{"id":129,"date":"2026-02-10T11:36:18","date_gmt":"2026-02-10T03:36:18","guid":{"rendered":"https:\/\/ph.listeningo.cn\/index.php\/2026\/02\/10\/2026-02-09\/"},"modified":"2026-02-10T11:36:18","modified_gmt":"2026-02-10T03:36:18","slug":"2026-02-09","status":"publish","type":"post","link":"https:\/\/ph.listeningo.cn\/index.php\/2026\/02\/10\/2026-02-09\/","title":{"rendered":"PH\u70ed\u699c | 2026-02-09"},"content":{"rendered":"


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\n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-02-09<\/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 | 2026-02-09<\/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\/LYACBIJ2QPFIA7\" class=\"app-title\">SuperX<\/a><\/p>\n<div class=\"one-liner\">All-in-one growth OS for serious \ud835\udd4f creators<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">652<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>SuperX\u662f\u4e00\u6b3e\u9762\u5411X\u5e73\u53f0\u4e25\u8083\u521b\u4f5c\u8005\u7684All-in-one\u589e\u957f\u5de5\u5177\u5305\uff0c\u901a\u8fc7\u63d0\u4f9b\u57fa\u4e8e\u70ed\u70b9\u7684\u7075\u611f\u3001AI\u91cd\u5199\u3001\u667a\u80fd\u5b9a\u65f6\u53d1\u5e03\u3001\u7cbe\u51c6\u4e92\u52a8\u63a8\u8350\u53ca\u6570\u636e\u5206\u6790\u7b49\u529f\u80fd\uff0c\u89e3\u51b3\u4e86\u521b\u4f5c\u8005\u5728\u5185\u5bb9\u7075\u611f\u3001\u53d1\u5e03\u6548\u7387\u53ca\u589e\u957f\u7b56\u7565\u4e0a\u8017\u65f6\u4f4e\u6548\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c3c38a63-501a-4144-8c18-e1678561e5de.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f6eb4c01-fe9f-48eb-9bec-727f144829f4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/be38d1dd-3cf6-4a36-ab30-929808c18631.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2de54b50-50bf-4e24-9dc2-02dfd8742ce5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b04522e5-59a0-4de7-b713-81df0f677669.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/12cc4872-26d2-4f79-bb29-a82f56d6e268.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6615e958-46df-44a2-8987-3eb3b0b7afb8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/86ed38be-5738-419e-b9cf-b0f563aa2296.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3ea8bde1-f460-483f-b902-0bb2405be2ae.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\/4978cf51-f541-421b-aa87-f5b391f58691.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=-oj9y9LbvUE\"><source src=\"https:\/\/www.youtube.com\/watch?v=-oj9y9LbvUE\" 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\">Social Media<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u793e\u4ea4\u5a92\u4f53\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u521b\u4f5c\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u5185\u5bb9\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u589e\u957f\u9ed1\u5ba2<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u8c03\u5ea6<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u5206\u6790<\/span><br \/>\n <span class=\"tag\">X\u5e73\u53f0\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u54c1\u724c<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u8425\u9500<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u4ea7\u54c1\u4ef7\u503c\uff0c\u8ba4\u4e3a\u5176\u662f\u201c\u6e38\u620f\u89c4\u5219\u6539\u53d8\u8005\u201d\uff0c\u5c24\u5176\u8d5e\u8d4f\u201c\u4e92\u52a8\u53d1\u73b0\u201d\u548c\u667a\u80fd\u8c03\u5ea6\u529f\u80fd\u3002\u6838\u5fc3\u5173\u5207\u70b9\u5728\u4e8e\uff1a1. \u5982\u4f55\u7cbe\u51c6\u5b9a\u4e49\u201c\u6b63\u786e\u8d26\u6237\u201d\u4ee5\u907f\u514d spam \u611f\uff1b2. \u4ea7\u54c1\u5982\u4f55\u5feb\u901f\u9002\u5e94X\u5e73\u53f0\u7b97\u6cd5\u7684\u9891\u7e41\u53d8\u66f4\uff0c\u786e\u4fdd\u529f\u80fd\u6301\u7eed\u6709\u6548\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 SuperX\u5e76\u975e\u7b80\u5355\u7684\u529f\u80fd\u5806\u780c\uff0c\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u8bd5\u56fe\u6784\u5efa\u4e00\u4e2a\u9002\u5e94X\u5e73\u53f0\u52a8\u6001\u751f\u6001\u7684\u201c\u589e\u957f\u64cd\u4f5c\u7cfb\u7edf\u201d\u3002\u521b\u59cb\u4eba\u57fa\u4e8e\u51fa\u552e\u524d\u4f5cTweet Hunter\u540e\u76ee\u7779\u5176\u50f5\u5316\u8870\u843d\u7684\u5207\u80a4\u4e4b\u75db\uff0c\u5c06\u201c\u5feb\u901f\u8fed\u4ee3\u4e0e\u7b97\u6cd5\u540c\u6b65\u201d\u63d0\u5347\u5230\u4e86\u4ea7\u54c1\u54f2\u5b66\u5c42\u9762\u3002\u8fd9\u76f4\u63a5\u56de\u5e94\u4e86\u793e\u4ea4\u5a92\u4f53\u5de5\u5177\u6700\u81f4\u547d\u7684\u963f\u5580\u7409\u65af\u4e4b\u8e35\uff1a\u5e73\u53f0\u4f9d\u8d56\u98ce\u9669\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u4ecb\u7ecd\u4e2d\u201c\u57fa\u4e8e\u75c5\u6bd2\u5e16\u7684\u6bcf\u65e5\u7075\u611f\u201d\u548c\u201c\u57fa\u4e8e\u8d8b\u52bf\u7684\u7814\u7a76\u201d\u5b9e\u4e3a\u540c\u4e00\u6570\u636e\u6e90\u7684\u4e24\u9762\u2014\u2014\u5916\u90e8\u70ed\u70b9\u4e0e\u5185\u90e8\u5f52\u56e0\u3002\u5176\u5ba3\u79f0\u7684\u201c\u7528\u4f60\u81ea\u5df1\u7684\u58f0\u97f3\u5feb\u901f\u91cd\u5199\u201d\u662f\u5f53\u524dAI\u5de5\u5177\u7684\u6807\u914d\uff0c\u4f46\u5173\u952e\u5728\u4e8e\u5176\u91cd\u5199\u5efa\u8bae\u662f\u5426\u7531\u524d\u8ff0\u7684\u5b9e\u65f6\u8d8b\u52bf\u6570\u636e\u9a71\u52a8\uff0c\u5426\u5219\u4ecd\u662f\u9694\u9774\u6414\u75d2\u3002\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u6f5c\u85cf\u5728\u201c\u81ea\u52a8\u6700\u4f73\u65f6\u95f4\u53d1\u5e03\u201d\u548c\u201c\u83b7\u53d6\u6b63\u786e\u8d26\u6237\u4ee5\u4e92\u52a8\u201d\u8fd9\u4e24\u4e2a\u529f\u80fd\u4e2d\uff0c\u5b83\u4eec\u8981\u6c42\u5bf9X\u7b97\u6cd5\u6709\u8fd1\u4e4e\u5b9e\u65f6\u7684\u89e3\u8bfb\u4e0e\u9884\u6d4b\u80fd\u529b\u3002\u8bc4\u8bba\u4e2d\u5b98\u65b9\u56de\u590d\u8bc1\u5b9e\u4e86\u5176\u201c\u6301\u7eed\u5206\u6790X\u4fe1\u606f\u6d41\u201d\u7684\u673a\u5236\uff0c\u8fd9\u6697\u793a\u5176\u53ef\u80fd\u6784\u5efa\u4e86\u4e00\u4e2a\u53cd\u9988\u95ed\u73af\uff0c\u5c06\u7528\u6237\u884c\u4e3a\u6570\u636e\u4e0e\u5e73\u53f0\u516c\u5f00\u6570\u636e\u7ed3\u5408\uff0c\u52a8\u6001\u8c03\u6574\u7b56\u7565\u3002\u8fd9\u662f\u4e00\u79cd\u4ece\u201c\u9759\u6001\u89c4\u5219\u5de5\u5177\u201d\u5230\u201c\u52a8\u6001\u9002\u5e94\u7cfb\u7edf\u201d\u7684\u8303\u5f0f\u8f6c\u53d8\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u6f5c\u5728\u98ce\u9669\u4f9d\u7136\u6e05\u6670\uff1a\u9996\u5148\uff0c\u5bf9\u5355\u4e00\u5e73\u53f0\uff08X\uff09\u7684\u6df1\u5ea6\u7ed1\u5b9a\u65e2\u662f\u5229\u4e5f\u662f\u5203\uff0c\u5e73\u53f0API\u653f\u7b56\u6216\u5546\u4e1a\u7b56\u7565\u7684\u4efb\u4f55\u53d8\u52a8\u90fd\u53ef\u80fd\u5e26\u6765\u7cfb\u7edf\u6027\u98ce\u9669\u3002\u5176\u6b21\uff0c\u201c\u589e\u957f\u5de5\u5177\u201d\u7684\u5185\u6838\u53ef\u80fd\u52a9\u957f\u5e73\u53f0\u5185\u7684\u540c\u8d28\u5316\u5185\u5bb9\u4e0e\u4e92\u52a8\u6ce1\u6cab\uff0c\u5176\u63a8\u8350\u7684\u201c\u6b63\u786e\u8d26\u6237\u201d\u82e5\u57fa\u4e8e\u4ea4\u4e92\u70ed\u5ea6\u800c\u975e\u771f\u6b63\u7684\u5185\u5bb9\u76f8\u5173\u6027\uff0c\u957f\u671f\u53ef\u80fd\u635f\u5bb3\u7528\u6237\u7684\u793e\u4ea4\u8d44\u672c\u3002SuperX\u7684\u6210\u529f\uff0c\u5c06\u4e0d\u53d6\u51b3\u4e8e\u5176\u529f\u80fd\u5217\u8868\u7684\u957f\u5ea6\uff0c\u800c\u53d6\u51b3\u4e8e\u5176\u6570\u636e\u5f15\u64ce\u7684\u654f\u9510\u5ea6\u4e0e\u6297\u98ce\u9669\u67b6\u6784\u7684\u7a33\u5065\u6027\uff0c\u8fd9\u662f\u4e00\u573a\u4e0e\u5e73\u53f0\u7b97\u6cd5\u8fdb\u5316\u901f\u5ea6\u7684\u6301\u4e45\u8d5b\u8dd1\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">SuperX<\/span>\n <\/div>\n<div class=\"comment-content\">SuperX is an all-in-one growth toolkit for \ud835\udd4f. Get daily inspiration based on viral posts in your niche, trend-based research, and fast rewrites in your voice. Schedule posts at the best time, engage with the right accounts to get discovered, and track what works with built-in analytics.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\ud83d\udc4b Hey Product Hunters, thanks for checking my launch \u2764\ufe0f<\/p>\n<p>A few years ago I built Tweet Hunter and eventually sold it. After the acquisition I kept maintaining it for a while, shipped features, and pushed it forward. But once I stepped away, I slowly watched the product stop evolving.<\/p>\n<p>As a daily user myself, that was frustrating. Features started breaking one by one, the AI features weren\u2019t exciting, and when \ud835\udd4f rolled out big updates like long-form posts, it took months before the tool adapted. And with the constantly changing \ud835\udd4f algorithm, the core workflow that once felt magical began to feel slow and unreliable.<\/p>\n<p>So I decided to do something about it. That experience is exactly why SuperX exists today.<\/p>\n<p>SuperX is an all-in-one growth toolkit for \ud835\udd4f where you can:<\/p>\n<ul>\n<li>\n<p>get daily inspiration based on viral posts in your niche<\/p>\n<\/li>\n<li>\n<p>run trend-based research to see what\u2019s actually working<\/p>\n<\/li>\n<li>\n<p>rewrite posts fast in your own voice with AI<\/p>\n<\/li>\n<li>\n<p>schedule at the best time automatically<\/p>\n<\/li>\n<li>\n<p>get the right accounts to engage with & get discovered faster<\/p>\n<\/li>\n<li>\n<p>track what works with built-in analytics and double down<\/p>\n<\/li>\n<\/ul>\n<p>Built with the great <a href=\"https:\/\/www.producthunt.com\/@robhallam\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"robhallam\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@robhallam<\/a> maker, already trusted by 1,400+ creators (including some of the biggest creators like Dan Koe) building and managing their audience every day on \ud835\udd4f<\/p>\n<\/p>\n<p>I would absolutely love to know what you think of the tool. You can start on <a href=\"http:\/\/superX.so\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>SuperX.so<\/strong><\/a>, I will read all feedback and comments and will do my best to keep improving it \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>27<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@robhallam\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@robhallam<\/a>  <a href=\"https:\/\/www.producthunt.com\/@thibaultll\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thibaultll<\/a> \ud83c\udf89<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@thibaultll Always in support for what you build.<\/div>\n<div class=\"comment-actions\">\n<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\/@robhallam\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@robhallam<\/a>  <a href=\"https:\/\/www.producthunt.com\/@thibaultll\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thibaultll<\/a> congratulations on the launch guys! For anyone who`s serious about growing on X this app is a no brainer.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>So incredibly proud of what we have built!<\/p>\n<\/p>\n<p>Thank you so much for checking the launch and supporting.<\/p>\n<\/p>\n<p>Please don’t hesitate with your feedback, any and all is appreciated as we iterate fast to keep SuperX being the best platform for growing on X \ud83e\udef6<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>21<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>always shipping – that’s the mindset \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@robhallam\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@robhallam<\/a> <br \/>Well done Rob! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@robhallam\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@robhallam<\/a> Great product! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>been using it for 3 weeks – love the engage feature \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>love your help Ayush, thanks a lot <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>158 upvotes omg you guys will crush it!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@marclou\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marclou<\/a> you could beat that easily if you played \ud83d\ude05<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>looks very good! congrats for the launch<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>thanks a ton for checking it out <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Used Tweet Hunter for years till it got clunky. SuperX looks like the fix, maybe. I post 2-3x\/day and my time is tight, so the trend inspo + smart engage bits stand out. How do you pick “right accounts” without spam vibes? Curious to try long-form.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alexcloudstar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexcloudstar<\/a> would love to get your feedback if you do<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Pure value. <a href=\"https:\/\/www.producthunt.com\/@robhallam\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"robhallam\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@robhallam<\/a> , you’ve really set an insane bar with this product!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@robhallam\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@robhallam<\/a>  <a href=\"https:\/\/www.producthunt.com\/@josefbuettgen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@josefbuettgen<\/a> agreed 100%<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>SuperX gently came into my social life. I was lucky enough to hear a sales pitch from <a href=\"https:\/\/www.producthunt.com\/@robhallam\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"robhallam\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@robhallam<\/a> in person.<\/p>\n<\/p>\n<p>I was exploring X on my own since July 2025 and SuperX became my “coach” to grow online presence and personal brand<\/p>\n<ul>\n<li>\n<p>0->40 followers in 6 months (without Super X)<\/p>\n<\/li>\n<li>\n<p>40->90 followers in 1 month (with Super X)<\/p>\n<\/li>\n<\/ul>\n<p>I’ve seen it making 10-100x miracles with people’s activity. I’m on a modest part of it but it’s just the beginning \ud83d\ude42<\/p>\n<\/p>\n<p>I can definitely say that SuperX will help you take X seriously \ud83d\ude80<\/p>\n<\/p>\n<p>Tibo, Rob, Ayush \u2013 great job, guys. Keep it up!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@robhallam\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@robhallam<\/a>  <a href=\"https:\/\/www.producthunt.com\/@pasha_barbashin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pasha_barbashin<\/a> so great to read this, keep growing \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>SuperX is one of my favorite add-ons to X. Great design, and there have been a ton of new features\/value since it was first released. One of those products where it’s hard to commit to sign up, but once you do, it’s hard to cancel. <\/p>\n<p>Incredibly well done <a href=\"https:\/\/www.producthunt.com\/@thibaultll\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"thibaultll\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thibaultll<\/a> & <a href=\"https:\/\/www.producthunt.com\/@robhallam\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"robhallam\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@robhallam<\/a>!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@robhallam\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@robhallam<\/a>  <a href=\"https:\/\/www.producthunt.com\/@gabe\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gabe<\/a> thanks a lot for sharing \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Marc Lou and Tibo launching in the same day? \ud83c\udf7f\ud83d\udc40 That’ll be interesting. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> damn \ud83d\ude05<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 been using SuperX for the last month or so, and it’s genuinely changed my X antics entirely. I don’t have to think about remembering to post or trying to figure out when the best time to post is – SuperX handles all of that and posts when I ask it to. Game changing tool for those that want to take X seriously. 11\/10<\/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>you’re probably the best user Luke, thanks a TON for giving it a chance \ud83d\ude4c<\/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>Love SuperX! Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@eugzolotarenko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eugzolotarenko<\/a> thanks a ton Eugene \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>Have been a customer for some months, and the #1 feature I personally love most is Engage-> Discover which allows me to find posts that I can meaningfully reply to.<\/p>\n<\/p>\n<p>Plus <a href=\"https:\/\/www.producthunt.com\/@robhallam\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"robhallam\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@robhallam<\/a> and <a href=\"https:\/\/www.producthunt.com\/@thibaultll\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"thibaultll\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thibaultll<\/a> are very inspiring, super happy to support and use SuperX<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/41c0e76b-daef-4501-9429-98d9b8401bbb.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>love the concept. One thing I’m curious about is the ‘best time to post’ and engagement features are tightly coupled to X’s algorithm. After seeing how fast X rolled out changes that broke Tweet Hunter, how does SuperX stay resilient when the algorithm shifts overnight? Is there an internal feedback loop that adapts in real-time?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vildanbina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vildanbina<\/a> I think you answered your own question Vildan! It is in fact a good question. Yes, we constantly analyze the X feed and all of our “best time to post” and AI\/engagement related features are powered by what’s currently happening on X. So it automatically stays up to date with whatever the state of the algorithm is.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the legend is launching, of course #1, you got this Rob \ud83d\ude00<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dominiksumer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dominiksumer<\/a> Thank you Dominik \ud83d\ude00<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cool – finally can find an agent for me to manage my X account! how many styles or templates does SuperX have?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Built by Tibo and Rob -> can be nothing but epic. That simple.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@andraskindler\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andraskindler<\/a> \ud83e\udd1e<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>my first impression to this was “Bro I hate free tools”. <\/p>\n<\/p>\n<p>and then when I got to go to scroll down, I found that pricing plan. at least you should consider to keep a top nav name ‘pricing’. <\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a5c63cac-8689-4ac3-a45c-8111240c0c44.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The journey from Tweet Hunter to SuperX is a great story. Building something, selling it, watching it stagnate, then coming back to do it right \u2014 that takes guts. The trend-based research + scheduling combo is what I would actually want as someone who posts daily. Curious how the AI rewrite handles non-English content?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Interesting tool. Been looking for something to crack X algorithm. And based on the comments and your responses, I will definitely give it a try. Cheers! \ud83d\ude4c\ud83c\udffc<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch <a href=\"https:\/\/www.producthunt.com\/@robhallam\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"robhallam\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@robhallam<\/a> <a href=\"https:\/\/www.producthunt.com\/@thibaultll\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"thibaultll\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thibaultll<\/a> – absolutely killing it \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Tibo and Rob are incredible makers, they ship and they constantly provide value to those around them. Their energy is infectious and Super X is the tool for X growth. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Rebuilding this from the perspective of a long-term power user really comes through, especially with how fast X keeps changing. How does SuperX adapt its recommendations and workflows as the platform algorithm shifts, so creators aren\u2019t optimizing for patterns that worked a few months ago but no longer matter today?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Creator growth suites usually hit scale pain when X API limits and auth churn collide with scheduling, analytics refresh, and engagement automation across many accounts.<\/p>\n<p>Best practice is a per-account task queue with token-bucket budgeting, adaptive backoff honoring Retry-After, and aggressive caching plus incremental analytics fetches to avoid polling storms.<\/p>\n<p>How are you partitioning rate limits and retries per user account, and do you have a \u201cdegraded mode\u201d plan when endpoints get restricted so scheduling stays reliable?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Wow, SuperX looks amazing! Love the idea of trend-based research for X. How granular can I get with niche targeting? This could be a game changer!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jaydev13\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jaydev13<\/a> That\u2019s a good question. Granularity is what usually makes or breaks these tools. Curious if it works more at the topic level or if you can really narrow it down to specific sub-niches over time<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Rob is a GOAT<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">This is super cool<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Let’s goooo! Been following a long for two years now, excited to see this taking shape!! Congrats boys<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Checked this, loved the way it recommends content based on your style and what’s trending.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#2<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/77R5O34BPTZII4\" class=\"app-title\">Unicorne<\/a><\/p>\n<div class=\"one-liner\">The 20 fastest growing startups based on TrustMRR data<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">415<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Unicorne \u662f\u4e00\u4e2a\u57fa\u4e8e\u771f\u5b9e\u652f\u4ed8\u6570\u636e\u3001\u6bcf\u5c0f\u65f6\u66f4\u65b0\u7684\u5b9e\u65f6\u6392\u884c\u699c\uff0c\u4e3a\u6295\u8d44\u8005\u3001\u521b\u4e1a\u8005\u548c\u884c\u4e1a\u89c2\u5bdf\u8005\u52a8\u6001\u8ffd\u8e2a\u589e\u957f\u6700\u5feb\u768420\u5bb6\u79d1\u6280\u521d\u521b\u516c\u53f8\uff0c\u89e3\u51b3\u4e86\u5e02\u573a\u4fe1\u606f\u6ede\u540e\u3001\u6570\u636e\u53ef\u4fe1\u5ea6\u4f4e\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\/f060e0b1-7d1d-49df-b9e3-29596bd8da95.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/545ce44e-16c6-4118-bcec-ce32ecb310f8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f0314269-6e47-4b8a-903d-92f29369b7fc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4fc6bb1a-3869-4090-ac6a-b22be9acdf5f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ba0ef06e-d0f8-4e1a-ba95-187c03a642f7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">SaaS<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u521d\u521b\u516c\u53f8\u6392\u884c\u699c<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u589e\u957f\u6570\u636e<\/span><br \/>\n <span class=\"tag\">\u8425\u6536\u9a8c\u8bc1<\/span><br \/>\n <span class=\"tag\">\u6295\u8d44\u53d1\u73b0<\/span><br \/>\n <span class=\"tag\">\u5e02\u573a\u60c5\u62a5<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u521b\u4e1a\u751f\u6001<\/span><br \/>\n <span class=\"tag\">\u516c\u5f00\u6570\u636e<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u699c\u5355<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u4ea7\u54c1\u7684\u521b\u610f\u3001\u8bbe\u8ba1\u548c\u6570\u636e\u900f\u660e\u5ea6\u3002\u4e3b\u8981\u5efa\u8bae\u5305\u62ec\uff1a\u589e\u52a0\u884c\u4e1a\u5206\u7c7b\u3001\u516c\u53f8\u7b80\u4ecb\u3001\u8425\u6536\u533a\u95f4\u7b5b\u9009\uff1b\u5904\u7406\u6570\u636e\u566a\u58f0\uff08\u5982\u9000\u6b3e\u3001\u5e74\u8d39\u6ce2\u52a8\uff09\u4ee5\u63d0\u5347\u6392\u540d\u7a33\u5b9a\u6027\uff1b\u8d28\u7591\u6570\u636e\u6765\u6e90\u7684\u5f00\u653e\u6027\u53ca\u8be2\u95ee\u76c8\u5229\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 Unicorne \u7684\u672c\u8d28\u5e76\u975e\u4e00\u4e2a\u7b80\u5355\u7684\u6392\u884c\u699c\uff0c\u800c\u662f\u4e00\u4e2a\u57fa\u4e8e\u4e13\u6709\u6570\u636e\u8d44\u4ea7\uff08TrustMRR\uff09\u6784\u5efa\u7684\u201c\u589e\u957f\u4fe1\u53f7\u653e\u5927\u5668\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u5c06\u96f6\u6563\u3001\u79c1\u5bc6\u7684\u652f\u4ed8\u5904\u7406\u5668\u6570\u636e\u805a\u5408\u3001\u6e05\u6d17\uff0c\u5e76\u8f6c\u5316\u4e3a\u53ef\u516c\u5f00\u6d88\u8d39\u7684\u3001\u8fd1\u4e4e\u5b9e\u65f6\u7684\u589e\u957f\u52a8\u80fd\u6307\u6807\uff0c\u8fd9\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u6311\u6218\u4e86\u4f20\u7edf\u4e0a\u4f9d\u8d56\u878d\u8d44\u989d\u3001\u5a92\u4f53\u62a5\u9053\u6216\u81ea\u6211\u62a5\u544a\u6765\u8bc4\u4f30\u521d\u521b\u516c\u53f8\u7684\u9648\u65e7\u8303\u5f0f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5de7\u5999\u5730\u6784\u5efa\u4e86\u4e00\u4e2a\u201c\u6570\u636e\u98de\u8f6e\u201d\uff1aTrustMRR \u4e3a Unicorne \u63d0\u4f9b\u53ef\u4fe1\u7684\u71c3\u6599\uff0c\u800c Unicorne \u7684\u9ad8\u8c03\u5c55\u793a\u53c8\u53cd\u5411\u4e3a TrustMRR \u7684\u6570\u636e\u6743\u5a01\u6027\u548c\u5546\u4e1a\u4ef7\u503c\u80cc\u4e66\u3002\u8fd9\u79cd\u5faa\u73af\u589e\u5f3a\u4e86\u5176\u751f\u6001\u7684\u62a4\u57ce\u6cb3\u3002\u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u201c\u589e\u957f\u201d\u88ab\u6781\u7aef\u7b80\u5316\u4e3a\u77ed\u671f\u8425\u6536\u53d8\u5316\uff0c\u8fd9\u56fa\u7136\u76f4\u63a5\uff0c\u4f46\u6781\u6613\u53d7\u5f02\u5e38\u4ea4\u6613\uff08\u5927\u989d\u5e74\u4ed8\u3001\u96c6\u4e2d\u9000\u6b3e\uff09\u5e72\u6270\uff0c\u5bfc\u81f4\u6392\u540d\u5267\u70c8\u6ce2\u52a8\uff0c\u53ef\u80fd\u653e\u5927\u566a\u58f0\u800c\u975e\u4fe1\u53f7\uff0c\u6b63\u5982\u8bc4\u8bba\u4e2d\u654f\u9510\u6307\u51fa\u7684\u3002\u5176\u6b21\uff0c\u699c\u5355\u7684\u201c\u9ed1\u7bb1\u201d\u7b97\u6cd5\uff08\u5c3d\u7ba1\u6709\u89e3\u91ca\uff09\u7f3a\u4e4f\u5bf9\u6bcf\u4e2a\u6392\u4f4d\u53d8\u52a8\u7684\u7f6e\u4fe1\u5ea6\u8bf4\u660e\uff0c\u524a\u5f31\u4e86\u5176\u672c\u5e94\u5f15\u4ee5\u4e3a\u50b2\u7684\u201c\u900f\u660e\u5ea6\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u5e02\u573a\u5b9a\u4f4d\u770b\uff0c\u5b83\u66f4\u50cf\u4e00\u4e2a\u9762\u5411\u521b\u4e1a\u5708\u548c\u65e9\u671f\u6295\u8d44\u8005\u7684\u201c\u98ce\u5411\u6807\u201d\u4e0e\u201c\u7075\u611f\u5de5\u5177\u201d\uff0c\u800c\u975e\u4e25\u8083\u7684\u5c3d\u804c\u8c03\u67e5\u4f9d\u636e\u3002\u5176\u6700\u5927\u8d21\u732e\u6216\u8bb8\u662f\u5851\u9020\u4e86\u4e00\u79cd\u65b0\u7684\u6587\u5316\uff1a\u5c06\u8425\u6536\u589e\u957f\u8fd9\u4e00\u786c\u6307\u6807\u7f6e\u4e8e\u805a\u5149\u706f\u4e0b\uff0c\u8fdb\u884c\u8fd1\u4e4e\u6b8b\u9177\u7684\u516c\u5f00\u6bd4\u8f83\uff0c\u8fd9\u672c\u8eab\u5c31\u5bf9\u521b\u4e1a\u793e\u533a\u6784\u6210\u4e86\u5f3a\u70c8\u7684\u6fc0\u52b1\u548c\u538b\u529b\u3002\u4f46\u82e5\u60f3\u4ece\u201c\u9177\u4ea7\u54c1\u201d\u8fdb\u5316\u4e3a\u201c\u5173\u952e\u57fa\u7840\u8bbe\u65bd\u201d\uff0c\u5b83\u5fc5\u987b\u5728\u6570\u636e\u6cbb\u7406\uff08\u5f02\u5e38\u68c0\u6d4b\u3001\u5e73\u6ed1\u5904\u7406\uff09\u3001\u7ef4\u5ea6\u4e30\u5bcc\u6027\uff08\u884c\u4e1a\u3001\u9636\u6bb5\u7ec6\u5206\uff09\u548c\u89e3\u8bfb\u6df1\u5ea6\u4e0a\u6295\u5165\u66f4\u591a\uff0c\u4ee5\u5e73\u8861\u5176\u8ffd\u6c42\u7684\u201c\u5b9e\u65f6\u6027\u201d\u4e0e\u201c\u6d1e\u5bdf\u53ef\u9760\u6027\u201d\u4e4b\u95f4\u7684\u5929\u7136\u77db\u76fe\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\">Unicorne<\/span>\n <\/div>\n<div class=\"comment-content\">Watch the top 20 fastest growing tech startups in real-time. Rankings updated hourly with verified revenue data from Stripe, Paddle, and RevenueCat.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey, it’s <a href=\"https:\/\/twitter.com\/marclou\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Marc<\/strong><\/a>!<\/p>\n<\/p>\n<p>I built this leaderboard of the 20 fastest-growing tech startups.<\/p>\n<\/p>\n<p>It\u2019s powered by my $1.2B database of verified startup revenues (<a href=\"https:\/\/trustmrr.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>TrustMRR<\/strong><\/a>), processing 10,000+ real payments per day.<\/p>\n<\/p>\n<p>Sometimes a startup goes viral overnight.<\/p>\n<\/p>\n<p>I created <a href=\"https:\/\/www.unicor.ne\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Unicorne<\/strong><\/a> to surface this signal.<\/p>\n<\/p>\n<p>It ranks startups by revenue growth over 7d, 30d, and 90d. Every startup listed on TrustMRR is re-analyzed for growth every hour, and recent performance is compared to historical baselines. Consistent acceleration ranks higher.<\/p>\n<\/p>\n<p>A unicorn might already be in there \ud83e\udd84<\/p>\n<\/p>\n<p>Hope you like it<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@marclou\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marclou<\/a> Love how you continue to compound previous projects into new useful startups. This is another great one! Will definitely be checking this out and keeping tabs on new up and coming unicorns (hopefully my startup will be there \ud83d\udc40)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@marclou\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marclou<\/a> <\/p>\n<p>Great job my man!<br \/>Rooting for you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@marclou\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marclou<\/a> very cool project, (as well as trustmrr overall)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 got to the site, the first thing that came to mind was “vroom vroom” lol. Super sick to see <a href=\"https:\/\/www.producthunt.com\/@kitze_kitze_\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"kitze_kitze_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kitze_kitze_<\/a> up in the leaderboard! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@kitze_kitze_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kitze_kitze_<\/a>  <a href=\"https:\/\/www.producthunt.com\/@gabe\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gabe<\/a> he’s crushing it lol<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Awesome job marc!<\/strong><\/p>\n<p>Checking the unicorn dashboard every day to<br \/>A: Get inspiration<\/p>\n<p>and B:<br \/>Check if MoveMRR has made it up the leader board yet!<\/p>\n<p>Honestly, it is quite a huge motivation to see other successful dev and dig into their background story, just to realize you can do the same thing yourself!<\/p>\n<p>Keep it up!<br \/>Your #1 fanboi <3<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Love it @marclou<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Hourly re-ranking on verified payment streams can get noisy fast from refunds, annual-plan spikes, and provider latency causing leaderboard churn and false \u201cviral\u201d signals.<\/p>\n<p>Best practice is event-sourced revenue normalization with dedupe + currency handling, anomaly detection, and confidence intervals with smoothing so ranks move on statistically significant deltas.<\/p>\n<p>How are you normalizing Stripe vs Paddle vs RevenueCat events (refunds, trials, upgrades) and do you expose a confidence score or audit trail for why a startup moved up?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is pretty cool and nicely designed and I also like the domain haha. Curious if you have any monetization plans or just eager to provide a public good? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 the Marc Lou flywheel in action: build TrustMRR to verify revenue, then use that data to rank the fastest growing startups with Unicorne. Each product makes the other more valuable. Love it Marc!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Amazing Marc keep 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wow, Unicorne is seriously cool! Love that the rankings are updated hourly with verified revenue data. How do you handle outliers in the MRR data to ensure a fair ranking?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Interesting! Would be nice to see the company industry or some short description without leaving this website<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Hahaha this is fun, nice Marc!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the transparency angle here! Using real payment processor data (Stripe\/Paddle\/RevenueCat) makes this so much more credible than self-reported numbers. Quick question: do you have any plans to segment by industry or revenue band? Would be fascinating to see which sectors are growing fastest, or maybe a separate “fastest growing under $1M ARR” list for earlier stage startups.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice one <a href=\"https:\/\/www.producthunt.com\/@marclou\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"marclou\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marclou<\/a> !<\/p>\n<p>IMO only non-anonymous startups should qualify, but not a big deal \ud83e\udd37\u200d\u2642\ufe0f<br \/>I also feel like the into animation could be a bit smoother, but I can’t quite put my finger on why… maybe it’s just too fast?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>amazing idea! Though i did not know that information from Stripe is in open source. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 absolutely love the UI! So fun! And I\u2019m curious about the future roadmap \u2013 are you planning to add more company-specific insights or perhaps categories (like SaaS, FinTech, etc.)?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is genius ahahah! <\/p>\n<p>Congrats on the launch guys \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>TrustMRR is awesome!<\/p>\n<p>I need to sell more to be listed there \ud83d\ude00<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Nice. How is the Trusted MRR validated ?<\/div>\n<div class=\"comment-actions\">\n<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\/@bartvandekooij\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bartvandekooij<\/a> Companies add an api key for Stripe\/Polar\/Lemonsqueezy accounts<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bartvandekooij\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bartvandekooij<\/a> via API keys from <a href=\"https:\/\/trustmrr.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>TrustMRR<\/strong><\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Would be cool to sort them out according to categories \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I love how you came up with the name, what’s the ideology behind this?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/YWPHHDR6PI3PGM\" class=\"app-title\">Umbrel Pro<\/a><\/p>\n<div class=\"one-liner\">16TB home cloud server. Run OpenClaw, store files, and more.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">287<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u96c6\u6210\u4e86\u9ad8\u6027\u80fd\u786c\u4ef6\u4e0e\u6613\u7528\u64cd\u4f5c\u7cfb\u7edf\u7684\u5bb6\u5ead\u4e91\u670d\u52a1\u5668\uff0c\u901a\u8fc7\u4e00\u4f53\u5316\u7684\u8f6f\u786c\u4ef6\u8bbe\u8ba1\u548c\u4e30\u5bcc\u7684\u81ea\u6258\u7ba1\u5e94\u7528\u751f\u6001\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5bf9\u6570\u636e\u9690\u79c1\u3001\u8ba2\u9605\u8d39\u7528\u3001\u590d\u6742\u914d\u7f6e\u548c\u5de5\u4e1a\u7f8e\u5b66\u7684\u75db\u70b9\uff0c\u5b9e\u73b0\u4e86\u4e2a\u4eba\u6570\u636e\u7684\u5b8c\u5168\u638c\u63a7\u548c\u4fbf\u6377\u7ba1\u7406\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\/e5f7455a-5c85-462c-8ff8-a963c95f5753.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\/c22f367c-b704-42a7-9ded-478f6588ea31.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\/8a9fafa9-1f9d-4c45-b5dc-89b15cdf2103.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\/4ab43908-ae18-4913-93be-d4f958eb62e4.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\/3041b5fb-cec1-4815-a774-476da5a83d9e.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=cOUQfxLFGT0\"><source src=\"https:\/\/www.youtube.com\/watch?v=cOUQfxLFGT0\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Hardware<\/span><br \/>\n <span class=\"tag\">Privacy<\/span><br \/>\n <span class=\"tag\">Tech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5bb6\u5ead\u4e91\u670d\u52a1\u5668<\/span><br \/>\n <span class=\"tag\">\u81ea\u6258\u7ba1<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u9690\u79c1<\/span><br \/>\n <span class=\"tag\">\u4e00\u4f53\u673a<\/span><br \/>\n <span class=\"tag\">\u79c1\u6709\u4e91\u5b58\u50a8<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u5de5\u4e1a\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u65e0\u8ba2\u9605\u5236<\/span><br \/>\n <span class=\"tag\">\u5bb6\u5ead\u5a92\u4f53\u4e2d\u5fc3<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u5bb6\u5c45\u4e2d\u67a2<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u8bbe\u8ba1\u3001\u9759\u97f3\u548c\u6613\u7528\u6027\uff0c\u5e76\u8ba4\u53ef\u5176\u9488\u5bf9\u4f20\u7edfNAS\u548cMac Mini\u7b49\u65b9\u6848\u7684\u6539\u8fdb\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u660e\u786e\u4ea7\u54c1\u5b9a\u4f4d\uff08\u6d88\u8d39\u7ea7\u6216\u4e13\u4e1a\u7ea7\uff09\uff1b\u8be2\u95ee\u4e0eApple Silicon\u7684\u6027\u80fd\u5bf9\u6bd4\u53ca\u5177\u4f53\u529f\u8017\uff1b\u8981\u6c42\u5f3a\u5316ZFS\u6570\u636e\u5b89\u5168\u548c\u5e94\u7528\u66f4\u65b0\u7ba1\u7406\uff1b\u8be2\u95ee\u662f\u5426\u6709\u589e\u52a0\u5185\u5b58\u7684\u89c4\u5212\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Umbrel Pro\u5e76\u975e\u7b80\u5355\u7684\u786c\u4ef6\u5347\u7ea7\uff0c\u800c\u662f\u4e00\u6b21\u9488\u5bf9\u201c\u6280\u672f\u666e\u60e0\u201d\u4e0e\u201c\u4f53\u9a8c\u5347\u7ea7\u201d\u7684\u7cbe\u51c6\u5361\u4f4d\u3002\u5b83\u7528\u6d88\u8d39\u7535\u5b50\u54c1\u7684\u601d\u7ef4\u6539\u9020\u4e86\u4f20\u7edfNAS\u5e02\u573a\uff1a\u6df1\u6cfd\u76f4\u4eba\u5f0f\u7684\u94dd\u6728\u8bbe\u8ba1\u6d88\u89e3\u4e86\u670d\u52a1\u5668\u7684\u5de5\u4e1a\u51b0\u51b7\u611f\uff0cumbrelOS\u7684\u4e00\u952e\u5e94\u7528\u5b89\u88c5\u5219\u5927\u5e45\u964d\u4f4e\u4e86\u81ea\u6258\u7ba1\u7684\u6280\u672f\u95e8\u69db\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u6784\u5efa\u4e86\u4e00\u4e2a\u201c\u9690\u79c1\u5373\u670d\u52a1\u201d\u7684\u5b8c\u6574\u95ed\u73af\u2014\u2014\u7528\u6237\u4e3a\u786c\u4ef6\u4e00\u6b21\u6027\u4ed8\u8d39\uff0c\u5373\u53ef\u6c38\u4e45\u9003\u79bb\u4e91\u670d\u52a1\u7684\u8ba2\u9605\u5236\u4e0e\u6570\u636e\u76d1\u63a7\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5149\u9c9c\u4e4b\u4e0b\u6697\u85cf\u6311\u6218\u3002\u5176\u4e00\uff0c\u201cPro\u201d\u4e4b\u540d\u4e0e\u6838\u5fc3\u786c\u4ef6\uff08\u4f4e\u529f\u8017i3-N300\u300116GB\u5185\u5b58\u4e0a\u9650\uff09\u5b58\u5728\u5f20\u529b\uff0c\u8fd9\u9650\u5236\u4e86\u5176\u5728AI\u63a8\u7406\u7b49\u91cd\u8d1f\u8f7d\u573a\u666f\u7684\u201cPro\u201d\u8868\u73b0\uff0c\u5176\u4e3b\u6218\u573a\u4ecd\u662f\u5a92\u4f53\u6d41\u3001\u6587\u4ef6\u540c\u6b65\u7b49\u4e2d\u4f4e\u5f3a\u5ea6\u4efb\u52a1\u3002\u5176\u4e8c\uff0c\u5c06\u590d\u6742\u6027\u5c01\u88c5\u4e8e\u201c\u4e00\u952e\u201d\u4e4b\u4e0b\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8eZFS\u914d\u7f6e\u3001\u5e94\u7528\u9694\u79bb\u4e0e\u5b89\u5168\u66f4\u65b0\u7684\u5c16\u9510\u63d0\u95ee\uff0c\u76f4\u6307\u5176\u6838\u5fc3\u77db\u76fe\uff1a\u5f53\u7cfb\u7edf\u5c01\u88c5\u5f97\u8d8a\u5f7b\u5e95\uff0c\u975e\u6280\u672f\u7528\u6237\u8d8a\u96be\u4ee5\u6d1e\u5bdf\u5e95\u5c42\u72b6\u6001\uff0c\u4e00\u65e6\u51fa\u73b0\u201c\u9759\u9ed8\u6570\u636e\u635f\u574f\u201d\u6216\u5e94\u7528\u6f0f\u6d1e\uff0c\u540e\u679c\u53ef\u80fd\u66f4\u4e25\u91cd\u3002\u4ea7\u54c1\u80fd\u5426\u4ece\u201c\u6613\u7528\u201d\u8d70\u5411\u201c\u53ef\u9760\u201d\uff0c\u53d6\u51b3\u4e8e\u5176\u540e\u53f0\u8fd0\u7ef4\u81ea\u52a8\u5316\u4e0e\u524d\u7aef\u5065\u5eb7\u5ea6\u53ef\u89c6\u5316\u7684\u6df1\u5ea6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cUmbrel Pro\u662f\u201c\u53cd\u4e91\u65f6\u4ee3\u201d\u7684\u7cbe\u81f4\u4ea7\u7269\u3002\u5b83\u4e0d\u8ffd\u6c42\u6781\u81f4\u7684\u6027\u80fd\u53c2\u6570\uff0c\u800c\u662f\u7cbe\u51c6\u72d9\u51fb\u4e86\u90a3\u4e9b\u53d7\u591f\u4e86\u79d1\u6280\u5de8\u5934\u6570\u636e\u9738\u6743\u3001\u53c8\u754f\u60e7\u4f20\u7edf\u5f00\u6e90\u65b9\u6848\u590d\u6742\u6027\u7684\u201c\u7cbe\u81f4\u5b9e\u7528\u4e3b\u4e49\u8005\u201d\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u5176\u80fd\u5426\u5728\u4fdd\u6301\u7b80\u6d01\u4f53\u9a8c\u7684\u540c\u65f6\uff0c\u6784\u5efa\u8d77\u4e0d\u4e9a\u4e8e\u4f01\u4e1a\u7ea7\u7684\u3001\u9690\u5f62\u7684\u6570\u636e\u5b89\u5168\u62a4\u57ce\u6cb3\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\">Umbrel Pro<\/span>\n <\/div>\n<div class=\"comment-content\">Home cloud server with 4 NVMe SSD slots for up to 16TB storage. Milled from a single block of aluminum and framed with American Walnut. Powered by umbrelOS – run OpenClaw, Immich (photo\/video backups), and hundreds of self-hosted apps with one click.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt! \ud83d\udc4b<\/p>\n<p>I\u2019m Mayank, one of the founders of Umbrel.<\/p>\n<p><strong>The story:<\/strong><\/p>\n<p>5 years ago, we started building umbrelOS to make running a home server accessible to everyone. 3 years ago, we launched the Umbrel Home – our first plug-and-play home cloud server.<\/p>\n<\/p>\n<p>But users kept asking for three things: more power, more storage, and RAID (so no data loss even if an SSD fails).<\/p>\n<\/p>\n<p>Last week, we launched our dream hardware: <a href=\"https:\/\/umbrel.com\/umbrel-pro?utm_source=producthunt&utm_medium=referral&utm_campaign=umbrel_pro_launch\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Umbrel Pro<\/strong><\/a>.<\/p>\n<p><strong>Who is this for?<\/strong><\/p>\n<ul>\n<li>\n<p>You’ve been considering a <strong>NAS<\/strong> but don’t want something big, loud, and bulky with the UI and industrial design of the 2010s.<\/p>\n<\/li>\n<li>\n<p>You’re paying for <strong>iCloud or Google Photos<\/strong> and it bugs you that your photos live on a company’s servers that can lock you out anytime.<\/p>\n<\/li>\n<li>\n<p>You’ve been eyeing a <strong>Mac Mini<\/strong> for <strong>OpenClaw<\/strong> but dedicating a whole Mac to one thing feels off. Umbrel Pro can run OpenClaw alongside 300 other self-hosted apps, all on something purposefully built to stay on 24\/7 with negligible power draw.<\/p>\n<\/li>\n<li>\n<p>You’ve been meaning to set up <strong>Plex<\/strong> to stream 4K movies to your TV, or <strong>Home Assistant<\/strong> for home automation, but the setup always felt like a hassle. With umbrelOS, it’s one click.<\/p>\n<\/li>\n<\/ul>\n<p>One purchase, no subscriptions, and you own all your data.<\/p>\n<p><strong>The industrial design:<\/strong><br \/>We mill the chassis from a single solid block of aluminum, sandblast and anodize it to a deep matte black finish, and frame it with real American Walnut wood.<\/p>\n<p>We posted a behind-the-scenes video of <a href=\"https:\/\/www.youtube.com\/watch?v=4IAXfgBnRe8\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>how it’s manufactured<\/strong><\/a> if you want to geek out on the machining.<\/p>\n<p><strong>Powered by umbrelOS:<\/strong><br \/>No keyboard or display required. Just open umbrel.local on any browser on the same network and start dropping your files in. You can also add it Dropbox-style as a network folder on Mac\/Windows, or even on your phone.<\/p>\n<p>The <a href=\"https:\/\/apps.umbrel.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Umbrel App Store<\/a> has hundreds of apps, like OpenClaw, Bitcoin Node, Immich (self-hosted Google Photos), Plex\/Jellyfin, Ollama, Nextcloud, and more – all one-click install.<\/p>\n<\/p>\n<p><strong>Specs:<\/strong><\/p>\n<ul>\n<li>\n<p>4x NVMe SSD slots: Magnetic lid, no-tool SSD swaps, up to 16TB.<\/p>\n<\/li>\n<li>\n<p>2.5GbE LAN: Fast enough to edit 4K footage directly off of it.<\/p>\n<\/li>\n<li>\n<p>8-Core Intel Core i3-N300, 16GB LPDDR5 RAM.<\/p>\n<\/li>\n<li>\n<p>FailSafe Mode: You can start with 1 SSD and add more later to enable RAID. Powered by ZFS.<\/p>\n<\/li>\n<li>\n<p>Whisper quiet: The entire magnetic lid acts as a heatsink for the SSDs and you can barely ever hear the fan.<\/p>\n<\/li>\n<\/ul>\n<p>Umbrel Pro is shipping worldwide now, and you can order it on our website (from $699 \/ 599 \u20ac \/ \u00a3529).<\/p>\n<p>We’d love your feedback! If you’ve got any questions regarding the hardware or the software, our team will be hanging out in the comments all day!<\/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\/@mayankchhabra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mayankchhabra<\/a> Congrats Mayank! Do you see Umbrel Pro as a consumer product, prosumer tool, or enterprise solution, or all of the above?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mayankchhabra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mayankchhabra<\/a> I\u2019ve been struggling with [problem] for months. This saves me hours every week. Great job!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 timing on this is perfect – traditional NAS systems feel so dated compared to what you’ve built here. Love that you listened to the community feedback from Umbrel Home and delivered on all three asks: more power (i3-N300), more storage (16TB), and RAID support (ZFS). Question for you: what’s been the most popular use case among early users? Are people mainly using it for media\/Plex, or are you seeing more interest in running AI models locally with OpenClaw?<\/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>How would an <strong>Intel\u00ae Core\u2122 i3-N300<\/strong> compare with <a href=\"https:\/\/www.apple.com\/newsroom\/2025\/10\/apple-unleashes-m5-the-next-big-leap-in-ai-performance-for-apple-silicon\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Apple silicon M5<\/a>?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>M5 beats N300 any time of the day in terms of raw compute power. But N300 is great for running 24×7 tasks\/home server apps (~7W power consumption, 8 efficient cores). They’re both meant for different use cases. Mac is designed to be personal computer, Umbrel Pro is designed be a personal server – so different engineering decisions\/tradeoffs.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 running Ollama on a Mac Mini for local inference, and the always-on tax is real. Dedicating a whole machine to serve a couple models feels wasteful when it sits idle 80% of the day. Umbrel Pro with 4 NVMe slots, ZFS, and one-click Ollama plus OpenClaw on a 7W chip is a much better fit for that use case. FailSafe Mode starting with 2 drives and scaling to 4 later is a nice touch for people who don’t want to buy all their storage upfront.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 aluminum + walnut design is what sold me \u2014 finally a home server that doesn’t look like IT equipment from 2010. ZFS with FailSafe Mode is smart for people who want peace of mind but don’t want to buy 4 SSDs upfront. What’s the typical power draw when running a few apps like OpenClaw + Immich? Always curious about the 24\/7 running cost.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>A plug-and-play ZFS box at home will hit scale pain on silent data loss risks from misconfigured pools plus long-term security patching across 300+ one-click apps.<\/p>\n<p>Best practice is automated ZFS snapshots + scrub schedules with SMART alerts, plus signed app manifests and unattended OS\/app updates with rollback for bad releases.<\/p>\n<p>How are you handling app isolation and update provenance today, and will you surface a \u201chealth score\u201d UI (pool status, scrub cadence, failed backups) for non-technical 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<div class=\"comment-item\">\n<div class=\"comment-content\">32gb ram on roadmap?<\/div>\n<div class=\"comment-actions\">\n<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>That would be nice, but the Intel N300 (the entire N-series) only supports max 16GB RAM. Though it’s plenty for most home server use cases. Do you have a specific use case in mind? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/7M7LT7NNHSWHLN\" class=\"app-title\">rivva<\/a><\/p>\n<div class=\"one-liner\">AI Schedule & Planner | Your Day, Planned Around Your Energy<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">222<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>rivva\u662f\u4e00\u6b3eAI\u65e5\u7a0b\u89c4\u5212\u5e94\u7528\uff0c\u901a\u8fc7\u5206\u6790\u7528\u6237\u7684\u7761\u7720\u3001\u80fd\u91cf\u6a21\u5f0f\u4e0e\u8ba4\u77e5\u8d1f\u8377\uff0c\u5c06\u9ad8\u4e13\u6ce8\u5ea6\u4efb\u52a1\u667a\u80fd\u5b89\u6392\u5728\u7528\u6237\u7cbe\u529b\u6700\u5145\u6c9b\u7684\u65f6\u6bb5\uff0c\u89e3\u51b3\u4e86\u9ad8\u5f3a\u5ea6\u5de5\u4f5c\u8005\u5728\u4f20\u7edf\u65f6\u95f4\u7ba1\u7406\u5de5\u5177\u4e0b\u5ffd\u89c6\u751f\u7406\u8282\u5f8b\u3001\u6613\u5bfc\u81f4\u51b3\u7b56\u75b2\u52b3\u548c\u8fc7\u5ea6\u6d88\u8017\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/cea95d9f-a7f4-4ce4-ac04-42240b67dd90.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/lHqCxVawymA?si=4qLcFsu__effgReQ\"><source src=\"https:\/\/youtu.be\/lHqCxVawymA?si=4qLcFsu__effgReQ\" 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\/c7f01798-6096-43c7-8528-14e807ddc859.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\/fea3cba2-6026-4c4b-98d3-5353f17d01ae.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\/3e873afd-c1e1-439a-8de6-ec56daab74d5.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\/effa96e5-e51c-4f55-94c9-37cdd87ebc0c.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\/0c62efa9-3940-4b83-80c6-3ab6f3500263.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\/d221a024-48fa-499d-ac14-ab439b0cc099.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\/13ae2a88-c2c3-4e22-b98a-a719a995f3b6.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\/666e9b89-9770-404f-9710-d7bd349ecdaa.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\/07ddec0e-34b3-488c-8a4f-c9622c15b04b.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Task Management<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4efb\u52a1\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u65e5\u7a0b\u89c4\u5212<\/span><br \/>\n <span class=\"tag\">\u80fd\u91cf\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8ba4\u77e5\u8d1f\u8377\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u65e5\u5386\u6574\u5408<\/span><br \/>\n <span class=\"tag\">\u53ef\u7a7f\u6234\u8bbe\u5907\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u9632\u8fc7\u8f7d\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u4e13\u6ce8\u529b\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u804c\u4e1a\u4eba\u58eb<\/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\u57fa\u4e8e\u80fd\u91cf\u800c\u975e\u65f6\u95f4\u201d\u7684\u6838\u5fc3\u7406\u5ff5\uff0c\u8ba4\u4e3a\u80fd\u6709\u6548\u7f13\u89e3\u8fc7\u8f7d\u3002\u4e3b\u8981\u53cd\u9988\u96c6\u4e2d\u5728\uff1a1. \u5b66\u4e60\u66f2\u7ebf\u4e0e\u6a21\u5f0f\u9002\u5e94\u901f\u5ea6\uff1b2. \u5982\u4f55\u5904\u7406\u4e34\u65f6\u65e5\u7a0b\u51b2\u7a81\u4e0e\u80fd\u91cf\u6ce2\u52a8\uff1b3. \u5bf9\u5171\u4eab\u65e5\u5386\u7f16\u8f91\u7684\u62c5\u5fe7\u53ca\u79c1\u6709\u65e5\u5386\u9700\u6c42\uff1b4. \u4efb\u52a1\u5206\u7c7b\u4e0e\u80fd\u91cf\u5339\u914d\u7684 granularity\uff08\u7cbe\u7ec6\u5ea6\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 rivva\u6240\u4ee3\u8868\u7684\u201c\u80fd\u91cf\u7ba1\u7406\u201d\u8303\u5f0f\uff0c\u662f\u5bf9\u4f20\u7edf\u6548\u7387\u5de5\u5177\u201c\u673a\u68b0\u5316\u65f6\u95f4\u5757\u201d\u601d\u7ef4\u7684\u4e00\u6b21\u503c\u5f97\u5173\u6ce8\u7684\u53db\u79bb\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u53c8\u4e00\u4e2aAI\u8c03\u5ea6\u5668\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u5c06\u201c\u4eba\u201d\u91cd\u65b0\u5efa\u6a21\u4e3a\u4e00\u4e2a\u6709\u751f\u7406\u6ce2\u52a8\u3001\u4f1a\u75b2\u52b3\u7684\u6709\u673a\u4f53\uff0c\u800c\u975e\u6c38\u7eed\u8fd0\u884c\u7684CPU\u3002\u8fd9\u76f4\u51fb\u4e86\u73b0\u4ee3\u77e5\u8bc6\u5de5\u4f5c\u8005\u201c\u65f6\u95f4\u5145\u88d5\uff0c\u7cbe\u529b\u67af\u7aed\u201d\u7684\u6838\u5fc3\u77db\u76fe\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u4e0e\u6f5c\u529b\u4e00\u6837\u5de8\u5927\u3002\u9996\u5148\uff0c\u5176\u4ef7\u503c\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u6570\u636e\u8f93\u5165\u7684\u8fde\u7eed\u6027\u4e0e\u51c6\u786e\u6027\uff08\u5982\u53ef\u7a7f\u6234\u8bbe\u5907\uff09\uff0c\u8fd9\u4e3a\u4f7f\u7528\u8bbe\u7acb\u4e86\u95e8\u69db\uff0c\u4e14\u201c\u80fd\u91cf\u201d\u4f5c\u4e3a\u4e00\u4e2a\u6a21\u7cca\u7684\u590d\u5408\u6307\u6807\uff0c\u5176\u7b97\u6cd5\u9ed1\u7bb1\u53ef\u80fd\u6210\u4e3a\u4fe1\u4efb\u74f6\u9888\u3002\u5176\u6b21\uff0c\u4ece\u8bc4\u8bba\u770b\uff0c\u5b83\u6b63\u9677\u5165\u201c\u5de5\u5177\u7406\u6027\u201d\u4e0e\u201c\u4eba\u6027\u5f39\u6027\u201d\u7684\u7ecf\u5178\u6096\u8bba\uff1a\u7528\u6237\u65e2\u5e0c\u671b\u5b83\u8db3\u591f\u667a\u80fd\u4ee5\u81ea\u52a8\u5316\u89c4\u5212\uff0c\u53c8\u62c5\u5fe7\u5176\u8fc7\u5ea6\u9002\u5e94\u77ed\u671f\u6ce2\u52a8\u6216\u65e0\u6cd5\u5904\u7406\u201c\u610f\u5916\u201d\u800c\u53d8\u5f97\u4e0d\u53ef\u9884\u6d4b\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u5728\u8981\u6c42AI\u7406\u89e3\u4eba\u7c7b\u751f\u6d3b\u7684\u201c\u4e0a\u4e0b\u6587\u201d\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u65e5\u5386\u4e8b\u4ef6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u76ee\u524d\u5b9a\u4f4d\u201c\u9ad8\u5f3a\u5ea6\u4e13\u4e1a\u4eba\u58eb\u201d\u662f\u660e\u667a\u7684\uff0c\u56e0\u4e3a\u8be5\u7fa4\u4f53\u5bf9\u201c\u7cbe\u529b\u6210\u672c\u201d\u611f\u77e5\u6700\u75db\uff0c\u4e14\u65e5\u7a0b\u6570\u636e\u76f8\u5bf9\u89c4\u6574\u3002\u4f46\u957f\u8fdc\u770b\uff0c\u5176\u5929\u82b1\u677f\u5728\u4e8e\u80fd\u5426\u4ece\u201c\u5de5\u4f5c\u8c03\u5ea6\u4f18\u5316\u5668\u201d\u6f14\u8fdb\u4e3a\u771f\u6b63\u7684\u201c\u8ba4\u77e5\u5468\u671f\u4f19\u4f34\u201d\u3002\u8fd9\u610f\u5473\u7740\u5b83\u53ef\u80fd\u9700\u8981\u66f4\u4e3b\u52a8\u5730\u4ecb\u5165\u4efb\u52a1\u5b9a\u4e49\uff08\u5982\u8bc6\u522b\u8017\u80fd\u7c7b\u578b\uff09\u3001\u63d0\u4f9b\u52a8\u6001\u8c03\u6574\u7684\u201c\u7cbe\u529b\u9884\u7b97\u201d\uff0c\u751a\u81f3\u5728\u7cfb\u7edf\u5c42\u9762\u9f13\u52b1\u4f11\u606f\u4e0e\u6062\u590d\uff0c\u800c\u975e\u4ec5\u4ec5\u66f4\u9ad8\u6548\u5730\u586b\u6ee1\u65f6\u95f4\u3002\u82e5\u4e0d\u80fd\u6df1\u5316\u81f3\u6b64\uff0c\u5b83\u53ef\u80fd\u4ec5\u4f1a\u6210\u4e3a\u53e6\u4e00\u4e2a\u4e3a\u201c\u6548\u7387\u81f3\u4e0a\u201d\u6587\u5316\u670d\u52a1\u7684\u7cbe\u81f4\u5de5\u5177\uff0c\u800c\u975e\u5176\u521b\u59cb\u4eba\u6240\u53cd\u611f\u7684\u201c burnout\uff08\u5026\u6020\uff09\u63a8\u624b\u201d\u7684\u89e3\u6bd2\u5242\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\">rivva<\/span>\n <\/div>\n<div class=\"comment-content\">rivva is an AI task manager and calendar planner that organises your day around how well you can actually think and work, so demanding tasks land when your focus is strongest. Most productivity tools only model activity; they track tasks and meetings, but ignore the limits of human attention. rivva works from a fuller picture by combining what you need to do with how much capacity you have to do it, using your tasks and calendar alongside signals from sleep, energy patterns, and cognitive load.<\/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\ud83c\udffd<\/p>\n<p>I\u2019m Peace, co-founder of rivva.<\/p>\n<p>Like many ambitious people, I built a reputation for getting a lot done. Over time, that ability to push through became both my strength and my weakness. By 29, I had burned out twice.<\/p>\n<p>That forced me to rethink productivity. I started studying how cognitive energy works and how much it is shaped by sleep, context, and timing.<\/p>\n<p>I reached one clear conclusion: productivity is not about squeezing more out of time; it is about managing energy. Focus, creativity, and judgement rise and fall through the day, and our best work happens when effort matches that rhythm.<\/p>\n<p>That is why we built rivva.<\/p>\n<p>rivva brings your email, tasks, and calendar into one system, then schedules work based on your energy patterns and real availability. The aim is simple: help you get important work done without overload.<\/p>\n<p>What rivva does:<\/p>\n<p>– Task management: Capture, organise, and schedule tasks in one place<\/p>\n<p>– Inbox: Extracts tasks from email, including meeting notes, Jira issues, and Notion comments<\/p>\n<p>– Energy insights: Connect your wearable and see when you are naturally sharpest<\/p>\n<p>– AI scheduling: Plans work around availability and energy patterns<\/p>\n<p>– Nia (AI chat): Create tasks, plan your week, set up meetings, or ask for guidance<\/p>\n<p>– Planner: Multi-calendar view with time-blocking<\/p>\n<p>We built rivva for founders, executives, and high-output professionals who already work hard and want a system that respects how the mind actually works.<\/p>\n<p>I would genuinely love to hear what you think. Try it out and tell us what feels useful, confusing, or missing.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>18<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@peaceitimi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peaceitimi<\/a> Energy-aware planning helps real execution.<br \/>We route planning steps to different models via GTWY.<br \/>Keeping scheduling logic modular reduces brittle flows.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@peaceitimi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peaceitimi<\/a> sounds interesting, I\u2019m definitely trying this out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@peaceitimi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peaceitimi<\/a> The energy-first framing really resonates! Curious how rivva handles energy drift over time, when someone\u2019s sleep, stress, or workload changes week to week, how quickly does the system adapt its scheduling without becoming unpredictable or intrusive ?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Glad to have been part of the team that worked on rivva. <\/p>\n<p>My favorite feature is Nia, the AI assistant. Being able to dump my entire task list in chat and have her auto-schedule everything and timeblock it in my calendar is so *chef’s kiss.<\/p>\n<p>Also like that when I’m in a productivity slump, I can ask her for coaching or help in re-prioritising, and she helps me get unstuck and start moving again.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ladefalobi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ladefalobi<\/a> You have been awesome Lade!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Started using it back in beta, and it\u2019s made scheduling around my energy so much easier.<\/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\">@sherlocs so glad to hear this. Thank you<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019ve been trying Rivva while it\u2019s still in beta and it\u2019s honestly refreshing to see a planner that actually accounts for mental energy, not just time. Still early days, but the idea of scheduling work around real focus levels feels like the right direction.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@blessing_ayide\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@blessing_ayide<\/a> Thanks Blessing. Good to see an early user here<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Scheduling around energy patterns instead of just time blocks is smart. How long does it take rivva to learn your rhythm? Can it differentiate between temporary disruptions (bad sleep week) versus actual pattern 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\/@klara_minarikova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@klara_minarikova<\/a> <\/p>\n<\/p>\n<p>This is such a good question.<\/p>\n<\/p>\n<p><strong>How long does it take rivva to learn your rhythm?<\/strong> We start with wearable data from day one, rather than waiting to learn everything manually. During onboarding, if you connect Apple Health, we look at your sleep history over a couple of weeks to establish a baseline energy pattern. That gives Nia an initial view of when you are typically sharper versus when energy dips. From there, the baseline gradually adjusts as new data comes in and you make changes to your schedule.<\/p>\n<\/p>\n<p><strong>Can it differentiate between temporary disruptions (bad sleep week) versus actual pattern changes? <\/strong>Yes. The system is designed to avoid overreacting to short-term changes. A few nights of poor sleep or a single disrupted week will not immediately shift your energy rhythm. We look for consistency over time before adjusting the baseline, so changes only happen when a new pattern has clearly emerged rather than reacting to one-off disruptions.<\/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\">Very cool app! I just started my free trial on rivva and have a few questions when using it. For now I must connect it with my calendar, however many of my calendars are public ones (shared with other people) so I don\u2019t want to make any edits to it. It would be great if rivva can have its own calendar system so I can have a separate calendar inside the app just for myself. Another problem is that I can\u2019t creat a task on my calendar: it keeps saying that there are no free time blocks on mine but I\u2019m sure there are. It might be a bug that needs to be fixed.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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! Anchoring productivity around energy rather than time feels very aligned with how people actually work. How does rivva adapt when someone\u2019s energy patterns change over weeks or months, especially as routines, workloads, or sleep quality shift?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Relevant for times like this where social scrolling have left humans with less attention span and struggle committing stretch of hours to get stuff done. Procrastination is now the order of the day.<\/p>\n<\/p>\n<p>Would be super good to tap into my rhythm get work done in bits according to my mood\/energy.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wow, rivva looks amazing! The energy-based scheduling is such a cool concept. Im curious, how granular can I get with defining my personal energy patterns?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch, y’all! I love any tools that help you find when your peak times are for work. How does rivva determine what my peak energy\/productivity levels are? Can I categorize the “kind” of work a task is so it gets scheduled during an appropriate time? For example, for me, “low energy” tasks could be replying to e-mails or updating work tasks, “high energy” tasks would be heads-down coding tasks or other deep work.<\/p>\n<\/p>\n<p>Awesome work! I look forward to checking it out!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thisismiked\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thisismiked<\/a>  Hi Mike,<\/p>\n<\/p>\n<p>If you use the task manager, you can choose to categorise your tasks as you create them. low energy tasks = admin, high intensity = deep work, chores & habits = personal work etc and rivva uses that categorisation to match the task to the right energy zone. <\/p>\n<\/p>\n<p>If you use Nia, the AI Assistant, she will infer the task type when you share and use that to schedule. Happy to answer more questions<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks amazing, congrats on the launch guys!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@maltepruser\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maltepruser<\/a> Thanks Malte.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 spent a lot of December trying to find a tool exactly like this. A tool that works according to my day because every hour is different. Congratulations on your launch! Definitely checking it out<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@angel_umez\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@angel_umez<\/a> Let me know what you think when you try it out. Very open to feedback<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The shift from time management to energy management is so needed – really resonates with the burnout story behind founding this. Most schedulers just treat us like machines that can context-switch infinitely. Curious about the learning curve: does Nia start with wearable data from day one, or does it learn your patterns over time through manual input first? Also wondering how it handles the unpredictability – like when a surprise meeting tanks your afternoon focus.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@adam_lab\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adam_lab<\/a> Great question, Adam.<\/p>\n<\/p>\n<p>We start with wearable data from day one, rather than waiting to learn everything manually. During onboarding, if you connect Apple Health, we look at your sleep history over a couple of weeks to establish a baseline energy pattern. That gives Nia an initial view of when you are typically sharper versus when energy dips. From there, the baseline gradually adjusts as new data comes in and you make changes to your schedule.<\/p>\n<\/p>\n<p>In terms of unpredictability, today we treat meetings as a hard constraint. If a meeting appears on your calendar and conflicts with a scheduled task, the task is automatically moved. Similarly, if you add a higher-priority task or something with a tighter deadline, lower-priority work is rescheduled to make space.<\/p>\n<\/p>\n<p>The goal right now is not to perfectly predict every bad afternoon, but to reduce the amount of manual replanning you have to do when the day inevitably changes.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>congrats! can you tell more about what kind of use cases do you cover? is it for personal use or work? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sasha_dikan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sasha_dikan<\/a> Right now, rivva is mainly used for work. People use it to capture tasks from emails, view everything planned alongside the planner, and have Nia, the AI assistant, schedule your work into the week based on your availability and energy, rather than manually deciding when to do it.<\/p>\n<\/p>\n<p>A typical flow looks like this: tasks come in from email or are added in chat, rivva looks at your meetings and your energy patterns, and then suggests when to do focused work versus lighter admin and schedules it on your planner in one click. <\/p>\n<\/p>\n<p>You can also ask the chat to batch similar tasks into a time block, e.g., all work around “rivva launch into my Thursday afternoon” or move work around when the day changes.<\/p>\n<\/p>\n<p>Some people include personal tasks, but the core use case today is reducing planning effort and decision fatigue around work, not tracking habits or life admin.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\u2019ve experienced rivva since its beta, and it\u2019s been great seeing how much it\u2019s matured by launch. As a designer, I really appreciate how it reframes productivity around clarity and capacity, not hustle. Energy-aware planning feels like the right next step for this category. Well done \ud83d\udc4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I totally love this product! I signed up 3 days ago and it’s quickly become a ritual, love how it surfaces tasks that I am almost forgetting so I don’t drop the ball!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@manliketoka\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@manliketoka<\/a> Thanks Toka<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nothing brings me more joy than building with a team that’s solving real problems. <\/p>\n<p>rivva has helped me become more aware of how my energy affects my output and that’s something I never considered before. The best part of rivva for me is Smart schedule. I don’t need to think of when to do work, I just need to toggle a button and rivva does it for me. This way, I spend more time actually working than planning to work.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@eniola_falana\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eniola_falana<\/a> Thanks Eniola<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 energy-based approach! Burnout is real, and most planners ignore it completely.<\/p>\n<p>When Nia auto-schedules tasks, does the user get a chance to review\/approve the plan before it’s set? Or does it just go straight to the calendar?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@virtualviki\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@virtualviki<\/a> love this <a href=\"https:\/\/question.You\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">question.<\/a> You always approve. If you send Nia a dump of stuff you need to do this week, it’d generate a plan, you approve with a click, and it schedules it all at once. You can timeblock all or selected tasks on your primary calendar as well.<\/p>\n<\/p>\n<p>Also, if we can’t find a time, you’d see a notification in your task manager. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Tried rivva when it was in beta and the approach to time and energy management is quite unique.<\/p>\n<\/p>\n<p>Congrats to the team on the launch. This is a thoughtful take on productivity that respects attention, and not just activity.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@realjaymes\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@realjaymes<\/a> James! Thank you so much<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Most tools forget we aren’t robots. \ud83d\ude43 How does Rivva actually track ‘energy’? Is it based on manual input, or does it integrate with wearables like Oura or Apple Health?<\/div>\n<div class=\"comment-actions\">\n<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\/@tereza_hurtova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tereza_hurtova<\/a>  thanks for asking.<\/p>\n<p>We support both.<\/p>\n<\/p>\n<p>On iOS, Rivva connects to Apple Health, which allows us to read sleep data from wearables like Oura, WHOOP, Fitbit, and others that sync there. We start with sleep because it is a reliable signal for circadian rhythm, which has a strong influence on cognitive energy. That data is pulled in automatically.<\/p>\n<\/p>\n<p>On web, energy is currently based on manual sleep and wake inputs. We are adding direct wearable connections there as well, and releasing Android soon, so Android users can have the same experience.<\/p>\n<\/p>\n<p>The goal is to combine passive signals with light manual input, rather than asking people to track everything themselves.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chilarai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chilarai<\/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\">#5<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/EHFWVFR7ZYRWGA\" class=\"app-title\">Dropstone 3<\/a><\/p>\n<div class=\"one-liner\">The first multiplayer AI code editor. Now with Share Chat.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">198<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Dropstone 3\u662f\u4e00\u6b3e\u9996\u521b\u7684\u591a\u4eba\u5728\u7ebfAI\u4ee3\u7801\u7f16\u8f91\u5668\uff0c\u901a\u8fc7\u201c\u5171\u4eab\u804a\u5929\u201d\u529f\u80fd\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u5355\u673aAI\u7f16\u7a0b\u5de5\u5177\u4e2d\u9047\u5230\u534f\u4f5c\u56f0\u96be\u3001\u4e0a\u4e0b\u6587\u5272\u88c2\u7684\u75db\u70b9\uff0c\u5b9e\u73b0\u4e86\u56e2\u961f\u4e0eAI\u4ee3\u7406\u5728\u7edf\u4e00\u4e0a\u4e0b\u6587\u4e2d\u5b9e\u65f6\u534f\u540c\u7f16\u7a0b\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\/8dd57d0a-75cf-4eaf-a9dc-a66ce786adf4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f3d90758-5ccd-4ca7-9b37-8a18dd5a295f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/915ae8b3-85e1-4241-8188-32f2395d632d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3ce2729f-2d84-433f-9be4-bdb285a10ff4.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\/8584c0ac-8bfe-446c-bf30-7950d95ce20a.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=RqHS6_vOyH4\"><source src=\"https:\/\/www.youtube.com\/watch?v=RqHS6_vOyH4\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f16\u7a0b\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u591a\u4eba\u5728\u7ebf\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u7f16\u8f91\u5668<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u5171\u4eab<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7406\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u7814\u7a76\u9a71\u52a8<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u6a21\u578b\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u5f02\u6b65\u7f16\u7a0b<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7\u5f00\u53d1\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\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u53ef\u5176\u586b\u8865\u4e86AI\u7f16\u7a0b\u5de5\u5177\u534f\u4f5c\u7a7a\u767d\u7684\u4ef7\u503c\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\uff1a\u591a\u7528\u6237\u540c\u65f6\u64cd\u4f5c\u65f6\u7684\u51b2\u7a81\u5904\u7406\u4e0e\u4e0a\u4e0b\u6587\u6f02\u79fb\u3001\u5171\u4eab\u94fe\u63a5\u7684\u6743\u9650\u4e0e\u5b89\u5168\u3001\u672c\u5730\u6a21\u578b\u6027\u80fd\u5bf9\u6bd4\u3001\u5927\u89c4\u6a21\u4ee3\u7406\u96c6\u7fa4\u7684\u8ba1\u7b97\u8d44\u6e90\u6d88\u8017\u3002\u5f00\u53d1\u8005\u56de\u590d\u8be6\u7ec6\uff0c\u89e3\u91ca\u4e86\u57fa\u4e8eCRDT\u7684\u51b2\u7a81\u89e3\u51b3\u3001\u903b\u8f91\u538b\u7f29\u7684\u4e0a\u4e0b\u6587\u5408\u5e76\u3001\u4ee5\u53ca\u4f01\u4e1a\u7ea7\u529f\u80fd\u7684\u4e91\u7aef\u8d1f\u8f7d\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Dropstone 3\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u6210\u4e3a\u53e6\u4e00\u4e2aAI\u4ee3\u7801\u8865\u5168\u5de5\u5177\uff0c\u800c\u5728\u4e8e\u6784\u5efa\u4e00\u4e2a\u4ee5\u201c\u5171\u4eab\u4e0a\u4e0b\u6587\u201d\u4e3a\u6838\u5fc3\u7684\u64cd\u4f5c\u7cfb\u7edf\u7ea7\u534f\u4f5c\u5c42\u3002\u5b83\u7cbe\u51c6\u5730\u5207\u4e2d\u4e86\u5f53\u524dAI\u7f16\u7a0b\u5de5\u5177\u7684\u6700\u5927\u77ed\u677f\uff1a\u5355\u673a\u3001\u5b64\u5c9b\u5f0f\u7684\u4ea4\u4e92\u6a21\u5f0f\u3002\u6240\u8c13\u7684\u201c70%\u5899\u201d\u75db\u70b9\u63cf\u8ff0\u975e\u5e38\u7280\u5229\u2014\u2014\u5f53AI\u80fd\u5feb\u901f\u5b8c\u6210\u524d\u671f\u5de5\u4f5c\uff0c\u5f00\u53d1\u8005\u5374\u5361\u5728\u540e\u7eed\u590d\u6742\u7684\u96c6\u6210\u3001\u8c03\u8bd5\u548c\u56e2\u961f\u5bf9\u9f50\u73af\u8282\u65f6\uff0c\u751f\u4ea7\u529b\u74f6\u9888\u4fbf\u4ece\u4ee3\u7801\u751f\u6210\u8f6c\u79fb\u5230\u4e86\u534f\u540c\u4e0e\u4e0a\u4e0b\u6587\u7ba1\u7406\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u5ba3\u79f0\u7684\u201c\u975e\u5c01\u88c5\u5668\u201d\u548c\u81ea\u7814D3\u5f15\u64ce\u662f\u6280\u672f\u53d9\u4e8b\u7684\u6838\u5fc3\u3002\u901a\u8fc7\u903b\u8f91\u6b63\u5219\u5316\u538b\u7f29\u5b9e\u73b0\u201c\u65e0\u9650\u4e0a\u4e0b\u6587\u201d\uff0c\u672c\u8d28\u4e0a\u662f\u5c06\u4ee3\u7801\u7684\u8bed\u4e49\u7ed3\u6784\u800c\u975e\u5355\u7eaf\u6587\u672c\u4f5c\u4e3a\u7ba1\u7406\u5bf9\u8c61\uff0c\u8fd9\u4e3a\u591a\u7528\u6237\u3001\u591a\u4ee3\u7406\u7684\u5e76\u884c\u64cd\u4f5c\u63d0\u4f9b\u4e86\u53ef\u80fd\u7684\u6570\u636e\u57fa\u7840\u3002\u7136\u800c\uff0c\u5176\u771f\u6b63\u9762\u4e34\u7684\u6311\u6218\u5e76\u975e\u6280\u672f\u65b0\u9896\u6027\uff0c\u800c\u662f\u5de5\u7a0b\u5b9e\u7528\u6027\u4e0e\u5fc3\u667a\u6a21\u578b\u8f6c\u6362\u3002\u4e00\u65b9\u9762\uff0c\u5c06\u51b2\u7a81\u89e3\u51b3\u3001\u4e0a\u4e0b\u6587\u5408\u5e76\u7b49\u590d\u6742\u903b\u8f91\u505a\u5230\u5bf9\u7528\u6237\u65e0\u611f\uff0c\u662f\u5de8\u5927\u5de5\u7a0b\u6311\u6218\uff1b\u53e6\u4e00\u65b9\u9762\uff0c\u5f00\u53d1\u8005\u662f\u5426\u51c6\u5907\u597d\u63a5\u53d7\u201c\u80cc\u666f\u667a\u80fd\u4f53\u7fa4\u201d\u5f02\u6b65\u4fee\u6539\u4ee3\u7801\u3001\u4e0e\u540c\u4e8b\u7684AI\u4ee3\u7406\u5171\u4eab\u201c\u5927\u8111\u201d\u8fd9\u79cd\u9ad8\u5ea6\u98a0\u8986\u6027\u7684\u5de5\u4f5c\u6d41\uff0c\u5b58\u5728\u5f88\u5927\u7591\u95ee\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u533a\u7684\u95ee\u7b54\u53ef\u4ee5\u770b\u51fa\uff0c\u56e2\u961f\u5bf9\u67b6\u6784\u6709\u6df1\u5ea6\u601d\u8003\uff0c\u4f46\u4ea7\u54c1\u4ecd\u9762\u4e34\u201c\u89e3\u91ca\u6210\u672c\u9ad8\u201d\u7684\u95ee\u9898\u3002\u5b83\u8bd5\u56fe\u540c\u65f6\u89e3\u51b3\u5b9e\u65f6\u534f\u4f5c\u3001\u5f02\u6b65\u4ee3\u7406\u3001\u672c\u5730\u90e8\u7f72\u7b49\u591a\u4e2a\u590d\u6742\u9700\u6c42\uff0c\u8fd9\u53ef\u80fd\u4f7f\u5176\u5728\u521d\u671f\u9677\u5165\u201c\u4ec0\u4e48\u90fd\u60f3\u505a\uff0c\u4f46\u6bcf\u4e2a\u573a\u666f\u90fd\u4e0d\u591f\u6781\u81f4\u201d\u7684\u9677\u9631\u3002\u4e0eClaude Code\u3001Cursor\u7b49\u76f8\u6bd4\uff0c\u5176\u77ed\u671f\u4f18\u52bf\u53ef\u80fd\u4ec5\u9650\u4e8e\u5c0f\u56e2\u961f\u5185\u9ad8\u9891\u7684\u3001\u63a2\u7d22\u6027\u7684\u7ed3\u5bf9\u7f16\u7a0b\u573a\u666f\u3002\u957f\u671f\u6765\u770b\uff0c\u5982\u679c\u5176\u201c\u5171\u4eab\u5927\u8111\u201d\u7684\u534f\u540c\u8303\u5f0f\u80fd\u88ab\u5e02\u573a\u63a5\u53d7\uff0c\u5b83\u6709\u53ef\u80fd\u4ece\u5de5\u5177\u6f14\u53d8\u4e3a\u5e73\u53f0\uff0c\u4f46\u8fd9\u6761\u8def\u6ce8\u5b9a\u6f2b\u957f\u4e14\u5145\u6ee1\u7ade\u4e89\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Dropstone 3<\/span>\n <\/div>\n<div class=\"comment-content\">Dropstone is the first multiplayer AI workspace. v3.0.5 adds Share Chat: send a link to code with humans & agents in real-time. Features infinite context (D3 Engine), persistent memory & background swarms. Built on original research, not a wrapper.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt! \ud83d\udc4b I\u2019m one of the makers at <strong>Blankline (the research lab behind Dropstone)<\/strong>.<\/p>\n<p>We noticed a critical problem with tools like Cursor and Claude Code: <strong>They are single-player.<\/strong> You code alone. If you get stuck, you paste snippets into Slack. If you’re a founder hitting the “70% wall,” you’re stranded.<\/p>\n<p><strong>Dropstone 3<\/strong> is the first multiplayer AI workspace. With today’s release, we are launching <strong>Share Chat<\/strong>:<\/p>\n<ul>\n<li>\n<p>\ud83d\udd17 <strong>One Link:<\/strong> Generate a URL for your local workspace.<\/p>\n<\/li>\n<li>\n<p>\u26a1 <strong>Instant Join:<\/strong> A senior dev, designer, or client joins instantly.<\/p>\n<\/li>\n<li>\n<p>\ud83e\udde0 <strong>Shared Brain:<\/strong> Everyone shares the same AI context and live preview.<\/p>\n<\/li>\n<\/ul>\n<p><strong>This is not a wrapper.<\/strong> We are a research lab building proprietary infrastructure:<\/p>\n<ul>\n<li>\n<p><strong>D3 Engine:<\/strong> Virtualizes context (<strong>50:1 compression<\/strong>) for infinite memory.<\/p>\n<\/li>\n<li>\n<p><strong>Horizon Mode:<\/strong> Background agent swarms that fix bugs asynchronously while you sleep.<\/p>\n<\/li>\n<li>\n<p><strong>Research:<\/strong> We publish our papers openly (check <a href=\"http:\/\/blankline.org\/research\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">blankline.org\/research<\/a>).<\/p>\n<\/li>\n<\/ul>\n<p>We\u2019re live in the comments to answer questions about our compression architecture or the “70% wall.” Let us know what you think! \ud83d\udc47<\/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\/@santosharron\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@santosharron<\/a> Wow, that sounds really good for extreme programming, like era v2.0. And what happened if 2 people start prompting in different directions? Will there be a context drift? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>That Slack paste loop is brutal. Live Share fixes the editor, but it doesn’t share the agent context. Dropstone 3 Share Chat feels like it closes that gap vs Cursor or Claude Code. Does the share link have permissions and secret redaction baked in? If yes, it’s a real team tool.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@santosharron\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@santosharron<\/a> Congrats Santosh! How do you handle permissions and edit control in a shared workspace? Are there role systems or access levels?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Whoa, Dropstone looks incredible! 10,000 agents in one tab is mind-blowing. Super curious how Semantic Entropy Tracking handles ambiguity in edge cases. 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\">Local model support is interesting. How does it perform with ollama only? Does all features work with local mode? Lets say i want to convert a mini app in react to nextjs code. How Would it perform nxt to doing it in claude or codex with opus 4.6? Do you have any head to head videos like that? There are alot of gd arguments on the landing page But at the end of the day. How it competes is what matters.<\/div>\n<div class=\"comment-actions\">\n<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\/@conduit_design\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@conduit_design<\/a> To answer your questions directly:<\/p>\n<p><strong>1. Yes, fully.<\/strong> ‘Share Chat’ and ‘Horizon’ run on the Dropstone engine, not the model, so they work perfectly offline. Just keep in mind: if you host a shared session, your machine acts as the server. If a friend joins, your GPU handles the inference for both of you.<\/p>\n<p><strong>2. The Performance Reality<\/strong> You\u2019re right – Cloud models (like Opus 4.6) are ‘One-Shot Snipers.’ They have massive IQs and handle logic puzzles instantly.<\/p>\n<ul>\n<li>\n<p><strong>Dropstone + Cloud:<\/strong> If you plug Opus into Dropstone, you actually get <em>better<\/em> results than standard chat because our self-learning tech adds a layer of precision that raw models lack.<\/p>\n<\/li>\n<li>\n<p><strong>Dropstone + Local:<\/strong> If you want near-cloud performance locally, <strong>try using Kimi 2.5<\/strong>. For tasks like a React-to-Next.js migration, it\u2019s the closest we\u2019ve seen a local model get to Opus 4.6 levels of capability.<\/p>\n<\/li>\n<\/ul>\n<p><strong>3. The Bottom Line<\/strong> Cloud wins on raw logic IQ. Dropstone wins on <strong>Context<\/strong>. A standard LLM chat sees one file; Dropstone reads the 50 files linked to it. That represents the real difference in how we compete.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wow, this looks sick! Congrats on the launch team<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@maltepruser\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maltepruser<\/a> Thanks mate! Really appreciate it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How much compute would it use for spinning up 10k agents?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ajaykumar1018\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ajaykumar1018<\/a> That would melt a local machine!<\/p>\n<p>For spinning up 10k agents, we offload <strong>100% of that compute to our Cloud infrastructure<\/strong>, so it doesn’t touch your local resources.<\/p>\n<p>Just a heads-up though: that 10k agent capacity is an <strong>Enterprise-exclusive<\/strong> feature. The Pro and Teams plans have lower caps since they don’t typically need that level of swarm power, but for massive Enterprise deployments, 10k is our current max capacity.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 Divergent Trajectory Search concept is wild – simulating 10,000+ futures to find optimal paths is such a different approach from linear AI coding assistants. The fact that Horizon Mode can fix bugs asynchronously while I sleep is honestly game-changing. Quick question: how does Share Chat handle conflicts when multiple people are editing with different AI contexts? Does the D3 Engine’s context compression help merge those different trajectories, or do you surface conflicts to let the team decide?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@adam_lab\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adam_lab<\/a> Dropstone uses a customized <strong>CRDT (Conflict-free Replicated Data Type)<\/strong> system\u2014similar to Yjs but optimized for AST structures rather than just raw text.<\/p>\n<p>Here is the simple answer for your specific question:<\/p>\n<ul>\n<li>\n<p><strong>Conflict Handling:<\/strong> It broadcasts operations (e.g., “insert node at index X”) rather than replacing full files. If a human and the AI edit the same line simultaneously, the engine <strong>prioritizes the Human’s keystrokes as the “Truth” state<\/strong> to prevent the AI from overwriting your logic.<\/p>\n<\/li>\n<li>\n<p><strong>D3 Context Merging:<\/strong> Yes, the D3 Engine actively merges trajectories. Because it uses <strong>Logic-Regularized Compression<\/strong> (storing logic gates\/variable definitions rather than just tokens), it creates a “Shared Brain.” If your teammate\u2019s agent fixes a bug, that “Transition Gradient” is instantly available to your agent without you needing to update the context manually.<\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Share Chat is what caught my eye. Saw Aleksandr’s question about context drift and the chronological serialization answer makes sense for keeping things consistent. But I’m wondering about the opposite case – in pair programming you sometimes want to explore two competing approaches before picking one. With a single shared timeline, would you need separate chat sessions for each idea and merge the winner back? Or is there a way to branch the context?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@kxbnb\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kxbnb<\/a> We actually handle this via <strong>Granular Checkpointing<\/strong> (think of it like a localized Wayback Machine).<\/p>\n<p>You don’t need a separate session to explore a new idea. You can simply click any previous checkpoint and start a new timeline right there. This lets you explore competing approaches from the exact same context point without losing your original trajectory.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Trend based research and the engage feature make a great loop. If SuperX shows the why behind each inspiration pick and timing suggestion, it’ll stay reliable even when X shifts the rules. A simple decision log makes it 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<\/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\/4YBW7TRTW226KW\" class=\"app-title\">ClawdTalk<\/a><\/p>\n<div class=\"one-liner\">Your Clawdbot’s first phone number.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">180<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>ClawdTalk\u4e3aAI\u667a\u80fd\u4f53\uff08Clawdbot\uff09\u63d0\u4f9b\u4e00\u4e2a\u771f\u5b9e\u7535\u8bdd\u53f7\u7801\uff0c\u652f\u6301\u5168\u7403\u901a\u8bdd\u3001\u77ed\u4fe1\u548cWhatsApp\uff0c\u4ee5\u8bed\u97f3\u4f18\u5148\u7684\u65b9\u5f0f\u89e3\u653e\u7528\u6237\u4e8e\u804a\u5929\u7a97\u53e3\uff0c\u5b9e\u73b0\u968f\u65f6\u968f\u5730\u7684\u81ea\u7136\u5bf9\u8bdd\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\/3d33769e-442e-40d9-b609-d572ecbde2d3.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\/7c93e8a6-6b93-4bcf-b185-3554bf87f1f2.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\/86cd5040-d06b-476d-beea-bca5669333c9.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\/aa416e6f-f473-46cd-b00f-91fd2c47c40c.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/tX25PzPVhcY\"><source src=\"https:\/\/youtu.be\/tX25PzPVhcY\" 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\">Messaging<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53\u901a\u4fe1<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">\u7535\u8bdd\u53f7\u7801\u5373\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">AI\u5ba2\u670d<\/span><br \/>\n <span class=\"tag\">\u901a\u4fe1\u57fa\u7840\u8bbe\u65bd<\/span><br \/>\n <span class=\"tag\">\u8fb9\u7f18AI<\/span><br \/>\n <span class=\"tag\">\u4f4e\u5ef6\u8fdf\u901a\u4fe1<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">Telnyx<\/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\u8bed\u97f3\u4f18\u5148\u65b9\u5411\u4e0e\u4f4e\u5ef6\u8fdf\u4f18\u52bf\uff0c\u5173\u6ce8\u70b9\u96c6\u4e2d\u4e8e\uff1a\u6280\u672f\u7ec6\u8282\uff08\u5982\u901a\u8bdd\u4e2d\u65ad\u540e\u7684\u4e0a\u4e0b\u6587\u4fdd\u6301\u3001\u591a\u8bed\u8a00\u652f\u6301\u3001\u81ea\u5b9a\u4e49\u8bed\u97f3\uff09\u3001\u5b89\u5168\u6a21\u578b\uff08\u767d\u540d\u5355\u9632\u6ee5\u7528\uff09\u4ee5\u53ca\u5e95\u5c42\u7535\u4fe1\u57fa\u7840\u8bbe\u65bd\uff08Telnyx\uff09\u5e26\u6765\u7684\u771f\u5b9e\u6027\u80fd\u5dee\u5f02\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 ClawdTalk\u8868\u9762\u4e0a\u662f\u4e00\u6b3e\u4e3aAI\u667a\u80fd\u4f53\u914d\u5907\u7535\u8bdd\u53f7\u7801\u7684\u5de5\u5177\uff0c\u4f46\u5176\u771f\u6b63\u7684\u98a0\u8986\u6027\u5728\u4e8e\u8bd5\u56fe\u5c06AI\u4ea4\u4e92\u4ece\u201c\u56fe\u5f62\u7528\u6237\u754c\u9762\u201d\u7684\u8303\u5f0f\u62c9\u56de\u201c\u81ea\u7136\u5bf9\u8bdd\u754c\u9762\u201d\u3002\u4ea7\u54c1\u76f4\u51fb\u5f53\u524dAI\u4ee3\u7406\u4ea4\u4e92\u7684\u6838\u5fc3\u75db\u70b9\uff1a\u5927\u591a\u6570\u8bed\u97f3AI\u56e0\u591a\u5c42\u7f51\u7edc\u8df3\u8f6c\u548c\u7ec4\u4ef6\u62fc\u63a5\u4ea7\u751f\u7684\u9ad8\u5ef6\u8fdf\uff0c\u5bfc\u81f4\u5bf9\u8bdd\u50f5\u786c\u3001\u4e0d\u81ea\u7136\u3002\u901a\u8fc7\u6df1\u5ea6\u6574\u5408Telnyx\u7684\u7535\u4fe1\u57fa\u7840\u8bbe\u65bd\uff0c\u5b83\u4ece\u7f51\u7edc\u5c42\u7740\u624b\u4f18\u5316\u7aef\u5230\u7aef\u5ef6\u8fdf\uff08\u5ba3\u79f0\u7ea61200ms\uff09\uff0c\u8fd9\u5728\u8ffd\u6c42\u201c\u62df\u4eba\u5316\u201d\u6d41\u7545\u5bf9\u8bdd\u7684\u4f53\u9a8c\u4e0a\u6784\u6210\u4e86\u5173\u952e\u7684\u6280\u672f\u58c1\u5792\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u4ef7\u503c\u8fdc\u4e0d\u6b62\u4e8e\u201c\u8ba9AI\u6253\u7535\u8bdd\u201d\u3002\u5b83\u5b9e\u8d28\u4e0a\u662f\u5c06\u901a\u4fe1\u7f51\u7edc\uff08PSTN\u3001WhatsApp\uff09\u62bd\u8c61\u4e3aAI\u667a\u80fd\u4f53\u7684\u6807\u51c6\u8f93\u5165\/\u8f93\u51fa\u901a\u9053\uff0c\u8fd9\u4e3aAI\u4ee3\u7406\u7684\u90e8\u7f72\u548c\u63a5\u5165\u65b9\u5f0f\u5f00\u8f9f\u4e86\u65b0\u8def\u5f84\u3002\u667a\u80fd\u4f53\u4e0d\u518d\u5c40\u9650\u4e8e\u7279\u5b9a\u7684\u5e94\u7528\u6216\u804a\u5929\u7a97\u53e3\uff0c\u800c\u662f\u901a\u8fc7\u6700\u666e\u4e16\u3001\u6700\u6613\u5f97\u7684\u901a\u4fe1\u5de5\u5177\uff08\u624b\u673a\uff09\u53d8\u5f97\u65e0\u5904\u4e0d\u5728\u3002\u5176\u767d\u540d\u5355\u5b89\u5168\u6a21\u578b\u662f\u4e00\u79cd\u52a1\u5b9e\u7684\u53d6\u820d\uff0c\u5728\u4fbf\u5229\u6027\u4e0e\u53ef\u63a7\u6027\u95f4\u53d6\u5f97\u4e86\u5e73\u8861\uff0c\u5c24\u5176\u9002\u5408\u4f01\u4e1a\u7ea7\u3001\u5bf9\u9690\u79c1\u548c\u8bbf\u95ee\u63a7\u5236\u6709\u8981\u6c42\u7684\u573a\u666f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u98ce\u9669\u4e0e\u6311\u6218\u540c\u6837\u6e05\u6670\u3002\u8bed\u97f3\u4ea4\u4e92\u7684\u4f53\u9a8c\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u4e0a\u6e38\u8bed\u97f3\u6a21\u578b\uff08Rime\/Minimax\/Resemble\uff09\u5bf9\u590d\u6742\u5bf9\u8bdd\u8981\u7d20\uff08\u6253\u65ad\u3001\u8bed\u901f\u3001\u60c5\u7eea\uff09\u7684\u5904\u7406\u80fd\u529b\uff0cClawdTalk\u5728\u6b64\u5c42\u9762\u66f4\u591a\u662f\u96c6\u6210\u8005\u800c\u975e\u5b9a\u4e49\u8005\u3002\u6b64\u5916\uff0c\u5c06AI\u76f4\u63a5\u66b4\u9732\u4e8e\u5f00\u653e\u901a\u4fe1\u7f51\u7edc\uff0c\u867d\u6709\u9650\u5236\uff0c\u4f46\u4ecd\u5c06\u957f\u671f\u9762\u4e34\u6b3a\u8bc8\u3001\u6ee5\u7528\u548c\u5408\u89c4\u6027\u5ba1\u67e5\u7684\u8003\u9a8c\u3002\u5b83\u80fd\u5426\u6210\u529f\uff0c\u53d6\u51b3\u4e8e\u5176\u662f\u5426\u80fd\u4ece\u201c\u4e00\u4e2a\u5f88\u9177\u7684\u901a\u9053\u201d\u6f14\u8fdb\u4e3a\u80fd\u7ba1\u7406\u590d\u6742\u5bf9\u8bdd\u72b6\u6001\u3001\u4e0a\u4e0b\u6587\u5e76\u5177\u5907\u6df1\u5ea6\u884c\u4e1a\u5de5\u4f5c\u6d41\u96c6\u6210\u80fd\u529b\u7684\u201c\u667a\u80fd\u901a\u4fe1\u5c42\u201d\u3002\u76ee\u524d\uff0c\u5b83\u8fc8\u51fa\u4e86\u6b63\u786e\u4e14\u7280\u5229\u7684\u7b2c\u4e00\u6b65\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\">ClawdTalk<\/span>\n <\/div>\n<div class=\"comment-content\">It’s time to talk to your Clawdbot. ClawdTalk gives your agent a phone number so you can call, text or WhatsApp it from anywhere in the world. ClawdTalk is voice-first, so you can have actual conversations instead of being confined to chat windows. It’s secure by design, your agent can only call and text you, and it’s easy to set up, just add your phone number and start talking. Start free with 10 minutes of voice and 10 messages per day. Your Clawdbot, reachable anywhere. Powered by Telnyx.<\/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<\/p>\n<p>Telnyx is the infrastructure for Agents, and ClawdTalk is the fastest way to give your Clawdbot a voice. <\/p>\n<p>Your agent gets a real phone number so you can talk, text, and WhatsApp your bot wherever you are in the world, no terminal or bulky UI needed. <\/p>\n<p>Try it out for free and let us know what you think!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@fiona_mcdonnell\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fiona_mcdonnell<\/a> Hi Fiona. How does ClawdTalk handle interruptions, context switches, or overlapping speech during a call?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@fiona_mcdonnell\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fiona_mcdonnell<\/a> <\/p>\n<p>This is quite impressive! Have you validated all the Telnyx ideas before you launch them?<\/p>\n<p>Idea Forge: 4 frontier models, 4 expert roles, zero rubber-stamping. Get a decision-grade PRD from adversarial synthesis\u2014not consensus BS. Let me know how I can help.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 ~1200ms latency because you own the telco layer is the real differentiator here – most voice AI feels robotic because of those extra network hops. Giving agents actual phone numbers opens up so many use cases beyond web chat. Curious about how the voice providers (Rime\/Minimax\/Resemble) compare in real-world conversations – any noticeable differences in handling interruptions or speaking pace?<\/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\/@adam_lab\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adam_lab<\/a>  Actually the voice providers are doing a phenomenal job in handling real world conversations!<\/p>\n<p>that was one of the criteria we had to choose them<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Voice-first approach for AI agents is a natural evolution from terminal and chat interfaces. The whitelist-based security model seems well-designed for preventing unauthorized access. Curious about the session state management – if a voice call gets disconnected mid-conversation, does the agent preserve context for when the user calls back, or does it require a fresh start?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>what is the latency for whole cycle? <br \/>it will be really cool if it is around 1200 ms.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Owning the telco layer end-to-end is the part that matters most for hitting that number. Most voice agent stacks compound latency across STT, LLM, TTS, and then the network hops between them. Telnyx skipping the middleman on the carrier side shaves off a chunk most wrappers can’t touch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Woah, is there any option to set up specific\/customized voice or it sets it up itself?<\/div>\n<div class=\"comment-actions\">\n<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\/@kulsoom_awan1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kulsoom_awan1<\/a> we support voices from Rime, Minimax, and Resemble on launch day. Just go to settings – voice, and pick one that best suits your bot. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@kulsoom_awan1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kulsoom_awan1<\/a> it automatically sets the voice during onboarding, but once your bot is set up, you can go to settings and adjust it to fit your needs.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Voice-first is def the right call (pun intended). This is huge for accessibility as well! It means people who struggle with text interfaces finally get a way to interact with AI agents. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wow, Telnyx is seriously cool! Love the concept of agents directly managing comms. Curious how ClawdTalk handles potential abuse or spam calls with that direct number access?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jaydev13\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jaydev13<\/a> We handle via a whitelist. No one can reach your clawdbot unless you whitelist it. When you instantiate calls, it can temporarily add them to your whitelist. Even when you whitelist, it understands that it’s an external context and you can instruct your clawdbot on how your want it to lock itself down.<\/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>Is the number provided with for the paid Starter package a cell number that would also work with WhatsApp business? If so what country is the number based?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@grantclifford\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@grantclifford<\/a> Direct Whatsapp support (messaging + calling) + other languages are fast followers.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks great, would be fun to have a voice on my buddy client.. Is this supports only english or are there any other language options?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@flayzeraynx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@flayzeraynx<\/a> we launched with English. Other language support coming soon.<\/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<\/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\/YPD5TMB2G6YOC2\" class=\"app-title\">DubStream by CAMB.AI<\/a><\/p>\n<div class=\"one-liner\">Dub live streams in 150+ languages, instantly<\/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>DubStream \u662f\u4e00\u6b3e\u57fa\u4e8eAI\u7684\u5b9e\u65f6\u8bed\u97f3\u914d\u97f3\u5e73\u53f0\uff0c\u53ef\u5728\u76f4\u64ad\u3001\u4f53\u80b2\u8d5b\u4e8b\u7b49\u573a\u666f\u4e2d\uff0c\u5c06\u97f3\u9891\u5b9e\u65f6\u8f6c\u8bd1\u5e76\u914d\u97f3\u4e3a150\u591a\u79cd\u8bed\u8a00\uff0c\u89e3\u51b3\u4e86\u8de8\u56fd\u76f4\u64ad\u5185\u5bb9\u56e0\u8bed\u8a00\u969c\u788d\u800c\u65e0\u6cd5\u89e6\u8fbe\u5168\u7403\u89c2\u4f17\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\/7fad124d-52c2-4861-80fc-139f9ee29a63.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\/94a26270-8240-4afd-819b-b03a1e2cdfa9.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\/d780353d-8e18-48f4-bdad-1cd7cf89f516.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\/9948d060-a32d-4cd6-a98a-fddd316f891e.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\/69d00384-8db4-4076-9030-3148b4b38254.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/82a68c-U7Aw?si=RGCr0Nkt5DUvTPU7\"><source src=\"https:\/\/youtu.be\/82a68c-U7Aw?si=RGCr0Nkt5DUvTPU7\" 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\">Video Streaming<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Live Events<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5b9e\u65f6\u8bed\u97f3\u7ffb\u8bd1<\/span><br \/>\n <span class=\"tag\">AI\u914d\u97f3<\/span><br \/>\n <span class=\"tag\">\u76f4\u64ad\u672c\u5730\u5316<\/span><br \/>\n <span class=\"tag\">\u591a\u8bed\u8a00\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u514b\u9686<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7API<\/span><br \/>\n <span class=\"tag\">\u4f53\u80b2\u5e7f\u64ad<\/span><br \/>\n <span class=\"tag\">\u97f3\u89c6\u9891\u6280\u672f<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u6d41\u5a92\u4f53<\/span><br \/>\n <span class=\"tag\">\u4eba\u5de5\u667a\u80fd<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u6ce8\u70b9\u96c6\u4e2d\u5728\u6280\u672f\u7ec6\u8282\u4e0e\u5e94\u7528\u573a\u666f\uff1a1. \u8be2\u95ee\u4e0e\u5b57\u5e55\u7ffb\u8bd1\u53ca\u4f20\u7edf\u5de5\u5177\u7684\u6838\u5fc3\u5dee\u5f02\uff1b2. \u5173\u5fc3\u5ef6\u8fdf\u65f6\u95f4\uff08\u4f01\u4e1a\u5ba2\u6237\u8bbe\u4e3a20-30\u79d2\uff09\u3001\u8bed\u97f3\u81ea\u7136\u5ea6\u53ca\u53e3\u578b\u540c\u6b65\u672a\u6765\u53ef\u80fd\u6027\uff1b3. \u63a2\u8ba8\u5728\u5feb\u901f\u89e3\u8bf4\u3001\u591a\u4eba\u5bf9\u8bdd\u53ca\u590d\u6742\u73af\u5883\u97f3\u4e0b\u7684\u8868\u73b0\uff1b4. \u786e\u8ba4\u652f\u6301\u65b9\u8a00\u53ca\u8bed\u97f3\u514b\u9686\u529f\u80fd\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n DubStream \u6240\u6807\u699c\u7684\u201c\u5b9e\u65f6\u201d\u4e0e\u201c150+\u8bed\u8a00\u201d\u56fa\u7136\u662f\u534e\u4e3d\u7684\u8425\u9500\u6807\u7b7e\uff0c\u4f46\u5176\u771f\u6b63\u7684\u5546\u4e1a\u7a7f\u900f\u529b\u5728\u4e8e\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u9ad8\u4ef7\u503c\u3001\u9ad8\u58c1\u5792\u7684\u7ec6\u5206\u5e02\u573a\uff1a\u5927\u578b\u4f53\u80b2\u8d5b\u4e8b\u4e0e\u5168\u7403\u6027\u76f4\u64ad\u7684\u5373\u65f6\u672c\u5730\u5316\u3002\u4ea7\u54c1\u5e76\u975e\u89e3\u51b3\u666e\u901a\u7528\u6237\u7684\u6cdb\u5316\u9700\u6c42\uff0c\u800c\u662f\u76f4\u51fbMLS\u3001NASCAR\u7b49\u9876\u7ea7\u4f53\u80b2\u8054\u76df\u7684\u5546\u4e1a\u75db\u70b9\u2014\u2014\u5982\u4f55\u5c06\u9ad8\u989d\u7248\u6743\u8d2d\u4e70\u7684\u76f4\u64ad\u5185\u5bb9\uff0c\u4ee5\u6700\u4f4e\u5ef6\u8fdf\u548c\u6700\u9ad8\u6c89\u6d78\u611f\uff08\u914d\u97f3\u800c\u975e\u5b57\u5e55\uff09\u6700\u5927\u5316\u5168\u7403\u53d7\u4f17\u89c4\u6a21\uff0c\u4ece\u800c\u63d0\u5347\u5e7f\u544a\u4e0e\u8ba2\u9605\u6536\u5165\u3002\u5176\u5ba3\u79f0\u7684\u201c\u4fdd\u7559\u60c5\u611f\u4e0e\u8bf4\u8bdd\u4eba\u7279\u5f81\u201d\u7684\u8bed\u97f3\u514b\u9686\uff0c\u662f\u533a\u522b\u4e8e\u5ec9\u4ef7\u5b57\u5e55\u7ffb\u8bd1\u7684\u5173\u952e\u6ea2\u4ef7\u70b9\uff0c\u5b83\u8bd5\u56fe\u7ef4\u7cfb\u8bc4\u8bba\u5458IP\u4ef7\u503c\u4e0e\u89c2\u4f17\u7684\u60c5\u611f\u8fde\u63a5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5149\u9c9c\u80cc\u540e\u662f\u4e25\u5cfb\u7684\u6280\u672f\u4e0e\u5546\u4e1a\u8003\u9a8c\u3002\u9996\u5148\uff0c\u201c\u5b9e\u65f6\u201d\u662f\u76f8\u5bf9\u6982\u5ff5\uff0c20-30\u79d2\u7684\u5ef6\u8fdf\u5728\u5206\u79d2\u5fc5\u4e89\u7684\u4f53\u80b2\u76f4\u64ad\u4e2d\u4ecd\u53ef\u80fd\u9519\u8fc7\u5173\u952e\u65f6\u523b\uff0c\u4e14\u591a\u8bed\u8a00\u5e76\u884c\u5904\u7406\u5bf9\u7b97\u529b\u6210\u672c\u662f\u5de8\u5927\u6311\u6218\u3002\u5176\u6b21\uff0c\u5c3d\u7ba1\u652f\u6301\u65b9\u8a00\uff0c\u4f46\u5728150\u79cd\u8bed\u8a00\u7684\u5e7f\u5ea6\u4e0b\uff0c\u6bcf\u79cd\u8bed\u8a00\u7684\u8bed\u97f3\u8d28\u91cf\u3001\u6587\u5316\u9002\u914d\u5ea6\u80fd\u5426\u5747\u8fbe\u5230\u201c\u5e7f\u64ad\u7ea7\u201d\u6807\u51c6\u5b58\u7591\uff0c\u8fd9\u6216\u5c06\u5bfc\u81f4\u670d\u52a1\u5c42\u7ea7\u5206\u5316\u3002\u6700\u540e\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u9ad8\u5ea6\u4f9d\u8d56\u5927\u4f01\u4e1a\u5ba2\u6237\uff0c\u5bf9\u666e\u901a\u521b\u4f5c\u8005\u6216\u4e2d\u5c0f\u578b\u76f4\u64ad\u4e3b\u800c\u8a00\uff0cAPI\u96c6\u6210\u6210\u672c\u4e0e\u590d\u6742\u5ea6\u53ef\u80fd\u6784\u6210\u95e8\u69db\u3002\u672a\u6765\uff0c\u82e5AI\u53e3\u578b\u540c\u6b65\u6280\u672f\u6210\u719f\uff0c\u6216\u5c06\u6784\u5efa\u5b8c\u6574\u6c89\u6d78\u95ed\u73af\uff0c\u4f46\u540c\u65f6\u4e5f\u5c06\u5f15\u53d1\u66f4\u6df1\u5c42\u7684\u4f26\u7406\u4e89\u8bae\u2014\u2014\u5f53\u4e00\u4e2a\u4eba\u7684\u58f0\u97f3\u3001\u8868\u60c5\u4e43\u81f3\u53e3\u578b\u90fd\u80fd\u88ab\u5b9e\u65f6\u7be1\u6539\u5e76\u5168\u7403\u4f20\u64ad\uff0c\u5176\u7248\u6743\u4e0e\u771f\u5b9e\u6027\u5982\u4f55\u754c\u5b9a\uff1fDubStream \u5c55\u73b0\u7684\u6280\u672f\u524d\u666f\u4ee4\u4eba\u77a9\u76ee\uff0c\u4f46\u5b83\u6240\u9a76\u5165\u7684\uff0c\u662f\u4e00\u6761\u5145\u6ee1\u6280\u672f\u3001\u6210\u672c\u4e0e\u4f26\u7406\u6697\u7901\u7684\u822a\u9053\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\">DubStream by CAMB.AI<\/span>\n <\/div>\n<div class=\"comment-content\">Broadcast your live stream in 150+ languages with real-time voice dubbing. DubStream is trusted by global leaders like MLS and NASCAR. Available via web platform or API. Built on CAMB.AI\u2019s MARS8 voice AI.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b<\/p>\n<p>For the past few years, we\u2019ve been building real-time voice AI for live sports and global broadcasts.<br \/>If you\u2019ve watched multilingual coverage around <strong>MLS, NASCAR, Ligue 1+, or the Australian Open<\/strong>, you\u2019ve likely already heard our tech in action.<\/p>\n<p>Today, we\u2019re bringing that same infrastructure to everyone with <strong>DubStream <\/strong>by CAMB.<\/p>\n<p>Live events should be global by default. Language shouldn\u2019t be the thing that stops people from tuning in. Subtitles break immersion, and post-production dubbing doesn\u2019t work when the moment is happening <em>now<\/em>.<\/p>\n<p>So we built CAMB Live with one goal: <strong>real audio, translated live<\/strong>.<\/p>\n<p><strong>What makes it different<\/strong><\/p>\n<ul>\n<li>\n<p>Hundreds of languages spoken languages<\/p>\n<\/li>\n<li>\n<p>Voice dubbing (not just captions) \u2014 your audiences experience, not read<\/p>\n<\/li>\n<li>\n<p>Multi-speaker + emotion preserved<\/p>\n<\/li>\n<li>\n<p>Built on our proprietary <strong>MARS8<\/strong> real-time speech model<\/p>\n<\/li>\n<\/ul>\n<p>It works across live streams and broadcasts – sports, news, webinars, creator streams: anywhere latency and quality actually matter.<\/p>\n<p>We\u2019d love feedback from anyone streaming globally, building creator platforms, or thinking about how live content reaches international audiences.<\/p>\n<p>Mamba mentality \ud83d\udc0d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>20<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@akshat_prakash2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@akshat_prakash2<\/a> Congrats! What sets DubStream apart from simple subtitle-based translation or other automated dubbing tools?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">That\u2019s actually pretty cool, but how do you guys do it? Does the voice still sound like an AI, or is it more human-like? And does it adapt to your own voice?<\/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\/@noah_steckel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@noah_steckel<\/a> Thanks for the comment! Yes, the voices are human-like and are cloned to sound like the original speaker.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@arsalan_nawazish Really cool work! Will there be AI lip-syncing in the future so the mouth moves with the translated voice? With AI in the near future, that would definitely be possible, I think.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch. <br \/>I am wondering what’s the realistic end-to-end latency from STT \u2192 Steam delivery at the end? <\/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\/@wei_yan4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@wei_yan4<\/a> Latency is fully user-configurable. In live broadcast environments, we\u2019ve seen our enterprise clients set it in the 20\u201330 second range.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The voice cloning aspect is what sets this apart from subtitle overlays – keeping the original speaker’s identity matters so much for sports commentators and live events. Real-time dubbing in 150+ languages without post-production delays is impressive given the latency challenges. How does MARS8 handle rapid-fire commentary like you’d get in a close soccer match? Also really curious about the upcoming lip-sync AI – that’ll be the final piece for full immersion.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@adam_lab\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adam_lab<\/a> We\u2019ve worked with several major sports leagues, including MLS, live-streaming games and most recently broadcasting the PSG vs. Olympique de Marseille match in January dubbed into Italian.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 this launch guys!<\/p>\n<p>Seems very promising \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\/@cathcorm\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cathcorm<\/a> Thank you for your comment Catherine!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 it be used during Zoom meetings in the future?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Real-time voice dubbing that preserves speaker identity and emotion is a big leap beyond captions. How do you manage latency and quality trade-offs at scale, especially when multiple speakers switch rapidly or when live conditions like crowd noise and crosstalk get messy?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Wow, DubStream by <a href=\"https:\/\/CAMB.AI\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">CAMB.AI<\/a> is amazing! The 150+ languages is mind-blowing. How does the voice AI handle nuanced dialects within a single language? Super curious!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jaydev13\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jaydev13<\/a> Hi Jay! Our models support many dialects per language, like LatAm\/Castilian Spanish, Canadian\/Parisian French, different English accents, among others. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/HVZWS3ELKYTUHS\" class=\"app-title\">OpenAI Frontier<\/a><\/p>\n<div class=\"one-liner\">Operate AI coworkers on a single enterprise platform<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">151<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>OpenAI Frontier\u662f\u4e00\u4e2a\u4f01\u4e1a\u7ea7AI\u4ee3\u7406\u5e73\u53f0\uff0c\u901a\u8fc7\u4e3aAI\u4ee3\u7406\u63d0\u4f9b\u5171\u4eab\u77e5\u8bc6\u5e93\u3001\u5165\u804c\u57f9\u8bad\u3001\u53cd\u9988\u5b66\u4e60\u53ca\u6743\u9650\u7ba1\u7406\uff0c\u89e3\u51b3\u4e86\u4f01\u4e1a\u5728\u89c4\u6a21\u5316\u90e8\u7f72\u548c\u7ba1\u7406\u80fd\u5b9e\u9645\u5de5\u4f5c\u7684\u201cAI\u540c\u4e8b\u201d\u65f6\u9762\u4e34\u7684\u534f\u540c\u4e0e\u7ba1\u63a7\u96be\u9898\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1dc3b027-b4a8-4f25-8d16-c53054080180.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3cab6b76-3201-4aaf-84fa-77a445d59d06.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\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Business<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4ee3\u7406\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7AI<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u534f\u540c\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u5171\u4eab<\/span><br \/>\n <span class=\"tag\">\u6743\u9650\u7ba1\u63a7<\/span><br \/>\n <span class=\"tag\">AI\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">B2B SaaS<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u4ea7\u54c1\u5b9a\u4f4d\uff0c\u5c24\u5176\u5173\u6ce8\u201c\u5171\u4eab\u4e0a\u4e0b\u6587\u201d\u548c\u201c\u4ee3\u7406\u5165\u804c\u201d\u529f\u80fd\u3002\u6838\u5fc3\u95ee\u9898\u96c6\u4e2d\u5728\uff1a1. \u6743\u9650\u4e0e\u8fb9\u754c\u7684\u9897\u7c92\u5ea6\uff1b2. \u5728\u9700\u8981\u6570\u636e\u9694\u79bb\u7684\u5408\u89c4\u573a\u666f\u4e0b\u5982\u4f55\u8fd0\u4f5c\uff1b3. \u53cd\u9988\u5faa\u73af\u7684\u81ea\u5b9a\u4e49\u7a0b\u5ea6\uff1b4. \u5f3a\u70c8\u8981\u6c42\u63d0\u4f9b\u6848\u4f8b\u7814\u7a76\u3001\u6f14\u793a\u6216\u6d4b\u8bd5\u5165\u53e3\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 OpenAI Frontier\u7684\u4eae\u76f8\uff0c\u6807\u5fd7\u7740AI\u5e94\u7528\u4ece\u201c\u5de5\u5177\u8c03\u7528\u201d\u5411\u201c\u540c\u4e8b\u5316\u201d\u7ba1\u7406\u7684\u8303\u5f0f\u8f6c\u53d8\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u63d0\u4f9b\u4e86\u53c8\u4e00\u4e2a\u6784\u5efaAI\u4ee3\u7406\u7684\u754c\u9762\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u7cfb\u7edf\u6027\u5730\u89e3\u51b3AI\u89c4\u6a21\u5316\u8fdb\u5165\u4f01\u4e1a\u5de5\u4f5c\u6d41\u7684\u6838\u5fc3\u6897\u963b\uff1a**\u534f\u540c\u6210\u672c**\u4e0e**\u6cbb\u7406\u7f3a\u5931**\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d\u4f01\u4e1aAI\u5e94\u7528\u591a\u5448\u201c\u70df\u56f1\u5f0f\u201d\u5b64\u5c9b\uff0c\u6bcf\u4e2a\u90e8\u95e8\u6216\u7528\u4f8b\u90fd\u9700\u91cd\u590d\u8fdb\u884c\u6307\u4ee4\u5de5\u7a0b\u3001\u77e5\u8bc6\u704c\u5165\u4e0e\u5408\u89c4\u5ba1\u67e5\uff0c\u5bfc\u81f4\u6210\u672c\u9ad8\u6602\u4e14\u96be\u4ee5\u8fed\u4ee3\u3002Frontier\u63d0\u51fa\u7684\u201c\u5171\u4eab\u4e0a\u4e0b\u6587\u201d\u4e0e\u201c\u5165\u804c\u5b66\u4e60\u201d\uff0c\u672c\u8d28\u662f\u6784\u5efa\u4e86\u4e00\u4e2a\u4f01\u4e1a\u7ea7\u7684AI\u4ee3\u7406\u64cd\u4f5c\u7cfb\u7edf\u4e0e\u57f9\u517b\u4f53\u7cfb\u3002\u5b83\u5c06\u5206\u6563\u7684\u3001\u9690\u6027\u7684\u4e1a\u52a1\u77e5\u8bc6\u548c\u5de5\u4f5c\u89c4\u8303\uff0c\u8f6c\u5316\u4e3a\u53ef\u88abAI\u4ee3\u7406\u6301\u7eed\u7ee7\u627f\u548c\u4f18\u5316\u7684\u4e2d\u5fc3\u5316\u8d44\u4ea7\uff0c\u8fd9\u76f4\u63a5\u653b\u51fb\u4e86AI\u90e8\u7f72\u7684\u8fb9\u9645\u6210\u672c\u95ee\u9898\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8bc4\u8bba\u4e2d\u900f\u9732\u7684\u62c5\u5fe7\u6781\u4e3a\u5c16\u9510\u3002**\u201c\u6743\u9650\u9897\u7c92\u5ea6\u201d\u4e0e\u201c\u5408\u89c4\u9694\u79bb\u201d** \u7684\u7591\u95ee\uff0c\u76f4\u6307\u4f01\u4e1a\u7ea7\u4ea7\u54c1\u7684\u963f\u5580\u7409\u65af\u4e4b\u8e35\u3002\u5728\u91d1\u878d\u3001\u533b\u7597\u7b49\u5f3a\u76d1\u7ba1\u9886\u57df\uff0c\u4e0a\u4e0b\u6587\u5171\u4eab\u4e0e\u6570\u636e\u9694\u79bb\u5b58\u5728\u5929\u7136\u5f20\u529b\u3002\u4ea7\u54c1\u82e5\u65e0\u6cd5\u5b9e\u73b0\u582a\u6bd4\u4eba\u7c7b\u5458\u5de5\u7684\u7cbe\u7ec6\u6743\u9650\u67b6\u6784\uff08\u5982\u5b57\u6bb5\u7ea7\u6570\u636e\u8bbf\u95ee\u63a7\u5236\u3001\u64cd\u4f5c\u5ba1\u8ba1\u8ffd\u8e2a\uff09\uff0c\u5176\u201c\u5e73\u53f0\u201d\u613f\u666f\u5c06\u6b62\u6b65\u4e8e\u975e\u6838\u5fc3\u4e1a\u52a1\u573a\u666f\u3002\u6b64\u5916\uff0c\u201c\u53cd\u9988\u5faa\u73af\u81ea\u5b9a\u4e49\u201d\u95ee\u9898\uff0c\u5219\u8003\u9a8c\u7740\u5e73\u53f0\u80fd\u5426\u9002\u5e94\u4e0d\u540c\u884c\u4e1a\u8fe5\u5f02\u7684\u7ee9\u6548\u8bc4\u4f30\u6807\u51c6\u4e0e\u5b66\u4e60\u5468\u671f\u3002\n <\/p>\n<p class=\"ai-content\">\n OpenAI\u6b64\u4e3e\uff0c\u610f\u5728\u62a2\u5360\u4f01\u4e1aAI\u7684\u201c\u4e2d\u53f0\u201d\u751f\u6001\u4f4d\u3002\u5b83\u4e0d\u518d\u6ee1\u8db3\u4e8e\u63d0\u4f9b\u5927\u6a21\u578b\uff08\u53d1\u52a8\u673a\uff09\uff0c\u800c\u662f\u5f00\u59cb\u63d0\u4f9b\u6574\u8f66\u7684\u5236\u9020\u4e0e\u7ba1\u7406\u5e73\u53f0\u3002\u6210\u529f\u7684\u5173\u952e\u5728\u4e8e\uff1a\u80fd\u5426\u5c06OpenAI\u5728\u6a21\u578b\u5c42\u7684\u4f18\u52bf\uff0c\u8f6c\u5316\u4e3a\u5bf9\u4f01\u4e1a\u590d\u6742\u7ec4\u7ec7\u67b6\u6784\u3001\u4e1a\u52a1\u6d41\u7a0b\u4e0e\u5408\u89c4\u8981\u6c42\u7684\u6df1\u5ea6\u62bd\u8c61\u80fd\u529b\u3002\u8fd9\u662f\u4e00\u573a\u4ece\u6280\u672f\u9886\u5148\u5230\u751f\u6001\u5b9a\u4e49\u7684\u786c\u4ed7\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u5c06\u8fdc\u8d85\u6280\u672f\u672c\u8eab\uff0c\u6df1\u5165\u4f01\u4e1a\u7ba1\u7406\u7684\u808c\u7406\u3002\u82e5\u6210\u529f\uff0c\u5b83\u5c06\u5b9a\u4e49\u672a\u6765\u5341\u5e74AI\u5982\u4f55\u4e0e\u7ec4\u7ec7\u5171\u751f\u7684\u6807\u51c6\uff1b\u82e5\u59a5\u534f\uff0c\u5219\u53ef\u80fd\u53ea\u662f\u4e00\u4e2a\u529f\u80fd\u66f4\u82b1\u54e8\u7684RAG\uff08\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09\u7ba1\u7406\u7cfb\u7edf\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\">OpenAI Frontier<\/span>\n <\/div>\n<div class=\"comment-content\">A new platform that helps enterprises build, deploy, and manage AI agents that can do real work. Frontier gives agents the same skills people need to succeed at work: shared context, onboarding, hands-on learning with feedback, and clear permissions and boundaries. That\u2019s how teams move beyond isolated use cases to AI coworkers that work across the business.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Is there a case study I can read about this?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “shared context” feature is what I’ve been waiting for – every team I know has been reinventing the wheel with agent instructions because there’s no central knowledge base. The onboarding and learning with feedback is smart too, treating agents more like team members than disposable API calls. Curious though: how granular are the permissions & boundaries? Can you set different access levels per agent, or is it more of a blanket enterprise policy?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">That\u2019s some nice positioning. this is usually duck taped together by some of our clients.<br \/>\nContext sharing is great, but in some larger institutions, there is more need for isolated context eg. compliance and marketing come to mind. How would that work in Frontier?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Wow, OpenAI on Product Hunt! The agent onboarding feature looks amazing for scaling AI deployments. How customizable are the feedback loops for continuous learning within specific industry contexts?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">is there a demo or something we can test ?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#9<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/OUUD5XNX5M7J57\" class=\"app-title\">Apple Creator Studio<\/a><\/p>\n<div class=\"one-liner\">Powerful creativity apps and premium productivity features<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">136<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Apple\u5c06\u65d7\u4e0b\u4e13\u4e1a\u7ea7\u521b\u610f\u8f6f\u4ef6\u4e0eAI\u589e\u5f3a\u7684\u751f\u4ea7\u529b\u5de5\u5177\u6574\u5408\u4e3a\u8ba2\u9605\u670d\u52a1\uff0c\u4e3a\u5185\u5bb9\u521b\u4f5c\u8005\u63d0\u4f9b\u4e00\u7ad9\u5f0f\u3001\u9ad8\u6027\u4ef7\u6bd4\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u964d\u4f4e\u4e86\u4e13\u4e1a\u5de5\u5177\u7684\u4f7f\u7528\u95e8\u69db\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\/50a7c4b8-92c3-4e07-9f87-40edd04ebafd.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=ISYIEmQxs2M\"><source src=\"https:\/\/www.youtube.com\/watch?v=ISYIEmQxs2M\" 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\/f8ad303d-9c63-4542-bc1f-cae38b4c94a5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e86d8129-3a76-4f9c-9c1a-84292749a6d4.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\/4436a00e-49ce-4cb1-89d6-429889de6590.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\/1ad78e50-d25a-479d-880e-9bd6f9079e53.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\/1af5622a-1b5c-40b2-a47d-be3a2396cc9e.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\/69daf4a8-00cf-4543-b278-946c6d1f754e.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d4aa5c31-d2a3-4194-9647-66b60e10001f.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\/56bc59b7-8aee-4f9c-bc2f-7979914759f6.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c056639b-cf66-4487-a65b-9e4fa891c458.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\/b21d3f0f-5571-4d69-941d-761805eb1be8.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\">Music<\/span><br \/>\n <span class=\"tag\">Apple<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u521b\u610f\u8f6f\u4ef6\u5957\u4ef6<\/span><br \/>\n <span class=\"tag\">\u8f6f\u4ef6\u5373\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u8ba2\u9605\u5236<\/span><br \/>\n <span class=\"tag\">\u4e13\u4e1a\u5185\u5bb9\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">\u82f9\u679c\u751f\u6001<\/span><br \/>\n <span class=\"tag\">AI\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5bb6\u5ead\u5171\u4eab<\/span><br \/>\n <span class=\"tag\">Final Cut Pro<\/span><br \/>\n <span class=\"tag\">Logic Pro<\/span><br \/>\n <span class=\"tag\">Pixelmator Pro<\/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\u4e24\u6781\u3002\u652f\u6301\u8005\u8ba4\u4e3a\u6346\u7ed1\u8ba2\u9605\u6027\u4ef7\u6bd4\u9ad8\uff0c\u5c24\u5176\u5438\u5f15\u65b0\u7528\u6237\u3002\u53cd\u5bf9\u8005\u5f3a\u70c8\u4e0d\u6ee1\u5c06\u66fe\u7ecf\u514d\u8d39\u7684iWork\u5957\u4ef6\u7eb3\u5165\u4ed8\u8d39\u5899\uff0c\u8d28\u7591\u82f9\u679c\u201c\u5185\u5377\u5316\u201d\u8d8b\u52bf\uff0c\u5e76\u5bf9\u8ba2\u9605\u5236\u53d6\u4ee3\u4e70\u65ad\u5236\u8868\u793a\u62c5\u5fe7\u548c\u6297\u62d2\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 Apple Creator Studio\u7684\u63a8\u51fa\uff0c\u7edd\u975e\u7b80\u5355\u7684\u8f6f\u4ef6\u6253\u5305\uff0c\u800c\u662f\u82f9\u679c\u5728\u201c\u670d\u52a1\u8f6c\u578b\u201d\u4e0e\u201c\u786c\u4ef6\u5b9a\u4e49\u201d\u4e4b\u95f4\u4e00\u6b21\u5371\u9669\u7684\u5e73\u8861\u672f\uff0c\u5176\u771f\u6b63\u4ef7\u503c\u4e0e\u98ce\u9669\u7686\u5728\u4e8e\u6b64\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8868\u9762\u4e0a\uff0c\u8fd9\u662f\u4e00\u4e2a\u6781\u5177\u7ade\u4e89\u529b\u7684\u201c\u4e13\u4e1a\u8f6f\u4ef6\u5168\u5bb6\u6876\u201d\uff0c\u4ee5\u8fdc\u4f4e\u4e8e\u5355\u72ec\u8d2d\u4e70\u7684\u4ef7\u683c\uff0c\u5c06Final Cut Pro\u3001Logic Pro\u7b49\u201c\u786c\u6838\u201d\u5de5\u5177\u4e0eAI\u589e\u5f3a\u7684iWork\u5957\u4ef6\u6346\u7ed1\u3002\u8fd9\u786e\u5b9e\u80fd\u5438\u5f15\u9884\u7b97\u6709\u9650\u7684\u4e2d\u5c0f\u521b\u4f5c\u8005\u548c\u6f5c\u5728\u7528\u6237\uff0c\u4ee5\u8ba2\u9605\u5236\u964d\u4f4e\u5176\u8fdb\u5165\u4e13\u4e1a\u9886\u57df\u7684\u521d\u59cb\u6210\u672c\uff0c\u7b26\u5408\u8f6f\u4ef6\u884c\u4e1aSaaS\u5316\u7684\u5927\u8d8b\u52bf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8bc4\u8bba\u533a\u7684\u6838\u5fc3\u4e89\u8bae\u70b9\u2014\u2014\u5c06\u66fe\u7ecf\u4f5c\u4e3a\u786c\u4ef6\u4ef7\u503c\u9644\u8d60\u7684\u514d\u8d39\u751f\u4ea7\u529b\u8f6f\u4ef6\uff08Pages, Numbers, Keynote\uff09\u53d8\u4e3a\u8ba2\u9605\u5305\u7684\u6838\u5fc3\u5185\u5bb9\u2014\u2014\u66b4\u9732\u4e86\u82f9\u679c\u66f4\u6df1\u5c42\u7684\u6218\u7565\u610f\u56fe\u3002\u8fd9\u6807\u5fd7\u7740\u82f9\u679c\u6838\u5fc3\u4ef7\u503c\u4e3b\u5f20\u7684\u5fae\u5999\u8f6c\u79fb\uff1a\u4ece\u201c\u8d2d\u4e70\u5353\u8d8a\u786c\u4ef6\uff0c\u83b7\u8d60\u5f3a\u5927\u8f6f\u4ef6\u201d\u7684\u4f53\u9a8c\u95ed\u73af\uff0c\u8f6c\u5411\u201c\u8ba2\u9605\u82f9\u679c\u751f\u6001\u670d\u52a1\uff0c\u89e3\u9501\u5b8c\u6574\u80fd\u529b\u201d\u7684\u6301\u7eed\u4ed8\u8d39\u5173\u7cfb\u3002AI\u529f\u80fd\u5728\u6b64\u6210\u4e3a\u5173\u952e\u7684\u201c\u94a9\u5b50\u201d\uff0c\u4e3a\u6536\u8d39\u63d0\u4f9b\u65b0\u7684\u7406\u7531\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u4e3e\u7684\u98ce\u9669\u6781\u9ad8\u3002\u5b83\u52a8\u6447\u4e86\u7528\u6237\u5bf9\u82f9\u679c\u201c\u6ea2\u4ef7\u5408\u7406\u6027\u201d\u7684\u4fe1\u4efb\u6839\u57fa\u3002\u5f53\u57fa\u7840\u751f\u4ea7\u529b\u5de5\u5177\u90fd\u9700\u8981\u6301\u7eed\u4ed8\u8d39\u65f6\uff0c\u786c\u4ef6\u672c\u8eab\u7684\u201cPremium\u201d\u5149\u73af\u4fbf\u4f1a\u892a\u8272\u3002\u82f9\u679c\u4f3c\u4e4e\u5728\u8d4c\uff1a\u5176\u751f\u6001\u7684\u7c98\u6027\u4e0eAI\u5e26\u6765\u7684\u65b0\u4ef7\u503c\uff0c\u8db3\u4ee5\u62b5\u6d88\u7528\u6237\u5bf9\u201c\u8f6f\u4ef6\u4ed8\u8d39\u5316\u201d\u7684\u53cd\u611f\uff0c\u5e76\u80fd\u591f\u4ece\u5e9e\u5927\u7684\u5b58\u91cf\u7528\u6237\u57fa\u6570\u548c\u5bb6\u5ead\u5171\u4eab\u4e2d\u69a8\u53d6\u6301\u7eed\u6536\u5165\u3002\n <\/p>\n<p class=\"ai-content\">\n \u56e0\u6b64\uff0c\u8fd9\u6b3e\u4ea7\u54c1\u7684\u771f\u6b63\u4ef7\u503c\uff0c\u662f\u82f9\u679c\u5c06\u5176\u5e9e\u5927\u3001\u5fe0\u8bda\u7684\u7528\u6237\u8d44\u4ea7\u8fdb\u884c\u6df1\u5ea6\u8d27\u5e01\u5316\u7684\u4e00\u4e2a\u5173\u952e\u5b9e\u9a8c\u3002\u5b83\u4e0d\u53ea\u662f\u4e00\u6b3e\u521b\u610f\u5de5\u5177\uff0c\u66f4\u662f\u4e00\u4e2a\u63a2\u6d4b\u5e02\u573a\u63a5\u53d7\u5ea6\u7684\u98ce\u5411\u6807\u3002\u6210\u529f\uff0c\u5219\u610f\u5473\u7740\u82f9\u679c\u5728\u670d\u52a1\u8425\u6536\u4e0a\u627e\u5230\u4e86\u9664iCloud\u3001Apple Music\u5916\u7684\u53e6\u4e00\u6839\u652f\u67f1\uff1b\u5931\u8d25\uff0c\u5219\u53ef\u80fd\u52a0\u901f\u6838\u5fc3\u521b\u610f\u7528\u6237\u7fa4\u4f53\u7684\u6d41\u5931\uff0c\u5e76\u635f\u5bb3\u5176\u54c1\u724c\u5fe0\u8bda\u5ea6\u3002\u8fd9\u662f\u4e00\u573a\u8c6a\u8d4c\uff0c\u800c\u8d4c\u6ce8\u662f\u82f9\u679c\u4e0e\u521b\u4f5c\u8005\u4e4b\u95f4\u957f\u671f\u7ef4\u7cfb\u7684\u793e\u4f1a\u5951\u7ea6\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\">Apple Creator Studio<\/span>\n <\/div>\n<div class=\"comment-content\">The apps you need for everything you want to create. Craft your stories with video in Final Cut Pro. Reimagine images in Pixelmator Pro. Produce your best music in Logic Pro. Supercharge productivity with premium content in Keynote, Pages, Numbers, and Freeform Boost workflows with AI features that build on Apple Intelligence. And with Family Sharing, up to five other people can enjoy your subscription too.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The reinvention of iWork as SaaS? Not sure I like this \u2014 clearly Apple has been moving towards services for years, but many of these products used to be free, and now they’ll cost $155.88\/year?<\/p>\n<\/p>\n<p>Is this the start of Apple enshittifying?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> Building a bundle around Final Cut Pro, Logic Pro, and Pixelmator Pro at ~$156\/year actually undercuts buying those separately by a wide margin. The economics work. But folding Pages, Keynote, and Numbers into that same paywall is a different move entirely. Those apps shipped free because they justified the hardware premium. Once you gate basic productivity behind a subscription and layer Apple Intelligence features on top as the hook, the value prop of the hardware itself shifts. The bundle isn’t the problem. Using previously-free apps as the on-ramp to it might be.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really considering purchasing it. <\/p>\n<p>Have been using CapCut for the whole year (paid version), but after reading their policies, I was kinda shocked at what they can “own.” <br \/>In 2 days, my subscription will be renewed, but considering either CutPro \/ DaVinci Resolve \/ Filmora. <\/p>\n<\/p>\n<p>(The price for CapCut and CutPro is identical btw. At least in my region.)<\/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>Even in 2026, the Think Different vibe still sells: premium design, seamless experience, and that App Store network effect keep them ahead, even if the market is way more crowded now.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 used FCPX since 2011 changes\/upgrade, been using it on all my Macs ever since. Still have it, all the upgrades, will continue to use it, along with Logic Pro, and Motion, Compressor, and have no plans of using Apple Creative Studio.<\/p>\n<p>I think this is a good launch for those that are on the fence, or where using other products. I was using Adobe Premiere simultaneously with FCP until 2013 when Adobe announced the cancellation of their perpetual license.<\/p>\n<p>Right now Apple has stated they have no intention of doing so, but if they do, then I’ll decide then what to do, been using it so long, it would be hard for me to switch, but I’m sure I”ll figure it out. There are many options out there.<\/p>\n<\/p>\n<p>Overall, I understand why Apple is doing this, subscriptions tend to be recurring, and they need a way to monetize their current user base. But they do this at the risk of losing users, something Apple has shown themselves not to necessarily care about\u2014they want to increase revenue, and set themselves up as an exclusive tool for serious creators. Time will tell how it plays out, but I hope they honor their statements of not removing the perpetual licenses.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Ick. Apple trying to take more money out of its devoted users. They seem devoted to stop being a premium solution and expecting their users to be cash machines. I don’t want to leave Apple’s environment but between this and the aggressive ads in Apple News, I’m about done.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Think Different?! Wow, Apples upping their game! Super curious how the AI features integrate with existing Logic Pro workflows. Cant wait to dive in!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>$12.99\/month for Final Cut Pro + Logic Pro + Pixelmator Pro is honestly incredible value compared to buying them separately or paying for Adobe’s suite. The shift from one-time purchases to subscription will be controversial with the old guard, but it makes these pro tools accessible to more creators who couldn’t justify the upfront cost. Curious how the “Apple Intelligence” AI features integrate across the apps – is it just workflow automation, or does it actually help with creative decisions like color grading or audio mixing?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#10<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/NCFULCCCSDXDSD\" class=\"app-title\">CRML<\/a><\/p>\n<div class=\"one-liner\">CRML is a declaritive language for writing cyberrisk as code<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">131<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>CRML\u662f\u4e00\u79cd\u58f0\u660e\u5f0f\u8bed\u8a00\uff0c\u7528\u4e8e\u5c06\u7f51\u7edc\u5b89\u5168\u98ce\u9669\u5efa\u6a21\u8f6c\u5316\u4e3a\u4ee3\u7801\uff0c\u89e3\u51b3\u4e86\u4f01\u4e1a\u5728\u5411\u8463\u4e8b\u4f1a\u6c47\u62a5\u65f6\u56e0\u98ce\u9669\u6a21\u578b\u5206\u6563\u3001\u5047\u8bbe\u4e0d\u900f\u660e\u800c\u96be\u4ee5\u63d0\u4f9b\u6e05\u6670\u3001\u91cf\u5316\u51b3\u7b56\u4f9d\u636e\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\/410da2b6-f755-446c-84ff-00f0e2559204.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\/83185299-0bbd-4885-b591-5c73805733f4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/46300b78-7d4a-4dea-86be-e9cebbe6fa3d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1704a8b1-5b94-4437-ac0f-a570468d3448.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Languages<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u7f51\u7edc\u5b89\u5168\u98ce\u9669\u5efa\u6a21<\/span><br \/>\n <span class=\"tag\">\u98ce\u9669\u5373\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">\u58f0\u660e\u5f0f\u8bed\u8a00<\/span><br \/>\n <span class=\"tag\">GRC\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u89c4\u8303<\/span><br \/>\n <span class=\"tag\">\u5f15\u64ce\u65e0\u5173<\/span><br \/>\n <span class=\"tag\">FAIR\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u7248\u672c\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">YAML\/JSON<\/span><br \/>\n <span class=\"tag\">\u91cf\u5316\u5206\u6790<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u201c\u98ce\u9669\u5373\u4ee3\u7801\u201d\u7406\u5ff5\uff0c\u8ba4\u4e3a\u5176\u89e3\u51b3\u4e86\u7535\u5b50\u8868\u683c\u6a21\u578b\u4e0d\u900f\u660e\u3001\u96be\u534f\u4f5c\u7684\u95ee\u9898\u3002\u6838\u5fc3\u53cd\u9988\u5305\u62ec\uff1a\u5173\u6ce8\u5176\u5bf9\u201c\u4eba\u4e3a\u56e0\u7d20\u201d\u98ce\u9669\u7684\u7ed3\u6784\u5316\u80fd\u529b\uff1b\u8be2\u95ee\u654f\u611f\u6027\u5206\u6790\u548c\u573a\u666f\u5bf9\u6bd4\u529f\u80fd\uff1b\u62c5\u5fe7\u793e\u533a\u91c7\u7528\u7387\uff1b\u5f3a\u8c03\u7248\u672c\u5316\u4e0e\u5ba1\u8ba1\u8ffd\u8e2a\u7684\u4ef7\u503c\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n CRML\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u6210\u4e3a\u53c8\u4e00\u4e2a\u98ce\u9669\u91cf\u5316\u5de5\u5177\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u6210\u4e3a\u8be5\u9886\u57df\u7684\u201c\u901a\u7528\u8bed\u8a00\u201d\u6216\u201c\u6c47\u7f16\u5c42\u201d\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u5e76\u975e\u5176\u5f53\u524d\u529f\u80fd\uff0c\u800c\u5728\u4e8e\u5176**\u5f15\u64ce\u65e0\u5173**\u548c**\u6846\u67b6\u65e0\u5173**\u7684\u5b9a\u4f4d\u2014\u2014\u8fd9\u76f4\u6307\u7f51\u7edc\u5b89\u5168\u98ce\u9669\u91cf\u5316\u5e02\u573a\u957f\u671f\u5b58\u5728\u7684\u201c\u5df4\u522b\u5854\u201d\u56f0\u5883\uff1a\u5404\u54a8\u8be2\u516c\u53f8\u3001\u8f6f\u4ef6\u5382\u5546\u4f7f\u7528\u4e92\u4e0d\u517c\u5bb9\u7684\u4e13\u6709\u6a21\u578b\u548c\u65b9\u6cd5\u8bba\uff0c\u5bfc\u81f4\u6a21\u578b\u65e0\u6cd5\u79fb\u690d\u3001\u5047\u8bbe\u65e0\u6cd5\u9a8c\u8bc1\u3001\u7ed3\u8bba\u96be\u4ee5\u6bd4\u8f83\u3002CRML\u901a\u8fc7\u63d0\u4f9b\u4e00\u79cd\u5f00\u653e\u7684\u3001\u58f0\u660e\u5f0f\u7684YAML\/JSON\u89c4\u8303\uff0c\u8bd5\u56fe\u5c06\u98ce\u9669\u6a21\u578b\u7684\u201c\u5047\u8bbe\u201d\u4e0e\u201c\u8ba1\u7b97\u5f15\u64ce\u201d\u89e3\u8026\uff0c\u8ba9\u6a21\u578b\u672c\u8eab\u9996\u6b21\u53d8\u5f97\u53ef\u7248\u672c\u5316\u3001\u53ef\u8bc4\u5ba1\u3001\u53ef\u590d\u7528\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6210\u529f\u9762\u4e34\u4e24\u5927\u5c16\u9510\u6311\u6218\u3002\u5176\u4e00\uff0c**\u6807\u51c6\u5316\u6096\u8bba**\uff1a\u5b83\u9700\u8981\u540c\u65f6\u8d62\u5f97\u98ce\u9669\u91cf\u5316\u5f15\u64ce\u63d0\u4f9b\u5546\uff08\u5982FAIR\u3001Bayesian\u6a21\u578b\u5de5\u5177\uff09\u548c\u7ec8\u7aef\u4f01\u4e1a\u7528\u6237\u7684\u53cc\u91cd\u91c7\u7eb3\uff0c\u5f62\u6210\u751f\u6001\u3002\u5728\u7f3a\u4e4f\u5de8\u5934\u80cc\u4e66\u6216\u6743\u5a01\u7ec4\u7ec7\u652f\u6301\u7684\u60c5\u51b5\u4e0b\uff0c\u6781\u6613\u9677\u5165\u201c\u65e0\u4eba\u7528\u6545\u65e0\u4eba\u652f\u6301\uff0c\u65e0\u4eba\u652f\u6301\u6545\u65e0\u4eba\u7528\u201d\u7684\u5faa\u73af\u3002\u5176\u4e8c\uff0c**\u62bd\u8c61\u6cc4\u6f0f\u98ce\u9669**\uff1a\u98ce\u9669\u5efa\u6a21\u7684\u672c\u8d28\u6d89\u53ca\u5927\u91cf\u4e0d\u786e\u5b9a\u6027\u548c\u4e3b\u89c2\u5224\u65ad\u3002CRML\u8bd5\u56fe\u901a\u8fc7\u58f0\u660e\u5f0f\u8bed\u8a00\u5c06\u4e4b\u62bd\u8c61\u4e3a\u4ee3\u7801\uff0c\u4f46\u5982\u4f55\u786e\u4fddYAML\u6587\u4ef6\u80fd\u5145\u5206\u3001\u65e0\u6b67\u4e49\u5730\u8868\u8fbe\u590d\u6742\u7684\u4e1a\u52a1\u4e0a\u4e0b\u6587\u3001\u5a01\u80c1\u60c5\u62a5\u7684\u7ec6\u5fae\u5dee\u522b\u4ee5\u53ca\u63a7\u5236\u63aa\u65bd\u7684\u6709\u6548\u6027\uff1f\u8fc7\u5ea6\u7b80\u5316\u53ef\u80fd\u5bfc\u81f4\u6a21\u578b\u8131\u79bb\u73b0\u5b9e\uff0c\u800c\u8ffd\u6c42\u5b8c\u5907\u6027\u53c8\u53ef\u80fd\u8ba9\u8bed\u8a00\u53d8\u5f97\u6781\u5176\u590d\u6742\uff0c\u8fdd\u80cc\u5176\u7b80\u6d01\u521d\u8877\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8bc4\u8bba\u4e2d\u63d0\u53ca\u7684\u201c\u5c06\u884c\u4e3a\u98ce\u9669\u50cf\u6280\u672f\u6f0f\u6d1e\u4e00\u6837\u7ed3\u6784\u5316\u201d\u7684\u671f\u5f85\uff0c\u6070\u6070\u70b9\u660e\u4e86\u5176\u5929\u82b1\u677f\u3002CRML\u6216\u8bb8\u80fd\u4f18\u79c0\u5730\u7f16\u7801\u5df2\u77e5\u7684\u98ce\u9669\u7ed3\u6784\u548c\u6982\u7387\u5173\u7cfb\uff0c\u4f46\u7f51\u7edc\u5b89\u5168\u4e2d\u6700\u68d8\u624b\u3001\u6700\u5173\u952e\u7684\u201c\u672a\u77e5\u672a\u77e5\u201d\u548c\u9002\u5e94\u6027\u5a01\u80c1\uff0c\u53ef\u80fd\u6c38\u8fdc\u65e0\u6cd5\u88ab\u4f18\u96c5\u5730\u201c\u58f0\u660e\u201d\u3002\u56e0\u6b64\uff0cCRML\u7684\u6700\u5927\u8d21\u732e\u53ef\u80fd\u4e0d\u662f\u7ec8\u7ed3\u98ce\u9669\u8ba8\u8bba\u7684\u6df7\u4e71\uff0c\u800c\u662f\u5c06\u6df7\u4e71\u7684\u8ba8\u8bba\u4ece\u6a21\u7cca\u7684\u53d9\u4e8b\u548c\u5e7b\u706f\u7247\uff0c\u63d0\u5347\u5230\u4e00\u4e2a\u7ed3\u6784\u66f4\u6e05\u6670\u3001\u53ef\u88ab\u673a\u5668\u90e8\u5206\u5904\u7406\u7684\u201c\u9ad8\u7ea7\u6df7\u4e71\u201d\u5c42\u9762\u2014\u2014\u8fd9\u5df2\u662f\u5de8\u5927\u7684\u8fdb\u6b65\u3002\u5b83\u7684\u547d\u8fd0\u5c06\u53d6\u51b3\u4e8e\u793e\u533a\u80fd\u5426\u56f4\u7ed5\u5b83\u6784\u5efa\u8d77\u4e30\u5bcc\u7684\u5de5\u5177\u94fe\u548c\u6848\u4f8b\u5e93\uff0c\u4ece\u800c\u8bc1\u660e\u8fd9\u79cd\u7ed3\u6784\u5316\u7684\u6210\u672c\u4f4e\u4e8e\u5176\u5e26\u6765\u7684\u6e05\u6670\u5316\u6536\u76ca\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\">CRML<\/span>\n <\/div>\n<div class=\"comment-content\">We have infrastructure as a code, network as a code but dont have anything as Risk As a Code. CRML is an open, declarative, engine-agnostic and Control \/ Attack framework\u2013agnostic Cyber Risk Modeling Language. It provides a YAML\/JSON format for describing cyber risk models, telemetry mappings, simulation pipelines, dependencies, and output requirements \u2014 without forcing you into a specific quantification method, simulation engine, or security-control \/ threat catalog.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I was looking for a cyber risk engine to incorporate in our platform. I was surprised to see that there does not exist one in the entire internet. I went deep to understand, why it does not exist. Then I figured out its because, there is no way someone can write the cyber risks in a machine readable format. There is no declaritive language for this. Thats when I thought of creating this. <\/p>\n<p>CRML started from dozens of messy, real conversations with security leaders, risk teams, and CISOs who kept telling us the same thing:<\/p>\n<p>\u201cWe have frameworks\u2026 but when the board asks a decision question, we still scramble.\u201d<br \/>CRML is our attempt to change that.<\/p>\n<p>It turns scattered assumptions, spreadsheets, and narratives into structured, executable cyber-risk models \u2014 so teams can reason about scenarios, trade-offs, and investments with actual clarity instead of gut feel.<\/p>\n<p>We\u2019re launching CRML first because modeling is the foundation. Before dashboards, or automation\u2026 organizations need a clean way to think about risk.<\/p>\n<p>We\u2019d genuinely love your feedback:<br \/>\u2022 What\u2019s broken today in cyber risk analysis?<br \/>\u2022 Where do models fall apart in practice?<br \/>\u2022 What would make this actually useful in your day-to-day work?<\/p>\n<p>We\u2019re here in the comments all day \u2014 fire away.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>16<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@faux16\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@faux16<\/a> Great initiative. The hardest part of risk is usually the ‘human factor.’ If CRML can help us structure behavioral risk as clearly as technical vulnerabilities, it will be a massive win for the industry.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on your launch guys! <\/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\/@cathcorm\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cathcorm<\/a> Thank You So much <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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 “Risk as Code” approach is brilliant – moving from spreadsheets to Git-versioned YAML\/JSON solves so many problems with audit trails and collaboration. CISOs struggle to give boards concrete answers because risk models are scattered across different tools and people’s heads. Making it declarative and engine-agnostic means you’re not locked into one framework. How does CRML handle sensitivity analysis? When boards ask “what if X happens”, can you fork the model and compare scenarios side by side?<\/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\/@adam_lab\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adam_lab<\/a>  Thank you for the appreciation. To answer the query, yes that can absolutely be done. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@adam_lab\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adam_lab<\/a> I might add, you can even do that in CRML Studio (The web interface). You can click your scenarios together there. It’s like a building kit. Direct side by side could easily be added but I believe it makes more sense to use an IDE and diffs for 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>This is so good. Exactly what I needed.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jaydev13\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jaydev13<\/a> Glad to know that. Would be great if you could share, how this will help 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>Risk models living in spreadsheets means every assumption is implicit and nobody can diff them. CRML putting FAIR Monte Carlo and Bayesian modeling into the same YAML spec makes those assumptions versioned and reviewable, which is what most GRC tools still don’t do. The real test is whether security teams adopt the spec or keep building bespoke models in Python notebooks.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@piroune_balachandran\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@piroune_balachandran<\/a> Absolutely on point. Its on all of us in the community to spread it and help them adopt it maybe. The initial adaoption will be a friction for sure but once they get the hang of it, I feel they would love it. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@piroune_balachandran Absolutely, we have kept a bunch of examples in the repo<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#11<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/OGNBTCAXY7KU5F\" class=\"app-title\">Agent Credit<\/a><\/p>\n<div class=\"one-liner\">The first credit line for agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">118<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Agent Credit \u662f\u9996\u4e2a\u4e3aAI\u667a\u80fd\u4f53\u63d0\u4f9b\u7684\u4fe1\u8d37\u4ea7\u54c1\uff0c\u901a\u8fc7\u96c6\u6210Aave\u501f\u8d37\u534f\u8bae\uff0c\u8ba9\u667a\u80fd\u4f53\u80fd\u591f\u81ea\u4e3b\u501f\u8d37\u548c\u507f\u8fd8\u8d44\u91d1\uff0c\u89e3\u51b3\u4e86\u5176\u5728\u81ea\u52a8\u5316\u8fd0\u884c\u4e2d\u56e0\u4f59\u989d\u4e0d\u8db3\u800c\u9891\u7e41\u4e2d\u65ad\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5c6aba1e-8bb8-45d7-8da6-d1bc6193607e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a8662742-17a0-40ef-aca7-4026ad3a30e7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span><br \/>\n <span class=\"tag\">Web3<\/span><br \/>\n <span class=\"tag\">Cryptocurrency<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u533a\u5757\u94fe\u91d1\u878d<\/span><br \/>\n <span class=\"tag\">DeFi<\/span><br \/>\n <span class=\"tag\">AI\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u81ea\u4e3b\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u4fe1\u8d37\u989d\u5ea6<\/span><br \/>\n <span class=\"tag\">Aave\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u8fd0\u8425<\/span><br \/>\n <span class=\"tag\">\u52a0\u5bc6\u7ecf\u6d4e<\/span><br \/>\n <span class=\"tag\">\u53bb\u4e2d\u5fc3\u5316\u501f\u8d37<\/span><br \/>\n <span class=\"tag\">Web3\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\u4e3a\u4ea7\u54c1\u6982\u5ff5\u521b\u65b0\uff0c\u89e3\u51b3\u4e86\u667a\u80fd\u4f53\u8fd0\u8425\u7684\u8d44\u91d1\u6469\u64e6\u95ee\u9898\u3002\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u5728\u98ce\u9669\u7ba1\u7406\u673a\u5236\uff1a\u5982\u4f55\u8bbe\u7f6e\u62b5\u62bc\u54c1\u3001\u5904\u7406\u6e05\u7b97\u98ce\u9669\uff0c\u4ee5\u53ca\u4fe1\u7528\u80cc\u540e\u7684\u4fe1\u4efb\u6a21\u578b\uff08\u662f\u4ee3\u7406\u4eba\u94b1\u5305\u8fd8\u662f\u5176\u4ed6\u6a21\u578b\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 Agent Credit \u8bd5\u56fe\u5728DeFi\u4e0eAI\u667a\u80fd\u4f53\u4ea4\u53c9\u7684\u65e0\u4eba\u533a\u67b6\u8bbe\u4e00\u5ea7\u6865\u6881\uff0c\u5176\u6838\u5fc3\u4ef7\u503c\u4e3b\u5f20\u76f4\u6307\u4e00\u4e2a\u5173\u952e\u77db\u76fe\uff1a\u9ad8\u5ea6\u81ea\u4e3b\u7684\u667a\u80fd\u4f53\u4e0e\u6781\u5ea6\u53d7\u9650\u7684\u8d44\u672c\u6d41\u52a8\u6027\u3002\u4ea7\u54c1\u5c06Aave\u4f5c\u4e3a\u201c\u592e\u884c\u201d\uff0c\u8ba9\u667a\u80fd\u4f53\u4ece\u88ab\u52a8\u6d88\u8017\u9884\u5145\u8d44\u91d1\uff0c\u8f6c\u53d8\u4e3a\u53ef\u4e3b\u52a8\u8c03\u5ea6\u91d1\u878d\u8d44\u6e90\u7684\u201c\u7ecf\u6d4e\u4e3b\u4f53\u201d\uff0c\u8fd9\u786e\u5b9e\u5728\u7406\u8bba\u4e0a\u5f00\u542f\u4e86\u5168\u65b0\u5de5\u4f5c\u6d41\uff0c\u5982\u501f\u8d37\u652f\u4ed8API\u8d39\u7528\u3001\u5b8c\u6210\u4efb\u52a1\u540e\u8fd8\u6b3e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5149\u9c9c\u6982\u5ff5\u4e4b\u4e0b\u6697\u7901\u904d\u5e03\u3002\u9996\u5f53\u5176\u51b2\u7684\u662f\u98ce\u9669\u6a21\u578b\u7684\u60ac\u800c\u672a\u51b3\u3002\u8bc4\u8bba\u4e2d\u7684\u5c16\u9510\u53d1\u95ee\u5207\u4e2d\u8981\u5bb3\uff1a\u667a\u80fd\u4f53\u4f5c\u4e3a\u975e\u6cd5\u5f8b\u5b9e\u4f53\uff0c\u4fe1\u7528\u7531\u8c01\u80cc\u4e66\uff1f\u662f\u6240\u6709\u8005\u94b1\u5305\u7684\u5168\u989d\u62b5\u62bc\uff0c\u8fd8\u662f\u67d0\u79cd\u57fa\u4e8e\u94fe\u4e0a\u58f0\u8a89\u7684\u4fe1\u7528\u8bc4\u5206\uff1f\u82e5\u91c7\u7528\u8d85\u989d\u62b5\u62bc\uff0c\u5219\u4e0e\u5f53\u524d\u624b\u52a8\u5145\u503c\u76f8\u6bd4\u6548\u7387\u63d0\u5347\u6709\u9650\uff1b\u82e5\u5c1d\u8bd5\u4f4e\u62b5\u62bc\u6216\u65e0\u62b5\u62bc\u501f\u8d37\uff0c\u5219\u5728\u53bb\u4e2d\u5fc3\u5316\u73af\u5883\u4e2d\u5982\u4f55\u9632\u8303\u574f\u8d26\u4e0e\u6b3a\u8bc8\uff1f\u5176\u6b21\uff0c\u6e05\u7b97\u98ce\u9669\u5728\u52a0\u5bc6\u8d44\u4ea7\u9ad8\u6ce2\u52a8\u6027\u4e0b\u88ab\u653e\u5927\uff0c\u667a\u80fd\u4f53\u80fd\u5426\u5728\u5e02\u573a\u4ef7\u683c\u5267\u70c8\u6ce2\u52a8\u65f6\u53ca\u65f6\u3001\u81ea\u52a8\u5730\u6267\u884c\u8fd8\u6b3e\u6216\u8865\u5145\u62b5\u62bc\u54c1\uff0c\u907f\u514d\u8fde\u9501\u6e05\u7b97\uff0c\u662f\u4e00\u4e2a\u4e25\u5cfb\u7684\u6280\u672f\u4e0e\u673a\u5236\u8bbe\u8ba1\u6311\u6218\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cAgent Credit \u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u4fe1\u8d37\u201d\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u6784\u5efa\u4e00\u4e2a\u8ba9AI\u667a\u80fd\u4f53\u80fd\u591f\u53c2\u4e0e\u5e76\u8c03\u8282\u52a0\u5bc6\u7ecf\u6d4e\u5faa\u73af\u7684\u95ed\u73af\u3002\u5b83\u771f\u6b63\u7684\u98a0\u8986\u6027\u5728\u4e8e\uff0c\u5c06\u667a\u80fd\u4f53\u4ece\u5de5\u5177\u63d0\u5347\u4e3a\u5177\u6709\u57fa\u672c\u201c\u8d22\u52a1\u81ea\u4e3b\u6743\u201d\u7684\u4ee3\u7406\uff0c\u4e3a\u672a\u6765\u771f\u6b63\u81ea\u4e3b\u7684\u3001\u53ef\u81ea\u6211\u7ef4\u6301\u7684DAO\u6216\u53bb\u4e2d\u5fc3\u5316\u7ec4\u7ec7\u63d0\u4f9b\u4e86\u91d1\u878d\u5c42\u539f\u578b\u3002\u4f46\u76ee\u524d\u5b83\u66f4\u50cf\u4e00\u4e2a\u5927\u80c6\u7684\u601d\u60f3\u5b9e\u9a8c\uff0c\u5176\u6210\u529f\u4e0e\u5426\u5b8c\u5168\u4e0d\u53d6\u51b3\u4e8e\u96c6\u6210\u4e86\u54ea\u4e2aDeFi\u534f\u8bae\uff0c\u800c\u53d6\u51b3\u4e8e\u56e2\u961f\u80fd\u5426\u8bbe\u8ba1\u51fa\u4e00\u4e2a\u5728\u53bb\u4e2d\u5fc3\u5316\u3001\u65e0\u4fe1\u4efb\u73af\u5883\u4e0b\u4f9d\u7136\u7a33\u5065\u7684\u98ce\u9669\u4e0e\u6cbb\u7406\u6846\u67b6\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u4e00\u4e2a\u9644\u7740\u4e8eAave\u4e4b\u4e0a\u7684\u3001\u7565\u663e\u82b1\u54e8\u7684\u201c\u76ae\u80a4\u201d\uff0c\u800c\u975e\u9769\u547d\u6027\u7684\u57fa\u7840\u8bbe\u65bd\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 Credit<\/span>\n <\/div>\n<div class=\"comment-content\">The first credit line for agents. Let your agent borrow & repay credit, using Aave. – aaronjmars\/agent-credit<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is wild – giving agents access to Aave credit lines removes the biggest friction point: constantly topping up balances for autonomous operations. The concept of an agent that can borrow to pay for API calls or transaction fees, then repay after completing tasks, opens up so many new workflows. Biggest question though: how do you handle risk management and collateral requirements? Is it the agent owner’s wallet that backs the credit, or is there a different trust model at play here?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Agent Credit looks awesome! The Aave integration for agent lending is super innovative. How do you handle liquidation risks with volatile asset pairs?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Finally, a use case for crypto! \ud83e\udd13<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#12<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/H2VGRKN2UO4A6I\" class=\"app-title\">Bezel<\/a><\/p>\n<div class=\"one-liner\">Wirelessly Mirror any iPhone on your Mac<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">116<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Bezel\u662f\u4e00\u6b3e\u53ef\u5c06iPhone\u3001iPad\u7b49\u82f9\u679c\u8bbe\u5907\u65e0\u7ebf\u955c\u50cf\u81f3Mac\u5e76\u81ea\u52a8\u5957\u7528\u7cbe\u51c6\u8bbe\u5907\u5916\u58f3\u753b\u9762\u7684\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u6f14\u793a\u3001\u4f1a\u8bae\u53ca\u5185\u5bb9\u521b\u4f5c\u65f6\u753b\u9762\u5448\u73b0\u4e0d\u4e13\u4e1a\u3001\u6709\u7ebf\u8fde\u63a5\u4e0d\u4fbf\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9f1a8f32-58da-4851-9476-2eb9cc868824.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/53b9a5ae-469d-4cce-8db2-cc4a1239783d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5add724b-0005-454b-8ca5-2f4b7ff1e217.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/662e0a37-c434-4fea-b620-084f225ef305.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8186f730-0cd7-487f-842f-198930eebb6c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2e4b804c-d7b3-4e0f-9118-e42f688ee308.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7cc66bb0-83f0-44cc-bd66-9f895d2949f9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ede2aed6-91f6-4207-b7af-d30fc055c3a3.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\">Meetings<\/span><br \/>\n <span class=\"tag\">Apple<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5c4f\u5e55\u955c\u50cf<\/span><br \/>\n <span class=\"tag\">\u6f14\u793a\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8bbe\u5907\u6a21\u62df<\/span><br \/>\n <span class=\"tag\">\u65e0\u7ebf\u6295\u5c4f<\/span><br \/>\n <span class=\"tag\">Mac\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">\u4e13\u4e1a\u6f14\u793a<\/span><br \/>\n <span class=\"tag\">AirPlay<\/span><br \/>\n <span class=\"tag\">UI\u5c55\u793a<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u65e0\u7ebf\u955c\u50cf\u4e0e\u7cbe\u51c6\u8bbe\u5907\u6846\u67b6\u5e26\u6765\u7684\u4e13\u4e1a\u6f14\u793a\u4f53\u9a8c\uff0c\u5c24\u5176\u8d5e\u8d4f\u5176\u53ef\u955c\u50cf\u4efb\u610f\u8bbe\u5907\uff08\u4e0d\u9650\u4e2a\u4ebaiCloud\u8bbe\u5907\uff09\u7684\u6838\u5fc3\u4f18\u52bf\u3002\u4e3b\u8981\u7591\u95ee\u548c\u5efa\u8bae\u96c6\u4e2d\u5728\u65e0\u7ebf\u5ef6\u8fdf\u8868\u73b0\u3001\u4e0e\u82f9\u679c\u539f\u751f\u201ciPhone\u955c\u50cf\u201d\u529f\u80fd\u7684\u5dee\u5f02\u5bf9\u6bd4\uff0c\u4ee5\u53ca\u9488\u5bf9Apple Vision Pro\u7b49\u7279\u5b9a\u8bbe\u5907\u7684\u517c\u5bb9\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 Bezel\u7684\u5b9e\u8d28\uff0c\u662f\u5728\u82f9\u679c\u5c01\u95ed\u751f\u6001\u7684\u5939\u7f1d\u4e2d\uff0c\u7cbe\u51c6\u6316\u6398\u5e76\u5b9a\u4e49\u4e86\u4e00\u4e2a\u201c\u4e13\u4e1a\u6f14\u793a\u201d\u7684\u7ec6\u5206\u573a\u666f\u3002\u5176\u4ef7\u503c\u8fdc\u4e0d\u6b62\u201c\u65e0\u7ebf\u955c\u50cf\u201d\uff0c\u800c\u5728\u4e8e\u5c06\u539f\u672c\u5c5e\u4e8e\u4e2a\u4eba\u8bbe\u5907\u534f\u540c\u7684\u529f\u80fd\uff08\u5982AirPlay\u3001QuickTime\u6709\u7ebf\u5f55\u5236\uff09\uff0c\u901a\u8fc7\u201c\u4efb\u610f\u8bbe\u5907\u955c\u50cf\u201d\u548c\u201c\u50cf\u7d20\u7ea7\u8bbe\u5907\u6846\u67b6\u201d\u4e24\u5927\u7279\u6027\uff0c\u91cd\u6784\u4e3a\u9762\u5411B\u7aef\u6f14\u793a\u3001\u5f55\u5236\u548c\u5185\u5bb9\u751f\u4ea7\u7684\u4e13\u4e1a\u5de5\u4f5c\u6d41\u3002\n <\/p>\n<p class=\"ai-content\">\n \u82f9\u679c\u539f\u751f\u65b9\u6848\uff08\u5982iPhone\u955c\u50cf\uff09\u4e25\u683c\u7ed1\u5b9a\u4e2a\u4eba\u8d26\u6237\uff0c\u65e8\u5728\u89e3\u51b3\u79c1\u4eba\u5c4f\u5e55\u6269\u5c55\u9700\u6c42\uff1b\u800cBezel\u5207\u4e2d\u7684\u662f\u5f00\u53d1\u8005\u4e3a\u5ba2\u6237\u6f14\u793a\u3001\u8bbe\u8ba1\u5e08\u6c47\u62a5\u3001\u521b\u4f5c\u8005\u5f55\u5236\u5185\u5bb9\u65f6\uff0c\u9700\u8981\u4e34\u65f6\u3001\u7075\u6d3b\u3001\u4e14\u5448\u73b0\u6781\u5177\u89c6\u89c9\u8bf4\u670d\u529b\u7684\u201c\u8bbe\u5907\u753b\u9762\u201d\u8fd9\u4e00\u521a\u9700\u3002\u7cbe\u51c6\u7684\u8bbe\u5907\u6846\u67b6\u7edd\u975e\u80a4\u6d45\u7684\u76ae\u80a4\uff0c\u5b83\u76f4\u63a5\u63d0\u5347\u4e86\u6f14\u793a\u6210\u679c\u7684\u5b8c\u6210\u5ea6\u548c\u53ef\u4fe1\u5ea6\uff0c\u8fd9\u662fQuickTime\u7684\u77e9\u5f62\u7a97\u53e3\u6216\u82f9\u679c\u539f\u751f\u65b9\u6848\u65e0\u6cd5\u63d0\u4f9b\u7684\u201c\u4e34\u95e8\u4e00\u811a\u201d\u7684\u4e13\u4e1a\u611f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u4e5f\u663e\u800c\u6613\u89c1\u3002\u9996\u5148\uff0c\u5176\u6838\u5fc3\u529f\u80fd\u9ad8\u5ea6\u4f9d\u8d56\u82f9\u679c\u7684AirPlay\u534f\u8bae\uff0c\u5728\u5ef6\u8fdf\u548c\u7a33\u5b9a\u6027\u4e0a\u5b58\u5728\u5929\u7136\u5929\u82b1\u677f\uff0c\u8fd9\u5bf9\u5b9e\u65f6\u4ea4\u4e92\u6f14\u793a\u6784\u6210\u6f5c\u5728\u98ce\u9669\u3002\u5176\u6b21\uff0c\u5176\u4f5c\u4e3a\u72ec\u7acb\u4ed8\u8d39\u5de5\u5177\u7684\u751f\u5b58\u7a7a\u95f4\uff0c\u957f\u671f\u9762\u4e34\u88ab\u82f9\u679c\u539f\u751f\u529f\u80fd\u9010\u6b65\u4fb5\u8680\u7684\u5a01\u80c1\u2014\u2014\u5c3d\u7ba1\u76ee\u524d\u5b58\u5728\u201c\u4e2a\u4eba\u201d\u4e0e\u201c\u4efb\u610f\u8bbe\u5907\u201d\u7684\u5b9a\u4f4d\u5dee\uff0c\u4f46\u6280\u672f\u58c1\u5792\u5e76\u4e0d\u9ad8\u3002\u5b83\u7684\u62a4\u57ce\u6cb3\u5728\u4e8e\u5bf9\u4e13\u4e1a\u7528\u6237\u5de5\u4f5c\u6d41\u7684\u6df1\u5ea6\u7406\u89e3\u4e0e\u4f53\u9a8c\u4f18\u5316\u3002\u82e5\u4e0d\u80fd\u6301\u7eed\u6df1\u5316\u5728\u5f55\u5236\u3001\u7f16\u8f91\u3001\u56e2\u961f\u534f\u4f5c\u7b49\u884d\u751f\u573a\u666f\u7684\u4ef7\u503c\uff0c\u6216\u5c06\u96be\u4ee5\u7ef4\u6301\u957f\u671f\u4f18\u52bf\u3002\u8fd9\u662f\u4e00\u6b3e\u5728\u5de8\u5934\u5212\u5b9a\u7684\u8d5b\u9053\u65c1\uff0c\u5f00\u8f9f\u51fa\u4e00\u6761\u7cbe\u81f4\u5c0f\u5f84\u7684\u5229\u57fa\u5e02\u573a\u4ea7\u54c1\uff0c\u5176\u6210\u8d25\u5728\u4e8e\u80fd\u5426\u5c06\u201c\u4e13\u4e1a\u6f14\u793a\u201d\u8fd9\u4e2a\u573a\u666f\u505a\u900f\u3001\u505a\u6df1\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\">Bezel<\/span>\n <\/div>\n<div class=\"comment-content\">The best way to display and record any iPhone, iPad, and Apple TV now supporting wireless mirroring using AirPlay.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>I’m Mathijs, one half of Nonstrict. Tom and I have been building apps together for over a decade, and Bezel started from our own frustration: we needed a good way to show what’s on an iPhone during demos and meetings, and nothing out there looked or felt right.<\/p>\n<p>Bezel mirrors any iPhone, iPad, Apple TV or Vision Pro on your Mac with pixel-perfect device frames that match your actual hardware. It’s become a favorite tool for developers, designers and content creators who care about how their work is presented.<\/p>\n<p>Today we’re launching Bezel 4.0 with our most requested feature: wireless mirroring. No more cables! Just select your Mac from your iPhone’s screen mirroring menu and you’re good to go. Perfect for live demos and presentations where you want to move freely.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mathijskadijk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mathijskadijk<\/a> <a href=\"https:\/\/www.producthunt.com\/@tomlokhorst\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"tomlokhorst\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tomlokhorst<\/a> Congrats guys! What surprised you most about building a productivity-focused utility for Apple devices?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally, wireless AirPlay mirroring in v4.0! The fact that Bezel works with ANY iPhone (not just your own like Apple’s native mirroring) is huge for demos and client presentations. The hardware-accurate frames make such a difference compared to QuickTime’s flat rectangle – it immediately looks more professional for marketing materials and pitch decks. Curious about latency with wireless vs cable – is it low enough for real-time demos where you’re interacting with the app while presenting?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>A friend was just asking for a simple way to mirror their phone during client calls. This fits that use case really well, sharing it with them.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I guess this is already supported by new mac update. Called Iphone Mirroring system app. I just used it today.<br \/>is there any extra feature?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@wei_yan4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@wei_yan4<\/a> Good question! iPhone Mirroring is nice for personal use, but it’s limited to your own iCloud-linked iPhone. Bezel works with any iPhone or iPad, wraps the screen in a pixel-perfect device frame, and is built for presenting and recording, custom backgrounds, transparent video export, full-screen mode. If you just want your own phone on your Mac, iPhone Mirroring is solid. If you demo or present apps to others, that’s where Bezel comes in.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wow, Bezel looks amazing! I love the AirPlay mirroring for wireless demos. Does it handle latency well when mirroring Apple Vision Pro content? Super curious about that use case!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Hey Mathijs, that frustration of needing to show your iPhone in a demo and nothing looking right is so relatable. Was there a specific presentation or meeting where you were trying to show something on your phone and the setup just looked janky or unprofessional?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vouchy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vouchy<\/a> Honestly it wasn’t one specific moment, it was the repeated experience of plugging in my iPhone, opening QuickTime, and getting this plain flat rectangle that didn’t look like anything. Every demo, every recording, every time. At some point my co-founder Tom and I just looked at each other like “why doesn’t a proper tool for this exist?” So we built it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/O2NUGKTKABKTYY\" class=\"app-title\">Afterpage<\/a><\/p>\n<div class=\"one-liner\">Smart document organization with AI that learns<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">110<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Afterpage\u662f\u4e00\u6b3e\u5229\u7528\u672c\u5730AI\u5b66\u4e60\u7528\u6237\u4e60\u60ef\u7684\u667a\u80fd\u6587\u6863\u6574\u7406\u5e94\u7528\uff0c\u901a\u8fc7\u5c06\u6563\u843d\u5404\u5904\u7684\u6587\u6863\u8f6c\u5316\u4e3a\u53ef\u641c\u7d22\u7684\u6863\u6848\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u7d27\u6025\u65f6\u523b\u627e\u4e0d\u5230\u91cd\u8981\u6587\u4ef6\uff08\u5982\u4fdd\u9669\u5361\u3001\u7a0e\u5355\uff09\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\/be8866b5-a1b8-41f4-bb97-7b9f8aa57458.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c8aae64d-8753-48d4-9106-15154af6c8ed.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fa21d62a-ff87-4690-beab-011a524a119c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/024283c4-4233-4ab2-b29c-c7d508a9ce08.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fb84be59-8592-4386-b4c0-e66f1bd0b8a6.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\">Storage<\/span><br \/>\n <span class=\"tag\">Apple<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u667a\u80fd\u6587\u6863\u6574\u7406<\/span><br \/>\n <span class=\"tag\">\u672c\u5730AI<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u5168\u6587\u641c\u7d22<\/span><br \/>\n <span class=\"tag\">iCloud\u540c\u6b65<\/span><br \/>\n <span class=\"tag\">\u82f9\u679c\u751f\u6001<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">OCR\u8bc6\u522b<\/span><br \/>\n <span class=\"tag\">\u8ba2\u9605\u5236<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u201c\u6574\u7406\u4f18\u5148\u201d\u7684\u7406\u5ff5\u548c\u672c\u5730AI\u5e26\u6765\u7684\u9690\u79c1\u5b89\u5168\u611f\u3002\u6838\u5fc3\u5173\u5207\u70b9\u5728\u4e8e\uff1aAI\u7684\u5b66\u4e60\u66f2\u7ebf\u548c\u53ef\u9760\u6027\u5efa\u7acb\u9700\u8981\u591a\u4e45\uff08\u7ea615-20\u4efd\u6587\u6863\u540e\u5f00\u59cb\u6709\u6548\uff09\uff1b\u5982\u4f55\u5efa\u7acb\u7528\u6237\u5bf9AI\u505a\u6574\u7406\u51b3\u7b56\u7684\u4fe1\u4efb\uff1b\u4ee5\u53ca\u672a\u6765\u5bf9\u7535\u5b50\u8868\u683c\u7b49\u66f4\u591a\u6587\u4ef6\u683c\u5f0f\u7684\u641c\u7d22\u652f\u6301\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 Afterpage\u7684\u53d9\u4e8b\u7cbe\u5de7\u5730\u51fb\u4e2d\u4e86\u4e24\u4e2a\u5f53\u4ee3\u75db\u70b9\uff1a\u4fe1\u606f\u8fc7\u8f7d\u4e0b\u7684\u201c\u6587\u6863\u5931\u5e8f\u7126\u8651\u201d\u4e0e\u4e91\u7aef\u670d\u52a1\u80cc\u540e\u7684\u201c\u9690\u79c1\u4fe1\u4efb\u5371\u673a\u201d\u3002\u5b83\u5ba3\u79f0\u7684\u201c\u672c\u5730AI\u201d\u548c\u201c\u7ec4\u7ec7\u4f18\u5148\u201d\u662f\u5176\u6838\u5fc3\u5356\u70b9\uff0c\u4f46\u6df1\u5165\u5256\u6790\uff0c\u5176\u771f\u6b63\u4ef7\u503c\u4e0e\u6f5c\u5728\u6311\u6218\u5e76\u5b58\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u4ef7\u503c\u5728\u4e8e\uff0c\u5b83\u8bd5\u56fe\u5c06\u88ab\u52a8\u3001\u540e\u7f6e\u7684\u201c\u641c\u7d22\u201d\u8f6c\u53d8\u4e3a\u4e3b\u52a8\u3001\u524d\u7f6e\u7684\u201c\u7cfb\u7edf\u5316\u201d\u3002\u8fd9\u6bd4\u5355\u7eaf\u63d0\u4f9b\u4e00\u4e2a\u5f3a\u5927\u7684\u5168\u6587\u641c\u7d22\u5f15\u64ce\u66f4\u8fdb\u4e00\u6b65\uff0c\u65e8\u5728\u901a\u8fc7\u6a21\u4eff\u7528\u6237\u4e60\u60ef\u6765\u6784\u5efa\u4e00\u4e2a\u53ef\u6301\u7eed\u7684\u6587\u6863\u79e9\u5e8f\uff0c\u7406\u8bba\u4e0a\u80fd\u964d\u4f4e\u672a\u6765\u7684\u8ba4\u77e5\u548c\u64cd\u4f5c\u6210\u672c\u3002\u540c\u65f6\uff0c\u5b8c\u5168\u4f9d\u8d56\u8bbe\u5907\u7b97\u529b\u548ciCloud\u5b58\u50a8\u7684\u67b6\u6784\uff0c\u5728\u8425\u9500\u4e0a\u6784\u6210\u4e86\u5bf9\u9690\u79c1\u654f\u611f\u7528\u6237\u7684\u5f3a\u5927\u5438\u5f15\u529b\uff0c\u5de7\u5999\u5730\u5c06\u82f9\u679c\u751f\u6001\u7684\u5c01\u95ed\u6027\u8f6c\u5316\u4e3a\u5b89\u5168\u5356\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6a21\u5f0f\u5b58\u5728\u6df1\u5c42\u77db\u76fe\u4e0e\u8003\u9a8c\u3002\u9996\u5148\uff0c\u201c\u672c\u5730AI\u201d\u5728\u4fdd\u969c\u9690\u79c1\u7684\u540c\u65f6\uff0c\u4e5f\u610f\u5473\u7740\u6a21\u578b\u80fd\u529b\u53d7\u9650\u4e8e\u8bbe\u5907\u6027\u80fd\u4e0e\u6570\u636e\u91cf\uff0c\u5176\u201c\u667a\u80fd\u201d\u7684\u5929\u82b1\u677f\u53ef\u80fd\u8f83\u4f4e\uff0c\u5b66\u4e60\u6548\u679c\u9ad8\u5ea6\u4f9d\u8d56\u7528\u6237\u521d\u59cb\u7684\u3001\u53ef\u80fd\u5e76\u4e0d\u89c4\u8303\u7684\u6574\u7406\u884c\u4e3a\uff0c\u5bb9\u6613\u9677\u5165\u201c\u5783\u573e\u8fdb\uff0c\u5783\u573e\u51fa\u201d\u7684\u5faa\u73af\u3002\u7528\u6237\u5173\u4e8e\u201c\u5b66\u4e60\u66f2\u7ebf\u201d\u548c\u201c\u4fe1\u4efb\u5efa\u7acb\u201d\u7684\u63d0\u95ee\uff0c\u6b63\u6233\u4e2d\u4e86\u8fd9\u4e2a\u6838\u5fc3\u8106\u5f31\u6027\u2014\u2014AI\u7684\u201c\u5efa\u8bae\u201d\u662f\u5426\u771f\u7684\u6bd4\u7528\u6237\u81ea\u5df1\u5efa\u7acb\u4e00\u5957\u7b80\u5355\u89c4\u5219\u66f4\u9ad8\u6548\u3001\u66f4\u53ef\u9760\uff1f\u8fd9\u9700\u8981\u6781\u5f3a\u7684\u7528\u6237\u4f53\u9a8c\u8bbe\u8ba1\u6765\u8bc1\u660e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u6b21\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\uff08\u514d\u8d3920\u6587\u6863\u540e\u8ba2\u9605\uff09\u4e0e\u6838\u5fc3\u529f\u80fd\uff08AI\u9700\u5b66\u4e60\uff09\u88ab\u7ed1\u5b9a\u5728\u4e00\u8d77\u3002\u867d\u7136\u5f00\u53d1\u8005\u5c0620\u6587\u6863\u8bbe\u5b9a\u4e3a\u5b66\u4e60\u201c\u751c\u70b9\u201d\uff0c\u4f46\u8fd9\u66f4\u50cf\u662f\u4e00\u79cd\u8f6c\u5316\u7b56\u7565\u3002\u7528\u6237\u5728\u6700\u9700\u8981AI\u53d8\u5f97\u6709\u7528\u7684\u201c\u5b66\u4e60\u671f\u201d\u7ed3\u675f\u65f6\u9762\u4e34\u4ed8\u8d39\u5899\uff0c\u6b64\u65f6\u82e5AI\u8868\u73b0\u672a\u8fbe\u9884\u671f\uff0c\u4ed8\u8d39\u610f\u613f\u5c06\u6025\u5267\u4e0b\u964d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u800c\u8a00\u4e4b\uff0cAfterpage\u662f\u4e00\u4e2a\u7406\u5ff5\u5148\u884c\u7684\u4ea7\u54c1\uff0c\u5b83\u7cbe\u51c6\u5730\u5305\u88c5\u4e86\u9700\u6c42\u3002\u4f46\u5176\u80fd\u5426\u6210\u529f\uff0c\u4e0d\u53d6\u51b3\u4e8e\u201c\u672c\u5730AI\u201d\u8fd9\u4e2a\u70ab\u9177\u6807\u7b7e\uff0c\u800c\u53d6\u51b3\u4e8e\u5176AI\u5efa\u8bae\u7684\u201c\u5e73\u5eb8\u5bb9\u9519\u7387\u201d\u548c\u201c\u663e\u6027\u5b9e\u7528\u4ef7\u503c\u201d\u662f\u5426\u8db3\u591f\u9ad8\uff0c\u8db3\u4ee5\u8ba9\u7528\u6237\u76f8\u4fe1\uff0c\u6bcf\u6708\u4ed8\u8d39\u8d2d\u4e70\u7684\u4e0d\u662f\u4e00\u4e2a\u6982\u5ff5\uff0c\u800c\u662f\u4e00\u4e2a\u771f\u6b63\u80fd\u5c06\u81ea\u5df1\u4ece\u6587\u6863\u6574\u7406\u4e2d\u89e3\u653e\u51fa\u6765\u7684\u201c\u6570\u5b57\u7ba1\u5bb6\u201d\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u53e6\u4e00\u4e2a\u7cbe\u81f4\u7684\u3001\u5e26\u6709\u667a\u80fd\u5671\u5934\u7684\u6587\u6863\u6536\u7eb3\u7bb1\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\">Afterpage<\/span>\n <\/div>\n<div class=\"comment-content\">Afterpage is a smart document organizer that transforms chaos into a searchable archive. Import from anywhere, then let Smart Organization learn your patterns and suggest where documents belong. Everything runs on your device and stores in your iCloud Drive.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>I’m Mike, and I built Afterpage because I was drowning in documents I couldn’t find when I needed them.<\/p>\n<p><strong>The problem:<\/strong> Important documents arrive from everywhere: email attachments, camera photos, downloaded PDFs, paper mail. They end up scattered across folders and apps with no consistent system. When you need that insurance card or last year’s tax return, you can’t find it.<\/p>\n<p><strong>What Afterpage does:<\/strong><\/p>\n<p>\ud83e\udde0 <strong>Smart Organization<\/strong> \u2013 On-device AI learns your patterns and suggests where documents belong. The more you use it, the smarter it gets.<\/p>\n<p>\ud83d\udd0d <strong>Find anything instantly<\/strong> \u2013 Full-text search across every document. Search the text inside receipts, contracts, anything.<\/p>\n<p>\ud83d\udce5 <strong>Import from anywhere<\/strong> \u2013 Camera, Files, Photos, email, snail mail. However documents enter your life, Afterpage can import them and index them into your archive.<\/p>\n<p>\ud83c\udf4e <strong>Works with your Apple ecosystem<\/strong> \u2013 Stores in your iCloud Drive, processes on your device. No third-party servers, no new accounts.<\/p>\n<p><strong>Why I built this:<\/strong><\/p>\n<p>Most apps focus on <em>capturing<\/em> documents but leave you with hundreds of unsearchable files. Afterpage flips that: it’s <strong>organization-first<\/strong>. It transforms document chaos into a searchable archive so you can find anything instantly.<\/p>\n<p>Afterpage is <strong>free for 20 documents<\/strong>, then $2.99\/month for unlimited documents + Smart Organization features.<\/p>\n<p>Would love your feedback on my first Product Hunt launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@thisismiked This hits very close to home. The number of times I know a document exists but have no idea where it lives is honestly painful.<br \/>\nThe organization-first approach feels like the right flip. Curious, how quickly does Afterpage start learning someone\u2019s patterns before the suggestions actually feel reliable?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thisismiked\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thisismiked<\/a> Congrats on the launch Mike! How do you build trust when an AI is making organizational decisions?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wow, Afterpage looks amazing! The smart organization that learns my habits is exactly what I need. Does the AI prioritize local storage\/privacy over cloud processing when suggesting placements? Super curious!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jaydev13\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jaydev13<\/a> Thanks so much! The AI doesn’t “prioritize” local processing over cloud, it’s <strong>all<\/strong> processed on-device. AI processing is done on your device (using Apple Intelligence + other on-device tools), and your files are stored locally and synced using iCloud when you add them. Hope this answers your question!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the on-device AI approach – letting the system learn your filing patterns locally instead of sending everything to the cloud is exactly what people need for sensitive documents. The “organization-first” philosophy is a smart pivot from the typical “dump everything in and search later” apps. The OCR for handwritten notes is a killer feature too. How long does it typically take for the AI to start making accurate suggestions? I’m guessing there’s a learning curve before it really “gets” your filing system.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@adam_lab\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adam_lab<\/a> Great question! Smart Organization starts making suggestions immediately based on document content, but you’re right, it gets smarter as it learns your patterns.<\/p>\n<\/p>\n<p>The sweet spot is around 15-20 documents. That’s when it starts recognizing patterns like “this looks like your other energy bills” and suggests the tags, types, and contacts you’ve already been using. The more you organize, the better it gets at predicting where new documents belong.<\/p>\n<\/p>\n<p>That learning curve is exactly why the free tier gives you 20 documents, it’s enough to see the AI actually learn your system before you decide if it’s worth upgrading for unlimited.<\/p>\n<\/p>\n<p>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>Love how clean it looks! Congrats guys \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\/@cathcorm\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cathcorm<\/a> Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What formats are supported for the search inside, spreadsheets as well?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kristina__grits\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kristina__grits<\/a> At the moment it just indexes PDFs and images. On my roadmap in the next few weeks\/month is adding spreadsheets and other common document types 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#14<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/EHKTIOC4YLVBTW\" class=\"app-title\">Voyager<\/a><\/p>\n<div class=\"one-liner\">Find files by rules, not by folders \u2734\ufe0f<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">55<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Voyager\u662f\u4e00\u6b3emacOS\u6587\u4ef6\u7ba1\u7406\u5668\uff0c\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u548c\u57fa\u4e8e\u89c4\u5219\u7684\u201c\u96c6\u5408\u201d\u529f\u80fd\uff0c\u81ea\u52a8\u52a8\u6001\u5f52\u7c7b\u6587\u4ef6\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u56e0\u6587\u4ef6\u5806\u79ef\u800c\u9700\u8981\u624b\u52a8\u9891\u7e41\u6574\u7406\u6587\u4ef6\u5939\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\/e19dfa09-4a1f-44ec-9571-6ffd1472085a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/05bd9fa6-62ab-4c80-a363-4c595d36f3e2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f865b27e-f63b-4ea4-b13c-cb7eb8b9965b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cd76b333-4584-435b-86b6-2739293b8180.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/742f9f48-6359-4c61-837f-a16860f04d1d.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\">Storage<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6587\u4ef6\u7ba1\u7406\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">macOS\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u641c\u7d22<\/span><br \/>\n <span class=\"tag\">\u89c4\u5219\u8fc7\u6ee4<\/span><br \/>\n <span class=\"tag\">Finder\u66ff\u4ee3\u54c1<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u5316\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u6574\u7406<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u671f\u5f85\u89e3\u51b3macOS\u81ea\u5e26\u641c\u7d22\u95ee\u9898\uff0c\u8d5e\u8d4f\u81ea\u7136\u8bed\u8a00\u6574\u7406\u7406\u5ff5\u3002\u6838\u5fc3\u5173\u5207\u662f\u9690\u79c1\uff08\u786e\u8ba4\u67e5\u8be2\u5904\u7406\u5728\u4e91\u7aef\uff0c\u4f46\u6587\u4ef6\u5185\u5bb9\u4e0d\u4e0a\u4f20\uff09\u3002\u5f00\u53d1\u8005\u79ef\u6781\u4e92\u52a8\uff0c\u900f\u9732\u6b63\u7814\u7a76\u5728macOS Tahoe\u4e0a\u5b9e\u73b0\u5b8c\u5168\u7aef\u4fa7\u5904\u7406\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 Voyager\u7684\u6838\u5fc3\u7406\u5ff5\u201c\u7528\u89c4\u5219\u800c\u975e\u6587\u4ef6\u5939\u7ba1\u7406\u6587\u4ef6\u201d\uff0c\u76f4\u51fb\u4f20\u7edf\u5c42\u7ea7\u6587\u4ef6\u7cfb\u7edf\u7684\u7ed3\u6784\u6027\u75db\u70b9\u2014\u2014\u5b83\u8bd5\u56fe\u5c06\u6587\u4ef6\u7ba1\u7406\u4ece\u9759\u6001\u7684\u201c\u4ed3\u50a8\u201d\u903b\u8f91\uff0c\u8f6c\u53d8\u4e3a\u52a8\u6001\u7684\u201c\u89c6\u56fe\u201d\u903b\u8f91\u3002\u5176\u5ba3\u79f0\u7684\u201c\u8bed\u8a00\u9a71\u52a8\u201d\u662f\u8868\u5c42\u7cd6\u8863\uff0c\u771f\u6b63\u7684\u4ef7\u503c\u5185\u6838\u5728\u4e8e\u5c06\u7528\u6237\u610f\u56fe\uff08\u5373\u4f7f\u662f\u6a21\u7cca\u7684\u81ea\u7136\u8bed\u8a00\uff09\u8f6c\u5316\u4e3a\u53ef\u6301\u4e45\u5316\u3001\u81ea\u52a8\u66f4\u65b0\u7684\u8fc7\u6ee4\u89c4\u5219\uff08Collections\uff09\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u58f0\u660e\u5f0f\u7684\u6587\u4ef6\u7cfb\u7edf\u67e5\u8be2\u5c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u53cc\u91cd\u6311\u6218\u3002\u9996\u5148\uff0c\u6280\u672f\u5b9e\u73b0\u4e0a\u5b58\u5728\u201c\u9690\u79c1-\u667a\u80fd\u201d\u7684\u7ecf\u5178\u6743\u8861\u3002\u5f53\u524d\u67b6\u6784\uff08\u4e91\u7aef\u89e3\u6790\u610f\u56fe\uff0c\u672c\u5730\u6267\u884c\u8fc7\u6ee4\uff09\u662f\u4e00\u79cd\u6298\u8877\uff0c\u867d\u4fdd\u62a4\u4e86\u6587\u4ef6\u5185\u5bb9\uff0c\u4f46\u6587\u4ef6\u540d\u3001\u8def\u5f84\u7b49\u5143\u6570\u636e\u6784\u6210\u7684\u67e5\u8be2\u672c\u8eab\u4ecd\u53ef\u80fd\u6cc4\u9732\u9690\u79c1\u3002\u627f\u8bfa\u7814\u7a76\u7aef\u4fa7AI\u662f\u6b63\u786e\u65b9\u5411\uff0c\u4f46\u53d6\u51b3\u4e8e\u82f9\u679c\u672c\u5730AI\u80fd\u529b\u7684\u5f00\u653e\u6027\u4e0e\u6027\u80fd\u3002\u5176\u6b21\uff0c\u4ea7\u54c1\u5b9a\u4f4d\u4e0a\uff0c\u5b83\u4ecb\u4e8e\u201c\u5c0f\u767d\u53cb\u597d\u201d\u7684\u81ea\u7136\u8bed\u8a00\u5165\u53e3\u4e0e\u201c\u6781\u5ba2\u6240\u9700\u201d\u7684\u7cbe\u7ec6\u89c4\u5219\u5f15\u64ce\u4e4b\u95f4\u3002\u65e9\u671f\u7528\u6237\u8bc4\u8bba\u5df2\u663e\u73b0\u8fd9\u79cd\u5206\u88c2\uff1a\u4e00\u65b9\u8ffd\u6c42\u65e0\u8111\u7684\u7b80\u6d01\uff0c\u53e6\u4e00\u65b9\u6e34\u671b\u5f3a\u5927\u7684\u63a7\u5236\u529b\u3002\u9a7e\u9a6d\u597d\u8fd9\u4e24\u7c7b\u7528\u6237\uff0c\u5c06\u662f\u5176\u4ece\u201c\u6709\u8da3\u73a9\u5177\u201d\u6210\u957f\u4e3a\u201c\u5fc5\u5907\u5de5\u5177\u201d\u7684\u5173\u952e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u98a0\u8986\u6027\u5728\u4e8e\uff0c\u5982\u679cVoyager\u80fd\u6210\u529f\u57f9\u517b\u7528\u6237\u4ee5\u201c\u5c5e\u6027\u201d\u548c\u201c\u4e0a\u4e0b\u6587\u201d\uff08\u5982\u7c7b\u578b\u3001\u65f6\u95f4\u3001\u9879\u76ee\uff09\u800c\u975e\u56fa\u5b9a\u201c\u4f4d\u7f6e\u201d\u6765\u601d\u8003\u6587\u4ef6\u5f52\u5c5e\uff0c\u5b83\u53ef\u80fd\u9010\u6b65\u89e3\u6784\u201c\u6587\u4ef6\u5939\u201d\u8fd9\u4e2a\u81ea\u8ba1\u7b97\u673a\u8bde\u751f\u4ee5\u6765\u6700\u6839\u6df1\u8482\u56fa\u7684\u9690\u55bb\u3002\u4f46\u8fd9\u9700\u8981\u6781\u9ad8\u7684\u4ea4\u4e92\u8bbe\u8ba1\u667a\u6167\uff0c\u4ee5\u5f15\u5bfc\u7528\u6237\u5fc3\u667a\u6a21\u578b\u7684\u8fc1\u79fb\u3002\u76ee\u524d\u770b\u6765\uff0c\u5b83\u66f4\u50cf\u4e00\u4e2a\u667a\u80fd\u5316\u7684\u3001\u53ef\u4fdd\u5b58\u7684Spotlight\u589e\u5f3a\u7248\uff0c\u4ef7\u503c\u660e\u786e\u4f46\u9769\u547d\u6027\u672a\u663e\u3002\u5176\u6210\u529f\u4e0e\u5426\uff0c\u4e0d\u53d6\u51b3\u4e8eAI\u662f\u5426\u70ab\u9177\uff0c\u800c\u5728\u4e8e\u90a3\u5957\u89c4\u5219\u5f15\u64ce\u662f\u5426\u8db3\u591f\u5f3a\u5927\u3001\u76f4\u89c2\uff0c\u4ee5\u81f3\u4e8e\u7528\u6237\u613f\u610f\u6539\u53d8\u6570\u5341\u5e74\u7684\u6587\u4ef6\u7ba1\u7406\u4e60\u60ef\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\">Voyager<\/span>\n <\/div>\n<div class=\"comment-content\">\u2734\ufe0f Voyager is a macOS file manager beyond Finder. It\u2019s built for language-driven file management. Describe what you need in plain language, and Voyager cuts the busywork of staying organized as your files pile up.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\ud83d\udc4b Hey Product Hunt,<\/p>\n<p>I’m Jongmin, Co-founder of Voyager.<\/p>\n<p>Files pile up fast. Downloads, duplicates, half-finished drafts, exported assets. Reorganizing folders for every task does not keep up.<\/p>\n<p>Voyager is a macOS-only file manager beyond Finder. It\u2019s built around Collections, saved rule-based views that stay current without moving your files.<\/p>\n<p>In the invite-only beta:<br \/>\n– Create a Collection from a folder, then add a few conditions to define what belongs<br \/>\n– Start from plain language, then review and tweak the suggested filter<br \/>\n– Save it once, open it anytime, and see the latest matching files automatically<\/p>\n<p>I\u2019d love your feedback.<br \/>\nWhat Collection would you create first? \u2734\ufe0f<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats! Cool idea. And after most recent macOS update been having issues with search functionality. Look forward to trying<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@daniele_packard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniele_packard<\/a> Thank you so much, Daniele. Really appreciate it.<\/p>\n<p>If Voyager can help with those macOS search issues even a little, that would make us very happy.<\/p>\n<p>Would love for you to give it a try and let us know how it feels.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">As a guy who needs his files organized as clean and tidy as can be, this is a product that just might solve my problem with basic finder app on Mac.<\/p>\n<p>Wanted to try other third party finder apps but it is just not aesthetically pleasing as the basic app, or too cumbersome to jiggle with. I really like that this app can organize and sort files with natural language, of course I hope to see a geeked out specific rules that can apply as my specific taste.<\/p>\n<p>I really wish this would turn out great! Congrats!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@muskmelon1101\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@muskmelon1101<\/a> <\/p>\n<p>Wow, thank you so much for this comment. You described exactly the kind of person I had in mind when building Voyager.<\/p>\n<\/p>\n<p>I\u2019m trying to keep things clean and simple while letting you use natural language and more specific rules for your own taste, just like you mentioned.<\/p>\n<\/p>\n<p>Really appreciate you taking the time to write this. Hope Voyager actually does solve that problem for you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does the Intellgence Processing send my filenames or file contents to external servers? or is everything processed by on-device ai?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@wei_yan4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@wei_yan4<\/a> <\/p>\n<p>No, Voyager never sends your file contents to external server.<\/p>\n<p>Right now, only the query you type is sent to our server (via the OpenAI API). <\/p>\n<p>From that query, we only extract a structured filter (conditions like \u201cPDFs from last week in this folder\u201d), and that filter is sent back to the app. All actual filtering and file operations happen locally on your Mac. No files are uploaded.<\/p>\n<p>We\u2019re studying an on-device path for macOS Tahoe users so that even the query understanding step can run entirely on-device, depending on how the performance looks.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Good idea. Finder is tricky.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@markashworth\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@markashworth<\/a> <\/p>\n<p>Yeah, totally agree. Finder has more and more solid alternatives now, and it should be as easy to switch as changing your web browser.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/MGV5QBR4TLNFLZ\" class=\"app-title\">CrewClaw<\/a><\/p>\n<div class=\"one-liner\">Build AI Agents. Run Them Anywhere.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">39<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>CrewClaw\u662f\u4e00\u6b3e\u901a\u8fc7\u751f\u6210\u6807\u51c6\u5316\u914d\u7f6e\u6587\u4ef6\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u5feb\u901f\u6784\u5efa\u548c\u90e8\u7f72\u53ef\u672c\u5730\u8fd0\u884c\u7684AI\u667a\u80fd\u4f53\u6216\u534f\u4f5c\u56e2\u961f\u7684\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u91cd\u590d\u624b\u52a8\u914d\u7f6e\u7684\u7e41\u7410\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\/ac91877c-bbcd-4bde-bd9d-032b57d51c0e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5f7121c1-6526-4d00-aa77-038c11a16ae7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dc547a39-ab0f-4c8d-953a-5f0f0b0416f5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9c89fa7d-9c07-44fb-923c-a76262de7de2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/007cca44-bf39-43d3-b08b-ae8f3296c22e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u914d\u7f6e<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u65e0\u4e91\u4f9d\u8d56<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u914d\u7f6e\u6587\u4ef6\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u4e00\u6b21\u6027\u4ed8\u8d39<\/span><br \/>\n <span class=\"tag\">\u6846\u67b6\u65e0\u5173<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u7a7a\u95f4<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u5c31\u7eea<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u53ef\u5176\u89e3\u51b3\u4e86\u91cd\u590d\u914d\u7f6eAI\u667a\u80fd\u4f53\u7684\u6838\u5fc3\u75db\u70b9\u3002\u521b\u59cb\u4eba\u4eb2\u81ea\u56de\u590d\uff0c\u5f3a\u8c03\u914d\u7f6e\u751f\u6210\u7684\u5fc5\u8981\u6027\u3002\u8bc4\u8bba\u666e\u904d\u8d5e\u8d4f\u5176\u201c\u65e0\u4e91\u4f9d\u8d56\u201d\u548c\u201c\u4e00\u6b21\u6027\u4ed8\u8d39\u201d\u6a21\u5f0f\uff0c\u8ba4\u4e3a\u4ea7\u54c1\u5b9a\u4f4d\u7cbe\u51c6\u4e14\u5438\u5f15\u4eba\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 CrewClaw\u5207\u5165\u7684\u5e76\u975eAI\u667a\u80fd\u4f53\u672c\u8eab\u7684\u80fd\u529b\u5c42\uff0c\u800c\u662f\u5176\u65e5\u76ca\u51f8\u663e\u7684\u201c\u5de5\u7a0b\u5316\u201d\u548c\u201c\u8fd0\u7ef4\u201d\u5c42\u75db\u70b9\u3002\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u5c06\u667a\u80fd\u4f53\u914d\u7f6e\u4ece\u624b\u5de5\u4f5c\u574a\u5f0f\u7684\u91cd\u590d\u52b3\u52a8\uff0c\u62bd\u8c61\u4e3a\u6807\u51c6\u5316\u7684\u3001\u53ef\u590d\u7528\u7684\u201c\u57fa\u7840\u8bbe\u65bd\u4ee3\u7801\u201d\u3002\u4ea7\u54c1\u5f3a\u8c03\u7684\u201c9\u4e2a\u914d\u7f6e\u6587\u4ef6\u201d\u548c\u201c\u6846\u67b6\u65e0\u5173\u201d\uff0c\u672c\u8d28\u4e0a\u662f\u8bd5\u56fe\u5b9a\u4e49\u4e00\u5957\u8f7b\u91cf\u7ea7\u7684\u667a\u80fd\u4f53\u63cf\u8ff0\u89c4\u8303\uff0c\u8fd9\u6bd4\u7ed1\u5b9a\u67d0\u4e2a\u5177\u4f53\u6846\u67b6\u66f4\u5177\u957f\u671f\u7075\u6d3b\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u201c\u65e0\u4e91\u4f9d\u8d56\u201d\u548c\u201c\u4e00\u6b21\u6027\u4e70\u65ad\u201d\u7684\u5546\u4e1a\u6a21\u5f0f\uff0c\u5728\u5f53\u524dAI\u670d\u52a1\u666e\u904dSaaS\u5316\u3001\u8ba2\u9605\u5316\u7684\u6d6a\u6f6e\u4e2d\uff0c\u6784\u6210\u4e86\u4e00\u4e2a\u9c9c\u660e\u7684\u5dee\u5f02\u5316\u5356\u70b9\uff0c\u7cbe\u51c6\u5438\u5f15\u4e86\u6ce8\u91cd\u6570\u636e\u9690\u79c1\u3001\u63a7\u5236\u6743\u548c\u957f\u671f\u6210\u672c\u63a7\u5236\u7684\u5f00\u53d1\u8005\u53ca\u5c0f\u56e2\u961f\u3002\u8fd9\u65e2\u662f\u4f18\u52bf\uff0c\u4e5f\u6697\u542b\u6311\u6218\uff1a\u653e\u5f03\u4e86\u6301\u7eed\u6027\u7684\u670d\u52a1\u6536\u5165\uff0c\u4e14\u76ee\u6807\u7528\u6237\u7fa4\u4f53\u53ef\u80fd\u76f8\u5bf9\u786c\u6838\u548c\u72ed\u7a84\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u7684\u5929\u82b1\u677f\u4e5f\u6e05\u6670\u53ef\u89c1\u3002\u5b83\u76ee\u524d\u5b9a\u4f4d\u4e3a\u201c\u914d\u7f6e\u751f\u6210\u5668\u201d\uff0c\u800c\u975e\u8fd0\u884c\u65f6\u7ba1\u7406\u5e73\u53f0\u3002\u5f53\u7528\u6237\u9700\u8981\u52a8\u6001\u6269\u7f29\u5bb9\u3001\u76d1\u63a7\u3001\u590d\u6742\u5de5\u4f5c\u6d41\u7f16\u6392\u65f6\uff0c\u4ec5\u9760\u9759\u6001\u914d\u7f6e\u6587\u4ef6\u5c06\u529b\u4e0d\u4ece\u5fc3\u3002\u6b64\u5916\uff0c\u968f\u7740\u4e3b\u6d41\u667a\u80fd\u4f53\u6846\u67b6\uff08\u5982LangChain\u3001CrewAI\uff09\u81ea\u8eab\u6a21\u677f\u548c\u5de5\u5177\u7684\u5b8c\u5584\uff0c\u5176\u4f5c\u4e3a\u4e2d\u95f4\u5c42\u7684\u5fc5\u8981\u6027\u53ef\u80fd\u4f1a\u88ab\u524a\u5f31\u3002\u672a\u6765\uff0c\u662f\u6df1\u8015\u6210\u4e3a\u8de8\u6846\u67b6\u7684\u914d\u7f6e\u6807\u51c6\uff0c\u8fd8\u662f\u5411\u4e0a\u5ef6\u4f38\u63d0\u4f9b\u8f7b\u91cf\u7ea7\u8fd0\u884c\u65f6\uff0c\u662f\u5176\u9700\u8981\u601d\u8003\u7684\u6218\u7565\u65b9\u5411\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\">CrewClaw<\/span>\n <\/div>\n<div class=\"comment-content\">Generate the foundation for your AI agents. Identity, memory, scheduling, tools, team structure. 9 config files ready to deploy. Build a single agent or a team of 3-5 that work together. Run on a Mac Mini, VPS, or your laptop.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt!<\/p>\n<p>I\u2019m Mustafa, and I built CrewClaw because I was tired of spending hours configuring AI agents from scratch.<\/p>\n<p>I run a team of 3 AI agents (Orion the PM, Echo the Writer, Radar the SEO Analyst) for my own projects. Every time I set up a new agent, I had to write the same config files over and over. Identity, memory, scheduling, tools, team awareness.<\/p>\n<p>So I built a tool that generates all of it. Pick a role, customize the personality and skills, download 9 production-ready config files. Done.<\/p>\n<p>The best part: you own everything. No cloud dependency, no subscriptions. Download your workspace, drop it on a Mac Mini, and your agents run 24\/7.<\/p>\n<p>I\u2019d love to hear what agents you\u2019d build with it. Thoughts and feedback welcome!<\/p>\n<p>FAQ<\/p>\n<p>Q: Do I need to sign up?<br \/>\nA: No. The SOUL.md generator is completely free with no signup required. You only need to pay for the complete workspace packages.<\/p>\n<p>Q: What AI models does it work with?<br \/>\nA: Any model you want. Claude, GPT-4o, Gemini, DeepSeek, Llama, or any other model. You bring your own API key.<\/p>\n<p>Q: What frameworks does it work with?<br \/>\nA: The config files are framework-agnostic markdown files. They work with any system that reads markdown-based agent configurations.<\/p>\n<p>Q: Can I customize the templates?<br \/>\nA: Yes, everything is customizable. Change the personality, add or remove skills, modify rules, switch models. The generator updates in real-time as you make changes.<\/p>\n<p>Q: What\u2019s the difference between Agent Workspace and Team Workspace?<br \/>\nA: Agent Workspace gives you 9 config files for a single agent. Team Workspace gives you 3-5 pre-wired agents that know each other, with shared context and automatic task handoff.<\/p>\n<p>Q: Is this a one-time payment?<br \/>\nA: Yes. No subscriptions. Pay once, download your workspace, and it\u2019s yours forever.<\/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\/@mustafaergisi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mustafaergisi<\/a> nice, config generation for agents is one of those things you don’t realize how annoying it is until you’ve done it 5 times 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks a promising product. I will try it asap. Great job <a href=\"https:\/\/www.producthunt.com\/@mustafaergisi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mustafaergisi<\/a> ! Wish you luck. Upvoted!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Mustafa congrats! \ud83d\udc4f <\/p>\n<p>CrewClaw is a spot-on solution to the \u201crewriting agent setup again and again\u201d problem. I really like that there\u2019s <strong>no cloud dependency<\/strong>, and the <strong>one-time payment + 9 config files<\/strong> idea is very appealing. <\/p>\n<p>Upvoted! good luck, I think you\u2019ll get great momentum today! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@farukdurak\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@farukdurak<\/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\">#16<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/A2AV6326OZCR7K\" class=\"app-title\">Focus Ticker<\/a><\/p>\n<div class=\"one-liner\">Treat your focus sessions as startup.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">35<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5c06\u4e13\u6ce8\u8fc7\u7a0b\u6a21\u62df\u4e3a\u521d\u521b\u516c\u53f8\u80a1\u4ef7\u6ce2\u52a8\u7684\u5e94\u7528\uff0c\u901a\u8fc7\u201c\u9000\u51fa\u5373\u5d29\u76d8\u201d\u7684\u9ad8\u98ce\u9669\u6e38\u620f\u673a\u5236\uff0c\u5e2e\u52a9\u6613\u5206\u5fc3\u4eba\u7fa4\u5728\u9700\u8981\u6df1\u5ea6\u5de5\u4f5c\u7684\u573a\u666f\u4e0b\u5bf9\u6297\u62d6\u5ef6\u4e0e\u788e\u7247\u5316\u4fe1\u606f\u5e72\u6270\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\/b1b9e4c3-627a-438e-a26d-5ca5e5947871.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2a9603a3-e696-4b71-af10-3ea1fed2dc52.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cb8ebea9-1605-4ed6-8f8d-9a6dca2b2d0c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/89e60da3-1e23-4b36-98df-05fe5208b0ff.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\/97c54f2b-023b-4bb3-bec2-64e3a18a11b1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/03e6913d-f88e-4a16-b9bf-4ba449279461.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b498d4c2-f485-4426-8f21-0d1c3560b97f.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\/cf98e4a7-af32-4d4d-a2a4-352f12d7b0f3.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=ZNzQC9nELlg\"><source src=\"https:\/\/www.youtube.com\/watch?v=ZNzQC9nELlg\" 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\">Health & Fitness<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Lifestyle<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4e13\u6ce8\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u6e38\u620f\u5316<\/span><br \/>\n <span class=\"tag\">\u65f6\u95f4\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">ADHD\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u756a\u8304\u949f\u53d8\u4f53<\/span><br \/>\n <span class=\"tag\">\u5e94\u7528\u5c4f\u853d<\/span><br \/>\n <span class=\"tag\">iOS\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u5b66\u751f\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u884c\u4e3a\u8bbe\u8ba1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u521b\u610f\u4e0e\u6e38\u620f\u5316\u8bbe\u8ba1\uff0c\u8ba4\u4e3a\u5bf9ADHD\u7fa4\u4f53\u53ca\u89c9\u5f97\u4f20\u7edf\u8ba1\u65f6\u5668\u67af\u71e5\u8005\u5177\u5438\u5f15\u529b\u3002\u6838\u5fc3\u5173\u5207\u5728\u4e8e\u201c\u5d29\u6e83\u201d\u673a\u5236\u7684\u5e73\u8861\u6027\uff1a\u7d27\u6025\u4e8b\u52a1\u662f\u5426\u5bfc\u81f4\u4e0d\u516c\u60e9\u7f5a\uff1f\u957f\u671f\u4f7f\u7528\u4f1a\u5426\u5e26\u6765\u538b\u529b\uff1f\u53e6\u6709\u7528\u6237\u62a5\u544a\u7b7e\u540d\u529f\u80fd\u7684\u5c0fbug\uff0c\u5f00\u53d1\u8005\u5df2\u56de\u5e94\u4fee\u590d\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 Focus Ticker \u7684\u672c\u8d28\uff0c\u662f\u4e00\u573a\u9488\u5bf9\u73b0\u4ee3\u4eba\u610f\u5fd7\u529b\u8584\u5f31\u70b9\u7684\u201c\u884c\u4e3a\u8bbe\u8ba1\u5b9e\u9a8c\u201d\u3002\u5b83\u806a\u660e\u5730\u6293\u4f4f\u4e86\u4e24\u4e2a\u5173\u952e\u5fc3\u7406\u6760\u6746\uff1a\u4e00\u662f\u5c06\u62bd\u8c61\u7684\u201c\u4e13\u6ce8\u65f6\u957f\u201d\u5177\u8c61\u5316\u4e3a\u76f4\u89c2\u4e14\u4e0d\u65ad\u7d2f\u79ef\u7684\u201c\u4f30\u503c\u201d\uff0c\u8d4b\u4e88\u5373\u65f6\u6210\u5c31\u611f\uff1b\u4e8c\u662f\u5f15\u5165\u201c\u9000\u51fa\u5373\u5d29\u76d8\u201d\u7684\u635f\u5931\u538c\u6076\u673a\u5236\uff0c\u5c06\u5bf9\u6297\u5206\u5fc3\u7684\u5185\u90e8\u6597\u4e89\uff0c\u5916\u5316\u4e3a\u4e00\u573a\u634d\u536b\u865a\u62df\u8d44\u4ea7\u7684\u4fdd\u536b\u6218\u3002\u8fd9\u6bd4\u4f20\u7edf\u756a\u8304\u949f\u7684\u201c\u94c3\u54cd\u5373\u6b62\u201d\u66f4\u5177\u7c98\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6838\u5fc3\u673a\u5236\u4e5f\u662f\u53cc\u5203\u5251\u3002\u5c06\u4e13\u6ce8\u4e0e\u6301\u7eed\u7684\u5e94\u7528\u9501\u5b9a\u5f3a\u5173\u8054\uff0c\u56fa\u7136\u80fd\u904f\u5236\u201c\u5237\u624b\u673a\u201d\uff0c\u4f46\u4e5f\u53ef\u80fd\u4e0d\u5408\u60c5\u7406\u5730\u60e9\u7f5a\u4e86\u5fc5\u8981\u7684\u3001\u751f\u4ea7\u6027\u7684\u4e2d\u65ad\uff08\u5982\u63a5\u542c\u7d27\u6025\u7535\u8bdd\u3001\u67e5\u9605\u5fc5\u8981\u8d44\u6599\uff09\u3002\u8fd9\u66b4\u9732\u4e86\u5176\u4f5c\u4e3a\u201c\u6e38\u620f\u201d\u4e0e\u4f5c\u4e3a\u201c\u5de5\u5177\u201d\u7684\u5185\u5728\u77db\u76fe\uff1a\u6781\u81f4\u7684\u6e38\u620f\u89c4\u5219\u53ef\u80fd\u635f\u5bb3\u73b0\u5b9e\u5de5\u4f5c\u7684\u590d\u6742\u6027\u4e0e\u6d41\u52a8\u6027\u3002\u4ece\u957f\u8fdc\u770b\uff0c\u7528\u6237\u5bf9\u201c\u538b\u529b\u201d\u7684\u62c5\u5fe7\u503c\u5f97\u6df1\u601d\u2014\u2014\u5f53\u9632\u6b62\u8d44\u4ea7\u5d29\u76d8\u7684\u7126\u8651\u611f\uff0c\u5f00\u59cb\u8d85\u8d8a\u4e13\u6ce8\u672c\u8eab\u5e26\u6765\u7684\u5fc3\u6d41\u4f53\u9a8c\u65f6\uff0c\u4ea7\u54c1\u7684\u53ef\u6301\u7eed\u6027\u5c06\u9762\u4e34\u8003\u9a8c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u503c\u5f97\u80af\u5b9a\u7684\u662f\uff0c\u5f00\u53d1\u8005\u5bf9ADHD\u7b49\u7fa4\u4f53\u9700\u6c42\u7684\u5173\u6ce8\uff0c\u4ee5\u53ca\u7528SwiftUI\u6784\u5efa\u7684\u5b8c\u6210\u5ea6\u3002\u5b83\u66f4\u50cf\u4e00\u4e2a\u7cbe\u51c6\u7684\u201c\u75db\u70b9\u9a8c\u8bc1\u539f\u578b\u201d\uff0c\u8bc1\u660e\u4e86\u5e02\u573a\u9700\u8981\u66f4\u5bcc\u60c5\u611f\u5f20\u529b\u7684\u4e13\u6ce8\u5de5\u5177\u3002\u4f46\u5176\u771f\u6b63\u7684\u6210\u529f\uff0c\u5c06\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u201c\u6e38\u620f\u620f\u5267\u6027\u201d\u4e0e\u201c\u73b0\u5b9e\u7075\u6d3b\u6027\u201d\u4e4b\u95f4\u627e\u5230\u66f4\u7cbe\u7ec6\u7684\u5e73\u8861\u70b9\uff0c\u4f8b\u5982\u5f15\u5165\u667a\u80fd\u8bc6\u522b\u7684\u4e2d\u65ad\u8c41\u514d\u673a\u5236\uff0c\u6216\u6784\u5efa\u66f4\u957f\u671f\u7684\u97e7\u6027\u56de\u62a5\u7cfb\u7edf\uff0c\u907f\u514d\u7528\u6237\u56e0\u4e00\u6b21\u610f\u5916\u201c\u5d29\u76d8\u201d\u800c\u5f7b\u5e95\u5f03\u5c40\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\">Focus Ticker<\/span>\n <\/div>\n<div class=\"comment-content\">Focus Ticker turns your productivity into a high-stakes stock market. You found one in-game startup, and every focus session grows your lifetime valuation. But there’s a catch: if you leave the app and don’t come back, your stock crashes instantly. Includes strict App Blocking to stop doomscrolling, Live Widgets to track your empire, and Bot Leaderboards to compete against. Built for students, workers and ADHD brains who find normal timers boring.<\/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\u2019m a 17yo student. I built Focus Ticker because normal timers were too boring for my ADHD.<\/p>\n<p>The Concept: You found one in-game startup. Every focus session grows your lifetime valuation. If you leave the app, your stock crashes.<\/p>\n<p>Features:<\/p>\n<p>– App Blocking (no doomscrolling)<br \/>\n– Live Widgets<br \/>\n– Long-term Valuation tracking<br \/>\n– Leaderboards<br \/>\n– Smart Notifications<\/p>\n<p>I built this in SwiftUI during school breaks. Does the fear of “Bankruptcy” help you focus? Let me know! \ud83d\udc47<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@imranli\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@imranli<\/a> Sounds like a cool game\/tool, kudos to building something like this at 17!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@imranli\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@imranli<\/a> For 17 years old, the SwiftUI project looks really solid, respect! Regular Pomodoro timers are honestly too sterile and boring. The key thing here is balance, so the gamification and checking stats don\u2019t turn into procrastination instead of work \ud83d\ude42 <\/p>\n<p>I\u2019ll test the widgets, thanks for the release!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! Cool idea – creating clear connection between focus and growth<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch, Vusal! \ud83c\udf89 The stock market\/startup theme is a brilliant take on gamified focus – and at 17, this is impressive work!<\/p>\n<\/p>\n<p>As someone building a gamified Pomodoro timer myself (with a coffee brewing theme instead of stocks), I love seeing different creative approaches to the same “normal timers are boring” problem. The crash-on-exit feature is bold – real consequences make the game feel meaningful.<\/p>\n<\/p>\n<p>Your SwiftUI execution looks clean. I went the cross-platform route (iOS + Android with KMP) but there’s something special about a native iOS experience. The ADHD focus is spot on – that’s a real pain point that needs solutions.<\/p>\n<p>Keep building! Would love to connect on X. \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Sick! Really interested concept<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 ‘normal timers are boring’ take makes sense. Quick question: if life interrupts (kid needs something, urgent call), does the crash happen immediately, or is there a grace period to come back without penalty?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@klara_minarikova Hey, don’t worry about crash! <\/p>\n<p>Crashes mostly happens when user doesn’t focus for a long time. While you focused, it gets more and more valuation. \ud83d\ude4f\ud83c\udffb<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Turns deep work into a market game. surprisingly motivating. Love the widgets and strict blocking!<\/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\">@hidai_bar_mor Thanks for the feedback \ud83d\ude4f\ud83c\udffb\ud83d\ude07<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Quick feedback. The signature in the setup has an issue. It only allows one consecutive draw, not multiple characters.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@wei_yan4 Got it! Took my note, will work on it, in next 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Turning focus into a long-term valuation with real consequences is a clever way to add stakes. How do you think about balancing motivation and pressure, so the crash mechanic helps focus without becoming stressful or discouraging over longer-term use?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really interesting project and a great new spin on the productivity space, congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/KZVXLZSXBXFV4K\" class=\"app-title\">ClawSec by Prompt Security<\/a><\/p>\n<div class=\"one-liner\">A Security Skill Suite for OpenClaw Agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">35<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>ClawSec\u662f\u4e00\u4e2a\u4e3aOpenClaw AI Agent\u8bbe\u8ba1\u7684\u5f00\u6e90\u5b89\u5168\u6280\u80fd\u5957\u4ef6\uff0c\u901a\u8fc7\u5728Agent\u5916\u56f4\u6784\u5efa\u6301\u7eed\u9a8c\u8bc1\u7684\u5b89\u5168\u5c42\uff0c\u89e3\u51b3\u5176\u5728\u8fd0\u884c\u4e2d\u9762\u4e34\u7684\u63d0\u793a\u8bcd\u6ce8\u5165\u3001\u4f9b\u5e94\u94fe\u653b\u51fb\u3001\u914d\u7f6e\u6f02\u79fb\u7b49\u6838\u5fc3\u5b89\u5168\u75db\u70b9\uff0c\u52a9\u529bAI Agent\u4ece\u5b9e\u9a8c\u8d70\u5411\u4f01\u4e1a\u7ea7\u5e94\u7528\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\/1896b99c-e984-428a-8dbf-348ac73acb2b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/91552518-443e-4a41-b7af-7d5c7045af67.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\/7c382a65-2846-4047-abe8-2f2a17610538.jpeg?auto=format\" data-video-url=\"https:\/\/youtube.com\/shorts\/56V7B8T0tNg?feature=share\"><source src=\"https:\/\/youtube.com\/shorts\/56V7B8T0tNg?feature=share\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span><br \/>\n <span class=\"tag\">Security<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">Agent\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u5b89\u5168\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u63d0\u793a\u8bcd\u6ce8\u5165\u9632\u62a4<\/span><br \/>\n <span class=\"tag\">\u4f9b\u5e94\u94fe\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u914d\u7f6e\u6f02\u79fb\u68c0\u6d4b<\/span><br \/>\n <span class=\"tag\">\u96f6\u4fe1\u4efb<\/span><br \/>\n <span class=\"tag\">\u6280\u80fd\u5b8c\u6574\u6027<\/span><br \/>\n <span class=\"tag\">\u8fd0\u884c\u65f6\u9632\u62a4<\/span><br \/>\n <span class=\"tag\">\u5b89\u5168\u5ba1\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\u9ad8\u5ea6\u8bc4\u4ef7\u5176\u201c\u6280\u80fd\u4e4b\u6280\u80fd\u201d\u7684\u96f6\u4fe1\u4efb\u8bbe\u8ba1\u3001\u5feb\u901f\u90e8\u7f72\u53ca\u5f00\u6e90\u514d\u8d39\u7279\u6027\u3002\u8bc4\u8bba\u8005\u8ba4\u4e3a\u8fd9\u662f\u63a8\u52a8AI Agent\u4ece\u7231\u597d\u8005\u7ea7\u522b\u8fc8\u5411\u4f01\u4e1a\u73af\u5883\u7684\u5173\u952e\u5b89\u5168\u65b9\u6848\uff0c\u5e76\u671f\u5f85\u5176\u6301\u7eed\u8d21\u732e\u5f00\u6e90\u793e\u533a\u3001\u5bf9\u6297\u653b\u51fb\u8005\u4ee5\u52a0\u901fAI\u5e94\u7528\u843d\u5730\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 ClawSec\u7684\u51fa\u73b0\uff0c\u76f4\u6307\u5f53\u524dAI Agent\u751f\u6001\u91ce\u86ee\u751f\u957f\u4e0b\u6700\u8106\u5f31\u7684\u201c\u8170\u90e8\u201d\u2014\u2014\u6280\u80fd\u4e0e\u5de5\u5177\u7684\u6267\u884c\u5b89\u5168\u3002\u5b83\u5e76\u975e\u53c8\u4e00\u4e2a\u6cdb\u5316\u7684AI\u5b89\u5168\u5e73\u53f0\uff0c\u800c\u662f\u7cbe\u51c6\u5207\u5165OpenClaw\u8fd9\u4e00\u5177\u4f53\u6846\u67b6\uff0c\u4ee5\u201c\u5957\u5a03\u201d\u5f0f\u8bbe\u8ba1\u5c06\u5b89\u5168\u672c\u8eab\u6a21\u5757\u5316\u4e3a\u4e00\u4e2a\u57fa\u7840\u6280\u80fd\uff0c\u8fd9\u4f53\u73b0\u4e86\u201c\u5b89\u5168\u5373\u4ee3\u7801\u201d\u7406\u5ff5\u5728Agent\u65f6\u4ee3\u7684\u6f14\u8fdb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u4ef7\u503c\u6838\u5fc3\u5728\u4e8e\u201c\u6301\u7eed\u9a8c\u8bc1\u7684\u5b89\u5168\u5c42\u201d\u8fd9\u4e00\u903b\u8f91\uff1a\u5b83\u4e0d\u8bd5\u56fe\u91cd\u5efaAgent\uff0c\u800c\u662f\u4ee5\u53ef\u63d2\u62d4\u7684\u65b9\u5f0f\u63a5\u7ba1\u4e86\u5bf9\u6280\u80fd\u4ee3\u7801\u3001\u4f9d\u8d56\u4f9b\u5e94\u94fe\u3001\u8fd0\u884c\u65f6\u884c\u4e3a\u53ca\u6570\u636e\u6d41\u5411\u7684\u9a8c\u8bc1\u6743\u3002\u8fd9\u76f8\u5f53\u4e8e\u4e3a\u6bcf\u4e2aAgent\u914d\u5907\u4e86\u4e00\u4e2a\u5b9e\u65f6\u5728\u7ebf\u7684\u3001\u673a\u5668\u53ef\u8bfb\u7684\u201c\u5b89\u5168\u526f\u9a7e\u201d\u3002\u5f00\u6e90\u7b56\u7565\u662f\u806a\u660e\u7684\u4e00\u6b65\uff0c\u5b83\u964d\u4f4e\u4e86\u91c7\u7528\u95e8\u69db\uff0c\u5e76\u8bd5\u56fe\u5feb\u901f\u5efa\u7acb\u9488\u5bf9Agent\u653b\u51fb\u624b\u6cd5\u7684\u793e\u533a\u5a01\u80c1\u60c5\u62a5\u5e93\uff08\u5982CVE\u901a\u62a5\uff09\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u5929\u82b1\u677f\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u5176\u547d\u8fd0\u4e0eOpenClaw\u6846\u67b6\u7684\u751f\u6001\u7e41\u8363\u5ea6\u6df1\u5ea6\u7ed1\u5b9a\uff0c\u5b58\u5728\u5e73\u53f0\u4f9d\u8d56\u98ce\u9669\u3002\u5176\u6b21\uff0c\u4f5c\u4e3a\u9632\u62a4\u5c42\uff0c\u5176\u81ea\u8eab\u53ef\u80fd\u6210\u4e3a\u65b0\u7684\u653b\u51fb\u9762\uff0c\u590d\u6742\u6280\u80fd\u94fe\u4e2d\u53ef\u80fd\u51fa\u73b0\u7684\u201c\u5b89\u5168\u6280\u80fd\u7ed5\u8fc7\u201d\u9700\u8981\u6781\u9ad8\u6c34\u5e73\u7684\u9632\u5fa1\u8bbe\u8ba1\u3002\u6700\u540e\uff0c\u8bc4\u8bba\u4e2d\u6d41\u9732\u7684\u201c\u63a8\u52a8\u8fdb\u5165\u4f01\u4e1a\u73af\u5883\u201d\u7684\u671f\u671b\uff0c\u9762\u4e34\u4f01\u4e1a\u7ea7\u573a\u666f\u4e2d\u66f4\u4e25\u82db\u7684\u5408\u89c4\u5ba1\u8ba1\u3001\u6027\u80fd\u635f\u8017\u8bc4\u4f30\u53ca\u4e0e\u73b0\u6709\u5b89\u5168\u4f53\u7cfb\u7684\u6574\u5408\u96be\u9898\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cClawSec\u662f\u4e00\u6b21\u6709\u4ef7\u503c\u7684\u8303\u5f0f\u63a2\u7d22\uff0c\u5b83\u9a8c\u8bc1\u4e86\u5c06\u5b89\u5168\u6df1\u5ea6\u3001\u8f7b\u91cf\u5316\u96c6\u6210\u5230Agent\u64cd\u4f5c\u7cfb\u7edf\u7684\u53ef\u884c\u6027\u3002\u4f46\u5b83\u80fd\u5426\u4ece\u201c\u4f18\u79c0\u5f00\u6e90\u9879\u76ee\u201d\u6210\u957f\u4e3a\u201c\u4e8b\u5b9e\u5b89\u5168\u6807\u51c6\u201d\uff0c\u53d6\u51b3\u4e8e\u5176\u80fd\u5426\u5728\u5b89\u5168\u4e0e\u6027\u80fd\u3001\u5f00\u6e90\u4e0e\u5546\u4e1a\u5316\u3001\u4e13\u7cbe\u4e0e\u666e\u9002\u4e4b\u95f4\u627e\u5230\u66f4\u575a\u97e7\u7684\u5e73\u8861\u70b9\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">ClawSec by Prompt Security<\/span>\n <\/div>\n<div class=\"comment-content\">Human-proof your AI agents with this security skill suite. ClawSec is an open-source security skill suite created to harden OpenClaw agents against prompt injection, supply chain compromise, configuration drift, and unsafe runtime behavior. Purpose-built as a \u201cskill-of-skills\u201d, ClawSec wraps agents in a continuously verified security layer, validating what it runs, how it changes, and where the data is allowed to go.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This \u201cSkill-of-Skills\u201d security suite wraps your agent in a zero-trust shell: scanning code, validating dependencies, and stopping prompt injections before they become problems. The best part? It installs in seconds.<\/p>\n<\/p>\n<p>\ud83d\udc64 <strong>For Humans:<\/strong> Hardened security, zero cost, privacy-first. <\/p>\n<p>\ud83e\udd16 <strong>For Agents:<\/strong> Machine-readable advisories and skill integrity.<\/p>\n<\/p>\n<\/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>A security suite for OpenClaw agents.<\/p>\n<p>Detects drift across built-in skills, runs automated security audits, verifies skill integrity, and delivers continuously updated security advisories (including CVEs). Open source.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I had so much fun working on this project on behalf of Prompt Security and SentinelOne.<br \/>It is also my personal pleasure to give back to the Open Source community.<\/p>\n<p>As an early AI adopter and strong advocate-for, as well as an LLM security researcher, I believe our race against attackers will eventually set the velocity of adoption (of) LLMs, generative AI, and other ML applications globally.<\/p>\n<p>I am looking forward to continue contributing (my backlog of ideas only gets longer) and I would definitely be ecstatic to see people using, experiencing, contributing back (optionally) and overall helping our agentic friends, be safe, and keep us safe.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As someone building in the AI agent governance space – this is exactly the kind of security-first approach the ecosystem needs to push ai tools from the hobby level to an enterprise environment. Great job <a href=\"https:\/\/www.producthunt.com\/products\/clawsec-by-prompt-security\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"clawsec-by-prompt-security\" target=\"_blank\" rel=\"noopener\">@ClawSec by Prompt Security<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the way you guys think and how fast you innovate. Excited to see this in action. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#18<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/DR4FPJPB346DIU\" class=\"app-title\">GitUX<\/a><\/p>\n<div class=\"one-liner\">A GitKraken alternative minus the subscription fee<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">22<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>GitUX\u662f\u4e00\u6b3e\u8f7b\u91cf\u7ea7\u3001\u53ef\u89c6\u5316\u7684Git\u5ba2\u6237\u7aef\uff0c\u901a\u8fc7\u7f8e\u89c2\u7684\u63d0\u4ea4\u56fe\u8c31\u3001\u76f4\u89c2\u7684\u6682\u5b58\u64cd\u4f5c\u3001\u8bed\u97f3\u63d0\u4ea4\u548c\u9ad8\u6548\u7684\u952e\u76d8\u5feb\u6377\u952e\uff0c\u4e3a\u5f00\u53d1\u8005\u63d0\u4f9b\u6d41\u7545\u7684\u672c\u5730\u7248\u672c\u63a7\u5236\u4f53\u9a8c\uff0c\u4e3b\u8981\u89e3\u51b3\u4e86GitKraken\u7b49\u5de5\u5177\u8ba2\u9605\u8d39\u9ad8\u3001\u529f\u80fd\u81c3\u80bf\u5bfc\u81f4\u8fd0\u884c\u7f13\u6162\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\/efea5aa2-0e79-40df-8633-91bbea613dc9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dde24d51-919b-4526-bdfc-1fce6ee028d8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6384989f-7f82-4c4d-9338-181c3f2874f6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6a483417-7087-4e53-b2ca-439d67354ea8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/84ea6f97-7a70-4be6-aafc-afaa4214b0ae.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\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Git\u5ba2\u6237\u7aef<\/span><br \/>\n <span class=\"tag\">\u7248\u672c\u63a7\u5236\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c6\u5316\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4e00\u6b21\u6027\u4e70\u65ad<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u7ea7<\/span><br \/>\n <span class=\"tag\">\u952e\u76d8\u5feb\u6377\u952e<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u63d0\u4ea4<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">GitKraken\u66ff\u4ee3\u54c1<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\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\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u53ef\u5176\u4f5c\u4e3aGitKraken\u4ed8\u8d39\u66ff\u4ee3\u54c1\u7684\u5b9a\u4f4d\u3002\u6838\u5fc3\u5173\u6ce8\u70b9\u5728\u4e8e\u952e\u76d8\u5feb\u6377\u952e\u7684\u64cd\u4f5c\u6548\u7387\u662f\u5426\u771f\u6b63\u5b9e\u73b0\u201c\u952e\u76d8\u4f18\u5148\u201d\u3002\u8bed\u97f3\u63d0\u4ea4\u529f\u80fd\u88ab\u8ba4\u4e3a\u6709\u7279\u5b9a\u573a\u666f\u4ef7\u503c\u3002\u521b\u5efa\u8005\u4eb2\u81ea\u56de\u5e94\uff0c\u4e3b\u52a8\u5bfb\u6c42\u53cd\u9988\u5e76\u9610\u8ff0\u5176\u201c\u5c0f\u800c\u7f8e\u201d\u7684\u8fed\u4ee3\u7406\u5ff5\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n GitUX\u5207\u5165\u4e86\u4e00\u4e2a\u660e\u786e\u4f46\u7ade\u4e89\u6fc0\u70c8\u7684\u5e02\u573a\u7f1d\u9699\uff1a\u5bf9\u73b0\u6709\u4e3b\u6d41\u53ef\u89c6\u5316Git\u5ba2\u6237\u7aef\u611f\u5230\u201c\u75b2\u52b3\u201d\u7684\u7528\u6237\u3002\u5176\u4ef7\u503c\u4e3b\u5f20\u6e05\u6670\u4e14\u950b\u5229\u2014\u2014**\u201c\u51cf\u6cd5\u201d**\u3002\u5b83\u51cf\u53bb\u4e86\u8ba2\u9605\u5236\u3001\u51cf\u53bb\u4e86\u5f3a\u5236\u4e91\u8d26\u6237\u3001\u51cf\u53bb\u4e86\u53ef\u80fd\u62d6\u6162\u6027\u80fd\u7684\u201c\u8fc7\u5269\u529f\u80fd\u201d\uff0c\u8bd5\u56fe\u56de\u5f52\u4e00\u4e2a\u672c\u5730\u3001\u9ad8\u6548\u3001\u4e70\u65ad\u5236\u7684\u6838\u5fc3\u5de5\u5177\u672c\u8d28\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e5f\u5728\u4e8e\u6b64\u3002\u5728\u201c\u8f7b\u91cf\u7ea7\u201d\u548c\u201c\u529f\u80fd\u5168\u9762\u6027\u201d\u4e4b\u95f4\u53d6\u5f97\u5e73\u8861\u7edd\u975e\u6613\u4e8b\u3002\u8bc4\u8bba\u4e2d\u7528\u6237\u5bf9\u952e\u76d8\u5feb\u6377\u952e\u6548\u7387\u7684\u5f3a\u8c03\uff0c\u6070\u6070\u70b9\u660e\u4e86\u8fd9\u7c7b\u5de5\u5177\u7684\u6838\u5fc3\u6218\u573a\uff1a\u5b83\u5fc5\u987b\u4e3a\u8d44\u6df1\u7528\u6237\u63d0\u4f9b\u4e0d\u4e9a\u4e8e\u547d\u4ee4\u884c\u7684\u6d41\u7545\u5ea6\uff0c\u6216\u4e3a\u65b0\u624b\u63d0\u4f9b\u8fdc\u8d85\u547d\u4ee4\u884c\u7684\u76f4\u89c2\u6027\u3002\u8bed\u97f3\u63d0\u4ea4\u662f\u4e00\u4e2a\u6709\u8da3\u7684\u5dee\u5f02\u5316\u5c1d\u8bd5\uff0c\u4f46\u5b83\u66f4\u50cf\u662f\u8425\u9500\u4e0a\u7684\u201c\u8bb0\u5fc6\u70b9\u201d\uff0c\u800c\u975e\u6838\u5fc3\u4ef7\u503c\u652f\u67f1\uff0c\u5176\u5de5\u5177\u5c5e\u6027\u8fdc\u5927\u4e8e\u751f\u4ea7\u529b\u9769\u65b0\u3002\n <\/p>\n<p class=\"ai-content\">\n \u521b\u59cb\u4ebaJohn\u7684\u53d9\u8ff0\u63ed\u793a\u4e86\u5178\u578b\u7684\u201c\u5f00\u53d1\u8005\u4e3a\u81ea\u5df1\u9020\u5de5\u5177\u201d\u7684\u6545\u4e8b\uff0c\u8fd9\u4fdd\u8bc1\u4e86\u4ea7\u54c1\u80fd\u7cbe\u51c6\u89e3\u51b3\u4e00\u6279\u540c\u884c\u7684\u75db\u70b9\u3002\u4f46\u4ece\u5c0f\u4f17\u7cbe\u54c1\u8d70\u5411\u66f4\u5e7f\u9614\u5e02\u573a\uff0c\u9700\u8981\u66f4\u4f53\u7cfb\u5316\u7684\u529f\u80fd\u89c4\u5212\u548c\u751f\u6001\u6784\u5efa\uff08\u5982\u5bf9Git Flow\u3001\u5b50\u6a21\u5757\u7b49\u590d\u6742\u573a\u666f\u7684\u652f\u6301\uff09\u3002\u5176\u201c\u76f4\u5230\u6211\u9000\u4f11\u201d\u7684\u7ef4\u62a4\u627f\u8bfa\uff0c\u5728\u5f70\u663e\u60c5\u6000\u7684\u540c\u65f6\uff0c\u4e5f\u53ef\u80fd\u6210\u4e3a\u6f5c\u5728\u7528\u6237\u5bf9\u957f\u671f\u7ef4\u62a4\u6027\u7684\u9690\u5fe7\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u800c\u8a00\u4e4b\uff0cGitUX\u662f\u4e00\u6b21\u5bf9\u5de5\u5177\u8f6f\u4ef6\u201c\u4ed8\u8d39\u6a21\u5f0f\u201d\u548c\u201c\u529f\u80fd\u54f2\u5b66\u201d\u7684\u6734\u7d20\u53cd\u51fb\u3002\u5b83\u7684\u77ed\u671f\u673a\u4f1a\u5728\u4e8e\u6536\u5272\u5bf9\u8ba2\u9605\u5236\u548c\u8f6f\u4ef6\u81c3\u80bf\u4e0d\u6ee1\u7684\u7528\u6237\uff0c\u4f46\u957f\u671f\u751f\u5b58\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u4fdd\u6301\u8f7b\u91cf\u7684\u540c\u65f6\uff0c\u5efa\u7acb\u8d77\u8db3\u591f\u6df1\u4e14\u4e0d\u53ef\u66ff\u4ee3\u7684\u4e13\u4e1a\u6027\u62a4\u57ce\u6cb3\u3002\u5728IDE\u5185\u7f6e\u7248\u672c\u63a7\u5236\u529f\u80fd\u65e5\u76ca\u5f3a\u5927\u7684\u4eca\u5929\uff0c\u72ec\u7acbGUI\u5ba2\u6237\u7aef\u7684\u751f\u5b58\u7a7a\u95f4\uff0c\u5fc5\u987b\u7528\u6781\u81f4\u7684\u4f53\u9a8c\u6765\u634d\u536b\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\">GitUX<\/span>\n <\/div>\n<div class=\"comment-content\">Gitux Visual Git Made Simple A lightweight Git client. Beautiful commit graphs, intuitive staging, voice-powered commits, and keyboard shortcuts that make you fly. Try free for 4 weeks; no credit card, no account required.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi everyone,<\/p>\n<p>6 months ago I got tired of paying \u20ac60\/year for my git client, so I built GitUX. The fast, lightweight alternative I actually wanted to use.<\/p>\n<p>I started with SourceTree many years ago after SVN and a few others along the way, then got hooked with the ease of Gitkraken, but in later years fatigued with their cost and excess features that slowed everything on my machine down… started feeling like SVN projects again!<\/p>\n<p>I’ve been fine tuning GitUX for a few months and using it daily at work… until a colleague last month said I should get it out there maybe people will love it.<\/p>\n<p>I didn’t want to turn this into yet another subscription thing, so it is just a generous 4 week free trial and a life time licence that does not cost the earth. Oh and no cloud account either!<\/p>\n<p>It will continue evolving and progressing over the years until I retire \ud83d\ude42<\/p>\n<p>Hope you like it, thanks for reading,<br \/>\nJohn<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Not a big fan of Gitkraken, so I am looking forward to trying 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\/@jon_manga\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jon_manga<\/a> still early days with GitUX so any feedback welcomed. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Voice commits are unexpected! It sounds like a gimmick, but there are moments when your hands are busy with coffee and it could actually be useful \ud83d\ude42 But the main thing for me is shortcuts. If I can stage files, write a message, and push without ever touching the mouse, I\u2019m sold. Keyboard-first speed is what really matters<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really interesting one!<br \/>Will def. check it out <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lukasvanuden\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lukasvanuden<\/a> thanks, it is not ground breaking for sure, but it is the little things that count for me in tool like this. Small enhancements with keyboard shortcuts, search etc. Voice to text on commits (nice to half) helpful when nobody else is there to listen XD<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#19<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/DUG2B7J746RE3J\" class=\"app-title\">Chores<\/a><\/p>\n<div class=\"one-liner\">Turn household chores into shared wins<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">21<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Chores 2\u662f\u4e00\u6b3e\u9762\u5411\u5bb6\u5ead\u7684\u534f\u4f5c\u5e94\u7528\uff0c\u901a\u8fc7\u6e05\u6670\u7684\u754c\u9762\u3001\u7075\u6d3b\u7684\u5468\u671f\u4efb\u52a1\u8bbe\u7f6e\u53ca\u5956\u52b1\u673a\u5236\uff0c\u5c06\u7e41\u7410\u7684\u5bb6\u52a1\u7ba1\u7406\u8f6c\u5316\u4e3a\u516c\u5e73\u3001\u79ef\u6781\u7684\u96c6\u4f53\u6e38\u620f\uff0c\u89e3\u51b3\u4e86\u5bb6\u5ead\u4efb\u52a1\u5206\u914d\u4e0d\u5747\u3001\u52a8\u529b\u4e0d\u8db3\u548c\u6c9f\u901a\u6469\u64e6\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\/2179d1f3-097e-4334-b696-1e9e761161c0.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\/aa9f444b-7fc7-4925-b934-e4ea6cd92d00.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\/26959d63-82a0-4a91-880e-a4f4b2b3db59.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\/fa4ba5be-323e-4343-b008-e9702b6eda31.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\/3ae85de2-19ad-4a8c-8f28-268b06e110a1.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\/6083220f-7571-4590-951f-5b5b6e1b4b3a.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/nW-K4ZX6Iew\"><source src=\"https:\/\/youtu.be\/nW-K4ZX6Iew\" 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\">iOS<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">User Experience<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5bb6\u5ead\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u5bb6\u52a1\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u5206\u914d<\/span><br \/>\n <span class=\"tag\">\u6fc0\u52b1\u673a\u5236<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">iOS\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u751f\u6d3b\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u6574\u4f53\u79ef\u6781\uff0c\u8ba4\u53ef\u4ea7\u54c1\u6982\u5ff5\u4e0e\u8bbe\u8ba1\u3002\u6709\u6548\u8bc4\u8bba\u4e3b\u8981\u96c6\u4e2d\u4e8e\u529f\u80fd\u7ec6\u8282\u7684\u8be2\u95ee\uff0c\u5982\u662f\u5426\u652f\u6301\u4e3a\u4e0d\u540c\u6210\u5458\u5206\u914d\u79ef\u5206\u3002\u5f00\u53d1\u8005\u56de\u590d\u786e\u8ba4\u4e86\u4e2a\u4f53\u5316\u5956\u52b1\u529f\u80fd\u3002\u8bc4\u8bba\u4e2d\u672a\u51fa\u73b0\u663e\u8457\u7684\u6279\u8bc4\u6216\u529f\u80fd\u6539\u8fdb\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 Chores 2\u7684\u672c\u8d28\uff0c\u5e76\u975e\u4e00\u4e2a\u7b80\u5355\u7684\u4efb\u52a1\u6e05\u5355\uff0c\u800c\u662f\u4e00\u4e2a\u8bd5\u56fe\u91cd\u6784\u5bb6\u5ead\u5185\u90e8\u5fae\u89c2\u6743\u529b\u4e0e\u534f\u4f5c\u5173\u7cfb\u7684\u201c\u884c\u4e3a\u8bbe\u8ba1\u201d\u5de5\u5177\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u5c06\u6e38\u620f\u5316\u673a\u5236\uff08\u79ef\u5206\u3001\u5956\u52b1\uff09\u4e0e\u5bb6\u5ead\u793e\u4f1a\u5b66\u6d1e\u5bdf\uff08\u516c\u5e73\u611f\u3001\u51cf\u5c11\u5520\u53e8\uff09\u76f8\u7ed3\u5408\uff0c\u628a\u5bb9\u6613\u5f15\u53d1\u77db\u76fe\u7684\u201c\u8d23\u4efb\u5206\u914d\u201d\u95ee\u9898\uff0c\u5305\u88c5\u6210\u53ef\u91cf\u5316\u3001\u53ef\u6fc0\u52b1\u7684\u201c\u5171\u540c\u6210\u5c31\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u5176\u6838\u5fc3\u903b\u8f91\u5efa\u7acb\u5728\u5bb6\u5ead\u6210\u5458\u6301\u7eed\u53c2\u4e0e\u548c\u8ba4\u53ef\u8fd9\u5957\u201c\u79ef\u5206\u4f53\u7cfb\u201d\u7684\u57fa\u7840\u4e0a\uff0c\u8fd9\u9700\u8981\u6781\u9ad8\u7684\u521d\u59cb\u5171\u8bc6\u548c\u6301\u7eed\u7ef4\u62a4\uff0c\u5e94\u7528\u53ef\u80fd\u6ca6\u4e3a\u201c\u5bb6\u957f\u7684\u4e00\u53a2\u60c5\u613f\u201d\u3002\u5176\u6b21\uff0c\u4ece\u8bc4\u8bba\u7684\u7a00\u5c11\u4e0e\u6d45\u5c42\u6765\u770b\uff0c\u4ea7\u54c1\u5c1a\u672a\u6fc0\u53d1\u7528\u6237\u5bf9\u5176\u6df1\u5c42\u529f\u80fd\uff08\u5982\u7075\u6d3b\u7684\u5468\u671f\u8bbe\u7f6e\u3001\u5468\u62a5\uff09\u7684\u6df1\u5165\u63a2\u8ba8\uff0c\u53ef\u80fd\u610f\u5473\u7740\u5176\u4ef7\u503c\u4e3b\u5f20\u7684\u4f20\u8fbe\u6216\u9700\u6c42\u7684\u521a\u6027\u4ecd\u6709\u5f85\u5e02\u573a\u68c0\u9a8c\u3002\u6700\u540e\uff0c\u5728\u201c\u5bb6\u5ead\u534f\u4f5c\u201d\u8fd9\u4e2a\u7ec6\u5206\u8d5b\u9053\uff0c\u5b83\u65e2\u8981\u5bf9\u6297\u7b80\u5355\u81f3\u6781\u7684\u7eb8\u8d28\u4fbf\u7b7e\uff0c\u53c8\u8981\u4e0e\u529f\u80fd\u6cdb\u5316\u7684\u667a\u80fd\u5bb6\u5c45\u5e73\u53f0\u6216\u901a\u8baf\u5de5\u5177\u7ade\u4e89\u7528\u6237\u6ce8\u610f\u529b\uff0c\u5176\u201c\u4e13\u4e1a\u4e14\u7b80\u6d01\u201d\u7684\u5b9a\u4f4d\u58c1\u5792\u5e76\u4e0d\u575a\u56fa\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6280\u672f\u6808\uff08Laravel\u540e\u7aef\u3001\u5b9e\u65f6\u540c\u6b65\uff09\u7684\u9009\u62e9\u4f53\u73b0\u4e86\u5bf9\u53ef\u9760\u6027\u4e0e\u9690\u79c1\u7684\u8003\u91cf\uff0c\u8fd9\u662f\u5bb6\u5ead\u7c7b\u4ea7\u54c1\u7684\u6b63\u786e\u65b9\u5411\u3002\u4f46\u4ea7\u54c1\u80fd\u5426\u6210\u529f\uff0c\u8fdc\u4e0d\u6b62\u4e8e\u6280\u672f\u5b9e\u73b0\uff0c\u66f4\u5728\u4e8e\u5b83\u80fd\u5426\u6210\u4e3a\u4e00\u4e2a\u5bb6\u5ead\u4e60\u60ef\u7684\u201c\u9ed8\u8ba4\u8bbe\u7f6e\u201d\uff0c\u8fd9\u9700\u8981\u8d85\u8d8a\u5de5\u5177\u672c\u8eab\uff0c\u5728\u7528\u6237\u5fc3\u667a\u548c\u65e5\u5e38\u4eea\u5f0f\u611f\u4e0a\u6784\u5efa\u66f4\u6df1\u5c42\u7684\u62a4\u57ce\u6cb3\u3002\u76ee\u524d\u770b\u6765\uff0c\u5b83\u63d0\u4f9b\u4e86\u4e00\u4e2a\u4f18\u96c5\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u4f46\u5f15\u7206\u70b9\u5c1a\u672a\u6e05\u6670\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\">Chores<\/span>\n <\/div>\n<div class=\"comment-content\">Chores 2 introduces a complete redesign with a clean, modern interface built for the latest iOS. Enjoy an all-new onboarding flow, powerful recurrence options (like bi-weekly chores on specific days), and flexible individual or group rewards to boost motivation. Weekly household summary emails show what was completed and what\u2019s coming up, while many under-the-hood improvements make everything faster, smoother, and more reliable.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\ud83d\udc4b Hey PH! Frederik again, the maker of Chores 2.<\/p>\n<p>I built Chores because managing household tasks often turns into mental overhead, unfair distribution, and way too much nagging. Most tools feel either too simple or overly complex. I wanted something that feels calm, fair, and motivating something families actually enjoy using together.<\/p>\n<p>Chores 2 is a complete rethink: a fresh iOS-first design, flexible recurrence rules, group and individual rewards, and weekly summaries that help households reflect instead of react.<\/p>\n<p>On the tech side, Chores is powered by a Laravel backend with real-time syncing across households, focused on reliability and privacy.<\/p>\n<p>Excited to hear your thoughts, feedback, and ideas!<br \/>\nThanks for checking it out! \ud83d\ude4c<\/p>\n<p>Frederik<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@frederik_jacques1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@frederik_jacques1<\/a> Congrats on the launch man!<br \/>It looks so clean!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great idea! Can you give points to different household members for doing chores?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@daniele_packard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniele_packard<\/a> Thanks man!<\/p>\n<p>Yes, you can add individual rewards to people in your household.<br \/>Like in our family there is a chore \u201cmake your beds\u201d, and all 3 of our kids get a point if they do it individually.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 concept and best wishes for the app.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/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\/35QNO7KW3H2BEO\" class=\"app-title\">LifeSwap<\/a><\/p>\n<div class=\"one-liner\">AI wellbeing companion for overloaded minds<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">20<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>LifeSwap\u662f\u4e00\u6b3eAI\u5065\u5eb7\u4f34\u4fa3\uff0c\u4e3a\u7cbe\u795e\u8fc7\u8f7d\u7684\u73b0\u4ee3\u4eba\u63d0\u4f9b\u968f\u65f6\u503e\u8bc9\u7684AI\u4f19\u4f34\u30013\u5206\u949f\u5feb\u901f\u8c03\u8282\u7ec3\u4e60\u53ca\u60c5\u7eea\u8ffd\u8e2a\uff0c\u5728\u788e\u7247\u5316\u65f6\u95f4\u4e2d\u7f13\u89e3\u65e5\u5e38\u538b\u529b\u4e0e\u5026\u6020\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\/2f308370-ca86-4648-807d-7ff94d4351d7.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f4979731-4ea9-41ad-b4f0-46d04fd68e01.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f4794025-9a6b-4b49-9b08-308c2a9aa683.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/29b0e4cd-0b36-45ef-ba18-5913372046d1.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cafa5ccf-d64a-481e-837b-a2d7e7951e7b.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Android<\/span><br \/>\n <span class=\"tag\">Health & Fitness<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Lifestyle<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5fc3\u7406\u5065\u5eb7<\/span><br \/>\n <span class=\"tag\">AI\u4f34\u4fa3<\/span><br \/>\n <span class=\"tag\">\u6b63\u5ff5\u51a5\u60f3<\/span><br \/>\n <span class=\"tag\">\u538b\u529b\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u60c5\u7eea\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u5fae\u4e60\u60ef<\/span><br \/>\n <span class=\"tag\">\u5065\u5eb7\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u7597\u6cd5<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u4e3a\u4ea7\u54c1\u8bbe\u8ba1\u4f53\u8d34\u3001\u5b9e\u7528\u6027\u5f3a\uff0c\u80fd\u6709\u6548\u7f13\u89e3\u538b\u529b\u3002\u5f00\u53d1\u8005\u4e3b\u52a8\u5bfb\u6c42\u5173\u4e8e\u529f\u80fd\u5f15\u5bfc\u6e05\u6670\u5ea6\u30013\u5206\u949f\u7ec3\u4e60\u6709\u6548\u6027\u53caAI\u4f26\u7406\u7684\u53cd\u9988\u3002\u8bc4\u8bba\u4e2d\u672a\u51fa\u73b0\u5177\u4f53\u529f\u80fd\u95ee\u9898\u6216\u6539\u8fdb\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 LifeSwap\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u88ab\u4e3b\u6d41\u5065\u5eb7\u5e94\u7528\u5ffd\u89c6\u7684\u7f1d\u9699\u5e02\u573a\uff1a\u4e3a\u9ad8\u8d1f\u8377\u3001\u5feb\u8282\u594f\u7684\u804c\u573a\u4eba\u63d0\u4f9b\u201c\u5373\u65f6\u3001\u5fae\u521b\u201d\u7684\u60c5\u7eea\u6025\u6551\uff0c\u800c\u975e\u7cfb\u7edf\u6027\u7684\u6cbb\u7597\u8ba1\u5212\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u7a81\u7834\uff0c\u800c\u5728\u4e8e\u5bf9\u7528\u6237\u573a\u666f\u7684\u6df1\u523b\u7406\u89e3\u2014\u2014\u5c06\u5e72\u9884\u5355\u5143\u538b\u7f29\u81f3\u201c3\u5206\u949f\u201d\uff0c\u8fd9\u6070\u6070\u5339\u914d\u4e86\u76ee\u6807\u7528\u6237\u201c\u8fde30\u5206\u949f\u51a5\u60f3\u90fd\u6324\u4e0d\u51fa\u201d\u7684\u6b8b\u9177\u73b0\u5b9e\u3002\u4ea7\u54c1\u5b9a\u4f4d\u201c\u975e\u533b\u7597\u8bbe\u5907\u201d\u662f\u660e\u667a\u7684\u907f\u8d23\u7b56\u7565\uff0c\u4f46\u4e5f\u51f8\u663e\u4e86\u5176\u5c40\u9650\u6027\uff1a\u5b83\u66f4\u50cf\u4e00\u6b3e\u6570\u5b57\u5316\u7684\u201c\u8212\u7f13\u5242\u201d\uff0c\u800c\u975e\u201c\u89e3\u51b3\u65b9\u6848\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u98ce\u9669\u4e5f\u5728\u4e8e\u6b64\u3002\u9996\u5148\uff0c\u201cAI\u503e\u542c\u8005\u201d\u7684\u53cc\u5203\u5251\u6548\u5e94\u660e\u663e\uff1a\u533f\u540d\u503e\u8bc9\u7684\u5373\u65f6\u6027\u56fa\u7136\u662f\u5356\u70b9\uff0c\u4f46AI\u5728\u5171\u60c5\u6df1\u5ea6\u3001\u5371\u673a\u8bc6\u522b\u548c\u957f\u671f\u652f\u6301\u4e0a\u7684\u80fd\u529b\u5929\u82b1\u677f\uff0c\u53ef\u80fd\u8ba9\u7528\u6237\u5728\u6df1\u5ea6\u56f0\u6270\u4e2d\u611f\u5230\u9694\u9774\u6414\u75d2\uff0c\u751a\u81f3\u4ea7\u751f\u4f9d\u8d56\u800c\u5ef6\u8bef\u4e13\u4e1a\u6c42\u52a9\u3002\u5176\u6b21\uff0c\u201c\u5fae\u5e72\u9884\u201d\u6a21\u5f0f\u867d\u964d\u4f4e\u4e86\u4f7f\u7528\u95e8\u69db\uff0c\u4f46\u5982\u4f55\u8bc1\u660e\u5176\u957f\u671f\u6709\u6548\u6027\u3001\u907f\u514d\u6ca6\u4e3a\u53e6\u4e00\u4e2a\u8ba9\u4eba\u4ea7\u751f\u201c\u672a\u5b8c\u6210\u7126\u8651\u201d\u7684\u4efb\u52a1\u6e05\u5355\uff0c\u662f\u4ea7\u54c1\u9700\u8981\u6570\u636e\u4f50\u8bc1\u7684\u5173\u952e\u3002\u6700\u540e\uff0c\u4ece\u8bc4\u8bba\u770b\uff0c\u793e\u533a\u53cd\u9988\u4ecd\u505c\u7559\u5728\u793c\u8c8c\u6027\u7684\u9f13\u52b1\u5c42\u9762\uff0c\u7f3a\u4e4f\u5bf9\u529f\u80fd\u3001\u5546\u4e1a\u6a21\u5f0f\u6216\u9690\u79c1\u5b89\u5168\u7684\u5c16\u9510\u8d28\u7591\uff0c\u8fd9\u6216\u8bb8\u610f\u5473\u7740\u4ea7\u54c1\u5c1a\u672a\u7ecf\u5386\u771f\u5b9e\u5e02\u573a\u7684\u4e25\u5cfb\u8003\u9a8c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cLifeSwap\u662f\u4e00\u6b21\u6709\u4ef7\u503c\u7684\u573a\u666f\u5316\u521b\u65b0\uff0c\u5b83\u6293\u4f4f\u4e86\u201c\u5373\u65f6\u7f13\u89e3\u201d\u7684\u5f3a\u9700\u6c42\u3002\u4f46\u5176\u957f\u671f\u6210\u529f\uff0c\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u201c\u8f7b\u91cf\u5165\u53e3\u201d\u4e0e\u201c\u6709\u6548\u4ea7\u51fa\u201d\u4e4b\u95f4\u627e\u5230\u79d1\u5b66\u5e73\u8861\uff0c\u5e76\u5efa\u7acb\u8d77\u6e05\u6670\u7684\u4f26\u7406\u8fb9\u754c\uff0c\u907f\u514d\u5728\u654f\u611f\u7684\u7cbe\u795e\u5065\u5eb7\u9886\u57df\u6210\u4e3a\u4e00\u6b3e\u7cbe\u81f4\u7684\u5b89\u6170\u5242\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\">LifeSwap<\/span>\n <\/div>\n<div class=\"comment-content\">LifeSwap is an AI-powered wellbeing companion for overloaded minds. Talk to a 24\/7 AI listener, try 3\u2011minute resets (breathing, micro-meditations, focus tools), and track your mood over time. For everyday stress and burnout, not a medical device.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b<\/p>\n<p>I\u2019m the builder of LifeSwap. I built it after hitting a wall with burnout and constant mental overload as a developer. I didn\u2019t need another giant self-improvement plan \u2014 I needed a calm co-pilot that fit into the tiny moments of my day.<br \/>\nLifeSwap is that co-pilot.<\/p>\n<p>– Talk \u2013 a 24\/7 AI companion you can message when you\u2019re spiraling or just need to vent.<br \/>\n– Try \u2013 3-minute \u201cresets\u201d (breathing, micro-meditations, focus tools) designed for quick breaks, not 30-minute sessions.<br \/>\n– Track \u2013 mood trends over time, so you can see your emotional resilience grow in small steps.<\/p>\n<p>It\u2019s for everyday stress, burnout, and mental load \u2014 not therapy or a medical device. Just a private, supportive space that\u2019s always there when your brain feels crowded.<\/p>\n<p>Why I\u2019m launching here<br \/>\nSo many people in this community are shipping, context-switching, and carrying a lot mentally. I wanted to build something practical for that reality: you open LifeSwap, take a 3-minute breather, and go back to your day a little less tense.<\/p>\n<p>If you decide to try it, I\u2019d love feedback on:<\/p>\n<p>– How clear is the first session about what LifeSwap actually does?<br \/>\n– Do the \u201c3-minute reset\u201d flows feel helpful or just like another task?<br \/>\n– Any concerns around the way I\u2019m using AI in a mental health context?<\/p>\n<p>Thanks for checking it out \u2014 and if you\u2019re reading this while feeling overloaded, that\u2019s exactly who I built LifeSwap for. \ud83d\udc9a<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tdum7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tdum7<\/a> Great job, Theodor! The app is definitely on the right track.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tdum7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tdum7<\/a> Great job, Theodor! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tdum7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tdum7<\/a> congratulation! \ud83d\udc4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks great! Congrats <a href=\"https:\/\/www.producthunt.com\/@tdum7\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"tdum7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tdum7<\/a> !<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@fredyandrei\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fredyandrei<\/a> Thank you for feedback!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@toma_rares\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@toma_rares<\/a> Thanks a lot!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Life Swap has become the kind of support I didn\u2019t realize I needed all in one place. It\u2019s helped me manage my stress levels, calm my anxiety, and find balance when I\u2019m stuck in hyper-functioning mode.<\/p>\n<p>I really love the idea of getting 1% better each day, it takes away the pressure of feeling like I need to heal overnight. Instead, it reminds me that progress can be gentle, realistic, and still meaningful. This approach has made such a positive difference in how I take care of my mental health.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@luiza_anghel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@luiza_anghel<\/a> Thanks a lot!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Played with the app for like 1 hour and I love it. I feel better than before.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 feels thoughtful rather than overwhelming. Not everything needs to be a deep session, sometimes a few quiet minutes are exactly enough<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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 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