\uff0c\u771f\u6b63\u7684\u6218\u573a\u5728\u793e\u533a\u8fd0\u8425\u548c\u5de5\u7a0b\u843d\u5730\u7684\u7ec6\u8282\u91cc\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\">Laguna by Poolside<\/span>\n <\/div>\n<div class=\"comment-content\">Poolside is a foundation model company bringing intelligence to everywhere work gets done. Their mission is to drive abundance for humanity by creating artificial general intelligence.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Poolside has been building quietly for a while and this is the payoff. The 256K context window is the real story for agentic coding – that’s where most code agents fall apart, when context fills up halfway through a refactor and the model starts losing track of what it already changed. 23B active params on Apache 2.0 is a strong combo for anyone who can’t send proprietary code to closed APIs. Curious how it holds up on actual multi-file editing tasks vs synthetic benchmarks – that’s usually where the gap between lab numbers and real workflows shows up. Nice 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Open weights at the frontier! <a href=\"https:\/\/www.producthunt.com\/products\/poolside\" target=\"_blank\" rel=\"noopener\">@Poolside<\/a> released this week Laguna M.1, their most capable model to date, with 23B active params and a 256K context window, now Apache 2.0 on both checkpoints.<\/p>\n<p>Run it on your own infra, evaluate it in your own harnesses, fine-tune it, and build on it directly.<\/p>\n<p>H\/O to founders <a href=\"https:\/\/www.producthunt.com\/@eisokant\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eisokant<\/a> and <a href=\"https:\/\/www.producthunt.com\/@jasoncwarner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jasoncwarner<\/a>. OSS ftw!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 open weights are what caught my attention. Being able to run and tune a serious coding model on your own infrastructure is a big plus.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 256K context window at 23B active params is a strong architectural bet. Long-horizon agentic tasks without chunking is where most models fall apart. We’ve been navigating the inference infra tradeoff for our own agent layer, and self-hosted open weights changes the calculus significantly. How does Laguna handle attention at max context? Any sparse attention or positional tricks that keep it tractable?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Apache 2.0 on both checkpoints is the real unlock here. Most frontier-level models stay closed exactly at the point where they become useful for production workloads.<\/p>\n<\/p>\n<p>Curious what fine-tuning looks like for teams that want to specialize it on a specific codebase or domain. Is that straightforward with the current weights?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Open weights with a 256K context window at 23B active params is a big deal for agentic coding, that should really help on long-horizon refactors where context runs out fast. Curious how Laguna M.1 holds up inside Cursor or Claude Code style loops. Congrats on shipping.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#7<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/DLNZ4A3NGRTL7U\" class=\"app-title\">Cloudback MCP Server<\/a><\/p>\n<div class=\"one-liner\">Manage your backups from Claude, Cursor, and VS Code<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">130<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Cloudback MCP Server \u5c06\u5907\u4efd\u914d\u7f6e\u7ba1\u7406\u96c6\u6210\u5230 Claude\u3001Cursor\u3001VS Code \u7b49 AI \u7f16\u7a0b\u52a9\u624b\u4e2d\uff0c\u8ba9\u5e73\u53f0\u5de5\u7a0b\u5e08\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u5bf9\u8bdd\u5373\u53ef\u6279\u91cf\u67e5\u8be2\u548c\u8c03\u6574\u8de8\u5e73\u53f0\u7684\u5907\u4efd\u7b56\u7565\uff0c\u65e0\u9700\u518d\u7f16\u5199\u4e00\u6b21\u6027\u811a\u672c\u6216\u53cd\u590d\u64cd\u4f5c\u4eea\u8868\u76d8\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\/11986d75-cdc3-4c35-a411-7dad7c90b810.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a383a0e4-fc27-4e6e-8e7f-b234a9a01981.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/246f075f-ce9b-413b-abe7-ffd5443c5514.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/568de578-f67a-435b-9175-7cc22b79abdc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/594c9802-445a-4ad7-b239-51679f5aa77a.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\">SaaS<\/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\">\u5907\u4efd\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">MCP\u670d\u52a1\u5668<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u8fd0\u7ef4<\/span><br \/>\n <span class=\"tag\">AI\u7f16\u7a0b\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">DevOps\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6279\u91cf\u914d\u7f6e<\/span><br \/>\n <span class=\"tag\">\u591a\u4e91\u5907\u4efd<\/span><br \/>\n <span class=\"tag\">\u5e73\u53f0\u5de5\u7a0b<\/span><br \/>\n <span class=\"tag\">Git\u6258\u7ba1\u5907\u4efd<\/span><br \/>\n <span class=\"tag\">\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\u89e3\u51b3\u5b9e\u9645\u8fd0\u7ef4\u75db\u70b9\u7684\u4ef7\u503c\uff0c\u4f46\u6838\u5fc3\u5173\u5207\u96c6\u4e2d\u4e8e\u5b89\u5168\u8fb9\u754c\uff1a\u5305\u62ec\u7f3a\u5c11\u53d8\u66f4\u524d\u786e\u8ba4\/\u9884\u89c8\u6a21\u5f0f\u3001\u5bf9\u8bef\u64cd\u4f5c\u7684\u62c5\u5fe7\uff0c\u4ee5\u53ca\u660e\u786e\u5efa\u8bae\u5206\u79bb\u201c\u53ea\u8bfb\u68c0\u67e5\u201d\u4e0e\u201c\u7f16\u8f91\/\u6062\u590d\u201d\u64cd\u4f5c\u3002\u5f00\u53d1\u8005\u56de\u5e94\u5df2\u8bbe\u8ba1\u8bfb\u5199\u5206\u79bb\u4e14\u65e0\u5220\u9664\u7b49\u7834\u574f\u6027\u64cd\u4f5c\uff0c\u4f46\u627f\u8ba4\u6682\u65e0\u9884\u6f14\u6a21\u5f0f\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Cloudback MCP Server \u5207\u5165\u4e86\u4e00\u4e2a\u6781\u5176\u7cbe\u51c6\u4e14\u672a\u88ab\u5145\u5206\u6ee1\u8db3\u7684\u7ec6\u5206\u573a\u666f\uff1a\u5c06\u67af\u71e5\u9ad8\u9891\u7684\u5907\u4efd\u7b56\u7565\u7ba1\u7406\u4ece\u201c\u4eea\u8868\u76d8\u70b9\u51fb\u6d41\u201d\u6216\u201c\u5e9f\u5f03\u5267\u672c\u7f16\u5199\u201d\u4e2d\u89e3\u653e\u51fa\u6765\uff0c\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u63a5\u53e3\u76f4\u63a5\u5bf9\u63a5\u5f00\u53d1\u8005\u65e5\u5e38\u7684 AI \u7f16\u7801\u73af\u5883\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u7ba1\u7406\u5907\u4efd\u201d\u672c\u8eab\uff0c\u800c\u5728\u4e8e **\u201c\u5c06\u8fd0\u7ef4\u8ba4\u77e5\u6210\u672c\u964d\u4f4e\u5230\u5bf9\u8bdd\u7ea7\u522b\u201d**\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u4ea7\u54c1\u8bbe\u8ba1\u4e0a\u770b\uff0c\u5f00\u53d1\u56e2\u961f\u5c55\u73b0\u51fa\u4e86\u6e05\u6670\u7684\u98ce\u9669\u610f\u8bc6\u3002\u201c\u53ea\u8bfb\u64cd\u4f5c\u201d\u4e0e\u201c\u53d8\u66f4\u64cd\u4f5c\u201d\u7684\u5de5\u5177\u5206\u79bb\u3001\u62d2\u7edd\u901a\u914d\u7b26\u66f4\u65b0\u3001\u5f3a\u5236\u8981\u6c42\u5148\u5217\u51fa\u76ee\u6807 ID \u518d\u64cd\u4f5c\u7b49\u8bbe\u8ba1\uff0c\u4f53\u73b0\u4e86\u4e00\u79cd\u52a1\u5b9e\u7684\u5b89\u5168\u8fb9\u754c\u3002\u7279\u522b\u662f\u660e\u786e\u5c06\u201c\u6062\u590d\/\u5220\u9664\u5907\u4efd\u6570\u636e\u201d\u8fd9\u7c7b\u4e0d\u53ef\u9006\u64cd\u4f5c\u6392\u9664\u5728 MCP \u8868\u9762\u4e4b\u5916\uff0c\u7559\u7ed9\u4eba\u53bb\u51b3\u7b56\uff0c\u8fd9\u6bd4\u8bb8\u591a\u529f\u80fd\u5806\u780c\u7684 AI \u5957\u4ef6\u66f4\u52a0\u514b\u5236\u548c\u4e13\u4e1a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u7684\u957f\u671f\u4ef7\u503c\u9762\u4e34\u4e00\u4e2a\u81f4\u547d\u62f7\u95ee\uff1a**\u9632\u5fa1\u6027\u8bbe\u8ba1\u4f1a\u5426\u56e0\u8fc7\u5ea6\u8c28\u614e\u800c\u524a\u5f31\u201cAI\u751f\u4ea7\u529b\u201d\u7684\u6838\u5fc3\u627f\u8bfa\uff1f** \u7528\u6237\u8bc4\u8bba\u6307\u51fa\u7684\u201c\u65e0\u9884\u6f14\uff08dry-run\uff09\u6a21\u5f0f\u201d\u662f\u663e\u8457\u7684\u77ed\u677f\u3002\u5728\u5f53\u524d\u9636\u6bb5\uff0c\u8ba9 AI \u4fee\u6539\u6570\u767e\u4e2a\u5907\u4efd\u914d\u7f6e\u65f6\u6ca1\u6709\u524d\u7f6e\u7684\u3001\u53ef\u89c6\u5316\u7684\u53d8\u66f4\u5f71\u54cd\u62a5\u544a\uff0c\u8fd9\u79cd\u201c\u534a\u81ea\u52a8\u5316\u201d\u4f53\u9a8c\u4f1a\u8ba9\u5b89\u5168\u98ce\u9669\u610f\u8bc6\u5f3a\u7684\u5e73\u53f0\u5de5\u7a0b\u5e08\u4e0d\u6562\u8f7b\u6613\u4fe1\u4efb\uff0c\u6700\u7ec8\u5bfc\u81f4\u8be5\u5de5\u5177\u6ca6\u4e3a\u201c\u9ad8\u7ea7\u53ea\u8bfb\u67e5\u8be2\u5668\u201d\uff0c\u800c\u5176\u6700\u4eae\u773c\u7684\u6279\u91cf\u53d8\u66f4\u80fd\u529b\u53cd\u800c\u88ab\u675f\u4e4b\u9ad8\u9601\u3002\u540c\u6837\uff0c\u867d\u7136\u9650\u5236\u4e86\u5220\u9664\uff0c\u4f46\u66f4\u6539\u7b56\u7565\u548c\u8c03\u5ea6\u540c\u6837\u53ef\u80fd\u5f15\u53d1\u670d\u52a1\u4e2d\u65ad\uff0c\u4ec5\u9760\u4e8b\u540e\u5ba1\u8ba1\u65e5\u5fd7\u5e76\u4e0d\u8db3\u4ee5\u7f13\u89e3\u64cd\u4f5c\u524d\u7684\u4e0d\u5b89\u3002\n <\/p>\n<p class=\"ai-content\">\n Cloudback \u7684\u5e02\u573a\u7b56\u7565\u9887\u4e3a\u8001\u5230\u2014\u2014\u6346\u7ed1 MCP \u70ed\u6f6e\uff0c\u9762\u5411\u5df2\u4ed8\u8d39\u7528\u6237\u63d0\u4f9b\u589e\u503c\u3002\u4f46\u8981\u8ba9\u8fd9\u4e2a\u4ea7\u54c1\u4ece\u201c\u503c\u5f97\u4e00\u8bd5\u201d\u53d8\u4e3a\u201c\u4e0d\u53ef\u6216\u7f3a\u201d\uff0c\u5fc5\u987b\u5feb\u901f\u8865\u4e0a\u9884\u6f14\/\u56de\u6eda\u80fd\u529b\uff0c\u5e76\u4e3a AI \u64cd\u4f5c\u7684\u6388\u6743\u548c\u5ba1\u8ba1\u63d0\u4f9b\u6bd4\u666e\u901a API \u5bc6\u94a5\u66f4\u7ec6\u7c92\u5ea6\u7684\u6cbb\u7406\u6a21\u578b\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f MCP \u6d6a\u6f6e\u4e2d\u4e00\u4e2a\u6f02\u4eae\u7684\u201c\u6280\u672f demo\u201d\uff0c\u800c\u975e\u771f\u6b63\u7684\u8fd0\u7ef4\u5de6\u79fb\u5229\u5668\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\">Cloudback MCP Server<\/span>\n <\/div>\n<div class=\"comment-content\">Cloudback now ships an official MCP server. Connect Claude Code, Claude Desktop, Cursor, VS Code, or any MCP client and manage your backup definitions, schedules, storages, and retention policies through plain-language chat – across GitHub, GitLab, Azure DevOps, and Linear. One prompt can reschedule and re-retain 300 backup definitions at once – no dashboard clicks, no throwaway scripts. Runs as a Docker image (myrtlelabs\/cloudback-mcp).<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi PH \ud83d\udc4b I’m Evgeniy, co-founder of Cloudback. Today I’m bringing our MCP server to Product Hunt.<\/p>\n<p>\ud83d\udee0\ufe0f Why we built it: Cloudback already has a dashboard, a Terraform provider, and a REST Operations API. They work well for scheduled automation and IaC. But when a platform engineer wants to answer “which of my 300 repos doesn’t have a backup?” or “move every nightly job to 02:00 UTC and extend retention to 180 days” – that’s a throwaway script or multiple dashboard clicks. It’s not only for changes – you can also just ask for the read-only picture: “how many repos backed up last night?”, “which backups failed this week?” – and get the status, stats, and an overview across every account in seconds.<\/p>\n<p>\u26a1 What the MCP server does:<\/p>\n<p>– List and filter backup definitions across your accounts (GitHub, GitLab, Azure DevOps, Linear – one config file, case-insensitive).<br \/>\n– Bulk-update schedules, storages, and retention policies in one prompt. The assistant reads your retention policy names directly and reuses them – no hardcoded day counts.<br \/>\n– Read and adjust account-level defaults: timezone, default schedule, default storage, default retention.<br \/>\n– Works with Claude Code, Claude Desktop, Cursor, VS Code, and any stdio MCP-compatible client.<\/p>\n<p>\ud83d\udc33 Setup is three steps: create an Operations API key per account, drop them into a single appsettings.json (one entry per account: platform + account name + API key), and register the server in your MCP config. Docker pulls myrtlelabs\/cloudback-mcp automatically on first run.<\/p>\n<p>\ud83d\udc65 Who it’s for:<\/p>\n<p>– Platform engineers managing repos across multiple platforms who want config changes without a script.<br \/>\n– DevOps teams already on Cloudback who want a faster path to bulk changes.<br \/>\n– Operators who want natural-language access to backup state for audits or incident response.<\/p>\n<p>Cloudback protects 1.7k+ customers, 14k+ repositories, and 4M+ backups. Every plan starts with a free trial.<\/p>\n<p>\ud83d\udcac Happy to answer questions<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Exposing backup operations through MCP is clever. Claude and Cursor already have context to know when a restore makes sense, so meeting devs inside the IDE is the right call. We’ve been thinking about which operations are safe to put behind MCP in our own agent workflows. How do you handle the auth model? Is confirmation required per action, or scoped at the connection 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\/@anand_thakkar1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anand_thakkar1<\/a> Thank you for the question! We use API keys for each account you connect to MCP.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Can you manage what the MCP server is allowed to touch, like only one repo or one workspace?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@thamibenjelloun yes, the access is granted using the API key, one per connected account – Linear workspace, GitHub org, etc<\/div>\n<div class=\"comment-actions\">\n<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>One prompt rescheduling 300 backup definitions sounds powerful but also a bit risky if the model misreads intent. Does the MCP server have a confirmation or dry-run step before applying changes, or is it fire-and-execute straight to the API?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@christian_knaut there is no dry run yet, but we did not include any destructive actions in the MCP server – there is no way to delete anything, and all actions can be traced using audit log in Cloudback platform.<\/div>\n<div class=\"comment-actions\">\n<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>MCP server for backup management is a natural fit, being able to reschedule retention policies through a plain-language prompt instead of clicking through a dashboard is exactly the kind of workflow improvement that compounds over time. Curious if you plan to support Bitbucket 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\/@romeo_ciobanu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@romeo_ciobanu<\/a> Appreciate it – the “compounds over time” point is exactly the bet. On Bitbucket: it’s not in Cloudback today, so it’s not in the MCP surface yet either (the server covers what Cloudback backs up – GitHub, GitLab, Azure DevOps, and Linear). The upside is the MCP server rides on top of that platform support, so the day Bitbucket lands it shows up here automatically. Noted the ask – real demand like this is what we weigh when picking the next platform.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is one of the more practical MCP launches today. Backup configs are exactly the kind of repetitive operational surface where chat beats clicking through a dashboard, especially for bulk schedule and retention changes. Curious whether teams are using it mostly for inspection, like \u201cwhat isn\u2019t backed up?\u201d, or actually letting it propose config changes.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@vidur_saini\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vidur_saini<\/a> Thanks – that’s exactly the surface we built it for. It’s early, so we won’t pretend we have usage stats yet, but by design it leans inspection-first: you have to list the definitions before you change them, so people naturally start with “what’s not backed up?” or “which repos have no retention policy?” The bulk config changes are the payoff once they spot the gap.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The MCP angle is interesting here because backup tools sit right on the boundary between helpful automation and dangerous side effects.<\/p>\n<\/p>\n<p>The details I would want to see as a user are: read-only inspection tools separated from mutating restore\/delete actions, a dry-run mode for any restore operation, clear repository\/account scope, and an audit trail that shows exactly which backup was touched and why.<\/p>\n<\/p>\n<p>If those boundaries are visible to Claude\/Cursor\/VS Code before a tool call runs, this becomes much easier to trust. Backups are one of those domains where the assistant should be useful, but never casually powerful.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@tang_weigang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tang_weigang<\/a> This is exactly the right framing, and most of that list is how it’s already built. Read-only inspection and mutating tools are separate, every call is scoped to one account with bulk edits limited to explicit definition IDs (no wildcard), and your client shows each write – account, IDs, and new values – for approval before it runs. Every change lands in the audit log with what was touched and when. On restore and delete specifically: those aren’t exposed through MCP at all. The server only manages configuration – it can’t restore, run, or delete backup data. The irreversible actions stay in the dashboard behind a human, which is the “useful but never casually powerful” line you’re drawing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">What guardrails did you have to add before feeling comfortable letting AI make changes to backup configurations?<br \/>\nAnd Were there any backup operations you intentionally decided not to expose through MCP?<\/div>\n<div class=\"comment-actions\">\n<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\/@harshchandgotia\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harshchandgotia<\/a> Two good questions.<\/p>\n<p>Guardrails: the main one is that the MCP server only manages configuration – it never runs backups, restores, or touches backup data. On top of that, every call is scoped to one account (one API key each), bulk edits have no wildcard (the assistant lists the exact definition IDs first, and unknown IDs are rejected), schedule, storage, and retention are set by name not raw ID, and every write is a tool call your client approves before it runs. All changes land in the audit log.<\/p>\n<p>What we left out on purpose: restore, on-demand backup runs, and deleting backup definitions – the irreversible ones stay in the dashboard behind a human. Same for creating storage, which means handling credentials, and creating or deleting retention policies – the assistant can apply existing named policies, not invent or remove them. Read freely, edit config safely, and keep restore and anything that touches backup data out of chat.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice launch. Backup MCP is one of those places where natural language is useful, but dangerous if the write boundary is fuzzy.<\/p>\n<\/p>\n<p>For bulk retention or schedule changes, do you make the assistant show a planned diff and receipt per account before it applies the change?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@blah_mad\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@blah_mad<\/a> Good question, and the right risk to poke at. Bulk changes aren’t a wildcard. The assistant has to pull the exact definitions first, so you see the current settings and which IDs will change, and update only touches those IDs. Each call is scoped to one account, and the apply is a normal MCP tool call your client surfaces for approval – with the account, IDs, and new values – before it runs. And every change lands in Cloudback’s audit log, so there’s a full record of what was applied, when, and by whom. A one-step before\/after diff across all definitions isn’t there yet – today that view comes from the List call before the write.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">#8<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/BOMWSMV6EJ3SWJ\" class=\"app-title\">Notchkin<\/a><\/p>\n<div class=\"one-liner\">A notes app that lives in your MacBook’s notch.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">125<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Notchkin \u662f\u4e00\u6b3e\u5c06MacBook\u5218\u6d77\u5c4f\u53d8\u4e3a\u5feb\u6377\u7b14\u8bb0\u5165\u53e3\u7684\u8f7b\u91cf\u5e94\u7528\uff0c\u89e3\u51b3\u7528\u6237\u5728\u7075\u611f\u95ea\u73b0\u65f6\u56e0\u5207\u6362\u7b14\u8bb0\u5e94\u7528\u800c\u4e2d\u65ad\u601d\u8def\u3001\u4e22\u5931\u60f3\u6cd5\u7684\u75db\u70b9\uff0c\u8ba9\u201c\u8bb0\u7b14\u8bb0\u201d\u7684\u6469\u64e6\u6210\u672c\u964d\u5230\u6700\u4f4e\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\/c32652ef-07b9-4606-af75-6a063086d84c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/52b04e40-421d-4d88-a293-7659934e449a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8f0141b3-9bc1-4e77-bbc4-601ae2c297bc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fcd7eed4-806b-457e-af46-f622cbcb865c.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\">Notes<\/span><br \/>\n <span class=\"tag\">Menu Bar Apps<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5218\u6d77\u5c4f\u7b14\u8bb0<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">macOS\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u4e70\u65ad\u5236<\/span><br \/>\n <span class=\"tag\">\u5feb\u901f\u6355\u83b7<\/span><br \/>\n <span class=\"tag\">GTD<\/span><br \/>\n <span class=\"tag\">\u6781\u7b80\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u5907\u5fd8\u5f55<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u4ea4\u4e92<\/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\u5229\u7528\u5218\u6d77\u5c4f\u201d\u7684\u521b\u610f\u548c\u201c\u5feb\u8bb0\u201d\u7684\u8f7b\u91cf\u4ea4\u4e92\u3002\u6838\u5fc3\u7591\u95ee\u96c6\u4e2d\u5728\uff1a\u60ac\u505c\u4e0e\u5feb\u6377\u952e\u7684\u4f7f\u7528\u4e60\u60ef\u5dee\u5f02\uff1b\u5916\u63a5\u663e\u793a\u5668\uff08\u65e0\u5218\u6d77\uff09\u7684\u4f53\u9a8c\u7ec6\u8282\uff1b\u4ee5\u53ca\u5409\u7965\u7269\u7684\u201c\u88ab\u52a8\u653b\u51fb\u201d\u662f\u8da3\u5473\u8c03\u5473\u8fd8\u662f\u607c\u4eba\u673a\u5236\u3002\u5f00\u53d1\u8005\u660e\u786e\u672c\u5730\u5316\u3001\u65e0\u8ba2\u9605\u3001\u4e13\u6ce8\u5355\u4e00\u529f\u80fd\u7684\u7acb\u573a\u53d7\u5230\u597d\u8bc4\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 Notchkin\u8e29\u4e2d\u4e86\u4e00\u4e2a\u6781\u5176\u7cbe\u51c6\u7684\u201c\u5fae\u75db\u70b9\u201d\u2014\u2014\u4e0d\u662f\u8bb0\u4e0d\u4f4f\uff0c\u800c\u662f\u8bb0\u4e0b\u6765\u7684\u590d\u6742\u5ea6\u592a\u9ad8\u3002\u5b83\u6ca1\u6709\u8bd5\u56fe\u6210\u4e3a\u53e6\u4e00\u4e2aNotion\u6216Bear\uff0c\u800c\u662f\u628a\u4ea4\u4e92\u65e0\u9650\u538b\u7f29\u6210\u4e00\u4e2a\u60ac\u505c+\u952e\u5165\u7684\u52a8\u4f5c\uff0c\u951a\u70b9\u9501\u5b9a\u5728\u4eba\u673a\u4ea4\u4e92\u4e2d\u6700\u5197\u4f59\u7684\u201c\u5218\u6d77\u201d\u4e0a\u3002\u8fd9\u79cd\u201c\u7a7a\u95f4\u518d\u5206\u914d\u201d\u5f0f\u7684\u65b9\u6848\uff0c\u6bd4\u4efb\u4f55\u667a\u80fd\u6392\u5e8f\u6216AI\u6458\u8981\u90fd\u66f4\u76f4\u63a5\u5730\u63d0\u5347\u4e86\u8bb0\u5f55\u6548\u7387\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u529f\u80fd\u5806\u6599\uff0c\u800c\u5728\u4e8e\u5bf9\u7528\u6237\u884c\u4e3a\u7684\u6d1e\u5bdf\uff1a\u505a\u7b14\u8bb0\u7684\u7b2c\u4e00\u6027\u539f\u7406\u662f\u201c\u7acb\u523b\u8bb0\u4e0b\u6765\u201d\uff0c\u800c\u975e\u201c\u5199\u5f97\u597d\u201d\u3002\u5176\u672c\u5730\u5316\u3001\u4e70\u65ad\u5236\u7684\u5b9a\u4ef7\u7b56\u7565\u4e5f\u5929\u7136\u5c4f\u853d\u4e86\u90a3\u4e9b\u5bf9\u9690\u79c1\u654f\u611f\u3001\u538c\u5026\u8ba2\u9605\u5236\u7684\u8fdb\u9636\u7528\u6237\uff0c\u8fd9\u4e9b\u4eba\u6b63\u662f\u7b14\u8bb0\u7c7b\u5e94\u7528\u7684\u6838\u5fc3\u4ed8\u8d39\u7fa4\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e0d\u8fc7\uff0c\u98ce\u9669\u540c\u6837\u660e\u663e\u3002\u60ac\u505c\u4ea4\u4e92\u4f5c\u4e3a\u552f\u4e00\u62db\u724c\u8fc7\u4e8e\u8106\u5f31\u2014\u2014\u5728\u89e6\u63a7\u677f\u3001\u5feb\u6377\u952e\u6216\u5916\u63a5\u663e\u793a\u5668\u573a\u666f\u4e0b\uff0c\u8fd9\u4e2a\u201c\u5218\u6d77\u9b54\u6cd5\u201d\u9000\u5316\u4e3a\u666e\u901a\u7684\u5168\u5c40\u5feb\u6377\u5165\u53e3\u3002\u6b64\u5916\uff0c\u5409\u7965\u7269\u7684\u201c\u4e2a\u6027\u201d\u5982\u679c\u505c\u7559\u5728\u6587\u6848\u5c42\u9762\u5219\u804a\u80dc\u4e8e\u65e0\uff0c\u82e5\u771f\u60f3\u6210\u4e3a\u7c98\u6027\u70b9\uff0c\u9700\u8981\u50cf\u65e7\u7248Duolingo\u7684\u732b\u5934\u9e70\u90a3\u6837\uff0c\u5728\u884c\u4e3a\u5f15\u5bfc\u4e0a\u73a9\u51fa\u82b1\u6837\uff08\u6bd4\u5982\u201c\u4f60\u4e09\u5929\u6ca1\u6253\u5f00\u2018\u9879\u76ee\u91cd\u542f\u65b9\u6848\u2019\u4e86\u201d\uff09\uff0c\u4f46\u8fd9\u53c8\u4f1a\u589e\u52a0\u5e94\u7528\u7684\u7126\u8651\u611f\uff0c\u5bf9\u201c\u8f7b\u91cf\u201d\u5b9a\u4f4d\u5f62\u6210\u6311\u6218\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u6765\u770b\uff0cNotchkin\u662f\u4e00\u4e2a\u5b8c\u6210\u5ea6\u5f88\u9ad8\u7684\u201c1.0\u4f5c\u54c1\u201d\uff0c\u4f46\u5b83\u66f4\u63a5\u8fd1\u4e00\u4e2a\u4f18\u96c5\u7684\u201c\u8349\u7a3f\u7eb8\u201d\uff0c\u800c\u975e\u957f\u671f\u7684\u201c\u77e5\u8bc6\u5e93\u201d\u3002\u5b83\u80fd\u7559\u4f4f\u90a3\u4e9b\u8ffd\u6c42\u201c\u5feb\u8fdb\u5feb\u51fa\u201d\u7684\u7528\u6237\uff0c\u4f46\u82e5\u60f3\u7a81\u7834\u201c\u6709\u8da3\u7684\u5c0f\u5de5\u5177\u201d\u7684\u5929\u82b1\u677f\uff0c\u5219\u9700\u8981\u5728\u201c\u8bb0\u5b8c\u4ee5\u540e\u600e\u4e48\u529e\u201d\uff08\u56de\u987e\u3001\u6574\u7406\uff09\u4e0a\u7ed9\u51fa\u540c\u6837\u6781\u81f4\u7684\u7b54\u6848\u3002\u5426\u5219\uff0c\u5b83\u53ea\u662f\u4e00\u53ea\u6816\u606f\u5728\u5218\u6d77\u91cc\u7684\u6f02\u4eae\u91d1\u9c7c\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\">Notchkin<\/span>\n <\/div>\n<div class=\"comment-content\">Your MacBook’s notch just sits there doing nothing. Now it takes notes. Hover over it, a panel drops down, you jot the thing down and carry on. And yes, there’s a mildly passive-aggressive mascot.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone, I’m Danny, the maker. Notchkin is a solo project.<\/p>\n<p>I built it because I have the memory of a goldfish and the patience of a toddler. I’d get a thought, freeze up choosing between the 13 note apps I’d installed and abandoned, and by the time I’d picked one, the thought was gone.<\/p>\n<p>So I repurposed the most useless piece of screen real estate Apple ever gave us: the notch. Hover over it, a panel slides down, you write your note, you get on with your life. No window to open, no app to switch to. It’s already up there.<\/p>\n<p>A few things I cared about while building it:<br \/>\n– It does one thing. Most notch apps chase Dynamic-Island media controls or file shelves. Notchkin just does notes.<br \/>\n– Everything is local. Nothing leaves your Mac, no account, no cloud.<br \/>\n– One-time purchase. $4.99, no subscription, ever.<\/p>\n<p>It still has the proper stuff: rich text, hashtags for filtering, checklists and lists, pinned notes, global search and find-in-note, quick capture, and RTF\/Markdown export. Keyboard people can do basically all of it without touching the mouse.<\/p>\n<p>And because most productivity apps are boring and I’m a mean little man, it ships with a sticky-note mascot who’s occasionally passive-aggressive and far too pleased with himself.<\/p>\n<p>I’d love your feedback, especially on the notch interaction and anything that feels missing. Happy to answer anything in the comments.<\/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\/@dannystan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dannystan<\/a> Congrats on the launch! I’m not a Mac user so I had to look up what the <em>notch<\/em> was (duh!), clever. Love the mascot – passive-aggressive mascot – too much fun!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’m curious how customizable the drop-down panel is. For me, the speed of capturing notes matters more than advanced features.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@alex_j_jemmy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alex_j_jemmy<\/a> Customization is deliberately minimal. You can pick from a few accent colours and fonts, but I didn’t want to turn it into a settings rabbit hole.<\/p>\n<\/p>\n<p>The focus is on getting thoughts out of your head as quickly as possible. There’s a global shortcut to open the panel, a separate Quick Capture shortcut that creates a new note from anywhere in macOS without opening the panel first, and a Paste as New Note option for anything that’s already on your clipboard.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve always thought the MacBook notch was wasted space, so this instantly caught my attention. The quick hover-to-note interaction feels natural and lightweight<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@asheer_ahmad\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@asheer_ahmad<\/a> Thanks, happy to hear! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the mascot being mildly passive-aggressive is a fun detail but I’m curious if it’s just flavor text or if it actually nudges behavior, like guilting you about notes you never revisited. that’s the kind of small mechanic that could either make this delightful or mildly annoying depending entirely on execution, curious which side it lands on in practice<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ansari_adin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ansari_adin<\/a> Yeah, that’s the part I was most careful about because I didn’t want it to become annoying.<\/p>\n<\/p>\n<p>Right now it’s just flavour, not a mechanic. It reacts to things like how many notes you have or how long it’s been since you opened one, but it never does anything with that, it only comments.<\/p>\n<\/p>\n<p>Down the line I might lean more into checklists and reminders, and that’s where a nudge with a bit of attitude could actually earn its place. But you’re right that it lives or dies on execution, so I’d want to test it with real users 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>This feels like a very Mac native idea. Simple focused and designed around an existing piece of hardware.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@craig_bennett1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@craig_bennett1<\/a> Thanks for the kind words! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 can’t help, but that note has an evil look. \ud83d\ude05 Like “\ud83d\ude08”. But the idea is good! \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! The evil look is actually on purpose \ud83d\ude05 He’s a smug, slightly passive-aggressive little sticky note, that’s the whole bit.<\/p>\n<\/p>\n<p>Right now it’s mostly in the writing, the placeholder text and some of the labels, e.g. start a new note and the title field will say stuff like “Try to be profound this time” or “Oh. You again.”<\/p>\n<\/p>\n<p>It’s probably my favourite part of building the app. As the feature set grows, I want to push that personality further and make it feel even more woven into the entire experience.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As another solo Mac dev, the “it does one thing” + local-only + one-time-purchase combo is the part I respect most here \u2014 that restraint is way harder to hold than it looks once feature requests start rolling in. The drawn-on notch fallback for clamshell setups is a clever touch too.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! <\/p>\n<\/p>\n<p>I was wondering what other features this product had over me just hovering my bottom right corner for the notes app popup (apart from the really cool mascot!) <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I like the idea, it can be actually used a temporary buffer for AI promps of notes. For example sometimes working with Claude Code I want to continue but I don’t want to miss some details in it’s response. So currently I have Sublime Text opened where I put such notes.<\/p>\n<\/p>\n<p>For example I asked AI how can we reduce amount of component re-renders in my application and it gives me 2-3 options and I understand that right now which should only implement first and second option. So I will same third options somewhere and I will return to this option later this date. Sure I can always scroll up and try to find this note in the conversation itself, but it become too cluttered with changes etc<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bogdan_stefanjuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bogdan_stefanjuk<\/a> Thanks! That\u2019s a really nice way to use it – makes sense as a quick holding spot when you don\u2019t want to break your flow.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 notch as capture surface is clever because it removes the \u201cwhich notes app do I open?\u201d tax. I like that there\u2019s also a global shortcut, because quick capture only works if it becomes muscle memory. Curious whether people are mostly using hover or the shortcut after a few days.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vidur_saini\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vidur_saini<\/a> That’s exactly the problem I was trying to solve! From my own use, I find myself using the shortcut most of the time once it becomes muscle memory. The notch is great because it’s always there and discoverable, but the shortcut is usually faster when you’re already in the flow of doing something else. It’ll be interesting to see whether other users end up behaving the same way.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The notch angle is clever but I keep running into the same problem mentally – most of my actual screen time isn’t near the top edge, so the muscle memory to look\/hover up there takes real retraining. The “one thing” focus is exactly right for a notes app, but that value only lands if the trigger feels as instant as a keyboard shortcut. What happens for people running in clamshell mode on external monitors? That’s where I spend most of my day and the notch isn’t in play at all there. Would love to know if there’s a fallback shortcut for that 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<div class=\"comment-replies\">\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> Yeah, fair, and that’s why the notch isn’t the only way in.<\/p>\n<\/p>\n<p>You don’t have to reach up there at all. There’s a global shortcut (\u2325N by default, remappable) that toggles the panel from wherever you are, so it’s as quick as any launcher. The hover’s just the lazy option for when your hand’s already on the trackpad. There’s a separate Quick Capture shortcut too (\u2318\u21e7N) if you just want to dump a thought into a new note without aiming at anything.<\/p>\n<\/p>\n<p>Clamshell on an external is the honest soft spot. It still works, Notchkin puts a panel on every display you’ve got, and on a screen with no real notch it draws its own little one up top, so the hover target’s there and \u2325N opens it right on that monitor. I won’t pretend a drawn-on notch is what everyone wants, and if that’s not your thing, fair enough. But it’s a notch app at heart, so it needs a notch to live in, whether that’s a real one or a drawn one.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>That’s great!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ruvik_milkis\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ruvik_milkis<\/a> Thank you! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#9<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/HPZMF2PNOBV76S\" class=\"app-title\">Plansera AI<\/a><\/p>\n<div class=\"one-liner\">E-2 visa business plans, drafted by an AI<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">111<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Plansera AI\u901a\u8fc7AI\u4ee3\u7406\u4eba\u76f4\u63a5\u5904\u7406E-2\u7b7e\u8bc1\u5546\u4e1a\u8ba1\u5212\u4e66\uff0c\u572830\u5206\u949f\u5185\u751f\u6210\u542b\u5b8c\u6574\u8d22\u52a1\u6570\u636e\u548c\u6838\u5fc3\u5408\u89c4\u68c0\u67e5\u7684\u521d\u7248\u6587\u6863\uff0c\u5e2e\u52a9\u79fb\u6c11\u5f8b\u6240\u6446\u8131\u4f20\u7edf\u5916\u5305\uff08\u7ea6$2000\uff09\u6216\u5185\u90e8\u5f8b\u5e08\u8017\u65f6\u4e00\u5468\u7684\u56f0\u5883\uff0c\u4ee5$100\/\u4efd\u7684\u4f4e\u4ef7\u548c\u6309\u6848\u4ef6\u8ba1\u8d39\u6a21\u5f0f\u7cbe\u51c6\u89e3\u51b3\u9ad8\u91cd\u590d\u6027\u3001\u9ad8\u7ed3\u6784\u5316\u7684\u6587\u4e66\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\/68ab8572-ebc3-4c50-8d02-e1b86729d04f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ab86a58c-ef3c-4716-9caf-9db5ed256e65.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/47894528-ff53-4d10-afba-3f99c057d146.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5231b828-2f75-472c-8b34-f971bcb41904.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/09059cb7-3139-4eb8-a9fe-fba0ae68ca25.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8da425ef-6748-4c04-a0c9-d58f7640fa91.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\">SaaS<\/span><br \/>\n <span class=\"tag\">Legal<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI SaaS<\/span><br \/>\n <span class=\"tag\">\u6cd5\u5f8b\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u79fb\u6c11\u7b7e\u8bc1<\/span><br \/>\n <span class=\"tag\">\u5546\u4e1a\u8ba1\u5212\u4e66\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5408\u89c4\u68c0\u67e5<\/span><br \/>\n <span class=\"tag\">\u6587\u6863\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u5f8b\u6240\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">E-2\u7b7e\u8bc1<\/span><br \/>\n <span class=\"tag\">\u6309\u6848\u4ef6\u8ba1\u8d39<\/span><br \/>\n <span class=\"tag\">\u91d1\u878d\u6a21\u578b<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9aAI\u5728\u91cd\u590d\u6027\u9ad8\u3001\u7ed3\u6784\u5316\u6587\u4e66\u6d41\u7a0b\u4e2d\u7684\u4ef7\u503c\uff0c\u8d5e\u8d4f$100\u6309\u6848\u4ef6\u5b9a\u4ef7\u7b56\u7565\u3002\u4e3b\u8981\u95ee\u9898\uff1a\u654f\u611f\u5ba2\u6237\u6587\u6863\u5982\u4f55\u5b58\u50a8\u4e0e\u4fdd\u7559\uff08\u56de\u5e94\u79f0\u5b58\u50a8\u5728AWS\uff0c\u4f46\u65e0\u65f6\u95f4\u9650\u5236\uff0c\u8ba1\u5212\u6dfb\u52a0\uff09\uff1b\u6838\u9a8c\u4e2d\u82e5\u53d1\u73b0\u95ee\u9898\u662f\u5426\u63d0\u4f9b\u7f3a\u5931\u8bc1\u636e\u5efa\u8bae\uff08\u56de\u5e94\u662f\uff09\u3002\u6709\u7528\u6237\u5efa\u8bae\u6dfb\u52a0\u8bb2\u89e3\u89c6\u9891\u63a8\u5e7f\u3002\u6574\u4f53\u53cd\u9988\u96c6\u4e2d\u4e8e\u6570\u636e\u5b89\u5168\u4e0eAI\u7ed3\u679c\u7684\u53ef\u5ba1\u67e5\u6027\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Plansera AI\u5207\u5165\u4e86\u4e00\u4e2a\u88ab\u6cdb\u5316AI\u4ea7\u54c1\u957f\u671f\u5ffd\u7565\u7684\u201c\u9ad8\u5229\u57fa\u3001\u9ad8\u5408\u89c4\u3001\u9ad8\u4ef7\u503c\u201d\u8d5b\u9053\u2014\u2014\u79fb\u6c11\u7b7e\u8bc1\u6cd5\u5f8b\u6587\u4e66\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u53d6\u4ee3\u5f8b\u5e08\u201d\uff0c\u800c\u5728\u4e8e\u901a\u8fc7\u786e\u5b9a\u6027\u8d22\u52a1\u6a21\u578b\u548c\u975e\u9ed1\u5373\u767d\u7684\u5408\u89c4\u68c0\u67e5\uff0c\u5c06\u539f\u672c\u9700\u8981\u5f8b\u5e08\u6216\u5916\u5305\u56e2\u961f\u8017\u8d39\u4e00\u5468\u7684\u201c\u7a7a\u767d\u9875\u6050\u60e7\u201d\u538b\u7f29\u4e3a30\u5206\u949f\u7684\u7b56\u7565\u5ba1\u67e5\u3002\u8fd9\u79cd\u201cAI\u8349\u7a3f+\u4eba\u7c7b\u5224\u65ad\u201d\u7684\u534f\u540c\u6a21\u5f0f\uff0c\u7cbe\u51c6\u56de\u907f\u4e86\u6cd5\u5f8b\u884c\u4e1a\u5bf9AI\u7ed3\u679c\u53ef\u9760\u6027\u7684\u6838\u5fc3\u7591\u8651\u3002\u5b9a\u4ef7\u7b56\u7565\u582a\u79f0\u6559\u79d1\u4e66\u7ea7\uff1a$100\/\u4efd\uff0c\u6309\u6848\u4ef6\u800c\u975e\u8ba2\u9605\uff0c\u76f4\u63a5\u6620\u5c04\u5f8b\u6240\u6210\u672c\u7ed3\u6784\uff0c\u6781\u4f4e\u95e8\u69db\u4fbf\u4e8e\u5feb\u901f\u94fa\u5f00\u8bd5\u7528\u5e76\u6536\u96c6\u771f\u5b9e\u573a\u666f\u53cd\u9988\u3002\u7136\u800c\uff0c\u4ea7\u54c1\u771f\u6b63\u8981\u8de8\u8d8a\u7684\u5e76\u975e\u6280\u672f\u58c1\u5792\uff0c\u800c\u662f\u4fe1\u4efb\u58c1\u5792\u3002\u79fb\u6c11\u5f8b\u5e08\u6781\u5ea6\u98ce\u9669\u538c\u6076\uff0cAI\u5373\u4fbf\u8f93\u51fa\u903b\u8f91\u6b63\u786e\uff0c\u4e00\u65e6\u5728\u6e90\u6587\u4ef6OCR\u3001\u5408\u89c4\u5224\u636e\u7684\u8fb9\u754c\u6848\u4f8b\uff08\u5982\u201c\u975e\u8fb9\u9645\u6027\u4f01\u4e1a\u201d\u7684\u6a21\u7cca\u5b9a\u4e49\uff09\u4e0a\u51fa\u73b0\u758f\u6f0f\uff0c\u5c06\u5bf9\u54c1\u724c\u9020\u6210\u81f4\u547d\u6253\u51fb\u3002\u6b64\u5916\uff0c\u56de\u5e94\u4e2d\u201c\u65e0\u65f6\u95f4\u9650\u5236\u5b58\u50a8OCR\u6570\u636e\u201d\u6697\u793a\u4e86\u6570\u636e\u5b89\u5168\u7b56\u7565\u7684\u7a1a\u5ae9\uff0c\u8fd9\u5728\u6d89\u53ca\u5ba2\u6237\u654f\u611f\u94f6\u884c\u6d41\u6c34\u548c\u8eab\u4efd\u6587\u4ef6\u7684\u6cd5\u5f8b\u573a\u666f\u4e2d\u662f\u4e0d\u53ef\u6301\u7eed\u7684\u3002Plansera\u76ee\u524d\u7684\u7834\u5c40\u70b9\u5728\u4e8e\u201c\u8db3\u591f\u597d\u7684\u7b2c\u4e00\u7a3f\u201d\uff0c\u4f46\u957f\u671f\u751f\u5b58\u53d6\u51b3\u4e8e\u80fd\u5426\u5c06\u201cAI\u7684\u8349\u7a3f\u201d\u5347\u7ea7\u4e3a\u201c\u6cd5\u9662\u548c\u9886\u4e8b\u9986\u8ba4\u53ef\u7684\u57fa\u7a3f\u201d\uff0c\u5e76\u5efa\u7acb\u9488\u5bf9\u4e0d\u540c\u4f7f\u9886\u9986\u5ba1\u67e5\u504f\u597d\u7684\u5fae\u8c03\u80fd\u529b\u3002\u5b83\u5e76\u975e\u98a0\u8986\u8005\uff0c\u800c\u662f\u4e00\u4e2a\u806a\u660e\u7684\u6548\u7387\u653e\u5927\u5668\u2014\u2014\u6210\u529f\u7684\u5173\u952e\u4e0d\u5728\u6280\u672f\uff0c\u800c\u5728\u6cd5\u5f8b\u884c\u4e1a\u7684\u6e20\u9053\u6e17\u900f\u4e0e\u4fe1\u4efb\u79ef\u7d2f\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\">Plansera AI<\/span>\n <\/div>\n<div class=\"comment-content\">An AI E-2 Visa Agent interviews, reads their evidence (bank statements, leases, invoices), checks the core E-2 eligibility standards, and produces a submission-ready plan with real 5-year financials, charts, and use-of-funds \u2014 as a designed PDF and editable Word doc. Outside vendors charge ~$2,000 and paralegals spend a week on this. Plansera gives you a strong first draft to review in ~30 minutes. Flat $100 per plan, no subscription. (Built for U.S. immigration professionals.)<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I build tools for immigration law firms, and the E-2 business plan keeps coming up as the same headache for everyone I talk to.<\/p>\n<p>Today a firm has two options: pay an outside vendor around $2,000 per plan, or spend close to a week of a paralegal’s time pulling figures, building the financials, and formatting something the consulate will actually accept.<\/p>\n<p>Plansera is a third option. An AI agent handles all in plain language, reads their actual documents \u2014 bank statements, leases, invoices \u2014 extracts source-of-funds and use-of-funds, runs the core E-2 checks (substantial investment, capital at risk, non-marginal enterprise, directing role), and generates a submission-ready plan with deterministic 5-year financials and charts. You get a designed PDF and an editable Word file.<\/p>\n<p>To be clear about what it is and isn’t: it produces a genuinely strong first draft, not a finished filing. The workflow is roughly 30 minutes of careful review by the professional on the case \u2014 the attorney’s judgment stays the attorney’s judgment. It removes the blank-page week, not the oversight.<\/p>\n<p>Flat $100 per plan, no subscription. There’s an example plan already in the dashboard so you can see the output before paying for anything.<\/p>\n<p>Would love feedback from anyone in immigration law or legaltech \u2014 especially on the eligibility checks and the financial model. What would make this defensible enough for your practice?<\/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\/@daniel_legaltech\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniel_legaltech<\/a> Hello sir , congratulations for your launch.I think an explainer video will make your product reach more audience. just reply me if you are intrested. thank you.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How do you handle sensitive client docs, like where the evidence gets stored and how long you retain it?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@thamibenjelloun we dont store the document itself, we store the OCRed markdowns on AWS. There is no time limit for now but it is a good idea to add a time limit like maybe 3 months etc. Thanks\ud83d\ude4f\ud83c\udffb<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 launch .. immigration attorneys are incredibly risk-averse. if the agent flags a weak spot during the core checks (like low source of funds tracking), qq. does it provide recommendations on what evidence is missing? <a href=\"https:\/\/www.producthunt.com\/@daniel_legaltech\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"daniel_legaltech\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniel_legaltech<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@priya_kushwaha1 Exactly Priya. It asks further documents or information when something is missing like source of funds, capital is at risk etc.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The $100 flat per plan is smart pricing for a per-matter workflow. It maps directly to how law firms think about costs, per matter, not per seat or per month.<\/p>\n<\/p>\n<p>Curious what typically changes during the 30 minutes of attorney review. Is it mostly checking the financials, or do the narratives usually need rewriting too?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@attacomsian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@attacomsian<\/a> Thanks! The financials need the least review; they’re deterministic, so they hold. The 30 minutes is mostly case strategy: tailoring the narrative to the applicant and the consular post, framing the source of funds, positioning non-marginality, and the directing role. Less about fixing mistakes, more about judgment. And that judgment is exactly why the attorney stays in the loop before anything gets filed.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>any free tries?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@nowhitestar sure, can you DM me on Linkedin?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a very clear example of where AI actually makes sense: structured paperwork-heavy workflows that are repetitive but still expensive .<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@aarav_pittman thanks \ud83d\ude4f\ud83c\udffb<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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>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\">@ruvik_milkis thanks \ud83d\ude4f\ud83c\udffb<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/PXD3PKD55NOLTC\" class=\"app-title\">AlsonAI is launching Editor Mode<\/a><\/p>\n<div class=\"one-liner\">AI-assisted storybooks, now with full creative control.<\/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>AlsonAI Editor Mode \u8ba9\u4f5c\u8005\u80fd\u5728AI\u751f\u6210\u6545\u4e8b\u4e66\u540e\uff0c\u76f4\u63a5\u7f16\u8f91\u6587\u5b57\u5e76\u5f15\u5bfc\u56fe\u50cf\u91cd\u7ed8\uff0c\u89e3\u51b3\u4e86\u201cAI\u4e00\u9524\u5b9a\u97f3\u3001\u7528\u6237\u65e0\u6cd5\u7cbe\u7ec6\u628a\u63a7\u521b\u4f5c\u7ec6\u8282\u201d\u7684\u75db\u70b9\uff0c\u5b9e\u73b0\u4e86\u4ece\u201c\u751f\u6210\u5373\u7ed3\u675f\u201d\u5230\u201c\u751f\u6210-\u7f16\u8f91-\u4f18\u5316-\u62e5\u6709\u201d\u7684\u521b\u4f5c\u95ed\u73af\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\/3170ac88-ef1d-4175-b829-f83bc9b906a4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c6cbc82c-db44-4b48-9017-c6836ed8401e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/15111423-a9bd-40bc-a121-c6ec0891c615.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\">Kids<\/span><br \/>\n <span class=\"tag\">Art Books<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u6545\u4e8b\u4e66<\/span><br \/>\n <span class=\"tag\">AI\u7ed8\u672c<\/span><br \/>\n <span class=\"tag\">\u513f\u7ae5\u56fe\u4e66<\/span><br \/>\n <span class=\"tag\">\u5199\u4f5c\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u56fe\u50cf\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u7f16\u8f91\u6a21\u5f0f<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u4e3b\u5bfc<\/span><br \/>\n <span class=\"tag\">Product Hunt<\/span><br \/>\n <span class=\"tag\">AI\u521b\u4f5c\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\u5173\u6ce8\u7f16\u8f91\u65f6\u7684\u7248\u672c\u5bf9\u6bd4\u529f\u80fd\uff0c\u662f\u5426\u65b9\u4fbf\u67e5\u770b\u8349\u7a3f\u95f4\u7684\u5dee\u5f02\u3002\u5b98\u65b9\u56de\u5e94\u79f0\uff1a\u4fdd\u5b58\u7f16\u8f91\u524d\u4f1a\u63d0\u793a\u5ba1\u67e5\u6587\u672c\u548c\u56fe\u50cf\u6539\u52a8\uff0c\u4e14\u652f\u6301\u5728\u539f\u59cb\u56fe\u3001V1\u3001V2\u7b49\u56fe\u50cf\u7248\u672c\u95f4\u81ea\u7531\u5207\u6362\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 AlsonAI Editor Mode\u7684\u63a8\u51fa\uff0c\u672c\u8d28\u4e0a\u662f\u5728AI\u81ea\u52a8\u5316\u4e0e\u521b\u4f5c\u8005\u4e3b\u6743\u4e4b\u95f4\u5bfb\u627e\u4e00\u4e2a\u66f4\u5065\u5eb7\u7684\u5e73\u8861\u70b9\u3002\u5f53\u524d\u5927\u91cfAI\u751f\u6210\u5de5\u5177\uff08\u5982Midjourney\u3001ChatGPT\uff09\u7684\u5356\u70b9\u662f\u201c\u4e00\u6b21\u751f\u6210\u5373\u5b8c\u7f8e\u201d\uff0c\u4f46\u521b\u4f5c\u7684\u771f\u5b9e\u75db\u70b9\u5f80\u5f80\u5728\u4e8e\u201c\u540e\u7eed\u7684\u6253\u78e8\u4e0e\u8c03\u6574\u201d\u3002AlsonAI\u5207\u4e2d\u7684\u6b63\u662f\u8fd9\u4e2a\u88ab\u5ffd\u89c6\u7684\u73af\u8282\u2014\u2014\u5b83\u63d0\u4f9b\u4e86\u4e00\u4e2a\u8ba9\u7528\u6237\u4ecb\u5165\u3001\u4fee\u6539\u3001\u8fed\u4ee3\u7684\u7f13\u51b2\u533a\uff0c\u4ece\u800c\u5c06AI\u5b9a\u4f4d\u4e8e\u201c\u8f85\u52a9\u8005\u201d\u800c\u975e\u201c\u66ff\u4ee3\u8005\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u201c\u4e00\u81f4\u6027\u4fdd\u6301\u201d\uff08\u4eba\u7269\u3001\u573a\u666f\u3001\u5173\u952e\u7269\u4f53\u5728\u91cd\u7ed8\u65f6\u4e0d\u53d8\uff09\uff0c\u8fd9\u662f\u6280\u672f\u4e0a\u6bd4\u5355\u7eaf\u751f\u6210\u66f4\u96be\u7684\u4e00\u4ef6\u4e8b\u3002\u5982\u679c\u8fd9\u4e00\u529f\u80fd\u4f53\u9a8c\u8db3\u591f\u4e1d\u6ed1\uff0c\u5b83\u5b9e\u9645\u4e0a\u662f\u5728\u505aAI\u6545\u4e8b\u4e66\u9886\u57df\u7684\u201c\u4e13\u4e1a\u8f6f\u4ef6\u201d\uff0c\u800c\u975e\u201c\u73a9\u5177\u201d\u3002\u4e0d\u8fc7\uff0c\u76ee\u524d\u7684\u6295\u7968\u6570\uff0817\u7968\uff09\u548c\u8bc4\u8bba\u6570\uff08\u4ec5\u6709\u5f00\u53d1\u8005\u548c\u4e00\u4e2a\u7528\u6237\u63d0\u95ee\uff09\u8868\u660e\uff0c\u5b83\u5c1a\u672a\u5f15\u8d77\u5927\u89c4\u6a21\u5173\u6ce8\u3002\u4ea7\u54c1\u9762\u4e34\u7684\u6700\u5927\u6311\u6218\u662f\uff1a\u5982\u4f55\u8ba9\u7528\u6237\u76f8\u4fe1\u201c\u6211\u82b1\u65f6\u95f4\u5728\u6b64\u8f6f\u4ef6\u4e0a\u8fed\u4ee3\uff0c\u6bd4\u76f4\u63a5\u901a\u8fc7\u5176\u4ed6\u5de5\u5177\u751f\u6210+\u624b\u52a8PS\u66f4\u9ad8\u6548\u201d\uff1f\u6b64\u5916\uff0c\u4ed8\u8d39\u5185\u5bb9\u7684\u56fe\u50cf\u91cd\u7ed8\u4ec510\u6b21\uff0c\u5bf9\u771f\u6b63\u8ffd\u6c42\u7cbe\u7ec6\u7684\u521b\u4f5c\u8005\u6765\u8bf4\u53ef\u80fd\u4e0d\u591f\u3002\u5982\u679cAlsonAI\u80fd\u8fdb\u4e00\u6b65\u5f00\u653eAPI\u6216\u96c6\u6210\u5230\u4e13\u4e1a\u6392\u7248\u6d41\u7a0b\u4e2d\uff0c\u6216\u8bb8\u80fd\u4ece\u201c\u4eb2\u5b50\u6559\u80b2\u201d\u9886\u57df\u7a81\u56f4\u5230\u201c\u4e13\u4e1a\u63d2\u753b\u5e08\/\u513f\u7ae5\u4f5c\u5bb6\u201d\u9886\u57df\uff0c\u5426\u5219\u5bb9\u6613\u6ca6\u4e3a\u53eb\u597d\u4e0d\u53eb\u5ea7\u7684Demo\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\">AlsonAI is launching Editor Mode<\/span>\n <\/div>\n<div class=\"comment-content\">Authors can now directly edit and refine their story text after generation, instead of being locked into the first output. They can revise wording, adjust flow, improve scenes, and continue shaping the manuscript inside AlsonAI. Users guide image changes through Regenerate Image while AlsonAI works to preserve consistency across the book. Paid books include up to 10 image regenerations, and free previews include up to 5. Our vision: AI-assisted, user-owned storytelling.<\/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\u2019m Faris from AlsonAI, and we\u2019re excited to share Editor Mode with you today.<br \/>\nAlsonAI started with a simple belief: AI should help people bring their stories to life without taking ownership away from them. That\u2019s why we\u2019ve always started with the user\u2019s manuscript, not just a prompt.<\/p>\n<p>With Editor Mode, we\u2019re taking that vision further.<\/p>\n<p>AlsonAI is no longer just about generating an illustrated storybook and accepting the first result. Authors can now keep shaping the book after generation \u2014 editing the story text directly, refining the flow, and guiding image changes (with auto-preserved consistency across characters, scenes, backgrounds, and key objects).<\/p>\n<p>The core shift is from \u201cgenerate and done\u201d to \u201cgenerate, edit, direct, refine, and own.\u201d<br \/>\nPaid books now include up to 10 image regenerations, and free previews include up to 5, so users can better shape the final visual direction of their book.<\/p>\n<p>Our goal is to make AlsonAI feel less like handing your story over to AI, and more like working with a creative assistant that helps you finish a book that still feels like yours.<\/p>\n<p>We\u2019d love your feedback: Where do you think user-owned storytelling matters most? How important to you is maintaining control of your own story?<\/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>Can you compare versions easily, like see what changed between drafts while you\u2019re editing?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@thamibenjelloun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thamibenjelloun<\/a> You\u2019ll get prompted to review your revisions, including text and image changes, before you save your edits. You can also toggle back and forth between image regenerations (eg. Original, v1, v2) at any time. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\/6ELOAHCCUNYT3U\" class=\"app-title\">snowscroll<\/a><\/p>\n<div class=\"one-liner\">Remove addictive feeds from your social media<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">15<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>snowscroll\u662f\u4e00\u6b3e\u8ba9\u7528\u6237\u4fdd\u7559\u793e\u4ea4\u5a92\u4f53\u793e\u4ea4\u529f\u80fd\uff08\u5982\u79c1\u4fe1\u3001\u52a8\u6001\uff09\u7684\u540c\u65f6\uff0c\u7cbe\u51c6\u5c4f\u853d\u77ed\u89c6\u9891\u63a8\u8350\u6d41\uff08\u5982Reels\u3001Shorts\uff09\u7684iOS\u5de5\u5177\uff0c\u89e3\u51b3\u201c\u9700\u8981\u793e\u4ea4\u4f46\u4e0d\u60f3\u65e0\u610f\u8bc6\u5237\u5c4f\u201d\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/086474ac-f80b-4363-bc2d-9c410260429f.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\/d9109e5a-157d-4628-b953-df53533cd471.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\/cf621bdb-45bf-4983-8dfe-e86c67a742b6.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\/2402d6c5-a034-484f-943d-f28b60d53d61.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\/5a0e4793-cd59-43ed-9762-8434f3a76ac3.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/96cacac3-0ca8-48ed-bdbd-762dc0ab0b8a.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/J7ablpEFt74\"><source src=\"https:\/\/youtu.be\/J7ablpEFt74\" 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\">Social Network<\/span><br \/>\n <span class=\"tag\">Social Media<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u793e\u4ea4\u5a92\u4f53\u65ad\u820d\u79bb<\/span><br \/>\n <span class=\"tag\">\u77ed\u89c6\u9891\u5c4f\u853d<\/span><br \/>\n <span class=\"tag\">\u9632\u6c89\u8ff7\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">iOS\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u4fe1\u606f\u6d41\u8fc7\u6ee4<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u6548\u7387<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u5065\u5eb7<\/span><br \/>\n <span class=\"tag\">\u6ce8\u610f\u529b\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u529f\u80fd\u578b\u6062\u590d<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4f18\u5148<\/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\u4ec5\u79fb\u9664\u4fe1\u606f\u6d41\u3001\u4fdd\u7559\u79c1\u4fe1\u201d\u7684\u7cbe\u51c6\u65b9\u6848\uff0c\u8ba4\u4e3a\u6bd4\u5168\u5c4f\u5c4f\u853d\u66f4\u5b9e\u7528\u3002\u6838\u5fc3\u95ee\u9898\u96c6\u4e2d\u5728\uff1a\u80fd\u5426\u62e6\u622a\u670b\u53cb\u5206\u4eab\u7684Reels\u3001\u80fd\u5426\u7ed5\u8fc7\u63a2\u7d22\u9875\u5237\u89c6\u9891\u3001\u4ee5\u53ca\u767b\u5f55\u5b89\u5168\u4e0e\u6570\u636e\u9690\u79c1\u673a\u5236\u3002\u521b\u59cb\u4eba\u660e\u786e\u56de\u590d\u57fa\u7840\u529f\u80fd\u6c38\u4e45\u514d\u8d39\uff0c\u4e14\u63a2\u9875\u65e0\u6f0f\u6d1e\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 snowscroll\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u9632\u6c89\u8ff7\u201d\u7684\u8001\u8c03\u91cd\u5f39\uff0c\u800c\u5728\u4e8e\u5bf9\u793e\u4ea4\u4ea7\u54c1\u8bbe\u8ba1\u54f2\u5b66\u7684\u9006\u5411\u89e3\u6784\u3002\u5e02\u9762\u4e0a\u5927\u591a\u6570\u5c4f\u5e55\u65f6\u95f4\u7ba1\u7406\u8f6f\u4ef6\u90fd\u72af\u4e86\u4e00\u4e2a\u81f4\u547d\u7684\u8ba4\u77e5\u9519\u8bef\uff1a\u5c06\u7528\u624b\u673a\u505a\u201c\u4e8b\u201d\u548c\u5237\u624b\u673a\u201c\u8017\u201d\u6df7\u4e3a\u4e00\u8c08\u3002snowscroll\u806a\u660e\u5730\u5207\u4e2d\u4e86\u201c\u5fc5\u8981\u793e\u4ea4\u201d\u4e0e\u201c\u6210\u763e feeds\u201d\u4e4b\u95f4\u7684\u65ad\u5c42\u2014\u2014\u7528\u6237\u60f3\u56deDM\u3001\u770b\u670b\u53cb\u7167\u7247\uff0c\u4f46\u4e0d\u60f3\u88ab\u7b97\u6cd5\u88f9\u631f\u8fdb\u65e0\u5e95\u6d1e\u3002\u5b83\u662f\u5728\u53cd\u51fb\u4ea7\u54c1\u7ecf\u7406\u523b\u610f\u5236\u9020\u7684\u4e0a\u763e\u6a21\u5f0f\uff0c\u800c\u975e\u5355\u7eaf\u60e9\u7f5a\u7528\u6237\u7684\u81ea\u63a7\u529b\u4e0d\u8db3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8fd9\u79cd\u201c\u7cbe\u51c6\u624b\u672f\u5200\u201d\u5f0f\u7684\u5c4f\u853d\uff0c\u6bd4\u7c97\u66b4\u7684\u201c\u4e00\u952e\u9501APP\u201d\u9ad8\u660e\u4e00\u4e2a\u7ef4\u5ea6\uff1a\u5b83\u4e0d\u5426\u5b9a\u793e\u4ea4\u5a92\u4f53\u7684\u5de5\u5177\u5c5e\u6027\uff0c\u53ea\u53bb\u9664\u5176\u6bd2\u54c1\u5c5e\u6027\u3002\u4ece\u6280\u672f\u5b9e\u73b0\u4e0a\u770b\uff0c\u91c7\u7528\u5185\u7f6e\u6d4f\u89c8\u5668\u52a0\u8f7d\u79fb\u52a8\u7aef\u7f51\u9875\uff0c\u800c\u975e\u8c03\u7528\u5b98\u65b9API\uff0c\u65e2\u89c4\u907f\u4e86\u5e73\u53f0\u9650\u5236\uff08\u5982Instagram\u7981\u6b62\u7b2c\u4e09\u65b9\u4fee\u6539feed\uff09\uff0c\u53c8\u5728\u9690\u79c1\u4e0a\u505a\u5230\u4e86\u201c\u96f6\u6536\u96c6\u201d\u3002\u4f46\u98ce\u9669\u4e5f\u5728\u4e8e\u6b64\uff1a\u4f9d\u8d56\u7f51\u9875\u6e32\u67d3\u610f\u5473\u7740\u529f\u80fd\u7a33\u5b9a\u6027\u548c\u6d41\u7545\u5ea6\u5fc5\u7136\u968f\u5e73\u53f0UI\u66f4\u65b0\u800c\u6ce2\u52a8\uff0c\u8fd9\u53ef\u80fd\u662f\u5176\u201cPro\u7248\u201d\u96be\u4ee5\u89c4\u6a21\u5316\u7684\u5929\u82b1\u677f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8425\u9500\u5c42\u9762\uff0c\u201c7\u5c0f\u65f6\u964d\u81f32\u5c0f\u65f6\u201d\u7684\u81ea\u6551\u6545\u4e8b\u6781\u5177\u8bf4\u670d\u529b\uff0c\u4f4615\u4e2a\u6295\u7968\u6570\u4e5f\u8868\u660e\u51b7\u542f\u52a8\u4ecd\u8270\u96be\u3002\u5efa\u8bae\u4f18\u5148\u5207\u5165\u201c\u6570\u5b57\u6781\u7b80\u4e3b\u4e49\u201d\u5708\u5c42\u548c\u201c\u521b\u4f5c\u8005\u5026\u6020\u201d\u7fa4\u4f53\uff0c\u540c\u65f6\u8b66\u60d5\u5927\u5382\uff08\u5982Apple\u7684Screen Distance\u3001Google\u7684Digital Wellbeing\uff09\u5728\u672a\u6765\u6284\u88ad\u6b64\u7cbe\u5999\u903b\u8f91\u3002\u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u6b3e\u201c\u53cd\u7b97\u6cd5\u201d\u7684\u7b97\u6cd5\u4ea7\u54c1\uff0c\u601d\u8def\u6bd4\u6267\u884c\u66f4\u503c\u5f97\u884c\u4e1a\u6df1\u601d\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\">snowscroll<\/span>\n <\/div>\n<div class=\"comment-content\">Imagine Instagram without reels, Youtube without shorts, social media without addicting feeds. snowscroll allows users to access all the “social” parts of social media (DMs, stories, posts, etc) without being trapped in the doomscrolling that takes our time, energy, and focus away. It currently supports Instagram, Youtube, X, Facebook, Linkedin, and TikTok.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>love that the core features are free. if we don’t upgrade to pro, are the basic reels and shorts blocks locked on forever, or do they expire after the trial window?<\/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\/@vikramp7470\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vikramp7470<\/a> The basic reels and shorts are free forever! The core features remain free for all users – the Pro version is just for additional add-ons. I built this because I wanted to help others who suffered from the same issues as I did \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b I’m Jun, founder of snowscroll.<\/p>\n<p><strong>Why we built it:<\/strong><\/p>\n<p>Screen time apps don’t work. They just don’t. Trust me \u2013 this idea came from years of frustration. Every single time, I would download a screen time app in the morning, and find myself scrolling on Instagram at night.<\/p>\n<\/p>\n<p>They all have the same flaw: they take an all-or-nothing approach. Everyone wants to reduce their Instagram screen time, but not everyone wants to give up seeing their DMs and friends’ posts.<\/p>\n<\/p>\n<p><strong>What snowscroll is:<\/strong><\/p>\n<\/p>\n<p>So, I decided to build an app that removes the addictive feeds (e.g reels from Instagram, shorts from YouTube) but keeps the parts of social media that you actually want. For example, on Instagram, you can still see stories, posts, use search, and do <em>everything else<\/em> except scroll on reels.<\/p>\n<\/p>\n<p>I’ve seen similar products as chrome extensions, but that’s not where the “doomscrolling” audience is. People scroll on their phones, not on their laptops. snowscroll meets people where they actually are.<\/p>\n<p>You have the option to further customize your experience by blocking stories, home feeds, ads, setting daily limits for each app, and seeing trends across your weekly usage (I’ve seen my own screen time go from 7 hours a day to 2!)<\/p>\n<\/p>\n<p>snowscroll is iOS first, core features <strong>free<\/strong> for all users, with a 7-day pro trial.<\/p>\n<\/p>\n<p><strong>Privacy:<\/strong><\/p>\n<\/p>\n<p>Privacy is absolutely core to the product. There is no snowscroll account, no tracking, no ads, no sale of data. All social logins and activity stays on your device. The only information that leaves is for RevenueCat. See <a href=\"https:\/\/snowscroll.com\/privacy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/snowscroll.com\/privacy<\/a> for an in-depth explanation!<\/p>\n<\/p>\n<p><strong>We’d love feedback on:<\/strong><\/p>\n<ul>\n<li>\n<p>whether it feels smooth enough<\/p>\n<\/li>\n<li>\n<p>what other platforms you’d like to see added<\/p>\n<\/li>\n<li>\n<p>what other features you’d want to see in the future<\/p>\n<\/li>\n<\/ul>\n<p>Check out the demo here: <a href=\"https:\/\/www.youtube.com\/shorts\/WX34kJA6o-g\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.youtube.com\/shorts\/WX34kJA6o-g<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019ve tried app blockers and always end up disabling them because I still need DMs. Removing only the feed is a much smarter compromise.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@rick_borduur\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rick_borduur<\/a> Precisely the type of pain that I want to solve. It feels way too restrictive to block the app completely, because you still need to respond to the important people in your life.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi is there way to filter\/show warning for reels shared by friends?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@shikha_shandilya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shikha_shandilya<\/a> You can watch any reels sent to your DMs, but you can’t scroll past that specific reel. You also have the option to turn that off if you want \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>Interesting. As a marketer, I tend to spend a lot of time on Social Media apps for work and somehow I end up scrolling losing track of the purpose that I opened the app for. This seems like something that is made for me.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@charan_tej_kammara\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@charan_tej_kammara<\/a> Great to hear that Charan! snowscroll was built for everyone – but especially creators and marketers as well, because we know just how easy it is to be stuck in that cycle of “just checking” something and doomscrolling for hours.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 handle login and security for all those platforms, do you use official APIs?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@thamibenjelloun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thamibenjelloun<\/a> Thanks for the question! We don’t use any of the platforms’ APIs, since it loads each platform’s own mobile site in an in-app browser and hides the feed surfaces on-device. So login happens directly with the real platform, same as in Safari, and your credentials accordingly only go to the platforms you’re using. We don’t see, store, or transmit passwords or sessions, and the only data we collect is an anonymous ID and purchase info via RevenueCat for the subscription \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>What if I just access reels through the explore page. Did you guys make sure to close such loopholes into accessing reels?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@andrew_luo7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrew_luo7<\/a> Yes, we’ve made sure that no reels show up on the Explore Page! You can’t access ANY reels across the app, except for reels that your friends send to you (But once you see that specific reel, you can’t continue scrolling).<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">#12<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/BCBJTLQ4EG77MF\" class=\"app-title\">Our Family Habits App<\/a><\/p>\n<div class=\"one-liner\">Build strong family rhythms, one habit at a time.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">11<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Our Family Habits App\u5e2e\u52a9\u5bb6\u5ead\u901a\u8fc7\u5171\u4eab\u4eea\u8868\u677f\u8ffd\u8e2a\u4e60\u60ef\u3001\u65e5\u5e38\u3001\u5bb6\u52a1\u548c\u5956\u52b1\uff0c\u4ee5\u79ef\u5206\u7cfb\u7edf\u57f9\u517b\u5b69\u5b50\u7684\u8d23\u4efb\u5fc3\u4e0e\u81ea\u9a71\u529b\uff0c\u51cf\u8f7b\u7236\u6bcd\u5728\u5bb6\u5ead\u7ba1\u7406\u4e2d\u7684\u7cbe\u795e\u8d1f\u62c5\uff0c\u8ba9\u4e60\u60ef\u517b\u6210\u6210\u4e3a\u5efa\u7acb\u5bb6\u5ead\u8282\u594f\u7684\u6865\u6881\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\/cd7159af-ab7a-4e49-ae5a-a82de38cee25.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\/7b6d6ab8-b75c-48cb-af19-aa6c2aa898ab.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\/e7b2c3a3-b659-4db5-bea9-4a73eeb30578.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\/53257059-caca-44ff-b5d8-252f40a2f94c.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\/3d220088-0ba0-4ead-ab55-4004f3fbad21.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\/e3574000-b6ef-48ce-b688-219352404da3.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\/f0956586-5dc5-43f8-8d07-0df9a827109c.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\/77b9020c-8c3c-49e2-b495-dcc387f4777c.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\/017ec42e-1ffd-4464-9ff8-5c241c0e45f1.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\/a979b5a2-bcf5-428b-bbc0-e8d4d97f021c.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\/fae981e2-135a-46e5-9da5-98e53f29a61a.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\/e6ac9ff5-24e0-404a-881a-3df0bb5ec988.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\">Parenting<\/span><br \/>\n <span class=\"tag\">Kids<\/span><br \/>\n <span class=\"tag\">Education<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5bb6\u5ead\u4e60\u60ef\u517b\u6210<\/span><br \/>\n <span class=\"tag\">\u4eb2\u5b50\u7ba1\u7406\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u79ef\u5206\u5956\u52b1\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">\u5bb6\u5ead\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u513f\u7ae5\u8d23\u4efb\u611f\u57f9\u517b<\/span><br \/>\n <span class=\"tag\">\u5bb6\u5ead\u6559\u80b2<\/span><br \/>\n <span class=\"tag\">\u5bb6\u52a1\u4e0e\u4e60\u60ef\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u5bb6\u6821\u4e24\u7528<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e73\u53f0\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u5bb6\u5ead\u8282\u594f\u5efa\u7acb<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u79f0\u8d5e\u79ef\u5206\u7cfb\u7edf\u516c\u5e73\u3001\u53ef\u5b9a\u5236\uff0c\u6709\u6548\u4ece\u201c\u53cd\u590d\u63d0\u9192\u201d\u8f6c\u5411\u201c\u5b69\u5b50\u4e3b\u52a8\u8d1f\u8d23\u201d\u3002\u6709\u5bb6\u957f\u63d0\u51fa\u4e0a\u9650\u95ee\u9898\uff1a\u5b69\u5b50\u8ff7\u604b\u6512\u5206\uff0c\u62c5\u5fc3\u79ef\u5206\u589e\u957f\u65e0\u4e0a\u9650\u5f71\u54cd\u5956\u52b1\u8bbe\u8ba1\u3002\u5f00\u53d1\u8005\u56de\u5e94\u5c06\u8003\u8651\u6dfb\u52a0\u76ee\u6807\u8fbe\u6210\u529f\u80fd\u3002\u53e6\u4e00\u5988\u5988\u8bc4\u4ef7\u6b64\u4e3a\u5e02\u573a\u4e0a\u6700\u63a5\u8fd1\u9700\u6c42\u7684\u5bb6\u5ead\u7ba1\u7406\u5de5\u5177\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 Our Family Habits App\u4e0e\u5176\u8bf4\u662f\u4e00\u6b3e\u5bb6\u5ead\u7ba1\u7406\u5de5\u5177\uff0c\u4e0d\u5982\u8bf4\u662f\u4e00\u6b21\u5bf9\u201c\u4efb\u52a1\u5f0f\u80b2\u513f\u201d\u7684\u8f6f\u6027\u9769\u547d\u3002\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u201c\u5206\u914d\u5bb6\u52a1\u201d\u7684\u4fbf\u5229\u6027\uff0c\u800c\u5728\u6784\u5efa\u4e86\u4e00\u5957\u5fae\u89c2\u7ecf\u6d4e\u6a21\u578b\u2014\u2014\u8d21\u732e\u3001\u79ef\u5206\u3001\u9009\u62e9\u3001\u6d88\u8d39\u2014\u2014\u8ba9\u4e60\u60ef\u517b\u6210\u4e0d\u518d\u662f\u670d\u4ece\u6027\u8bad\u7ec3\uff0c\u800c\u662f\u81ea\u5229\u4e0e\u5229\u4ed6\u7684\u65e9\u671f\u5b9e\u8df5\u3002\u8fd9\u5de7\u5999\u89c4\u907f\u4e86\u4f20\u7edf\u5956\u7f5a\u7cfb\u7edf\u201c\u5d29\u6e83-\u91cd\u542f\u201d\u7684\u6b7b\u5faa\u73af\uff0c\u7528\u900f\u660e\u4e14\u53ef\u81ea\u5b9a\u4e49\u7684\u53cd\u9988\u673a\u5236\uff0c\u8ba9\u7236\u6bcd\u4ece\u201c\u4e0d\u65ad\u63d0\u9192\u7684\u6267\u884c\u8005\u201d\u964d\u7ea7\u4e3a\u201c\u89c4\u5219\u73af\u5883\u7684\u7ef4\u62a4\u8005\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u9700\u8981\u8b66\u60d5\u7684\u9690\u60a3\u662f\uff0c\u8fd9\u79cd\u201c\u70b9\u7ecf\u6d4e\u5b66\u201d\u53ef\u80fd\u8fc7\u5ea6\u5f3a\u5316\u5b69\u5b50\u5bf9\u5373\u65f6\u53cd\u9988\u7684\u4f9d\u8d56\u3002\u5c3d\u7ba1\u521b\u59cb\u4eba\u5f3a\u8c03\u79ef\u5206\u53ea\u662f\u201c\u6865\u201d\uff0c\u4f46\u73b0\u5b9e\u4f7f\u7528\u4e2d\uff0c\u5b69\u5b50\u5173\u6ce8\u6570\u5b57\u6eda\u52a8\u800c\u975e\u4e60\u60ef\u672c\u8eab\u7684\u98ce\u9669\u771f\u5b9e\u5b58\u5728\u3002\u521b\u59cb\u4eba\u5728\u8bc4\u8bba\u4e2d\u900f\u9732\u201c\u53ef\u80fd\u8981\u52a0\u65b0\u529f\u80fd\u8ba9\u6295\u8d44\u8005\u7684\u76ee\u6807\u8fbe\u6210\u201d\uff0c\u8fd9\u503c\u5f97\u8b66\u60d5\u2014\u2014\u82e5\u4ea7\u54c1\u540e\u7eed\u6ed1\u5411\u6e38\u620f\u5316\u6fc0\u52b1\u7684\u6ce5\u6cbc\uff0c\u5c06\u4e0e\u5176\u5ba3\u79f0\u7684\u201c\u4ee5\u54c1\u683c\u4e3a\u7ec8\u70b9\u201d\u7684\u521d\u5fc3\u80cc\u9053\u800c\u9a70\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u5546\u4e1a\u903b\u8f91\u770b\uff0c\u907f\u5f00\u4e0eChore Monster\u7b49\u5de5\u5177\u7684\u6b63\u9762\u7ade\u4e89\uff0c\u7cbe\u51c6\u5207\u5165\u201c\u5bb6\u5ead\u8282\u594f\u201d\u8fd9\u4e00\u60c5\u611f\u75db\u70b9\uff0c\u662f\u660e\u667a\u4e4b\u4e3e\u3002\u4f46\u4ea7\u54c1\u4ecd\u5904\u4e8e\u6781\u65e9\u671f(11\u7968\u4e0a\u67b6)\uff0cHomeschool\u548c\u6df7\u5408\u5bb6\u5ead\u662f\u575a\u5b9e\u7684\u79cd\u5b50\u7528\u6237\u7fa4\u3002\u540e\u7eed\u58c1\u5792\u5728\u4e8e\uff1a\u80fd\u5426\u5c06\u201c\u79ef\u5206\u7ecf\u6d4e\u5b66\u201d\u6c89\u6dc0\u4e3a\u6301\u7eed\u7684\u5185\u5bb9\u4e0e\u6307\u5bfc\u4f53\u7cfb\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662fUI\u4e0a\u7684\u70b9\u6570\u6d41\u8f6c\u3002\u82e5\u6b62\u6b65\u4e8e\u201c\u7236\u6bcd\u7701\u5fc3\u8868\u76d8\u201d\uff0c\u5b83\u7ec8\u5c06\u88ab\u66f4\u667a\u80fd\u3001\u66f4\u8f7b\u91cf\u7684AI\u52a9\u624b\u66ff\u4ee3\u3002\u521b\u59cb\u4ebaJon\u4f5c\u4e3a\u4e94\u4e2a\u5b69\u5b50\u7684\u7236\u4eb2\uff0c\u5bf9\u201c\u4e00\u81f4\u6027\u201d\u75db\u70b9\u7684\u4eb2\u8eab\u7406\u89e3\u662f\u4ea7\u54c1\u6700\u786c\u7684\u6838\u5fc3\u8d44\u4ea7\uff0c\u4f46\u4e0b\u4e00\u4e2a\u8003\u9a8c\u662f\uff1a\u5982\u4f55\u628a\u4ed6\u7684\u5bb6\u5ead\u667a\u6167\u56fa\u5316\u4e3a\u4e00\u5957\u53ef\u590d\u7528\u7684\u5f00\u653e\u89c4\u5219\u5f15\u64ce\uff0c\u8ba9\u66f4\u591a\u5bb6\u5ead\u8f93\u51fa\u81ea\u5df1\u7684\u201c\u8282\u594f\u914d\u65b9\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\">Our Family Habits App<\/span>\n <\/div>\n<div class=\"comment-content\">Most family apps help kids complete chores. Our Family Habits helps families build character. Track habits, routines, chores, rewards, and goals in one shared family dashboard. Designed to reduce the mental load on parents, create clear expectations, and help children grow in responsibility, consistency, and ownership. Perfect for homeschool, blended, or traditional families seeking stronger family rhythms and more peace at home. Cultivate habits, grow responsibility, establish rhythms.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I love how this app approaches modern parenting. Using a fair and straight forward points system, it helps teach young family members to be considerate and learn the direct impact of their decisions and actions. It has positively shifted our home dynamic from constant reminders to self-driven accountability, making everyone feel like an integral part of the family.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nc_bert2732\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nc_bert2732<\/a> Bert, thanks for the support! I love hearing about the positive shift in your home. \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This app is very intentional in every aspect. I appreciate how you can customize the point system for every child and their needs. It aligns our whole family on our goals. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@janae_p\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@janae_p<\/a> thank you Janae! If there’s anything else that would make the app better, let us know<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 app has helped me manage my point system with my son so much. It\u2019s really given a usable tool that both me and my son can use. I don\u2019t think there\u2019s anything else that comes close to it on the market, thanks so much for creating this. It\u2019s made life so much easier <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@arielle_adams\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arielle_adams<\/a> thanks for the kind words and support, Arielle! I’m so glad it’s helping you and your son!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We use this daily in our home. Actually my kids ask for points regularly but prefer to save them up to watch the numbers roll in. Don\u2019t worry I have some great rewards created though ha! I stopped by to ask how many points will it allow a child to earn at max before it stops counting? This will be invaluable to know for my \u201cinvestors\u201d around here \ud83d\ude09<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@morgan_stone I LOVE hearing this! I may to add a new feature that allows all of our tiny investors to reach their goals \ud83d\ude0a<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\ud83d\udc4b Hi Product Hunt! I’m Jon, dad of five, and yes, we launched this on Father’s Day on purpose.<\/p>\n<\/p>\n<p><strong>The problem:<\/strong> Every reward system in our house had the same life cycle. We implement a new system. Kids are thrilled for a week. The chart or system gets forgotten as soon as Mom or Dad is stressed. Motivation dies. Repeat. With five kids, “just be more consistent” wasn’t advice\u2014it was a second job. My wife was the single point of failure for every routine in the house.<\/p>\n<\/p>\n<p><strong>The weekend:<\/strong> One Saturday morning, I sat down with an idea and started building. Twenty-four hours later, I had a rough, working prototype and five very opinionated beta testers. Within the first week, habits we’d failed to establish for <em>months<\/em> started sticking. My 10-year-old hit a bathroom-related milestone I won’t elaborate on. My 5-year-old organized her room without being asked. My 3-year-old was genuinely excited to earn points for using the potty.<\/p>\n<\/p>\n<p><strong>The philosophy:<\/strong> We homeschool with Charlotte Mason’s approach, and her core insight shaped everything: the goal of habit formation isn’t compliance \u2014 it’s character. Kids who <em>want<\/em> to do good, not kids who do what they’re told. The points aren’t bribes; they’re a bridge. Kids earn by contributing real value, choose their own rewards, and somewhere in the repetition, the chart fades into the background, and the rhythms stay. (We talk about the full story on our <a href=\"https:\/\/www.ourfamilyhabits.com\/about\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">About page<\/a>.)<\/p>\n<\/p>\n<p><strong>What makes it different from chore apps:<\/strong> <\/p>\n<ul>\n<li>\n<p>\ud83c\udf31 <strong>Family kiosk mode<\/strong>: a tablet on the counter everyone sees. No nagging required. <\/p>\n<\/li>\n<li>\n<p>\ud83c\udf31 <strong>You define what counts<\/strong>: reading, kindness, music practice, scripture memory, helping siblings, and set the point values for each. <\/p>\n<\/li>\n<li>\n<p>\ud83c\udf31 <strong>Real reward economics<\/strong>: kids earn, kids choose, parents approve. Contribution \u2192 value \u2192 reward, the way the world actually works. <\/p>\n<\/li>\n<li>\n<p>\ud83c\udf31 <strong>Weekly insights<\/strong>: because character growth is invisible day-to-day and obvious month-to-month.<\/p>\n<\/li>\n<\/ul>\n<p>It’s free to start (no card), on iOS, Android, and web. Setup takes about 5 minutes.<\/p>\n<\/p>\n<p>I’d genuinely love your feedback\u2014especially from fellow parents: what habit have you tried and failed to make stick? That question is basically our roadmap.<\/p>\n<\/p>\n<p>Happy Father’s Day to all the dads here! \ud83d\udcaf <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 much nicer than everyone tracking habits separately. Seeing the whole family make progress together could actually help the habits stick.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Well,Jon is my son! I have the app, but all of our 4 kids are grown. Jon, the app is ingenious and should serve families well!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mitch_horton\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mitch_horton<\/a> Thanks for trying it out on the adult population \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#13<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/JZ5FTWWTLWJXHZ\" class=\"app-title\">Mira Gold’s Writing Forge\u2122<\/a><\/p>\n<div class=\"one-liner\">AI fiction that keeps continuity. One story, many forms.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">11<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong><\/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\/3f05d808-fed9-4bd4-b2cb-13c1544bd746.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a724d1ac-c725-4293-bb06-ad8c2e01804a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/913e3e34-ed39-4dc6-b793-344fe86bafe4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2933e43b-f4c6-4db6-8150-020f3366f921.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7435c089-1222-4828-b6f4-9d0b41ec8040.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/46e9b601-5dc5-41e9-b43a-cf58781d493c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7ebd8a76-957d-4489-af47-402154f18a63.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\/e8e02281-ed07-42ac-9843-451f5685b81b.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/Pax1qwQ2jII?si=02pLNwmW4bsCPqsH\"><source src=\"https:\/\/youtu.be\/Pax1qwQ2jII?si=02pLNwmW4bsCPqsH\" 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\">Writing<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Books<\/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>\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><\/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\">Mira Gold’s Writing Forge\u2122<\/span>\n <\/div>\n<div class=\"comment-content\">Most AI writes a great scene, then forgets your characters by chapter 12. Mira Gold’s Writing Forge is built for long-form: a living canon tracks who knows what, when, and what’s still open, so your world stays consistent across a whole novel or series. Then adapt that one story as a script, song, or translation. Model-agnostic, bring your own keys across 12+ providers.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Howdy. I’m Mira\u2014a novelist with 200+ published books across a dozen pen names, a technical writer, and solo founder.<\/p>\n<p>I built Mira Gold’s Writing Forge because every AI tool I tried was great for a paragraph and useless for a full book or script. They’d nail a scene, then three chapters later forget a character already died, or reveal the same twist twice, among other issues. The problem isn’t that models are dumb, it’s that “memory” in these tools is just chat history, which falls apart over a novel.<\/p>\n<p>So I built a state-management, customized pipeline with a living canon: a single source of truth that tracks every character’s knowledge-state, open plot threads, timeline, and re-grounds every chapter against the registry. Then a creative can adapt the same story concept as a novel, a screenplay, a song, or a translation\u2014one canon, many forms of IP.<\/p>\n<p>It’s model-agnostic with your own API keys across 12+ providers, because I didn’t want to be locked to one model’s quirks (I run cross-model evals frequently across providers\/models and they all have them… quirks).<\/p>\n<p>I’d love to hear from other writers and creatives: Where does AI break down for you on anything longer than a short story?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#14<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/UFNIPOUOO4FOCU\" class=\"app-title\">Property Alpha<\/a><\/p>\n<div class=\"one-liner\">AI deal analysis for residential real estate investors<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">10<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Property Alpha \u662f\u4e00\u6b3e\u9762\u5411\u4f4f\u5b85\u623f\u5730\u4ea7\u6295\u8d44\u8005\u7684AI\u5206\u6790\u5f15\u64ce\uff0c\u901a\u8fc7\u6574\u5408\u5168\u7f8e\u6302\u724c\u6570\u636e\u4e0e\u4e2a\u6027\u5316\u6295\u8d44\u5047\u8bbe\uff0c\u5728\u51e0\u5206\u949f\u5185\u5b8c\u6210\u4f20\u7edf\u9700\u8981\u6570\u5468\u7684\u4ea4\u6613\u8bc4\u4f30\uff0c\u5e2e\u52a9\u7528\u6237\u6446\u8131\u7e41\u7410\u7684\u7535\u5b50\u8868\u683c\uff0c\u5feb\u901f\u7b5b\u9009\u51fa\u7b26\u5408\u56de\u62a5\u76ee\u6807\u7684\u6295\u8d44\u6807\u7684\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\/2ce20b71-769e-4d1b-8938-8266a073f2b6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/72140db7-14f6-44a0-8a42-c813419070ce.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b31bbd44-dadc-404d-b380-b0aeedd373e4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/86db95d1-17ad-4540-87a2-ac1c90925cb9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f5e39b82-42f3-4901-b73b-4f1bae676da6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3207dfaf-c926-4935-bedb-87ef71435f11.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\/35703139-7a64-4911-b3f0-9c96535e7cf2.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=jf7z4QjKZXw\"><source src=\"https:\/\/www.youtube.com\/watch?v=jf7z4QjKZXw\" 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\">Investing<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/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\u53cd\u6620\u8be5\u5de5\u5177\u6781\u5927\u8282\u7701\u4e86\u5728Excel\u4e0a\u5206\u6790\u7269\u4e1a\u7684\u65f6\u95f4\uff0c\u652f\u6301\u5feb\u901f\u7b5b\u9009\u9ad8\u56de\u62a5\u4ea4\u6613\u3002\u90e8\u5206\u7528\u6237\u63d0\u9192\u4ecd\u9700\u7ed3\u5408\u5b9e\u5730\u5c3d\u8c03\uff0c\u4e2a\u522b\u53cd\u9988\u6307\u51fa\u6570\u636e\u6765\u6e90\u7684\u5c40\u9650\u6027\uff08\u5982Zillow\u6570\u636e\u4e0d\u5168\u9762\uff09\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Property Alpha \u7684\u5207\u5165\u70b9\u7cbe\u51c6\u2014\u2014\u5b83\u7784\u51c6\u4e86\u4e2a\u4eba\u623f\u5730\u4ea7\u6295\u8d44\u8005\u201c\u9009\u76d8\u6548\u7387\u4f4e\u3001\u5206\u6790\u5de5\u5177\u788e\u7247\u5316\u201d\u7684\u6838\u5fc3\u75db\u70b9\u3002\u4ea7\u54c1\u7528AI\u5b9e\u73b0\u4e86\u4e2a\u6027\u5316\u5047\u8bbe\u4e0e\u5168\u5c40\u5e02\u573a\u6570\u636e\u7684\u5feb\u901f\u7ed3\u5408\uff0c\u8fd9\u6bd4\u4f20\u7edf\u7528Zillow+Excel\u7684\u624b\u5de5\u4f5c\u574a\u5f0f\u65b9\u6cd5\u6709\u8d28\u7684\u98de\u8dc3\u300210\u4e2a\u6295\u7968\u867d\u7136\u4e0d\u591a\uff0c\u4f46\u8bc4\u8bba\u8d28\u91cf\u4e0d\u9519\uff0c\u591a\u4f4d\u7528\u6237\u90fd\u662f\u771f\u5b9e\u4f7f\u7528\u4e14\u613f\u610f\u63a8\u8350\uff0c\u8bf4\u660e\u4ea7\u54c1\u6709\u4e00\u5b9a\u7c98\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5fc5\u987b\u6307\u51fa\uff1a\u76ee\u524d\u4ea7\u54c1\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u201c\u9ad8\u7ea7\u7248\u7684\u5728\u7ebf\u8ba1\u7b97\u5668+\u6570\u636e\u805a\u5408\u5668\u201d\uff0c\u5176\u6838\u5fc3\u58c1\u5792\u4e0d\u5728\u4e8eAI\u6a21\u578b\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u6301\u7eed\u83b7\u53d6\u9ad8\u8d28\u91cf\u3001\u5b9e\u65f6\u7684\u5168\u7f8e\u6302\u724c\u4e0e\u79df\u8d41\u6570\u636e\u3002\u5982\u679c\u6570\u636e\u6e90\u4f9d\u8d56\u516c\u5f00\u6216\u7b2c\u4e09\u65b9\u63a5\u53e3\uff08\u5982Zillow\u3001Redfin\uff09\uff0c\u5219\u5bb9\u6613\u88ab\u590d\u5236\u6216\u53d7\u9650\u3002\u6b64\u5916\uff0c\u8bc4\u8bba\u4e2d\u7528\u6237\u5f3a\u8c03\u201c\u4ecd\u9700\u81ea\u5df1\u505a\u5b9e\u5730\u5c3d\u804c\u8c03\u67e5\u201d\uff0c\u8fd9\u610f\u5473\u7740\u5de5\u5177\u7684\u8f93\u51fa\u662f\u201c\u8f85\u52a9\u51b3\u7b56\u201d\uff0c\u800c\u975e\u201c\u51b3\u7b56\u672c\u8eab\u201d\u2014\u2014\u5b83\u7684\u4ef7\u503c\u4e0a\u9650\u53d6\u51b3\u4e8e\u7528\u6237\u5bf9\u6570\u636e\u7684\u4fe1\u4efb\u5ea6\u548c\u5e02\u573a\u52a8\u6001\u7684\u5339\u914d\u7a0b\u5ea6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5728\u6211\u770b\u6765\uff0c\u8fd9\u6b3e\u4ea7\u54c1\u5bf9\u521a\u5165\u884c\u7684\u6563\u6237\u6295\u8d44\u8005\u6700\u6709\u4ef7\u503c\uff0c\u80fd\u5927\u5927\u7f29\u77ed\u5b66\u4e60\u66f2\u7ebf\u3001\u964d\u4f4e\u8bd5\u9519\u6210\u672c\u3002\u4f46\u4e13\u4e1a\u6295\u8d44\u8005\u53ef\u80fd\u4ecd\u4f1a\u8d28\u7591\u5176\u6570\u636e\u9897\u7c92\u5ea6\uff08\u5982\u7269\u4e1a\u72b6\u51b5\u3001\u9690\u6027\u6210\u672c\uff09\u548c\u6a21\u578b\u5047\u8bbe\u7684\u9c81\u68d2\u6027\u3002\u8981\u60f3\u4ece\u201c\u597d\u7528\u7684\u5de5\u5177\u201d\u8fdb\u5316\u6210\u201c\u4e0d\u53ef\u66ff\u4ee3\u7684\u5e73\u53f0\u201d\uff0cProperty Alpha \u9700\u8981\u89e3\u51b3\u4e24\u4e2a\u95ee\u9898\uff1a\u4e00\u662f\u5efa\u7acb\u5dee\u5f02\u5316\u6570\u636e\u6e90\uff08\u4f8b\u5982\u4e0e\u5408\u4f5c\u4e2d\u4ecb\u6216MLS\u72ec\u5bb6\u5bf9\u63a5\uff09\uff0c\u4e8c\u662f\u7528\u66f4\u591a\u6210\u529f\uff08\u6216\u5931\u8d25\uff09\u6848\u4f8b\u6765\u9a8c\u8bc1\u5176\u5206\u6790\u7ed3\u679c\u7684\u51c6\u786e\u6027\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u53c8\u4e00\u4e2a\u201c\u7528\u65b0\u6280\u672f\u5305\u88c5\u7684\u65e7\u6d41\u7a0b\u201d\uff0c\u5728\u5e02\u573a\u51b7\u6de1\u671f\u80fd\u83b7\u5f97\u5173\u6ce8\uff0c\u4f46\u5728\u98ce\u53e3\u8fc7\u540e\u9700\u8981\u8bc1\u660e\u81ea\u5df1\u7684\u771f\u5b9eROI\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\">Property Alpha<\/span>\n <\/div>\n<div class=\"comment-content\">A proprietary real estate evaluation engine allows for personalized investment assumptions to be incorporated with nation-wide listing data, meaning you get customized deal analysis outputs in seconds. Sort and filter by a full suite of investment metrics. Search entire states for the most profitable deals. Test out how various rental strategies, such as co-living, alter profitability. Ditch the spreadsheets and identify your next target investment in minutes, not months.<\/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 Community \ud83d\udc4b I’m Austin MacKay Childs, maker of Property Alpha.<\/p>\n<p>When I got my start in real estate investing a decade ago, countless evenings and weekends were wasted pouring over hundreds of listings, dropping them into a rudimentary spreadsheet calculator, and praying the math on my first deal would pan out. <\/p>\n<p>Fast forward and my experience in managing quantitative institutional portfolios, designing & developing machine learning applications, and owning\/operating co-living properties led me to build Property Alpha. It runs every metric (cash flow, cap rate, cash-on-cash, etc..) on any U.S. residential property in seconds, using assumptions you customize to your strategy.<\/p>\n<p>It’s built for everyday investors trying to land their next (or first) deal while most of the market sits frozen waiting on rates.<\/p>\n<p>To access the special Product Hunt free trial, go to <a href=\"https:\/\/www.propertyalpha.ai\/pricing?promo=free30\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">propertyalpha.ai\/pricing?promo=free30<\/a><\/p>\n<p>I’ll be here all day and would love your feedback. Some things I’m especially curious about: <br \/>– What part of the site is a joy to use?<br \/>– What feature\/bug caused the most frustration?<br \/>– What data are you most skeptical of and why? <br \/>AMA \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Analysis paralysis is one of the biggest trap when getting started. This is Sucha game changer in breaking free some excel sheets and countless hours of work for 1 property. It was able to handle almost all of the the data crunchingcomps, rental trends, and market metrics within minutes. It\u2019s perfect for screening out bad deals fast so you don’t waste hours on them. Just make sure to still do your own real world due diligence before pulling the trigger!<\/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\/@sonam_dolkar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sonam_dolkar<\/a> really appreciate the positive feedback! Great admonishment to dyor before making any substantial inveestment<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Using Zillow to research properties was limited, and required me to use a custom excel template to analyze deals. This is still useful for me but Property Alpha lets me analyze properties at scale and skip the ones that don\u2019t meet my requirements. This saves me a lot of time and mental energy. Have been sending this to my friends for a few months now; check it out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mattb3n\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mattb3n<\/a> Wonderful, thank you for sharing!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>When I first used property alpha, I was shocked by accessibility of investing in real estate. Coming from the Bay, I always expected real estate to be either too much commitment (time and financial) or too distant to manage. I was surprised when Property Alpha led me to multiple cash flowing opportunities for lower entry price and within 25 miles of where I lived, inviting me in to benefit from real estate investing.<\/p>\n<\/p>\n<p>I highly recommend property alpha to anyone curious about investing in real estate!<\/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\/@measd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@measd<\/a> really appreciate the positive feedback! Thanks for the comment<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 had been hunting for an investment property with my partner for a while and getting bogged down with sheets and sheets of calculations and metrics. Property alpha made things SIGNIFICANTLY easier for us – quick way to filter and sort by what we were looking for. End result is that we were able to find a few properties that met what we are looking for and fingers crossed are about to have one of our offers accepted soon!<\/p>\n<p>Well done property alpha team, you have no idea how much time this has saved us hunting for investment properties!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 enjoy using the interface and being able to see all of the critical information and data points needed to help me move towards or away from the property. Truly a time saver and must have when purchasing real estate properties!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#15<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/T6ZYV3UEQC7ERY\" class=\"app-title\">Botacts<\/a><\/p>\n<div class=\"one-liner\">The phonebook of AIs<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">10<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Botacts\u662f\u4e00\u4e2aAI\u673a\u5668\u4eba\u7535\u8bdd\u7c3f\uff0c\u89e3\u51b3\u7528\u6237\u96be\u4ee5\u53d1\u73b0\u548c\u8054\u7cfb\u5404\u7c7bAI\u52a9\u624b\uff08\u652f\u6301\u7535\u8bdd\u3001\u77ed\u4fe1\u3001WhatsApp\u7b49\uff09\u7684\u75db\u70b9\uff0c\u5c06\u5206\u6563\u7684AI\u901a\u4fe1\u5165\u53e3\u7edf\u4e00\u4e3a\u53ef\u641c\u7d22\u7684\u901a\u8baf\u5f55\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\/aada2802-4899-4834-8a50-49fafd7b7078.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fce5632c-b75f-43c2-98d3-4c58b73ce223.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/512c34c1-d853-4829-8cda-ec54c8bdd8ce.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\/3bdbd4a5-2e11-45d1-91be-2c5a69c6c037.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/gb9pNtuJ-3s\"><source src=\"https:\/\/youtu.be\/gb9pNtuJ-3s\" 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\">Telegram<\/span><br \/>\n <span class=\"tag\">Messaging<\/span><br \/>\n <span class=\"tag\">Bots<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7535\u8bdd\u7c3f<\/span><br \/>\n <span class=\"tag\">AI\u673a\u5668\u4eba\u76ee\u5f55<\/span><br \/>\n <span class=\"tag\">AI\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u901a\u8baf\u5f55<\/span><br \/>\n <span class=\"tag\">\u804a\u5929\u673a\u5668\u4eba\u53d1\u73b0<\/span><br \/>\n <span class=\"tag\">\u7535\u8bddAI<\/span><br \/>\n <span class=\"tag\">WhatsApp AI<\/span><br \/>\n <span class=\"tag\">SMS AI<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u76ee\u5f55<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u730e\u5934<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u521b\u59cb\u4ebaChristoph\u81ea\u8ff0\u4ea7\u54c1\u6e90\u4e8e\u9ed1\u5ba2\u677e\uff0c\u76ee\u524d\u5904\u4e8e\u65e9\u671f\u9636\u6bb5\uff0c\u6b63\u5728\u79ef\u6781\u6293\u53d6\u548c\u6dfb\u52a0\u673a\u5668\u4eba\uff0c\u5e76\u5f00\u653e\u4e86\u5efa\u8bae\u63d0\u4ea4\u8868\u5355\u6b22\u8fce\u7528\u6237\u8865\u5145\u3002\u7528\u6237\u53cd\u9988\u4e2d\u5c1a\u65e0\u5177\u4f53\u95ee\u9898\u6216\u5efa\u8bae\uff0c\u4ec5\u521b\u59cb\u4eba\u4ecb\u7ecd\u80cc\u666f\u548c\u9080\u8bf7\u534f\u4f5c\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 Botacts\u7684\u7acb\u610f\u786e\u5b9e\u51fb\u4e2d\u4e86AI\u666e\u53ca\u8fc7\u7a0b\u4e2d\u7684\u4e00\u4e2a\u771f\u5b9e\u76f2\u533a\u2014\u2014\u5927\u91cf\u529f\u80fd\u578bAI\u5df2\u7ecf\u901a\u8fc7\u7535\u8bdd\u3001\u77ed\u4fe1\u3001WhatsApp\u7b49\u4f20\u7edf\u901a\u4fe1\u534f\u8bae\u63d0\u4f9b\u670d\u52a1\uff0c\u4f46\u7f3a\u4e4f\u4e00\u4e2a\u53ef\u68c0\u7d22\u3001\u53ef\u4fe1\u4efb\u7684\u96c6\u4e2d\u76ee\u5f55\u3002\u8fd9\u662f\u4e00\u4e2a\u6f02\u4eae\u7684\u201c\u4fe1\u606f\u805a\u5408\u201d\u5207\u5165\u70b9\uff0c\u907f\u514d\u4e86\u4e0e\u5927\u6a21\u578b\u5e73\u53f0\u6b63\u9762\u7ade\u4e89\uff0c\u8f6c\u800c\u5145\u5f53\u201c\u6570\u5b57\u9ec4\u9875\u201d\u89d2\u8272\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u7684\u6838\u5fc3\u4ef7\u503c\u5b8c\u5168\u53d6\u51b3\u4e8e\u4e24\u4e2a\u53d8\u91cf\uff1a\u76ee\u5f55\u7684\u5b8c\u6574\u6027\u548c\u673a\u5668\u4eba\u7684\u53ef\u7528\u6027\u3002\u76ee\u524d\u6295\u7968\u6570\u53ea\u670910\uff0c\u4e14\u8bc4\u8bba\u4ec5\u6709\u521b\u59cb\u4eba\u7684\u81ea\u8ff0\uff0c\u8bf4\u660e\u4ea7\u54c1\u5c1a\u672a\u7ecf\u8fc7\u771f\u5b9e\u7528\u6237\u7684\u5e7f\u6cdb\u9a8c\u8bc1\u3002\u4f5c\u4e3a\u4e00\u6b3e\u7531\u9ed1\u5ba2\u677e\u8bde\u751f\u7684\u4ea7\u54c1\uff0c\u7c97\u7cd9\u754c\u9762\u548c\u529f\u80fd\u7f3a\u5931\u53ef\u4ee5\u7406\u89e3\uff0c\u4f46\u4e5f\u66b4\u9732\u4e86\u5176\u540e\u7eed\u8fd0\u8425\u7684\u5de8\u5927\u98ce\u9669\uff1a\u7ef4\u62a4\u4e00\u4e2a\u5b9e\u65f6\u3001\u51c6\u786e\u3001\u65e0\u6b7b\u7684AI\u901a\u4fe1\u5f55\u9700\u8981\u6301\u7eed\u7684\u4eba\u5de5\u5ba1\u6838\u548c\u793e\u533a\u4f17\u5305\uff0c\u800c10\u4e2a\u6295\u7968\u7684\u51b7\u542f\u52a8\u9636\u6bb5\u610f\u5473\u7740\u5927\u90e8\u5206\u673a\u5668\u4eba\u53ef\u80fd\u90fd\u53ea\u662f\u4ece\u516c\u5f00\u6e20\u9053\u6293\u53d6\u7684\u70ed\u70b9\u9879\u76ee\uff0c\u5176\u4e2d\u4e0d\u5c11\u53ef\u80fd\u5df2\u7ecf\u4e0b\u7ebf\u6216\u54cd\u5e94\u6781\u5dee\u3002\u6ca1\u6709\u8d28\u91cf\u6807\u7b7e\uff0c\u8fd9\u4e2a\u7535\u8bdd\u7c3f\u7684\u4ef7\u503c\u751a\u81f3\u4e0d\u5982\u76f4\u63a5\u7528\u641c\u7d22\u5f15\u64ce\u3002\n <\/p>\n<p class=\"ai-content\">\n \u53e6\u4e00\u4e2a\u9690\u5fe7\u662f\u5546\u4e1a\u6a21\u5f0f\u3002\u5982\u679c\u9760\u5e7f\u544a\u6216\u4ed8\u8d39\u63a8\u8350\uff0c\u5219\u4f1a\u7834\u574f\u4e2d\u7acb\u6027\uff1b\u5982\u679c\u53ea\u662f\u514d\u8d39\u516c\u76ca\uff0c\u652f\u6491\u957f\u671f\u8fd0\u8425\u7684\u52a8\u529b\u4f55\u5728\uff1f\u76ee\u524d\u6ca1\u6709\u4efb\u4f55\u5546\u4e1a\u5316\u6697\u793a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5ba2\u89c2\u8bc4\u4ef7\uff1aBotacts\u7528\u6700\u7b80\u5355\u7684\u601d\u8def\u89e3\u51b3\u4e86\u6700\u57fa\u7840\u7684\u9700\u6c42\uff0c\u65b9\u5411\u6b63\u786e\u4f46\u62a4\u57ce\u6cb3\u6781\u6d45\u3002\u8981\u60f3\u771f\u6b63\u6210\u4e3a\u201cAI\u7248\u7684\u7535\u8bdd\u9ec4\u9875\u201d\uff0c\u5b83\u5fc5\u987b\u4ece\u201c\u5217\u8868\u201d\u8fdb\u5316\u4e3a\u201c\u8bc4\u6d4b+\u72b6\u6001\u76d1\u63a7+\u793e\u533a\u8bc4\u7ea7\u201d\u7684\u751f\u6001\u3002\u5426\u5219\uff0c\u5b83\u5f88\u5feb\u4f1a\u88ab\u5927\u516c\u53f8\u4ea7\u54c1\uff08\u5982ChatGPT\u539f\u751f\u670d\u52a1\uff09\u6216\u66f4\u5f3a\u5927\u7684\u805a\u5408\u5e73\u53f0\uff08\u5982Poe\u7684\u591a\u6a21\u578b\u96c6\u6210\uff09\u78be\u538b\u3002\u5728\u76ee\u524d\u9636\u6bb5\uff0c\u5b83\u66f4\u50cf\u4e00\u4e2a\u6709\u8da3\u7684\u6982\u5ff5\u9a8c\u8bc1\u800c\u975e\u6210\u719f\u7684\u5de5\u5177\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\">Botacts<\/span>\n <\/div>\n<div class=\"comment-content\">Find AI bots and agents you can talk to today. Phone, text, email, WhatsApp, Telegram. If you can add it to contacts, you can find it on botacts.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH! \ud83d\udc4b<\/p>\n<p>Many AI bots are already out there: reachable by phone, SMS, email, WhatsApp, or Telegram. Most people just don’t know they exist.<\/p>\n<p>Botacts is a phonebook for them. If you can add it to your contacts, it belongs here.<\/p>\n<p>Still early. I’m actively scraping and adding more. If you know one that should be listed, there’s a suggest form on the site. Would love your help filling this out.<\/p>\n<p>This is the product of a hackathon, so still some rough edges. Leave a comment if you find something or have a feature or bot you’d love to see!<\/p>\n<p>Cheers<br \/>\nChristoph<\/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\/6ESQAUMPA3AO62\" class=\"app-title\">Beacon <\/a><\/p>\n<div class=\"one-liner\">Know before your dependencies break.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">10<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Beacon \u662f\u4e00\u6b3e\u9884\u6d4b\u5f00\u6e90\u5305\u5f03\u7528\u98ce\u9669\u7684\u5de5\u5177\uff0c\u5e2e\u52a9\u5f00\u53d1\u56e2\u961f\u5728\u4f9d\u8d56\u5d29\u6e83\u524d\u6536\u5230\u8b66\u62a5\u5e76\u4e3b\u52a8\u8fc1\u79fb\uff0c\u907f\u514d\u56e0\u4f9d\u8d56\u505c\u6446\u5bfc\u81f4\u7684\u7ebf\u4e0a\u4e8b\u6545\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\/7fce159b-f7b2-4cb9-8d38-d1f191a10b03.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2b0217ea-de74-4b59-ac0e-297d0a6538f9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/47a6e995-d8e9-45c0-94ef-81773305e018.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9c71054c-370e-493e-9dfc-21328f21ac7b.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\">SaaS<\/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\">\u5f00\u6e90\u4f9d\u8d56\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u5305\u5f03\u7528\u9884\u6d4b<\/span><br \/>\n <span class=\"tag\">SPS\u8bc4\u5206<\/span><br \/>\n <span class=\"tag\">\u4f9d\u8d56\u98ce\u9669\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">DevOps\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8f6f\u4ef6\u4f9b\u5e94\u94fe\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u9884\u8b66\u901a\u77e5<\/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 Beacon \u5728\u201c\u57fa\u7840\u76d1\u63a7\u201d\u548c\u201c\u91cd\u91cf\u7ea7\u65b9\u6848\u201d\u4e4b\u95f4\u627e\u5230\u4e86\u5e73\u8861\u70b9\uff0c\u9002\u5408\u5c0f\u56e2\u961f\u3002\u6709\u7528\u6237\u5206\u4eab\u4e86\u4f9d\u8d56\u65e0\u58f0\u6b7b\u4ea1\u5bfc\u81f4\u7d27\u6025\u4fee\u590d\u7684\u75db\u70b9\uff0c\u5e0c\u671bBeacon\u80fd\u4f18\u5148\u6355\u6349\u6b64\u7c7b\u98ce\u9669\uff1b\u4e5f\u6709\u7528\u6237\u5bf9\u4ea7\u54c1\u53d1\u5e03\u8868\u793a\u795d\u8d3a\uff0c\u671f\u5f85\u5b9e\u9645\u4f53\u9a8c\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 Beacon \u5207\u4e2d\u4e86\u4e00\u4e2a\u771f\u5b9e\u4f46\u5e38\u88ab\u4f4e\u4f30\u7684\u75db\u70b9\u2014\u2014\u5f00\u6e90\u4f9d\u8d56\u7684\u65e0\u58f0\u5f03\u7528\u3002\u4e0d\u540c\u4e8e\u4f20\u7edf\u5b89\u5168\u626b\u63cf\u5de5\u5177\uff08\u805a\u7126\u5df2\u77e5\u6f0f\u6d1eCVE\uff09\u6216\u7248\u672c\u66f4\u65b0\u63d0\u9192\uff08\u5173\u6ce8\u65b0\u7248\u672c\uff09\uff0cBeacon \u901a\u8fc7\u591a\u7ef4\u4fe1\u53f7\uff08\u63d0\u4ea4\u9891\u7387\u3001\u7ef4\u62a4\u8005\u6d3b\u8dc3\u5ea6\u3001\u8d44\u91d1\u652f\u6301\u7b49\uff09\u751f\u6210\u7684 SPS \u5206\u6570\uff0c\u5b9e\u9645\u4e0a\u662f\u5728\u63d0\u4f9b\u4e00\u79cd\u201c\u4f9d\u8d56\u5065\u5eb7\u9884\u62a5\u201d\uff0c\u8bd5\u56fe\u5c06\u88ab\u52a8\u6551\u706b\u5347\u7ea7\u4e3a\u4e3b\u52a8\u8fc1\u79fb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u6df1\u5ea6\uff0c\u800c\u5728\u4e8e\u573a\u666f\u7684\u7cbe\u51c6\uff1a\u5927\u578b\u4f01\u4e1a\u6709\u4e13\u95e8\u7684SRE\u56e2\u961f\u505a\u5168\u751f\u547d\u5468\u671f\u7ba1\u7406\uff0c\u72ec\u7acb\u5f00\u53d1\u8005\u6216\u5c0f\u56e2\u961f\u5f80\u5f80\u53ea\u80fd\u9760\u201c\u62cd\u8111\u888b\u201d\u5224\u65ad\u3002Beacon \u586b\u8865\u4e86\u4e2d\u95f4\u5730\u5e26\u7684\u5de5\u5177\u7a7a\u767d\u2014\u2014\u5b83\u4e0d\u9700\u8981\u56e2\u961f\u5177\u5907\u590d\u6742\u7684\u4ee3\u7801\u5206\u6790\u80fd\u529b\uff0c\u4ec5\u901a\u8fc7\u96c6\u6210\u548c\u901a\u77e5\u5c31\u80fd\u964d\u4f4e\u8ba4\u77e5\u8d1f\u62c5\u3002\u4ece\u8bc4\u8bba\u4e2d\u201ctoo basic or way too heavy\u201d\u7684\u53cd\u9988\u6765\u770b\uff0c\u8fd9\u4e00\u5e02\u573a\u5b9a\u4f4d\u786e\u6709\u9700\u6c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u9762\u4e34\u4e24\u4e2a\u73b0\u5b9e\u6311\u6218\uff1a\u4e00\u662f\u9884\u6d4b\u6a21\u578b\u7684\u51c6\u786e\u6027\uff0c\u5f00\u6e90\u5305\u7684\u201c\u6d3b\u8dc3\u201d\u4e0e\u201c\u5065\u5eb7\u201d\u5e76\u975e\u7ebf\u6027\u5173\u7cfb\uff0c\u5f88\u591a\u6d41\u884c\u5e93\u53ef\u80fd\u957f\u65f6\u95f4\u4e0d\u66f4\u65b0\u4f46\u4f9d\u7136\u7a33\u5b9a\uff08\u5982\u4e00\u4e9b\u6210\u719f\u7684\u3001\u529f\u80fd\u7a33\u5b9a\u7684\u5e93\uff09\uff1b\u4e8c\u662f\u7528\u6237\u7c98\u6027\u2014\u2014\u5982\u679c\u5305\u771f\u7684\u88ab\u5f03\u7528\u4e86\uff0c\u56e2\u961f\u8fc1\u79fb\u7684\u6210\u672c\u4f9d\u7136\u5f88\u9ad8\uff0cBeacon \u53ea\u80fd\u544a\u77e5\u98ce\u9669\uff0c\u65e0\u6cd5\u964d\u4f4e\u8fc1\u79fb\u7684\u201c\u75db\u611f\u201d\u3002\u56e0\u6b64\uff0c\u5b83\u66f4\u50cf\u4e00\u4e2a\u201c\u98ce\u9669\u96f7\u8fbe\u201d\uff0c\u800c\u975e\u201c\u89e3\u51b3\u5668\u201d\u3002\u66f4\u806a\u660e\u7684\u7b56\u7565\u662f\u8fdb\u4e00\u6b65\u4e0e\u4f9d\u8d56\u7ba1\u7406\u5668\uff08\u5982Dependabot\u3001Renovate\uff09\u6216CI\/CD\u7ba1\u9053\u8054\u52a8\uff0c\u63d0\u4f9b\u53ef\u6267\u884c\u7684\u8fc1\u79fb\u5efa\u8bae\uff08\u4f8b\u5982\u63a8\u8350\u7684\u66ff\u4ee3\u5305\uff09\uff0c\u800c\u975e\u4ec5\u505c\u7559\u5728\u201c\u53d1\u51fa\u8b66\u62a5\u201d\u3002\u603b\u7684\u6765\u8bf4\uff0c\u65b9\u5411\u6b63\u786e\uff0c\u4f46\u4ef7\u503c\u4e0a\u9650\u53d6\u51b3\u4e8e\u9884\u6d4b\u7684\u51c6\u5ea6\u548c\u884c\u52a8\u7684\u53ef\u64cd\u4f5c\u6027\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Beacon <\/span>\n <\/div>\n<div class=\"comment-content\">Beacon predicts open source package abandonment before it becomes your incident. Get SPS scores, tier alerts, and daily digests \u2014 so your team acts before the dependency breaks, not after.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH! \ud83d\udc4b<\/p>\n<p>We built Beacon after watching teams scramble when a critical dependency quietly died \u2014 no warning, just a broken build and a weekend on fire.<\/p>\n<p>Beacon continuously monitors your open source packages and predicts which ones are headed toward abandonment \u2014 before they become your incident. Every package gets an SPS (Software Package Score) based on commit velocity, maintainer activity, funding signals, issue resolution, and security hygiene.<\/p>\n<p>You get tier alerts when a package drops, daily or weekly digests, and Slack notifications \u2014 so your team can plan migrations calmly instead of reacting in a crisis.<\/p>\n<p>Would love to hear what dependency nightmares you’ve dealt with \u2014 and what you’d want Beacon to catch first. \ud83d\ude80<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on today’s 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Most ops tools are either too basic or way too heavy. Beacon looks like a good middle ground for small service teams juggling multiple clients.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#17<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/FNQV7KZAFBUUTK\" class=\"app-title\">Kineforge AI\/ML model for robotics<\/a><\/p>\n<div class=\"one-liner\">Train robot brains without demos on one GPU<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">9<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Kineforge\u901a\u8fc7\u51bb\u7ed3\u8bed\u4e49\u5148\u9a8c\u4e0e\u53ef\u5fae\u5206\u7269\u7406\u4eff\u771f\uff0c\u5728\u5355GPU\u4e0a\u6570\u5c0f\u65f6\u5373\u53ef\u8bad\u7ec3\u51fa\u4ec5\u9700CPU\u6beb\u79d2\u7ea7\u63a8\u7406\u7684157K\u53c2\u6570\u673a\u5668\u4eba\u63a7\u5236\u7b56\u7565\uff0c\u5f7b\u5e95\u544a\u522b\u6602\u8d35\u7684\u9065\u64cd\u4f5c\u6570\u636e\u91c7\u96c6\u4e0e\u4e91\u7aef\u5927\u6a21\u578b\u4f9d\u8d56\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\/f75ffd8b-94b8-41fc-9e70-0f07e371bd37.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/IIkE8i3xlBQ\"><source src=\"https:\/\/youtu.be\/IIkE8i3xlBQ\" 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\/68ed5265-a725-4f94-aff1-76e2379c8e80.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\/7609875b-2bd4-4fc2-9863-3968e270f1c1.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\/6a3d6d49-3268-479e-9f1a-4d0059b17e50.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\/aca5d3be-b6ca-4627-9327-5a36b29b2022.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\/442525dd-e0ea-4e1a-820a-3fb8bce66db5.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\/ddc85bec-4d5e-451b-a3d1-163d56df911d.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\/19e31c45-3086-4c00-a398-baa1b43184d5.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\/03383814-0fa6-4f05-b8d3-6168c0d0acd8.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\/5087b483-8e73-4c1c-9ac8-f7eba29865bf.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\/7711c452-c448-423c-9c2b-7cc75ecfa68b.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\/ffcd67c5-34b0-4037-9d2c-ef3726cfa223.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\/eb393fb2-7c56-4e4a-8695-1311c89e3304.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\/e1f0107d-9e20-4b5c-8ed2-f281eac95960.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\/7d05722f-e696-438a-adc3-9a10ae80c7a0.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\">Robots<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u673a\u5668\u4eba\u63a7\u5236\u7b56\u7565<\/span><br \/>\n <span class=\"tag\">\u65e0\u9065\u64cd\u4f5c\u8bad\u7ec3<\/span><br \/>\n <span class=\"tag\">\u5355GPU\u8bad\u7ec3<\/span><br \/>\n <span class=\"tag\">CPU\u63a8\u7406<\/span><br \/>\n <span class=\"tag\">\u53ef\u5fae\u5206\u7269\u7406\u4eff\u771f<\/span><br \/>\n <span class=\"tag\">\u8bed\u4e49\u5148\u9a8c<\/span><br \/>\n <span class=\"tag\">POMDP<\/span><br \/>\n <span class=\"tag\">\u8fb9\u7f18\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">MuJoCo MJX<\/span><br \/>\n <span class=\"tag\">JAX<\/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\u8bc4\u8bba\u4ec5\u6709\u4e00\u6761\u521b\u59cb\u4eba\u81ea\u8ff0\uff0c\u4e3b\u8981\u8bf4\u660e\u4ea7\u54c1\u6838\u5fc3\u7406\u5ff5\u3001\u6280\u672f\u7ec6\u8282\u4e0e\u5f53\u524d\u9636\u6bb5\uff08\u4ec5\u4eff\u771f\uff09\uff0c\u5e76\u5bfb\u6c42\u673a\u5668\u4eba\u3001RL\u53ca\u4ed3\u5e93\u81ea\u52a8\u5316\u9886\u57df\u53cd\u9988\u3002\u6682\u65e0\u7b2c\u4e09\u65b9\u7528\u6237\u95ee\u9898\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 Kineforge\u7684\u201c\u7ed3\u6784\u5927\u4e8e\u89c4\u6a21\u201d\u53e3\u53f7\u5207\u4e2d\u884c\u4e1a\u75db\u70b9\uff1a\u9065\u64cd\u4f5c\u6570\u636e\u91c7\u96c6\u6210\u672c\u9ad8\u3001\u4e91\u7aef\u5927\u6a21\u578b\u63a8\u7406\u5ef6\u8fdf\u5927\u4e14\u6210\u672c\u5931\u63a7\u3002\u5176\u6838\u5fc3\u521b\u65b0\u5728\u4e8e\u7528\u51bb\u7ed3\u8bed\u4e49\u5148\u9a8c\uff082.6M\u53c2\u6570\uff09\u4f5c\u4e3a\u7ed3\u6784\u5316\u9aa8\u67b6\uff0c\u4ec5\u8bad\u7ec3\u6781\u5c0f\u7684157K\u53c2\u6570\u7b56\u7565\u7f51\u7edc\uff0c\u642d\u914dMuJoCo MJX\u7684\u5fae\u5206\u7269\u7406\u5f15\u64ce\u5b9e\u73b0\u9ad8\u6548\u4eff\u771f\u8bad\u7ec3\u3002\u6280\u672f\u4e0a\uff0cJAX\u539f\u751f\u6808\u3001POMDP\u5206\u89e3\u4e0e\u591a\u6d41\u7b56\u7565\u8bbe\u8ba1\u90fd\u4f53\u73b0\u4e86\u624e\u5b9e\u7684\u5de5\u7a0b\u7d20\u517b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5fc5\u987b\u6e05\u9192\u770b\u5230\uff0c\u8be5\u9879\u76ee\u4ecd\u5904\u4e8e\u7eaf\u4eff\u771f\u9636\u6bb5\uff0c\u4eceMuJoCo\u5230\u771f\u5b9e\u4ed3\u5e93\u73af\u5883\u7684sim-to-real gap\u5de8\u5927\uff0cUnity\/ROS2\u7684\u8fc1\u79fb\u8fdb\u5ea6\u672a\u660e\u30020.70\u7684\u4efb\u52a1\u5956\u52b1\u5728\u4eff\u771f\u4e2d\u4e0d\u7b97\u4f18\u79c0\uff0c\u4e14\u7f3a\u4e4f\u4e0e\u57fa\u7ebf\u65b9\u6cd5\u7684\u516c\u5e73\u5bf9\u6bd4\uff08\u516c\u5f00\u57fa\u7ebf\u6570\u636e\u7f3a\u5931\uff09\u3002\u521b\u59cb\u4eba\u5766\u8a00arXiv\u8bba\u6587\u56e0\u5bfc\u5e08\u63a8\u8350\u4e0d\u8db3\u800c\u65e0\u6cd5\u53d1\u5e03\uff0c\u6697\u793a\u4e86\u5b66\u672f\u9a8c\u8bc1\u7684\u8584\u5f31\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5546\u4e1a\u4e0a\uff0c\u201c5-10\u500d\u6210\u672c\u964d\u4f4e\u201d\u7684\u65ad\u8a00\u9700\u8981\u771f\u5b9e\u5ba2\u6237\u6848\u4f8b\u652f\u6491\uff0c\u800c\u673a\u5668\u4eba\u884c\u4e1a\u5ba2\u6237\u6781\u5ea6\u538c\u6076\u201c\u4eff\u771f\u795e\u8bdd\u201d\u2014\u2014\u4e1a\u5185\u4e0d\u4e4f\u4eff\u771f\u6210\u529f\u3001\u5b9e\u673a\u7ffb\u8f66\u7684\u5148\u4f8b\u3002\u5f53\u524d9\u5f20\u6295\u7968\u53cd\u6620\u5176\u5c1a\u672a\u83b7\u5f97\u793e\u533a\u5e7f\u6cdb\u8ba4\u53ef\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\u9510\u8bc4\uff1a\u6709\u8da3\u7684\u7814\u7a76\u65b9\u5411\uff0c\u4f46\u8ddd\u79bb\u201c\u66ff\u6362\u9065\u64cd\u4f5c\u56e2\u961f\u201d\u7684\u8c6a\u8a00\u8fd8\u5dee\u4e00\u4e2a\u575a\u5b9e\u7684sim-to-real\u95ed\u73af\u3002\u5efa\u8bae\u56e2\u961f\u5148\u5728\u4e00\u6b3e\u771f\u5b9e\u673a\u68b0\u81c2\u4e0a\u590d\u73b0\u6293\u53d6\/\u653e\u7f6e\u4efb\u52a1\uff0c\u7528\u5b9e\u6d4b\u529f\u8017\u4e0e\u6210\u672c\u6570\u636e\u8bf4\u670d\u6295\u8d44\u4eba\uff0c\u800c\u975e\u4ec5\u9760\u4eff\u771f\u66f2\u7ebf\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\">Kineforge AI\/ML model for robotics<\/span>\n <\/div>\n<div class=\"comment-content\">Kineforge trains embodied control policies without human teleoperation demos. Frozen semantic priors + differentiable physics (MuJoCo MJX) + a 157K-parameter policy = training in hours on a single GPU, and CPU inference under 10ms. Structure over scale.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b I’m Illia, solo founder of Brightforge.<\/p>\n<p>After Pixlie (our AI video studio), this is our research track: Kineforge.<\/p>\n<p>The problem: teaching robots to act usually means one of two expensive paths \u2014<br \/>record thousands of human teleoperation demos, or run billion-parameter<br \/>“robot brain” models that only live in the cloud. Both are slow, costly, and<br \/>hard to deploy where it actually matters (warehouses, labs, hazardous sites).<\/p>\n<p>Kineforge takes a different bet: structure over scale.<\/p>\n<p>\u2022 No human demos. We train in simulation (MuJoCo MJX), not from teleop recordings.<br \/>\u2022 Tiny trainable policy \u2014 157K parameters (not billions), sitting on top of a<br \/>frozen “knowledge layer” that gives the agent structure from day one.<br \/>\u2022 Trains in hours on a single GPU, not weeks on a cluster.<br \/>\u2022 Runs on a CPU in under 10ms \u2014 edge-deployable, no datacenter required.<\/p>\n<p>On NVIDIA H200 we log stable task success ~0.70 with open metrics and honest<br \/>simulator artifacts (345K+ logged steps, 0 crashes on a 1.5M-step run).<\/p>\n<p>This is early and sim-first, real-robot pilots are next. I’d love feedback from<br \/>robotics, RL, and embodied-AI folks, and intros to warehouse \/ lab automation<br \/>teams who feel the data-cost pain.<br \/>Imagine teaching a robot to do a job.<\/p>\n<p>Today there are two slow, expensive ways:<br \/>1) Sit a human down for months to “puppet” the robot thousands of times<br \/>(teleoperation). Slow. Costly. Boring. Doesn’t scale.<br \/>2) Rent a giant AI “brain” with billions of settings that only runs in a<br \/>massive cloud datacenter. Expensive every single time it thinks.<\/p>\n<p>Kineforge does it differently. We give the robot a small, smart “starter brain”<br \/>that already understands structure \u2014 like a kid who starts school already<br \/>knowing the alphabet, instead of inventing language from zero.<\/p>\n<p>Then it practices inside a fast video-game-like simulator (no real-world risk,<br \/>no humans puppeting it). It learns the job in hours, on one computer chip \u2014<br \/>not weeks on a server farm.<\/p>\n<p>The payoff for a business:<br \/>\u2022 10\u201350\u00d7 less training data needed<br \/>\u2022 5\u201310\u00d7 cheaper to develop each new skill<br \/>\u2022 The finished “brain” is tiny \u2014 it runs on a cheap chip inside the machine,<br \/>in the blink of an eye, with no cloud bill per move.<br \/>Imagine teaching a robot to do a job.<\/p>\n<p>Today there are two slow, expensive ways:<br \/>1) Sit a human down for months to “puppet” the robot thousands of times<br \/>(teleoperation). Slow. Costly. Boring. Doesn’t scale.<br \/>2) Rent a giant AI “brain” with billions of settings that only runs in a<br \/>massive cloud datacenter. Expensive every single time it thinks.<\/p>\n<p>Kineforge does it differently. We give the robot a small, smart “starter brain”<br \/>that already understands structure \u2014 like a kid who starts school already<br \/>knowing the alphabet, instead of inventing language from zero.<\/p>\n<p>Then it practices inside a fast video-game-like simulator (no real-world risk,<br \/>no humans puppeting it). It learns the job in hours, on one computer chip \u2014<br \/>not weeks on a server farm.<\/p>\n<p>The payoff for a business:<br \/>\u2022 10\u201350\u00d7 less training data needed<br \/>\u2022 5\u201310\u00d7 cheaper to develop each new skill<br \/>\u2022 The finished “brain” is tiny \u2014 it runs on a cheap chip inside the machine,<br \/>in the blink of an eye, with no cloud bill per move.<\/p>\n<p>So instead of “AI that’s smart but ruinously expensive to run,” you get<br \/>“AI that’s good enough AND cheap enough to actually put in thousands of<br \/>machines.” That’s the difference between a demo and a business.<\/p>\n<p>We’ve proven the economics in simulation. The next step is putting it into a<br \/>real warehouse robot.<\/p>\n<p>Under the hood:<br \/>\u2022 POMDP control, actions factored into locomotion (16) \/ respiration (2) \/<br \/>head (2) \/ macro (4) = 24 discrete decisions per step.<br \/>\u2022 Multi-stream policy: Fast (reflex), Valence (affect-modulated gains),<br \/>Slow (topology-routed planning).<br \/>\u2022 Frozen semantic prior (~2.6M params, 110 canonical symbols, 768-dim) supplies<br \/>structured inductive bias; only ~157K policy params are trained (REINFORCE\/PPO,<br \/>JEPA-style + structural regularization).<br \/>\u2022 Backend: MuJoCo MJX differentiable physics, JAX-native (no PyTorch in core),<br \/>SkyPilot on Kubernetes, NVIDIA H200, MLflow tracking.<br \/>\u2022 Results: ~0.70 task reward at 100K steps; ~159 (baseline) vs ~108<br \/>(grounded sensory) env-steps\/s; CPU inference target <10ms.<br \/>\u2022 Sim-only today; sim-to-real via Unity\/ROS2 in progress. Priors withheld;<br \/>sanitized eval protocol published.<\/p>\n<p>So instead of “AI that’s smart but ruinously expensive to run,” you get<br \/>“AI that’s good enough AND cheap enough to actually put in thousands of<br \/>machines.” That’s the difference between a demo and a business.<\/p>\n<p>We’ve proven the economics in simulation. The next step is putting it into a<br \/>real warehouse robot.<\/p>\n<p>Under the hood:<br \/>\u2022 POMDP control, actions factored into locomotion (16) \/ respiration (2) \/<br \/>head (2) \/ macro (4) = 24 discrete decisions per step.<br \/>\u2022 Multi-stream policy: Fast (reflex), Valence (affect-modulated gains),<br \/>Slow (topology-routed planning).<br \/>\u2022 Frozen semantic prior (~2.6M params, 110 canonical symbols, 768-dim) supplies<br \/>structured inductive bias; only ~157K policy params are trained (REINFORCE\/PPO,<br \/>JEPA-style + structural regularization).<br \/>\u2022 Backend: MuJoCo MJX differentiable physics, JAX-native (no PyTorch in core),<br \/>SkyPilot on Kubernetes, NVIDIA H200, MLflow tracking.<br \/>\u2022 Results: ~0.70 task reward at 100K steps; ~159 (baseline) vs ~108<br \/>(grounded sensory) env-steps\/s; CPU inference target <10ms.<br \/>\u2022 Sim-only today; sim-to-real via Unity\/ROS2 in progress. Priors withheld;<br \/>sanitized eval protocol published.<br \/>Model card and tech report is still wait endorsement on arXiv, because my CS teacher have only 2 endorsement by himself and to aprove you must have at least 3,sooo… (no fluff, real tables): <br \/><a href=\"https:\/\/illiaovcharenko1.github.io\/kineforge-portfolio-\/kineforge_tech_report_v1.0.pdf\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/illiaovcharenko1.github….<\/a><\/p>\n<p>Links<\/p>\n<ul>\n<li>\n<p><strong>PDF (v1.0):<\/strong> <a href=\"https:\/\/illiaovcharenko1.github.io\/kineforge-portfolio-\/kineforge_tech_report_v1.0.pdf\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Tech report PDF<\/a><\/p>\n<\/li>\n<li>\n<p><strong>Landing:<\/strong> <a href=\"https:\/\/illiaovcharenko1.github.io\/kineforge-portfolio-\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">GitHub Pages<\/a><\/p>\n<\/li>\n<li>\n<p><strong>GitHub:<\/strong> <a href=\"https:\/\/github.com\/illiaovcharenko1\/kineforge-portfolio-\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">kineforge-portfolio<\/a><\/p>\n<\/li>\n<li>\n<p><strong>HuggingFace (HF Space):<\/strong> <a href=\"https:\/\/huggingface.co\/spaces\/Brightforge-Software-Inc\/kineforge-demo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">kineforge-demo<\/a><\/p>\n<\/li>\n<li>\n<p><strong>arXiv:<\/strong> <em>pending endorsement (<\/em><a href=\"http:\/\/cs.RO\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><em>cs.RO<\/em><\/a><em>)<\/em> \u2192 then <a href=\"https:\/\/arxiv.org\/abs\/\u2026\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/arxiv.org\/abs\/\u2026<\/a><\/p>\n<\/li>\n<li>\n<p><strong>Contact:<\/strong> <a href=\"mailto:illia.ovcharenko@brightforge.ltd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">illia.ovcharenko@brightforge.ltd<\/a> \u00b7 <a href=\"http:\/\/brightforge.ltd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">brightforge.ltd<\/a><br \/>Try the demo + ask me anything below \ud83d\ude4f<\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"comment-actions\">\n<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\/BQZHJP3Q67BJ5L\" class=\"app-title\">PhotoFit<\/a><\/p>\n<div class=\"one-liner\">Compress a photo to an exact KB for passport & visa forms<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">9<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>PhotoFit\u662f\u4e00\u6b3e\u6d4f\u89c8\u5668\u7aef\u56fe\u7247\u538b\u7f29\u5de5\u5177\uff0c\u4e13\u95e8\u89e3\u51b3\u62a4\u7167\u3001\u7b7e\u8bc1\u7b49\u653f\u5e9c\u8868\u5355\u4e0a\u4f20\u65f6\uff0c\u56fe\u7247\u5927\u5c0f\u9700\u7cbe\u786e\u63a7\u5236\u5728\u6307\u5b9aKB\u6216\u50cf\u7d20\u8303\u56f4\u5185\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 single-item\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a11d4971-1be6-47a6-84bf-2336c2a43ade.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Android<\/span><br \/>\n <span class=\"tag\">Design Tools<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Photography<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u56fe\u7247\u538b\u7f29<\/span><br \/>\n <span class=\"tag\">\u7cbe\u786e\u5c3a\u5bf8<\/span><br \/>\n <span class=\"tag\">\u62a4\u7167\u7167\u7247<\/span><br \/>\n <span class=\"tag\">\u7b7e\u8bc1\u7167\u7247<\/span><br \/>\n <span class=\"tag\">\u653f\u5e9c\u8868\u5355<\/span><br \/>\n <span class=\"tag\">\u5728\u7ebf\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5b89\u5353\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u50cf\u7d20\u8c03\u6574<\/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\u56e0\u7b7e\u8bc1\u7167\u7247\u8d85\u51faKB\u9650\u5236\u53cd\u590d\u88ab\u62d2\uff0c\u73b0\u6709\u5de5\u5177\u4ec5\u63d0\u4f9b\u6a21\u7cca\u7684\u8d28\u91cf\u6ed1\u5757\uff0c\u65e0\u6cd5\u7cbe\u786e\u63a7\u5236\u6587\u4ef6\u5927\u5c0f\u3002\u521b\u59cb\u4eba\u627f\u8ba4\u8be5\u75db\u70b9\uff0c\u5f3a\u8c03\u5de5\u5177\u5b8c\u5168\u5728\u6d4f\u89c8\u5668\u8fd0\u884c\u3001\u4e0d\u4e0a\u4f20\u6587\u4ef6\u3001\u514d\u8d39\u65e0\u9700\u6ce8\u518c\uff0c\u5e76\u63d0\u4f9b\u4e86\u5b89\u5353\u7248\u672c\uff0c\u5f3a\u70c8\u671f\u5f85\u7528\u6237\u53cd\u9988\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n PhotoFit\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u867d\u5c0f\u5374\u6781\u5176\u75db\u82e6\u7684\u201c\u5408\u89c4\u6027\u201d\u7ec6\u5206\u573a\u666f\u2014\u2014\u653f\u5e9c\u8868\u5355\u5bf9\u56fe\u7247\u6587\u4ef6\u5927\u5c0f\u6709\u4e25\u683c\u4e14\u975e\u5f39\u6027\u7684\u4e0a\u9650\u8981\u6c42\u3002\u4f20\u7edf\u538b\u7f29\u5de5\u5177\u63d0\u4f9b\u7684\u201c\u8d28\u91cf\u6ed1\u5757\u201d\u672c\u8d28\u662f\u8ba9\u7528\u6237\u76f2\u731c\uff0c\u5931\u8d25\u6210\u672c\u9ad8\uff08\u91cd\u65b0\u4e0a\u4f20\u3001\u5ba1\u6838\u5931\u8d25\uff09\u3002PhotoFit\u7684\u4ef7\u503c\u5728\u4e8e\u5c06\u201c\u731c\u6d4b\u201d\u53d8\u4e3a\u201c\u786e\u5b9a\u201d\uff1a\u8f93\u5165\u76ee\u6807KB\uff0c\u76f4\u63a5\u8f93\u51fa\u7cbe\u786e\u7ed3\u679c\uff0c\u6781\u5927\u5730\u964d\u4f4e\u4e86\u8bd5\u9519\u6210\u672c\u3002\u5176\u5b8c\u5168\u672c\u5730\u5316\u8fd0\u884c\uff08\u4e0d\u4e0a\u4f20\uff09\u7684\u8bbe\u8ba1\u4e0d\u4ec5\u4fdd\u62a4\u9690\u79c1\uff0c\u4e5f\u514d\u53bb\u4e86\u670d\u52a1\u5668\u5e26\u5bbd\u5f00\u9500\uff0c\u4f7f\u514d\u8d39\u6a21\u5f0f\u53ef\u884c\uff0c\u582a\u79f0\u4f18\u96c5\u3002\u4e0d\u8fc7\uff0c\u8be5\u4ea7\u54c1\u7684\u62a4\u57ce\u6cb3\u8f83\u6d45\uff1a\u6280\u672f\u4e0a\u4e3b\u8981\u662f\u5bf9\u73b0\u6709\u538b\u7f29\u7b97\u6cd5\u7684\u7cbe\u51c6\u63a7\u5236\u5c01\u88c5\uff0c\u5e76\u975e\u98a0\u8986\u6027\u521b\u65b0\u3002\u4e00\u65e6\u4e3b\u6d41\u56fe\u50cf\u5904\u7406\u8f6f\u4ef6\uff08\u5982Photoshop\u3001\u751a\u81f3\u5728\u7ebfPDF\u5de5\u5177\uff09\u52a0\u5165\u201c\u7cbe\u786e\u8f93\u51faKB\u201d\u529f\u80fd\uff0c\u5176\u4f18\u52bf\u5c06\u8fc5\u901f\u7a00\u91ca\u3002\u5f53\u524d\u5176\u6838\u5fc3\u58c1\u5792\u5728\u4e8e\u201c\u5148\u53d1+\u7cbe\u51c6+\u9690\u79c1\u201d\u7684\u7ec4\u5408\u4f53\u9a8c\uff0c\u4ee5\u53ca\u9488\u5bf9Aadhaar\u3001PAN\u5361\u7b49\u7279\u5b9a\u5730\u533a\u8868\u5355\u7684\u672c\u5730\u5316\u9002\u914d\u3002\u5982\u679cPhotoFit\u80fd\u56f4\u7ed5\u201c\u8868\u5355\u5408\u89c4\u201d\u5ef6\u4f38\u51fa\u66f4\u591a\u529f\u80fd\uff0c\u5982\u81ea\u52a8\u88c1\u526a\u81f3\u8bc1\u4ef6\u7167\u6807\u51c6\u5c3a\u5bf8\u3001\u80cc\u666f\u66ff\u6362\u3001\u4eba\u8138\u5c45\u4e2d\u68c0\u6d4b\uff0c\u5e76\u4ece\u514d\u8d39\u5de5\u5177\u8f6c\u5411\u201c\u6279\u91cf\u5904\u7406+\u9ad8\u7ea7\u6a21\u677f\u201d\u7684SaaS\u8ba2\u9605\u6a21\u5f0f\uff0c\u53ef\u80fd\u66f4\u6709\u5546\u4e1a\u524d\u666f\u3002\u5426\u5219\uff0c\u5b83\u66f4\u53ef\u80fd\u662f\u4e00\u6b3e\u201c\u5c0f\u800c\u7f8e\u201d\u4f46\u96be\u4ee5\u89c4\u6a21\u5316\u7684\u5de5\u5177\u578b\u4ea7\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\">PhotoFit<\/span>\n <\/div>\n<div class=\"comment-content\">Resize or compress any photo to an exact KB or pixel size \u2014 for passport, visa, DV Lottery, Aadhaar, PAN and government form uploads. Runs in your browser. Nothing is uploaded.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH \ud83d\udc4b I kept getting visa and government photo uploads rejected because the file was a few KB over the limit \u2014 and every compressor just hands you a quality slider to guess with. So I built PhotoFit: you type the exact KB (or pixel size) you need and it lands your photo just under it. Runs entirely in your browser, nothing’s uploaded, free, no signup \u2014 and there’s an Android app too. Would love your feedback \ud83d\ude4f<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/ODBWPUMCEBEVOO\" class=\"app-title\">SpeakUp<\/a><\/p>\n<div class=\"one-liner\">Voice control for macOS that gets out of your way<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">9<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>SpeakUp \u662f\u4e00\u6b3e\u4e3a macOS \u8bbe\u8ba1\u7684\u8f7b\u91cf\u7ea7\u8bed\u97f3\u8865\u4e01\u5de5\u5177\uff0c\u80fd\u5728\u7528\u6237\u6301\u7eed\u6253\u5b57\u65f6\u901a\u8fc7\u8bed\u97f3\u5feb\u901f\u4fee\u590d\u9519\u522b\u5b57\u6216\u6267\u884c\u5feb\u6377\u64cd\u4f5c\uff0c\u65e0\u9700\u4f9d\u8d56\u4e91\u7aef\u6216\u6253\u65ad\u8f93\u5165\u6d41\uff0c\u7279\u522b\u9002\u5408\u6709\u8f93\u5165\u969c\u788d\u6216\u8ffd\u6c42\u6548\u7387\u7684\u7528\u6237\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery single-item\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/80565724-1d8e-4724-aeb1-bfa144bd15c9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8bed\u97f3\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">macOS<\/span><br \/>\n <span class=\"tag\">\u8f85\u52a9\u529f\u80fd<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u5904\u7406<\/span><br \/>\n <span class=\"tag\">Swift<\/span><br \/>\n <span class=\"tag\">\u6253\u5b57\u7ea0\u9519<\/span><br \/>\n <span class=\"tag\">\u5feb\u6377\u6307\u4ee4<\/span><br \/>\n <span class=\"tag\">\u65e0\u969c\u788d<\/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\u56e0\u6253\u5b57\u9519\u8bef\u7d2f\u79ef\u8fc7\u5feb\u800c\u81ea\u5efa\u8be5\u5de5\u5177\uff0c\u5f3a\u8c03\u5176\u4e0d\u62a2\u5c4f\u5e55\u3001\u5373\u8bf4\u5373\u8865\u7684\u4e13\u6ce8\u4f53\u9a8c\u3002\u7528\u6237\u63d0\u95ee\u5f53\u5355\u8bcd\u5728\u6587\u672c\u4e2d\u591a\u6b21\u51fa\u73b0\u65f6\u5982\u4f55\u786e\u5b9a\u66ff\u6362\u76ee\u6807\uff0c\u76ee\u524d\u5f00\u53d1\u8005\u5c1a\u672a\u56de\u5e94\u6b64\u7ec6\u8282\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n SpeakUp \u5728\u62e5\u6324\u7684\u8bed\u97f3\u8f85\u52a9\u5de5\u5177\u8d5b\u9053\u4e2d\u627e\u5230\u4e86\u4e00\u4e2a\u6781\u7a84\u7684\u5207\u53e3\u2014\u2014\u5b83\u4e0d\u8ffd\u6c42\u5168\u5c4f\u542c\u5199\u6216AI\u52a9\u624b\u5f0f\u7684\u5b8f\u5927\u53d9\u4e8b\uff0c\u800c\u662f\u9000\u56de\u5230\u201c\u6253\u5b57\u65f6\u7684\u5c40\u90e8\u7ea0\u9519\u201d\u8fd9\u4e00\u539f\u59cb\u9700\u6c42\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u201c\u4e0d\u6253\u65ad\u201d\uff1a\u7528\u6237\u65e0\u9700\u5207\u6362\u8f93\u5165\u72b6\u6001\u3001\u65e0\u9700\u7b49\u5f85\u4e91\u7aef\u54cd\u5e94\u3001\u65e0\u9700\u9762\u5bf9\u4e00\u4e2a\u81a8\u80c0\u7684\u8bed\u97f3\u63a7\u5236\u9762\u677f\uff0c\u53ea\u9700\u8bf4\u51fa\u9519\u8bef\u8bcd\u7684\u6b63\u786e\u5f62\u5f0f\uff0c\u5de5\u5177\u4fbf\u9759\u9ed8\u66ff\u6362\u3002\u8fd9\u79cd\u201c\u65e0\u611f\u64cd\u4f5c\u201d\u7684\u8bbe\u8ba1\u54f2\u5b66\uff0c\u6070\u6070\u662f\u8bb8\u591a\u6548\u7387\u5de5\u5177\u5ffd\u7565\u7684\u75db\u70b9\u2014\u2014\u5de5\u5177\u8d8a\u5f3a\u5927\uff0c\u8d8a\u5bb9\u6613\u6210\u4e3a\u5e72\u6270\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u6280\u672f\u5b9e\u73b0\u770b\uff0c\u672c\u5730Swift\u7f16\u8bd1\u3001MIT\u5f00\u6e90\u3001\u65e0\u4e91\u7aef\u4f9d\u8d56\uff0c\u610f\u5473\u7740\u6781\u4f4e\u7684\u5ef6\u8fdf\u548c\u9690\u79c1\u5b89\u5168\uff0c\u5bf9\u9700\u8981\u6301\u7eed\u6df1\u5ea6\u5de5\u4f5c\u7684\u5f00\u53d1\u8005\u3001\u5199\u4f5c\u8005\u6216\u6b8b\u75be\u4eba\u7528\u6237\u6781\u6709\u5438\u5f15\u529b\u3002\u4f46\u8bc4\u8bba\u4e2d\u7684\u6838\u5fc3\u7591\u95ee\u2014\u2014\u201c\u591a\u5b9e\u4f8b\u66ff\u6362\u5982\u4f55\u51b3\u7b56\u201d\u2014\u2014\u66b4\u9732\u4e86\u5b83\u5728\u81ea\u7136\u8bed\u8a00\u8bed\u5883\u611f\u77e5\u4e0a\u7684\u660e\u663e\u77ed\u677f\u3002\u5982\u679c\u4e0d\u501f\u52a9\u7b80\u5355\u7684\u524d\u540e\u6587\u672c\u5206\u6790\u6216\u5149\u6807\u4f4d\u7f6e\u5224\u65ad\uff0c\u5de5\u5177\u5728\u9762\u5bf9\u91cd\u590d\u540d\u8bcd\u65f6\u53ef\u80fd\u4ea7\u751f\u8bef\u66ff\u6362\uff0c\u8fd9\u4f1a\u4e25\u91cd\u524a\u5f31\u201c\u5373\u8bf4\u5373\u7528\u201d\u7684\u4fe1\u4efb\u611f\u3002\u6b64\u5916\uff0c\u4ec5\u652f\u6301macOS 12+\u4e14\u4e0d\u517c\u5bb9\u4e2d\u6587\u7b49\u975e\u5b57\u6bcd\u8bed\u8a00\uff0c\u9650\u5236\u4e86\u5176\u666e\u9002\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5766\u767d\u8bf4\uff0c\u5b83\u76ee\u524d\u66f4\u50cf\u4e00\u4e2a\u7cbe\u5de7\u7684\u201c\u4e2a\u4eba\u8865\u4e01\u201d\uff0c\u800c\u975e\u6210\u719f\u7684\u4ea7\u54c1\u3002\u82e5\u80fd\u5feb\u901f\u8fed\u4ee3\u51fa\u4e0a\u4e0b\u6587\u611f\u77e5\u7b97\u6cd5\u3001\u589e\u52a0\u81ea\u5b9a\u4e49\u66ff\u6362\u89c4\u5219\u6216\u5feb\u6377\u952e\u89e6\u53d1\u6a21\u5f0f\uff0c\u6216\u8bb8\u80fd\u4ece\u4e00\u4e2aGeek\u73a9\u5177\u8fdb\u5316\u4e3a\u771f\u6b63\u7684\u65e0\u969c\u788d\u521b\u4f5c\u5de5\u5177\u3002\u5426\u5219\uff0c\u5b83\u7684\u751f\u5b58\u7a7a\u95f4\u5c06\u88abmacOS\u81ea\u5e26\u7684\u201c\u8bed\u97f3\u63a7\u5236\u201d\u6216\u7b2c\u4e09\u65b9AI\u8f93\u5165\u6cd5\u8fdb\u4e00\u6b65\u6324\u538b\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\">SpeakUp<\/span>\n <\/div>\n<div class=\"comment-content\">Fix typos and fire shortcuts by voice while you keep typing. No dictation, no cloud. Say the word, it patches the closest match in your text field. Built in Swift, on-device. MIT open source. macOS 12+.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I built SpeakUp because I needed it. Typing with certain conditions means errors pile up faster than I can fix them. Dictation apps take over the screen. I wanted something that just patches the word and gets out of the way. Built in Swift, runs on-device. MIT open source. Feedback welcome, especially from anyone using it for accessibility.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does it decide what to replace when the word appears multiple times in the text field?<\/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<\/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\/JZOY55VABKINU7\" class=\"app-title\">WallMockup<\/a><\/p>\n<div class=\"one-liner\">Realistic wall art mockups \u2014 true scale, in minutes.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">8<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>WallMockup\u662f\u4e00\u6b3e\u5e2e\u52a9\u827a\u672f\u5bb6\u548c\u7535\u5546\u5356\u5bb6\u5feb\u901f\u5c06\u4f5c\u54c1\u653e\u5165\u5ba4\u5185\u573a\u666f\u3001\u81ea\u5b9a\u4e49\u753b\u6846\u5e76\u5bfc\u51fa\u903c\u771f\u9884\u89c8\u56fe\u7684\u5728\u7ebf\u5de5\u5177\uff0c\u65e8\u5728\u89e3\u51b3\u4f20\u7edf\u8bbe\u8ba1\u6d41\u7a0b\u8017\u65f6\u3001\u590d\u6742\u4e14\u6210\u672c\u9ad8\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/daf4bf35-e707-451b-a8a0-e95bee8bd44d.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\/77820bf0-8b41-4ab4-9d2a-0d238248921c.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\/d0bc80a7-2314-400b-9a18-b7df1eb7e30f.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\/836de23b-0c43-436f-b53c-d4608cf50fd0.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\">Design Tools<\/span><br \/>\n <span class=\"tag\">Art<\/span><br \/>\n <span class=\"tag\">Digital Art<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u58c1\u6302\u827a\u672f\u6a21\u62df\u5668<\/span><br \/>\n <span class=\"tag\">\u5728\u7ebf\u8bbe\u8ba1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7535\u5546\u4ea7\u54c1\u56fe\u5236\u4f5c<\/span><br \/>\n <span class=\"tag\">\u827a\u672f\u753b\u6846\u9884\u89c8<\/span><br \/>\n <span class=\"tag\">\u5ba4\u5185\u573a\u666f\u6e32\u67d3<\/span><br \/>\n <span class=\"tag\">\u5e73\u9762\u8bbe\u8ba1\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u753b\u4f5c\u5c55\u793a<\/span><br \/>\n <span class=\"tag\">Mockup<\/span><br \/>\n <span class=\"tag\">Etsy\u5356\u5bb6\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u8f85\u52a9\u8bbe\u8ba1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u6838\u5fc3\u75db\u70b9\u5728\u4e8e\u4f20\u7edf\u6d41\u7a0b\uff08\u5982\u7528PS\u627e\u6a21\u677f\u3001\u8c03\u900f\u89c6\uff09\u8017\u65f620\u5206\u949f\uff0c\u6e34\u671b\u79d2\u7ea7\u5b8c\u6210\u3002\u6709\u4eba\u8be2\u95ee\u662f\u5426\u652f\u6301\u900f\u89c6\u5339\u914d\u548c\u81ea\u52a8\u9634\u5f71\u6548\u679c\uff0c\u5f00\u53d1\u8005\u56de\u5e94\u79f0\u900f\u89c6\u623f\u95f4\u529f\u80fd\u5f85\u5f00\u53d1\uff0c\u9634\u5f71\u76ee\u524d\u53ef\u624b\u52a8\u8c03\u6574\u65b9\u5411\u3001\u6295\u5c04\u548c\u5bc6\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 WallMockup\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u6781\u5176\u5782\u76f4\u5374\u9ad8\u9891\u7684\u75db\u70b9\uff1a\u5c0fB\u7aef\uff08\u72ec\u7acb\u827a\u672f\u5bb6\u3001Etsy\u5356\u5bb6\uff09\u7684\u4ea7\u54c1\u56fe\u5236\u4f5c\u3002\u8fd9\u7c7b\u4eba\u7fa4\u5f80\u5f80\u7f3a\u4e4f\u8bbe\u8ba1\u6280\u80fd\uff0c\u5374\u9700\u8981\u5927\u91cf\u3001\u5feb\u901f\u3001\u4e14\u201c\u770b\u8d77\u6765\u50cf\u6837\u201d\u7684\u9648\u5217\u56fe\u6765\u63d0\u5347\u8f6c\u5316\u7387\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u591a\u6df1\uff0c\u800c\u5728\u4e8e\u5bf9\u201c\u65e0\u75db\u4ea7\u51fa\u201d\u7684\u6781\u81f4\u8ffd\u6c42\u2014\u2014\u5c0620\u5206\u949f\u538b\u7f29\u523060\u79d2\uff0c\u672c\u8d28\u4e0a\u662f\u5c06\u4e13\u4e1a\u8bbe\u8ba1\u5e08\u7684\u7e41\u7410\u5de5\u4f5c\u6d41\uff08\u9009\u573a\u666f\u3001\u62a0\u56fe\u3001\u8c03\u900f\u89c6\u3001\u52a0\u9634\u5f71\uff09\u6253\u5305\u6210\u4e00\u4e2a\u201c\u4e0a\u4f20\u5373\u51fa\u56fe\u201d\u7684\u9ed1\u76d2\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u76ee\u524d8\u7968\u7684\u4f4e\u70ed\u5ea6\u548c\u96f6\u6df1\u5ea6\u7528\u6237\u8ba8\u8bba\uff08\u9664\u5f00\u53d1\u8005\u81ea\u95ee\u81ea\u7b54\uff09\u6697\u793a\u4e86\u4ea7\u54c1\u4ecd\u5904\u65e9\u671f\uff0c\u529f\u80fd\u4e25\u91cd\u4e0d\u5b8c\u5907\u3002\u6700\u6838\u5fc3\u7684\u201c\u900f\u89c6\u5339\u914d\u201d\u4f5c\u4e3a\u624b\u52a8\u8c03\u6574\u7684\u66ff\u4ee3\u65b9\u6848\u7f3a\u4f4d\uff0c\u610f\u5473\u7740\u5bf9\u4e8e\u975e\u6807\u51c6\u89c6\u89d2\u7684\u590d\u6742\u573a\u666f\uff0c\u7528\u6237\u4ecd\u9700\u624b\u52a8\u201c wrestle\u201d\uff0c\u8fd9\u4e0e\u201c\u89e3\u51b3\u95ee\u9898\u201d\u7684\u627f\u8bfa\u4ea7\u751f\u5de8\u5927\u9e3f\u6c9f\u3002\u624b\u52a8\u9634\u5f71\u8c03\u8282\u867d\u63d0\u4f9b\u4e86\u7075\u6d3b\u6027\uff0c\u4f46\u663e\u7136\u4e0d\u662f\u7528\u6237\u671f\u671b\u7684\u201c\u4e00\u952e\u667a\u80fd\u201d\u4f53\u9a8c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u548c\u6311\u6218\u5728\u4e8e\uff1a\u80fd\u5426\u6784\u5efa\u8db3\u591f\u4e30\u5bcc\u4e14\u9ad8\u8d28\u91cf\u7684\u5ba4\u5185\u573a\u666f\u5e93\uff0c\u5e76\u5b9e\u73b0\u771f\u6b63\u667a\u80fd\u7684\u81ea\u52a8\u900f\u89c6\u8d34\u5408\u4e0e\u5149\u5f71\u6295\u5c04\u3002\u5982\u679c\u53ea\u662f\u201c\u5957\u6a21\u677f\u201d\uff0c\u7ade\u4e89\u58c1\u5792\u6781\u4f4e\uff0c\u5f88\u5feb\u4f1a\u88abFigma\u3001Canva\u7b49\u5e73\u53f0\u5185\u7f6e\u7684\u66f4\u5f3a\u529f\u80fd\u6216\u66f4\u6d77\u91cf\u7d20\u6750\u5e93\u78be\u538b\u3002WallMockup\u7684\u77ed\u671f\u6210\u529f\u5728\u4e8e\u6293\u4f4fEtsy\u5356\u5bb6\u201c\u5148\u51fa\u56fe\u3001\u518d\u4f18\u5316\u201d\u7684\u6025\u5207\u5fc3\u7406\uff0c\u957f\u671f\u5219\u5fc5\u987b\u653b\u514bAI\u81ea\u52a8\u5316\u6e32\u67d3\u8fd9\u4e00\u786c\u9aa8\u5934\uff0c\u5426\u5219\u96be\u9003\u201c\u5c0f\u800c\u7f8e\u4f46\u96be\u4ee5\u89c4\u6a21\u5316\u201d\u7684\u5bbf\u547d\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\">WallMockup<\/span>\n <\/div>\n<div class=\"comment-content\">Create realistic wall art mockups in minutes. Place artwork into room scenes, customize frames and sizes, and export listing-ready previews.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I sell art online and kept running into the same frustrating loop: finish a piece, open Photoshop, hunt for a decent room mockup template, wrestle with perspective and sizing, export, repeat \u2014 all before a single listing went live.<\/p>\n<p>The tools that existed were either too complex, too expensive, or required a design background I didn’t have. I just wanted to upload my artwork and get a realistic, listing-ready preview in seconds.<\/p>\n<p>So I built WallMockup \u2014 a browser-based editor where artists and Etsy sellers can drop in their artwork, pick a room scene, dial in a frame, and export a polished preview image without ever touching design software.<\/p>\n<p>The goal was simple: turn what used to take 20 minutes into 60 seconds.<\/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>Do you support perspective matching and realistic shadows automatically, or do you tweak those manually?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@naimz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@naimz<\/a> Thanks for your question! I plan to add perspective rooms but they are not available yet. Shadows can be tweak manually where you can change direction\/projection\/density.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<\/div>\n<p><!-- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846 --><\/p>\n<div id=\"imageModal\" class=\"modal\">\n <span class=\"close\">×<\/span><br \/>\n <img class=\"modal-content\" id=\"modalImage\">\n<\/div>\n<p><script>\n \/\/ \u83b7\u53d6\u6a21\u6001\u6846\u5143\u7d20\n const modal = document.getElementById(\"imageModal\");\n const modalImg = document.getElementById(\"modalImage\");\n 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> \/\/ 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