\n \n \n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-02-26<\/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 | 2026-02-26<\/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\/KZSV42QMQ3EXCZ\" class=\"app-title\">ChatPal<\/a><\/p>\n<div class=\"one-liner\">Practice speaking, get fluent! <\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">354<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4ee5\u5bf9\u8bdd\u4e3a\u6838\u5fc3\u7684\u8bed\u8a00\u5b66\u4e60\u5e94\u7528\uff0c\u901a\u8fc7\u6a21\u62df\u771f\u5b9e\u573a\u666f\u5bf9\u8bdd\u548c\u4e0eAI\u4f19\u4f34\u81ea\u7531\u804a\u5929\uff0c\u89e3\u51b3\u5b66\u4e60\u8005\u5728\u4f20\u7edf\u5e94\u7528\u4e2d\u201c\u53ea\u4f1a\u5b66\u4e0d\u4f1a\u8bf4\u201d\u3001\u7f3a\u4e4f\u53e3\u8bed\u5b9e\u6218\u673a\u4f1a\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\/859d751a-8012-4b41-bc62-e9ebe8163c59.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/01766a27-4410-4558-a366-8dc82f6dc391.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5be96648-fd02-473c-b3ac-0c559f1608ff.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7f3aeaab-6644-43a6-aeac-2a0a8f059a71.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f11899cf-e7ff-44c9-8743-2251e84fb4b7.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\/2c73caf4-716d-4b07-b95e-f44d8cf02dfe.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/laZLTPy-8cU\"><source src=\"https:\/\/youtu.be\/laZLTPy-8cU\" 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\">Education<\/span><br \/>\n <span class=\"tag\">Languages<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8bed\u8a00\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">AI\u5bf9\u8bdd<\/span><br \/>\n <span class=\"tag\">\u53e3\u8bed\u7ec3\u4e60<\/span><br \/>\n <span class=\"tag\">\u60c5\u666f\u6a21\u62df<\/span><br \/>\n <span class=\"tag\">\u5373\u65f6\u53cd\u9988<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">\u6559\u80b2\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u6280\u80fd\u63d0\u5347<\/span><br \/>\n <span class=\"tag\">\u591a\u8bed\u8a00\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u5e94\u7528<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8ba4\u53ef\u5176\u201c\u5bf9\u8bdd\u4f18\u5148\u201d\u7406\u5ff5\uff0c\u8ba4\u4e3a\u5176\u586b\u8865\u4e86\u5e02\u573a\u7a7a\u767d\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\u8bed\u8a00\/\u53e3\u97f3\u6269\u5c55\uff08\u5982\u585e\u5c14\u7ef4\u4e9a\u8bed\u3001\u6c49\u8bed\u3001\u6b27\u6d32\u897f\u73ed\u7259\u8bed\u53e3\u97f3\uff09\u3001\u5bf9\u9ad8\u7ea7\u5b66\u4e60\u8005\u7684\u9002\u7528\u6027\u3001\u53d1\u97f3\u53cd\u9988\u7cbe\u51c6\u5ea6\uff0c\u4ee5\u53ca\u80fd\u5426\u7528\u4e8e\u7279\u5b9a\u573a\u666f\uff08\u5982\u4ea7\u54c1\u63a8\u4ecb\uff09\u3002\u5f00\u53d1\u8005\u79ef\u6781\u56de\u5e94\uff0c\u900f\u9732\u4e86\u529f\u80fd\u66f4\u65b0\u8def\u7ebf\u56fe\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n ChatPal\u7684\u4eae\u76f8\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b3e\u65b0\u5e94\u7528\u7684\u4e0a\u7ebf\uff0c\u4e0d\u5982\u8bf4\u662f\u5bf9\u201c\u8bed\u8a00\u6d41\u5229\u5ea6\u201d\u5b9a\u4e49\u7684\u4e00\u6b21\u7cbe\u51c6\u72d9\u51fb\u3002\u5b83\u654f\u9510\u5730\u523a\u7a7f\u4e86Duolingo\u7b49\u5de8\u5934\u7528\u6e38\u620f\u5316\u4e0e\u6253\u5361\u6587\u5316\u7f16\u7ec7\u7684\u5e7b\u89c9\uff1a\u79ef\u7d2f\u5927\u91cf\u8bcd\u6c47\u548c\u8bed\u6cd5\u77e5\u8bc6\uff0c\u5e76\u4e0d\u7b49\u4e8e\u83b7\u5f97\u5728\u771f\u5b9e\u5bf9\u8bdd\u4e2d\u7ec4\u7ec7\u8bed\u8a00\u3001\u5373\u65f6\u53cd\u5e94\u7684\u80fd\u529b\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u6784\u5efa\u4e86\u4e00\u4e2a\u201c\u7ed3\u6784\u5316\u60c5\u666f\u7ec3\u4e60\u201d\u4e0e\u201c\u5f00\u653e\u5f0fAI\u5bf9\u8bdd\u201d\u76f8\u7ed3\u5408\u7684\u590d\u5408\u8bad\u7ec3\u573a\uff0c\u524d\u8005\u964d\u4f4e\u5f00\u53e3\u7684\u5fc3\u7406\u95e8\u69db\uff0c\u63d0\u4f9b\u5373\u65f6\u6210\u5c31\u611f\uff1b\u540e\u8005\u6a21\u62df\u771f\u5b9e\u5bf9\u8bdd\u7684\u4e0d\u53ef\u9884\u6d4b\u6027\uff0c\u903c\u8feb\u5b66\u4e60\u8005\u8fdb\u884c\u8bed\u8a00\u751f\u6210\u800c\u975e\u673a\u68b0\u9009\u62e9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u6e05\u6670\u3002\u9996\u5148\uff0c\u6280\u672f\u5c42\u9762\uff0cAI\u5bf9\u8bdd\u7684\u81ea\u7136\u5ea6\u4e0e\u53cd\u9988\u7684\u6df1\u5ea6\uff08\u5982\u5bf9\u201c\u8bed\u6cd5\u6b63\u786e\u4f46\u4e0d\u5730\u9053\u201d\u8868\u8fbe\u7684\u8bc6\u522b\uff09\u662f\u4f53\u9a8c\u6838\u5fc3\uff0c\u4e5f\u662f\u6280\u672f\u62a4\u57ce\u6cb3\u6240\u5728\uff0c\u76ee\u524d\u770b\u4ecd\u6709\u4f18\u5316\u7a7a\u95f4\u3002\u5176\u6b21\uff0c\u4ea7\u54c1\u5b9a\u4f4d\u4e0a\uff0c\u5982\u4f55\u5728\u670d\u52a1\u597d\u4e3b\u6d41\u4e2d\u7ea7\u5b66\u4e60\u8005\u7684\u540c\u65f6\uff0c\u6ee1\u8db3\u9ad8\u7ea7\u7528\u6237\u7684\u201c\u7ef4\u6301\u4e0e\u7cbe\u8fdb\u201d\u9700\u6c42\uff0c\u5c06\u8003\u9a8c\u5176\u5185\u5bb9\u4e0eAI\u7684\u6df1\u5ea6\u3002\u6700\u540e\uff0c\u5546\u4e1a\u6a21\u5f0f\u4e0e\u89c4\u6a21\u5316\u7684\u7ecf\u5178\u77db\u76fe\uff1a\u4e2a\u6027\u5316\u53cd\u9988\u4e0e\u9ad8\u8d28\u91cf\u60c5\u666f\u4f9d\u8d56\u4eba\u5de5\uff08\u5982\u6bcd\u8bed\u8005\u5ba1\u6838\uff09\uff0c\u8fd9\u4e0e\u5feb\u901f\u6269\u5f20\u8bed\u8a00\u79cd\u7c7b\u3001\u964d\u4f4e\u6210\u672c\u7684\u5546\u4e1a\u8bc9\u6c42\u5b58\u5728\u5185\u5728\u51b2\u7a81\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cChatPal\u4ee3\u8868\u4e86\u4e00\u79cd\u6559\u80b2\u8303\u5f0f\u7684\u8f6c\u5411\uff1a\u4ece\u201c\u77e5\u8bc6\u4f20\u6388\u201d\u5230\u201c\u6280\u80fd\u8bad\u7ec3\u201d\u3002\u5b83\u80fd\u5426\u6210\u529f\uff0c\u4e0d\u5728\u4e8e\u80fd\u5426\u98a0\u8986Duolingo\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u8bc1\u660e\uff0c\u5728\u8bed\u8a00\u5b66\u4e60\u8fd9\u4e2a\u53e4\u8001\u9886\u57df\u91cc\uff0c\u201c\u523b\u610f\u7ec3\u4e60\u201d\u7684\u53e3\u8bed\u8bad\u7ec3\u672c\u8eab\uff0c\u8db3\u4ee5\u652f\u6491\u4e00\u4e2a\u72ec\u7acb\u3001\u5065\u5eb7\u7684\u4ea7\u54c1\u751f\u6001\u3002\u5f53\u524d\u7684\u70ed\u70c8\u53cd\u54cd\u9a8c\u8bc1\u4e86\u9700\u6c42\u7684\u5b58\u5728\uff0c\u4f46\u6301\u7eed\u7684\u7559\u5b58\u7387\u4e0e\u7528\u6237\u8fdb\u6b65\u7684\u53ef\u8861\u91cf\u6027\uff0c\u5c06\u662f\u5176\u9700\u8981\u957f\u671f\u8bc1\u660e\u7684\u5173\u952e\u547d\u9898\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">ChatPal<\/span>\n <\/div>\n<div class=\"comment-content\">ChatPal is a conversation-first language learning app to help people practice speaking and unlock fluency. Try real world scenarios, get personalized feedback, catch-up with your AI ChatPal, build your confidence.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\ud83d\udc4b Hey folks, thanks for checking out ChatPal \ud83e\udef6<\/p>\n<p>I\u2019ve been a language teacher and a language learner many times over. Every time I\u2019ve learned a new language, the biggest barrier to using that language in the real world has been practice actually speaking. <\/p>\n<p>ChatPal exists to help language learners practice speaking and accelerate to fluency!<\/p>\n<p>There\u2019s two modes:<br \/>\n– Practice real scenarios like ordering coffee or meeting someone for the first time<br \/>\n– Chat and catch-up with an AI ChatPal, Nora<\/p>\n<p>…and plenty of features to guide and reinforce your learning:<br \/>\n– Instant feedback after every conversation (grammar, word choice, etc)<br \/>\n– Scenario goals to give clear structure<br \/>\n– Hints for achieving scenario goals<br \/>\n– Words in progress tracking tracking to expand vocab<br \/>\n– Fluid mode for seamless conversation<br \/>\n– And much more<\/p>\n<p>I personally use ChatPal every day to practice my Hindi and Spanish, my wife uses it to practice her Italian, and it\u2019s already loved by many language learners. <\/p>\n<p>I\u2019d love to know what you think of ChatPal, I\u2019m excited to get you speaking, and I\u2019ll keep making ChatPal better every day \ud83e\udee1<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>57<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/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> Congrats on the launch. It looks very interesting. I will take a look and try. \ud83d\udc4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daniele_packard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniele_packard<\/a> very cool idea, comgrats!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>33<\/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\/@daniele_packard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniele_packard<\/a> congrats on the launch \ud83d\ude80 this is exactly what’s been missing from language apps. i’ve used duolingo, babbel, pimsleur. they all teach you words and grammar. none of them prepare you for the moment someone actually talks back. your feedback loop, does it catch when you’re grammatically correct but sound unnatural? that’s always been my blind spot.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Real-life scenarios sound so great! Would this app be helpful for advanced students, like to maintain the level and practice regularly? Or is the focus mainly on the intermediate learners?<\/p>\n<p>Congrats on the launch, best of luck!! \ud83c\udf89<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>40<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@helga_impalpable\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@helga_impalpable<\/a> great question – I see more advanced students gravitating towards the “Chat with Nora” feature, a way to practice and maintain their level and maybe push some new vocab sets in a convenient way. I see beginner\/intermediate learners gravitating towards the scenarios which are more structured and practical for people who want some “quick wins”<\/p>\n<p>And thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>38<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daniele_packard\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"daniele_packard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniele_packard<\/a> what’s the current list of languages btw? or AI enough trained to support almost any?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>39<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@je_suis_yaroslav\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@je_suis_yaroslav<\/a> currently supported is Italian, Spanish, Hindi, French, Portuguese, and English! Definitely AI models I use can support many more very quickly and I’ll be adding new languages every couple of weeks – the constraint is getting a native speaker to review the coursework and ensure it looks good \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>38<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@daniele_packard prioritize serbian pls, because it\u2019s the same language to croatian, bosnian and so on, so you\u2019ll cover several million people in Balkan countries at once \ud83d\ude42<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>38<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I like the concept of a conversational agent. Can I polish my product pitches with ChatPal?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>38<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@michael_vavilov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@michael_vavilov<\/a> thanks! Great question – currently yes, you can with “Chat with Nora”, but it’s not tailor built for this now. I’m going to launch a feature where you can bring a certain topic or scenario to the chat with Nora and she can help you practice that specifically (e.g. practicing a product pitch)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>35<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Spanish is fine in apps, crumbles IRL. Scenarios + quick feedback sounds right. How real is Nora with pauses and slang? If there\u2019s EU Spanish voice, even better. Will test tonight on the train.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>37<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alexcloudstar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexcloudstar<\/a> \ud83c\udfaf you got it! So many apps optimize for “winning” but then there’s no speaking ability to apply IRL…<\/p>\n<\/p>\n<p>Nora’s voice is very realistic with pauses and flow and generally speaking she picks up slang well. Great point on accent – today Nora’s voice is locked to specific accent per language (Spanish is Madrid accent) but I’ll be rolling out ability to customize accent soon!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>35<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Strong idea as Duolingo doesn\u2019t really work. Mandarin on the planning?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>32<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bartvandekooij\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bartvandekooij<\/a> indeed so often long streaks don’t convert to any speaking ability… Mandarin definitely on the roadmap! Designing for languages with non-latin scripts from the ground up (for current Hindi support). I’ll let you know when it’s live!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>17<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I\u2019m really interested in the audio-first approach. In other apps it seems like they give me a \u2705 no matter what I reply or how I pronounce. How accurate is it?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>15<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alberto_luengo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alberto_luengo<\/a> definitely I’m committed to audio-first! <\/p>\n<\/p>\n<p>It’s very accurate although I’ll say it’s pretty “forgiving” of different accents. <\/p>\n<\/p>\n<p>A feature that my users are requesting but isn’t live yet is pronunciation feedback – this is absolutely something I’ll be incorporating.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Can’t recommend ChatPal enough to anyone wanting to get fluent in a language!<\/p>\n<\/p>\n<p>After spending years playing games with Duolingo with little to no improvement in my ability to speak Italian, I’m very excited to switch to ChatPal and practice actual speaking. A catch up with Nora is now part of my daily morning routine, and her feedback on my grammar and sentence structure is helping me become more fluent already!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kamakshi_malhotra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kamakshi_malhotra<\/a> as an early user, thank you! Your feedback has made ChatPal what it is today<\/p>\n<\/p>\n<p>Amazing to hear how ChatPal is part of your daily routine and you can tell it’s helping \ud83d\ude00 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>conversation-first approach; great way to learn!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cem_ozcelik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cem_ozcelik<\/a> very much agreed, thanks for support Cem!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love how real and natural the conversations feel. I\u2019ve tried tons of other apps like Busuu and Duolingo but I don\u2019t want homework I just want someone to practice with and build up my confidence to talk in real life situations. This is where ChatPal really shines. HIGHLY RECOMMEND!<\/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\/@karlschopf21\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@karlschopf21<\/a> great to hear ChatPal is helping build your confidence! Thanks so much for your feedback and I look forward to keep making it better \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I might finally start learning Mandarin!<\/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\/@tadas_gedgaudas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tadas_gedgaudas<\/a> happy to help \ud83d\ude00 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I have to admit I\u2019m pretty bad at learning languages \ud83d\ude05 I\u2019ve tried most of the typical apps, and I\u2019m really excited to try ChatPal because it brings a new angle to language learning.<\/p>\n<\/p>\n<p>I realized that I learn best when I actually use the language in real-life situations. That\u2019s so much more efficient than traditional learning methods. Big fan of the concept \ud83d\udc4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bennyqp\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bennyqp<\/a> exactly correct! Learning comes from practicing in real-life situations. Great to hear Benedikt and hope ChatPal can help!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a much-needed product. Could you tell me which languages I can learn with it?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rishika_sharma9\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rishika_sharma9<\/a> agreed! Thanks Rishika. Currently supported is Italian, Spanish, Hindi, French, Portuguese, and English! Is there a language in particular you’re trying to learn?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I tried using Duolingo to learn French and while the experience taught me new words and phrases, there was a lack of being able to get into conversations. Congrats on your launch – this is a great idea to help get those language juices flowing. <\/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\/@jacklyn_i\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jacklyn_i<\/a> exactly right Jacklyn! That was my experience as well – goal with ChatPal is to get you speaking right away – I’m excited to hear your feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The founder’s insight here is dead on. Every language app nails vocabulary and grammar but skips the thing that actually builds fluency: forcing yourself to speak in real, unpredictable conversations. That gap is where most learners stall.<\/p>\n<p>The real scenarios angle is smart too. “Order a coffee” or “meet someone for the first time” gives you a concrete goal to hit, which is way more motivating than open-ended practice.<\/p>\n<p>As someone raising two young kids bilingual, this is exactly the kind of tool I’d want them to grow up with. Curious if there are plans to add younger learner modes or kid-friendly scenarios down the road. Congrats on #1 today, well deserved! \ud83d\udde3\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@joao_seabra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joao_seabra<\/a> well said \ud83d\udc4f<\/p>\n<p>I like the “unpredictable” part – that’s what these fluid AI conversations can create which simply repeating vocab or memorizing grammar doesn’t provide<\/p>\n<\/p>\n<p>Great question around kids – I already have some parents that are using ChatPal together with their kids (Spanish and Hindi for example) and I’d like to explore a specific family version which provides more analytics to parents<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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! \ud83d\ude80<\/p>\n<p>My little brother just started learning German, and I can already see how helpful ChatPal would be for building his speaking confidence early on. Practising real conversations with instant feedback is such a smart approach!<\/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\/@tarasshyn\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tarasshyn<\/a> thank you Taras! Happy to help, it’s definitely the best way to reinforce language learning<\/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>Looks interesting. I taught foreign languages for 5 years and I\u2019ve noticed that many apps are great for beginners but get too easy once you pass the A1 level… I haven’t found an app yet that helps me really grow after the start. I\u2019m also curious about <strong>Nora<\/strong>. How does a total beginner start a conversation without feeling lost?<\/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\/@natallia_novik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@natallia_novik<\/a> 100% agreed Natali, most apps don’t help for intermediate learners…<\/p>\n<p>Great question. To be honest right now ChatPal is designed for intermediate \/ beginner\/intermediate learners who already have a foundation <\/p>\n<\/p>\n<p>In the future, I want to add course content that helps people that are starting from zero<\/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>As someone who\u2019s been learning Spanish for the last year, talking to people and practicing has been my biggest challenge.<\/p>\n<\/p>\n<p>Very excited for this <a href=\"https:\/\/www.producthunt.com\/@daniele_packard\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"daniele_packard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniele_packard<\/a>, congrats!<\/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\/@samrith\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samrith<\/a> exactly! Getting real concrete practice speaking is always the bottleneck. Hope ChatPal can help!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! The Duolingo gap is real \u2014 years of streaks, zero real conversations. Does ChatPal correct you mid-conversation or only after?<\/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\/@mustafa_alshafey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mustafa_alshafey<\/a> Exactly what I’m trying to help – conversation-first and get you speaking right away! Good q – currently, ChatPal gives you corrections\/feedback only after, but soon I’ll launch “live feedback” so you get it during the conversation if you want<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is awesome! Congrats Daniele 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\/@ramsrigoutham\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ramsrigoutham<\/a> Much appreciated thank you Ramsri!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I definitely need this to improve my Japanese speaking!<\/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\/@sysless\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sysless<\/a> excited to help! Thanks Arthur<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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! \ud83c\udf89<\/p>\n<\/p>\n<p>This really resonates with me. When I visited Egypt, a hotel owner told me something that stuck with me: “Japanese people can’t speak English because they never actually practice speaking.” He was absolutely right.<\/p>\n<\/p>\n<p>Most language learners study grammar and vocab endlessly, but avoid the one thing that matters most \u2014 actually opening their mouth. ChatPal tackles exactly that barrier. Love it. \ud83d\udcaa<\/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\/@daisuke_adachi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daisuke_adachi<\/a> great quote and 100% agree with that hotel owner! Speaking is essential. Interesting that in Japan people aren’t exposed to English to practice speaking. In Italy for example, it’s the same, most people consume Italian content, are not exposed to English so much, and English speaking ability is low. In the Netherlands, everyone consumes English content and speaks English very 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations! Do you have an API service?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@batuhaan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@batuhaan<\/a> thanks! Not today – what API service would you be interested in? Translation? Conversation endpoint?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">could you offer Gaeilge? \ud83c\uddee\ud83c\uddea\u2618\ufe0f<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@andrew_hawley\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrew_hawley<\/a> you’re definitely not the first to ask! I need to explore further but definitely something I’m interested in \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Nice I didn\u2019t like Duolingo much but this one might be promising<\/div>\n<div class=\"comment-actions\">\n<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\/@dake_zhang1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dake_zhang1<\/a> excited to hear your feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! \ud83c\udf89<\/p>\n<p>Voice-first learning feels like the natural evolution for language apps. Love the real-world scenario focus.<\/p>\n<p>What\u2019s been the most surprising user behavior so far?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pinsmachine\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pinsmachine<\/a> thank you! Yes, this is how babies learn to speak and so it’s natural that it’s a great way for us adults also \ud83d\ude42 <\/p>\n<p>It’s been surprising to see the directions people want to take their language practice. Some people want it for work, some people want to discuss current events. Unexpected range<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Let’s go team! \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sofia__bettari\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sofia__bettari<\/a> thank you sofia!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on launch, looks awesome \ud83d\ude0e <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@marcus_friberg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marcus_friberg<\/a> thanks Marcus!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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’ve been learning Spanish for quite a while, using the voice mode on ChatGPT to help me, but I find that it lacked a lot of the direction needed for me to actually improve my skills. This seems really great!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@haxybaxy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@haxybaxy<\/a> Thanks Zaid! Yes ChatGPT voice is powerful and testing around with it when learning Hindi is what actually gave me the idea for ChatPal! Eventually I agree, lacks direction, can’t track progress, can’t create new challenges without a lot of manual prompting – that’s what ChatPal tries to make very easy<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 honestly been looking for a friendly, conversation-first language learning app like this for a long time! Such a nice and practical idea \u2014 especially the real-world scenarios and personalized feedback. I\u2019d love to try it out. Is it available for Android users as well?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@maneesha_warkade\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maneesha_warkade<\/a> Great to hear, that’s exactly what ChatPal aims to provide \ud83d\ude42 <\/p>\n<p>Unfortunately no Android for now but I’m adding you to list of people I’ll reach out to when Android is live!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#2<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/MJ57N2X4NYNNW3\" class=\"app-title\">Koidex<\/a><\/p>\n<div class=\"one-liner\">Know if a package, extension, or AI model is actually safe<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">335<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Koidex \u662f\u4e00\u6b3e\u9762\u5411\u5f00\u53d1\u8005\u7684\u5b89\u5168\u68c0\u6d4b\u5de5\u5177\uff0c\u901a\u8fc7\u7edf\u4e00\u641c\u7d22\u548c\u884c\u4e3a\u8bc4\u5206\uff0c\u5728\u5b89\u88c5\u4ee3\u7801\u5305\u3001IDE\u6269\u5c55\u6216AI\u6a21\u578b\u524d\uff0c\u5feb\u901f\u8bc4\u4f30\u5176\u5b89\u5168\u6027\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u56e0\u201c\u4e00\u952e\u5b89\u88c5\u201d\u800c\u9762\u4e34\u6076\u610f\u4ee3\u7801\u690d\u5165\u7684\u4fe1\u4efb\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\/37be0ee2-a143-4984-9d23-d9145ace4283.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/70f0f66a-2265-4df0-86f1-6cdeefcd88e0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/41c12eb4-73be-498c-a764-ddf89c894447.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/aa1f57d3-8156-4332-90b5-e185a41d3f40.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/85613cca-dae6-43fd-84c4-759dcbf0cc6a.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\/5dda0631-a4dd-4217-9670-e24f2a050299.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=qEKPmlKinYo\"><source src=\"https:\/\/www.youtube.com\/watch?v=qEKPmlKinYo\" 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\">Security<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u53d1\u8005\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u5b89\u5168\u626b\u63cf<\/span><br \/>\n <span class=\"tag\">\u8f6f\u4ef6\u4f9b\u5e94\u94fe\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">IDE\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">\u6076\u610f\u5305\u68c0\u6d4b<\/span><br \/>\n <span class=\"tag\">\u884c\u4e3a\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u5b89\u5168\u8bc4\u7ea7<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u5305\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">AI\u6a21\u578b\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\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\u666e\u904d\u8ba4\u4e3a\u4ea7\u54c1\u89e3\u51b3\u4e86\u957f\u671f\u5b58\u5728\u7684\u75db\u70b9\uff0c\u6982\u5ff5\u65b0\u9896\u3002\u4e3b\u8981\u53cd\u9988\u96c6\u4e2d\u5728\u5e0c\u671b\u652f\u6301\u66f4\u591a\u751f\u6001\uff08\u5982MCP\u3001skills.sh\uff09\u3001\u8be2\u95ee\u4f01\u4e1a\u5b9a\u4ef7\u3001\u786e\u8ba4\u8bc4\u5206\u66f4\u65b0\u673a\u5236\uff0c\u4ee5\u53ca\u63a2\u8ba8\u6280\u672f\u539f\u7406\uff08\u5982\u5982\u4f55\u533a\u5206\u6b63\u5e38\u4e0e\u6076\u610f\u6743\u9650\u3001\u540e\u7aef\u68c0\u6d4b\u53ef\u9760\u6027\uff09\u3002\u521b\u59cb\u4eba\u79ef\u6781\u56de\u590d\uff0c\u900f\u9732\u5c06\u589e\u52a0MCP\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 Koidex \u7684\u4eae\u76f8\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b3e\u65b0\u5de5\u5177\uff0c\u4e0d\u5982\u8bf4\u662f\u5bf9\u73b0\u4ee3\u8f6f\u4ef6\u4f9b\u5e94\u94fe\u201c\u4fe1\u4efb\u5d29\u584c\u201d\u7684\u4e00\u6b21\u7cbe\u51c6\u5bf9\u51b2\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u6280\u672f\u4e0a\u7684\u77f3\u7834\u5929\u60ca\uff0c\u800c\u5728\u4e8e\u5c06\u5b89\u5168\u5de6\u79fb\u5e76\u65e0\u7f1d\u5d4c\u5165\u5f00\u53d1\u8005\u201c\u641c\u7d22-\u5b89\u88c5\u201d\u7684\u6838\u5fc3\u5de5\u4f5c\u6d41\u3002\u4ea7\u54c1\u76f4\u6307\u4e00\u4e2a\u884c\u4e1a\u987d\u75be\uff1a\u5404\u5927\u5b98\u65b9\u5546\u5e97\u548c\u4ed3\u5e93\u7684\u5ba1\u6838\u673a\u5236\u5728\u901f\u5ea6\u548c\u89c4\u6a21\u9762\u524d\u5f62\u540c\u865a\u8bbe\uff0c\u4f7f\u5f97\u201c\u5b89\u88c5\u201d\u6210\u4e86\u9ad8\u5371\u7684\u4fe1\u4efb\u76f2\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u5ba3\u79f0\u7684\u201c\u884c\u4e3a\u8bc4\u5206\u201d\u662f\u533a\u522b\u4e8e\u4f20\u7edfCVE\u5339\u914d\u7684\u5173\u952e\uff0c\u8bd5\u56fe\u7406\u89e3\u4ee3\u7801\u201c\u60f3\u505a\u4ec0\u4e48\u201d\u800c\u975e\u4ec5\u4ec5\u5339\u914d\u5df2\u77e5\u6f0f\u6d1e\u3002\u8fd9\u6293\u4f4f\u4e86\u9ad8\u7ea7\u5a01\u80c1\u7684\u672c\u8d28\u2014\u2014\u90a3\u4e9b\u901a\u8fc7\u5408\u89c4\u5ba1\u67e5\u5374\u6267\u884c\u6076\u610f\u903b\u8f91\u7684\u5305\u3002\u7136\u800c\uff0c\u8fd9\u4e5f\u6070\u6070\u662f\u5176\u6700\u5927\u7684\u6311\u6218\u4e0e\u98ce\u9669\u6240\u5728\uff1a\u884c\u4e3a\u5206\u6790\u7684\u8bef\u62a5\u4e0e\u6f0f\u62a5\u5e73\u8861\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u5408\u6cd5\u4f46\u6743\u9650\u5e7f\u6cdb\u7684\u5de5\u5177\u201d\u7684\u62c5\u5fe7\u975e\u5e38\u4e13\u4e1a\uff0c\u8fd9\u8981\u6c42\u5176\u8bc4\u5206\u6a21\u578b\u5fc5\u987b\u5177\u5907\u6781\u9ad8\u7684\u4e0a\u4e0b\u6587\u7406\u89e3\u80fd\u529b\u548c\u884c\u4e1a\u77e5\u8bc6\uff0c\u5426\u5219\u6781\u6613\u6ca6\u4e3a\u53c8\u4e00\u4e2a\u5236\u9020\u566a\u97f3\u7684\u5de5\u5177\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u5e02\u573a\u5b9a\u4f4d\u770b\uff0c\u5b83\u5de7\u5999\u5730\u5c06IDE\u6269\u5c55\u3001npm\u3001Hugging Face\u7b49\u788e\u7247\u5316\u6e90\u5934\u7edf\u4e00\uff0c\u5145\u5f53\u4e86\u5b89\u5168\u4fe1\u606f\u7684\u805a\u5408\u5c42\uff0c\u8fd9\u79cd\u201c\u5b89\u5168\u641c\u7d22\u5f15\u64ce\u201d\u7684\u5b9a\u4f4d\u6bd4\u5355\u4e00\u751f\u6001\u626b\u63cf\u5668\u66f4\u5177\u6269\u5c55\u6027\u3002\u521b\u59cb\u4eba\u80cc\u666f\uff08\u66fe\u53d1\u73b0\u591a\u4e2a\u91cd\u5927\u6076\u610f\u5305\uff09\u4e3a\u5176\u63d0\u4f9b\u4e86\u5173\u952e\u7684\u4fe1\u4efb\u80cc\u4e66\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\uff1a\u5b83\u80fd\u5426\u5efa\u7acb\u4e00\u4e2a\u6301\u7eed\u3001\u5b9e\u65f6\u3001\u8986\u76d6\u957f\u5c3e\u751f\u6001\u7684\u68c0\u6d4b\u80fd\u529b\uff1f\u5176\u8bc4\u5206\u80fd\u5426\u7ecf\u5f97\u8d77\u793e\u533a\u548c\u65f6\u95f4\u7684\u68c0\u9a8c\uff0c\u907f\u514d\u6210\u4e3a\u53e6\u4e00\u4e2a\u201c\u72fc\u6765\u4e86\u201d\u7684\u6545\u4e8b\uff1f\u5982\u679c\u6210\u529f\uff0c\u5b83\u6709\u671b\u6210\u4e3a\u5f00\u53d1\u8005\u7684\u201c\u5b89\u5168\u6807\u51c6\u534f\u8bae\u5c42\u201d\uff1b\u82e5\u5931\u8d25\uff0c\u5219\u53ea\u662f\u53e6\u4e00\u4e2a\u5728\u7ea2\u6d77\u4e2d\u6323\u624e\u7684\u626b\u63cf\u5de5\u5177\u3002\u5176\u672a\u6765\u4e0d\u5728\u4e8e\u68c0\u6d4b\u5217\u8868\u6709\u591a\u957f\uff0c\u800c\u5728\u4e8e\u5176\u5224\u65ad\u6709\u591a\u51c6\u3001\u591a\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\">Koidex<\/span>\n <\/div>\n<div class=\"comment-content\">Koidex helps you answer one question fast: “Is this safe to install?”. Search extensions, code packages, and AI models across VS Code, JetBrains, npm, and Hugging Face. You can also install the Koidex IDE extension for real-time background scanning in Cursor and Windsurf. Free, no setup.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\ud83d\udc4b Hey Product Hunt! I\u2019m Amit, Co-founder of Koi.<\/p>\n<p>Today we\u2019re launching <strong>Koidex<\/strong>. It helps you quickly check whether a package, extension, or AI model looks safe before it enters your stack.<\/p>\n<p>Try it here: <strong>Koidex \u2192<\/strong><a href=\"https:\/\/dex.koi.security\/?ref=producthunt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"> https:\/\/dex.koi.security\/?ref=producthunt<\/a><\/p>\n<h3><strong>\ud83d\udcd6 Why We Built It<\/strong><\/h3>\n<p>We\u2019re the research team behind the discoveries of GlassWorm, ShadyPanda, and PhantomRaven, and we\u2019ve seen how easily malicious code hides in \u201cnormal\u201d developer tooling.<\/p>\n<p>To prove how fast these blind spots get targeted, we ran a blunt test: <a href=\"https:\/\/www.koi.ai\/blog\/1-6-how-we-hacked-multi-billion-dollar-companies-in-30-minutes-using-a-fake-vscode-extension\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">we published<\/a> a harmless lookalike VS Code theme and saw installs from large-company networks within 30 minutes. The industry knows these threats exist, but workflows haven\u2019t changed. That was the moment we realized: <strong>\u201cone-click install\u201d needs \u201cone-click due diligence.\u201d<\/strong><\/p>\n<h3><strong>\ud83d\udca1 What You Can Do With Koidex Today<\/strong><\/h3>\n<ul>\n<li>\n<p><strong>\ud83d\udd0d Unified Search:<\/strong> One place to check VS Code, Chrome, JetBrains, npm, and Hugging Face, and more.<\/p>\n<\/li>\n<li>\n<p><strong>\ud83e\udde0 Behavior-Based Scoring:<\/strong> Focuses on what the code <em>actually does<\/em>, not just what the listing claims.<\/p>\n<\/li>\n<li>\n<p><strong>\ud83e\uddfe Readable Risk Summaries:<\/strong> Vulnerabilities, deep dependencies, permissions, and publisher signals.<\/p>\n<\/li>\n<li>\n<p><strong>\ud83d\udc1f Catch of the Day:<\/strong> Fresh suspicious or malicious items spotted in the wild.<\/p>\n<\/li>\n<li>\n<p><strong>\ud83d\udc68\ud83c\udffb\u200d\ud83d\udcbb Koidex IDE Extension:<\/strong> Scans installed extensions and flags risky installs in real time across VS Code, Cursor, Windsurf, VSCodium, and more.<\/p>\n<\/li>\n<\/ul>\n<h3><strong>\ud83c\udf81 Product Hunt Launch Offer<\/strong><\/h3>\n<p>First 200 registrants via the Product Hunt link get <strong>unlimited searches for 2 weeks<\/strong>. Sign up here:<a href=\"https:\/\/dex.koi.security\/?ref=producthunt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"> https:\/\/dex.koi.security\/?ref=producthunt<\/a><\/p>\n<h3><strong>\ud83d\ude4f What I\u2019d Love Feedback On<\/strong><\/h3>\n<ol>\n<li>\n<p>What ecosystem should we evaluate next?<\/p>\n<\/li>\n<li>\n<p>What\u2019s the one signal you wish you had before installing something?<\/p>\n<\/li>\n<li>\n<p>If you try it, drop a package, extension, or model you use and tell me if the rating matches your gut.<\/p>\n<\/li>\n<\/ol>\n<p>I\u2019m here in the comments!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>19<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@amitassaraf\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amitassaraf<\/a> Congrats on the launch, Amit and team. Cool product video ad. This is a novel product idea. Since we now have so many products shipped with AI, this becomes the anti-virus of the AI age. \ud83d\ude00<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@amitassaraf\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amitassaraf<\/a> Love it man!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@amitassaraf have you considered adding support for things like skills.sh and ClawHub? I\u2019m not sure if this fits the scope as it often isn\u2019t malicious code but prompts<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>this is one of the greatest product i have ever seen<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kshitij_mishra4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kshitij_mishra4<\/a> thank you so much for the support \ud83e\udd17 Have you run your first scan yet? Would love to know if anything in your stack surprised 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>Super useful! Does it also work for MCPs?<\/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\/@n1c0\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@n1c0<\/a> Waiting for it as well<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@n1c0\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@n1c0<\/a> Yes! MCP support is coming next week, we\u2019re opening early access for it.<\/p>\n<p>I\u2019ll DM you the details and get you set up \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on launching. MCP seems to be enterprise feature. Is there a pricing for enterprise? <\/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>Thanks <a href=\"https:\/\/www.producthunt.com\/@roopreddy\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"roopreddy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@roopreddy<\/a> !<\/p>\n<p>Yes, MCP is enterprise today, but we\u2019re planning to open it up to the community next week.<\/p>\n<p>For enterprise pricing, it depends on scope. If you DM me a quick overview (approx. number of endpoints + which ecosystems you want covered), I\u2019ll connect you with the right details.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is the first time I can quickly sanity check an extension without falling into a rabbit hole. Nice job. Do you update scores automatically when an extension releases a new version?<\/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>Thanks <a href=\"https:\/\/www.producthunt.com\/@amit_ganzi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amit_ganzi<\/a>, glad you found it useful \ud83d\ude42<\/p>\n<p>Yes, we update scores as new versions are published. Quick question: would you rather get notified only on score changes, or also on specific signals (new permissions, new network behavior, etc.)?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Behavior-based scoring is the right call. Most registry security tools just check known CVE lists, but the real danger is packages that pass all the obvious checks and do something unexpected at install time. Focusing on what the code actually does rather than what the listing claims is a much stronger signal.<\/p>\n<p>The IDE extension scanning installed extensions in real time is a nice touch – most developers don’t revisit what they’ve already installed. One question: how does the scoring handle packages with legitimate but unusual permission patterns? Something like a build tool that needs file system access and network calls could look suspicious by the same heuristics that catch actual malware.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@zzunkie\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zzunkie<\/a> Jeongki, you basically described the exact gap we\u2019re trying to close \ud83d\ude42<\/p>\n<p>On the \u201clegit but unusual permissions\u201d part: we don\u2019t treat broad access as automatically bad. A build tool needing filesystem + network is normal. What we look for is whether it <em>makes sense<\/em> for what the tool claims to be, and whether there are extra red flags around it (weird update patterns, obfuscation, sketchy publisher signals, unexpected behavior indicators, etc.). That\u2019s usually where \u201coverreach\u201d shows up.<\/p>\n<p>Also, we try to be transparent about it, so the score comes with the reasons and you can judge for yourself.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I appreciate your team building this. It’s unfortunate that we can’t trust the store front for all of these tools to verify the safety and validity, but in these trying times where AI can build and ship useful tools that can have a malicious purpose undisclosed it is helpful to know what a new type of virus\/malware scan is being actively developed to provide another level of safety to all. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jaredepicpower\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jaredepicpower<\/a> Spot on, Jared. The \u201cInstall\u201d is still a blind click for most people, and that\u2019s exactly the gap Koidex is here to fix. Appreciate the support today \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>The scoring feels opinionated in a good way. How do you balance \u201cthis needs broad permissions to work\u201d vs \u201cthis is overreaching\u201d?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@orenhacohen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@orenhacohen<\/a> We try not to punish \u201cpower tools\u201d just because they need broad permissions. The score is a mix of <em>capability<\/em> plus <em>context<\/em>: what permissions it asks for, whether that matches the stated functionality, and whether we see other risk signals alongside it (suspicious behavior patterns, obfuscation, unusual update\/install patterns, shady publisher signals, etc.).<\/p>\n<p>So broad permissions alone usually won\u2019t tank the rating. Broad permissions + mismatched behavior\/context is where it starts to look like overreach.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 tool is seriously awesome. I\u2019m always nervous about downloading sketchy extensions (but I still install them sometimes). I\u2019m definitely using this from now on. Great job!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@matheusdsantosr_dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matheusdsantosr_dev<\/a> thank you so much for your support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really amazing app and a great web interface. Absolutely 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks, <a href=\"https:\/\/www.producthunt.com\/@chilarai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chilarai<\/a> ! This means a lot to us \ud83d\ude0a<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 idea of one-click due diligence. Finally, a tool that keeps developers safe without slowing us down! \ud83d\udc4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> Thanks Abdul, really appreciate that \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>Love the \u201cCatch of the Day\u201d concept. How often is it refreshed, and what qualifies something to show up there?<\/p>\n<p><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nogahsenecky\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nogahsenecky<\/a> Thanks! \ud83d\ude4c<\/p>\n<p>Catch of the Day refreshes daily (and we\u2019ll occasionally push mid-day updates when something high-confidence pops). An item shows up there when it trips our highest-risk signals, for example: suspicious permission combos, obfuscation \/ unusual code patterns, suspicious network behavior, or strong publisher \/ ecosystem indicators (like lookalikes or sudden 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great launch!!!!!!! This is one of those \u201cwhy doesn\u2019t this already exist\u201d products. Curious how you detect suspicious behavior without running the code on my machine?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks <a href=\"https:\/\/www.producthunt.com\/@shoval_a\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shoval_a<\/a> !! \ud83d\ude4c Love hearing that.<\/p>\n<p>We don\u2019t need to run anything on your machine. We analyze the listing and its code server-side and look for a mix of signals, for example: permissions\/capabilities, suspicious code patterns (obfuscation, risky APIs, install\/update hooks), dependency and publisher signals, and known bad indicators.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting. How do you find what is suspicious and what is safe though? What tech are you using on the backend? Asking to check the reliability. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@syed_shayanur_rahman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@syed_shayanur_rahman<\/a> – great question! We don\u2019t rely on a single signal.<\/p>\n<p>Koidex scores risk using a mix of static + behavioral signals: permissions and capabilities, suspicious patterns (obfuscation, unusual install\/update behavior), dependency and publisher signals, and known bad indicators. We also re-check items over time as versions change.<\/p>\n<p>On the backend, it\u2019s a pipeline that pulls listings + versions, runs analysis, and produces the score + explanation.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does it exactly work? I tried to input name of a chrome extension but it said “No items found matching your search”. Does that mean it is not safe? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Hey <a href=\"https:\/\/www.producthunt.com\/@zerotox\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"zerotox\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zerotox<\/a> – thanks for checking it out \ud83d\ude4f<\/p>\n<p>\u201cNo items found\u201d doesn\u2019t mean it\u2019s unsafe. It just means we didn\u2019t find a match for that search in the source you selected.<\/p>\n<p>Which Chrome extension were you looking for (name or link)? If you drop it here, I\u2019ll help you find it (and if it\u2019s missing, we\u2019ll add 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>I installed the IDE flow in Cursor and it instantly showed a couple extensions I forgot I even had. That alone is worth it. Does it alert when an extension updates and changes behavior?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Amazing, thanks <a href=\"https:\/\/www.producthunt.com\/@netta_zohar2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@netta_zohar2<\/a>!<\/p>\n<p>We re-evaluate extensions as new versions roll out, so ratings update over time. Alerts on updates\/behavior changes are next on our list. What kind of alert would be most useful for you: score change, permission change, or behavior change?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very much needed in this AI era. Congrats on your 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\/@aima\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aima<\/a> thank you! Glad you found Koidex useful :))<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 sound really cool, congrats!<br \/>i’ll test it on my WordPress MCP – <a href=\"https:\/\/www.npmjs.com\/package\/@respira\/wordpress-mcp-server\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.npmjs.com\/package\/@respira\/wordpress-mcp-server<\/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\">Trust is the biggest hurdle for AI adoption right now. I’ve been focusing on “intent locking” to stop AI agents from adding unsolicited features or over-engineering code, but the security side is just as critical. <\/p>\n<p>Is Koidex primarily looking at malicious code patterns, or can it also detect when an AI model starts behaving “off-spec” during long sessions? Great tool for the current ecosystem!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Hey, <a href=\"https:\/\/www.producthunt.com\/@soluneai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@soluneai<\/a>. Thanks for checking out. Koidex today is focused on the <strong>supply chain side<\/strong>: evaluating the tool you\u2019re about to bring in (extensions right now, and MCP\/agent tooling next), based on signals like capabilities\/permissions, suspicious code patterns, publisher signals, and other risk indicators.<\/p>\n<\/p>\n<p>We\u2019re not monitoring a model\u2019s \u201coff-spec\u201d behavior across long sessions yet. That\u2019s more runtime governance, and it\u2019s a different problem space. But it\u2019s definitely adjacent to where this all goes.<\/p>\n<p>Curious, when you say \u201coff-spec\u201d, do you mean prompt\/intent drift, unexpected external calls, or tool use that exceeds the allowed scope?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@dnslavin Exactly. I\u2019m primarily referring to **prompt\/intent drift**\u2014those cases where the agent starts adding logic or features that weren’t in the original intent, leading to over-engineering. <\/p>\n<p>I’ve been exploring similar ways to tackle AI hallucinations and ensure logic integrity, so seeing how Koidex approaches this from the security side is very interesting. Great discussion!<\/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>A product like this could help other startups overcome a trust barrier. Maybe we could put a “koidex badge” on our site to independently prove safety!<\/p>\n<\/p>\n<p>Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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>Love it, <a href=\"https:\/\/www.producthunt.com\/@masebuilds\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@masebuilds<\/a>. Just added \u201cKoidex badge \/ embeddable widget\u201d to our idea list \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Huge congrats on launching a much-needed security layer for dev workflows. While the real-time IDE scanning and behavior-based scoring are fantastic for individual developer workstations, I\u2019m curious about your broader enterprise roadmap. Do you have plans to integrate Koidex directly into CI\/CD pipelines (like GitHub Actions or GitLab) to automatically block risky npm packages or malicious models before they even merge?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/KA5P4Q6ZQSQIFY\" class=\"app-title\">Rover by rtrvr.ai<\/a><\/p>\n<div class=\"one-liner\">Turn your website into an AI agent with one script tag.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">290<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u901a\u8fc7\u5d4c\u5165\u5355\u884c\u811a\u672c\u5373\u53ef\u5c06\u7f51\u7ad9\u8f6c\u5316\u4e3aAI\u667a\u80fd\u4f53\u7684\u5de5\u5177\uff0c\u80fd\u5728\u7f51\u7ad9\u5185\u76f4\u63a5\u4e3a\u7528\u6237\u6267\u884c\u70b9\u51fb\u3001\u586b\u8868\u3001\u5b8c\u6210\u7ed3\u8d26\u7b49\u590d\u6742\u64cd\u4f5c\uff0c\u89e3\u51b3\u4f20\u7edf\u804a\u5929\u673a\u5668\u4eba\u53ea\u7b54\u4e0d\u505a\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\/6d24b37a-fcdb-462b-bbc5-f2da82fc6ad6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ad9388e1-4d5b-49ff-a13a-f79fa64ddbdb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4b5d74a2-1f46-4237-8bd4-83e30cb0d3d5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4bead0a5-4517-41ef-8b35-0bd1fb8ba624.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/98767f01-1c0d-4fc7-8cef-55f024cdee29.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8e1e18be-6a12-4b6c-bb3c-3c72fac12b04.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\/4c6097fa-82a1-4f95-a621-c8c153826d02.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=Xfq4Gx5NBkI\"><source src=\"https:\/\/www.youtube.com\/watch?v=Xfq4Gx5NBkI\" 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\">SaaS<\/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<\/span><br \/>\n <span class=\"tag\">\u7f51\u7ad9\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u5d4c\u5165<\/span><br \/>\n <span class=\"tag\">\u5bf9\u8bdd\u5f0f\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">\u8f6c\u5316\u7387\u63d0\u5347<\/span><br \/>\n <span class=\"tag\">\u7ed3\u8d26\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u5f15\u5bfc<\/span><br \/>\n <span class=\"tag\">\u804a\u5929\u673a\u5668\u4eba\u66ff\u4ee3<\/span><br \/>\n <span class=\"tag\">\u7f51\u7edc\u81ea\u52a8\u5316\u57fa\u7840\u8bbe\u65bd<\/span><br \/>\n <span class=\"tag\">Stripe for AI<\/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\u4ece\u5bf9\u8bdd\u5230\u884c\u52a8\u201d\u7684\u6838\u5fc3\u4ef7\u503c\u4e0e\u6781\u7b80\u96c6\u6210\u65b9\u5f0f\uff0c\u8ba4\u4e3a\u5176\u5b9a\u4f4d\u7cbe\u51c6\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\uff1a\u5bf9\u590d\u6742\u52a8\u6001\u7f51\u7ad9\/\u8ba4\u8bc1\u6d41\u7a0b\u7684\u5904\u7406\u80fd\u529b\u3001\u5931\u8d25\u56de\u6eda\u673a\u5236\u3001\u5bf9\u7f51\u7ad9\u901f\u5ea6\u7684\u5f71\u54cd\uff0c\u4ee5\u53ca\u7f51\u7ad9\u4e3b\u5bf9AI\u64cd\u4f5c\u6743\u9650\u7684\u7ec6\u7c92\u5ea6\u63a7\u5236\u9700\u6c42\u3002\u53e6\u6709\u5efa\u8bae\u5176\u8425\u9500\u5e94\u66f4\u4fa7\u91cd\u201c\u6548\u7387\u201d\u800c\u975e\u201cAI\u6d4f\u89c8\u201d\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Rover\u5e76\u975e\u53c8\u4e00\u4e2a\u804a\u5929\u673a\u5668\u4eba\uff0c\u5b83\u8bd5\u56fe\u6210\u4e3a\u7f51\u7ad9\u7684\u64cd\u4f5c\u7cfb\u7edf\u5c42\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u5bf9\u8bdd\u201d\uff0c\u800c\u5728\u4e8e\u201c\u6267\u884c\u201d\uff0c\u5c06\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u7f16\u8bd1\u4e3a\u4e00\u7cfb\u5217\u53ef\u9760\u7684DOM\u64cd\u4f5c\uff0c\u8fd9\u6807\u5fd7\u7740\u7f51\u7ad9\u4ece\u201c\u4fe1\u606f\u5c55\u793a\u5e73\u53f0\u201d\u5411\u201c\u53ef\u7f16\u7a0b\u64cd\u4f5c\u73af\u5883\u201d\u7684\u8303\u5f0f\u8f6c\u53d8\u3002\n <\/p>\n<p class=\"ai-content\">\n \u201cStripe for AI agents\u201d\u7684\u7c7b\u6bd4\u63ed\u793a\u4e86\u5176\u91ce\u5fc3\uff1a\u6210\u4e3a\u4e0b\u4e00\u4ee3\u7f51\u7ad9\u7684\u57fa\u7840\u8bbe\u65bd\u3002\u5982\u540cStripe\u7b80\u5316\u652f\u4ed8\u96c6\u6210\uff0cRover\u65e8\u5728\u5c06\u590d\u6742\u7684AI\u667a\u80fd\u4f53\u80fd\u529b\u5c01\u88c5\u6210\u4e00\u4e2a\u811a\u672c\u3002\u8fd9\u964d\u4f4e\u4e86\u201c\u667a\u80fd\u4f53\u5316\u201d\u7684\u95e8\u69db\uff0c\u4f46\u4e5f\u5c06\u6700\u5927\u6311\u6218\u7559\u7ed9\u4e86\u81ea\u5df1\uff1a\u5982\u4f55\u4fdd\u8bc1\u5728\u65e0\u6570\u5f02\u6784\u3001\u52a8\u6001\u53d8\u5316\u7684\u7f51\u9875\u4e0a\uff0c\u5176\u64cd\u4f5c\u7684\u51c6\u786e\u6027\u4e0e\u9c81\u68d2\u6027\uff1f\u5176\u5ba3\u79f0\u768481.4%\u4efb\u52a1\u5b8c\u6210\u7387\u867d\u884c\u4e1a\u9886\u5148\uff0c\u4f46\u8fd120%\u7684\u5931\u8d25\u7387\u5728\u5173\u952e\u4e1a\u52a1\u573a\u666f\uff08\u5982\u652f\u4ed8\uff09\u4e2d\u4ecd\u662f\u4e0d\u53ef\u627f\u53d7\u4e4b\u91cd\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u590d\u6742\u6d41\u7a0b\u3001\u6743\u9650\u63a7\u5236\u7684\u8d28\u7591\uff0c\u76f4\u6307\u5176\u4f5c\u4e3a\u201c\u57fa\u7840\u8bbe\u65bd\u201d\u5fc5\u987b\u89e3\u51b3\u7684\u53ef\u9760\u6027\u3001\u5b89\u5168\u6027\u4e0e\u53ef\u63a7\u6027\u96be\u9898\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0cRore\u7684\u5546\u4e1a\u6a21\u5f0f\u9690\u542b\u7740\u4e00\u4e2a\u6df1\u5c42\u535a\u5f08\uff1a\u5b83\u5f3a\u8c03\u201c\u7b2c\u4e00\u65b9\u201d\u667a\u80fd\u4f53\uff0c\u53cd\u5bf9\u5c06\u7528\u6237\u4ea4\u7ed9\u8c37\u6b4c\u7b49\u7b2c\u4e09\u65b9\uff0c\u8fd9\u8fce\u5408\u4e86\u7f51\u7ad9\u4e3b\u5bf9\u7528\u6237\u4ea4\u4e92\u4e0e\u6570\u636e\u63a7\u5236\u6743\u7684\u7126\u8651\u3002\u7136\u800c\uff0c\u5176\u6280\u672f\u8def\u5f84\uff08\u4f9d\u8d56DOM\u89e3\u6790\uff09\u53c8\u5c06\u81ea\u8eab\u6df1\u5ea6\u7ed1\u5b9a\u4e8e\u7f51\u7ad9\u524d\u7aef\u7684\u7a33\u5b9a\u6027\u4e4b\u4e0a\uff0c\u4efb\u4f55\u524d\u7aef\u6846\u67b6\u7684\u5de8\u53d8\u90fd\u53ef\u80fd\u6210\u4e3a\u5176\u7cfb\u7edf\u6027\u98ce\u9669\u3002\u5b83\u4e0d\u662f\u5728\u6784\u5efa\u4e00\u4e2a\u8131\u79bb\u4e8e\u7f51\u7ad9\u7684AI\uff0c\u800c\u662f\u5728\u5c1d\u8bd5\u6210\u4e3a\u7f51\u7ad9\u201c\u6570\u5b57\u8eaf\u4f53\u201d\u7684\u201c\u53cd\u5c04\u795e\u7ecf\u201d\uff0c\u8fd9\u6761\u8def\u524d\u666f\u5e7f\u9614\uff0c\u4f46\u6ce8\u5b9a\u5d0e\u5c96\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\">Rover by rtrvr.ai<\/span>\n <\/div>\n<div class=\"comment-content\">Meet Rover, your site’s new hands. Rover lives inside your website, and takes actions for your users. It onboards users, runs workflows, fills forms, and converts visitors through conversation. Your user says “help me checkout”, Rover fills the fields, clicks the buttons, and finishes the purchase. Think Stripe for AI agents: embed script tag, your site is agentic.<\/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 Arjun, co-founder and CEO of rtrvr.ai. I pioneered Vertical Federated Learning at Google and left to build a vision for the agentic web. We’ve spent the last year building the leading DOM\/text-only web agents, and today we’re bringing that technology directly into <strong>your website<\/strong> with Rover.<\/p>\n<p>Every website has a chat widget. They all do the same thing: answer questions and link you somewhere else. They are just <strong>glorified FAQ answerers<\/strong> and leave users frustrated when trying to navigate complex workflows.<\/p>\n<p>Rover actually <strong>completes the task<\/strong>. It clicks buttons, fills forms, navigates pages, and finishes checkout flows, all through a conversational interface embedded on your site. <\/p>\n<p>Our script tag is a <strong>complete agentic harness<\/strong> that can propagate types\/clicks\/selects and other interactions to complete tasks on your site for your users.<\/p>\n<p>We already power 1.5 MM+ web automation workflows with <strong>SOTA performance<\/strong> of 81.4% task completion on WebBench. Rover brings that same engine to your website.<\/p>\n<p>We built this because the agentic web shouldn’t mean handing your users to the mercy of Google’s Chrome agent that can for example redirect users to your competitors. <strong>Your website should have its own agent<\/strong>, engaging and serving users on your own turf.<\/p>\n<p>Try it \u2192 <a href=\"http:\/\/rover.rtrvr.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>rover.rtrvr.ai<\/strong><\/a><\/p>\n<p>\ud83e\udde1 rtrvr.ai Team<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>15<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@arjun_chintapalli\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arjun_chintapalli<\/a> <a href=\"https:\/\/www.producthunt.com\/@bhavani_kalisetty\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"bhavani_kalisetty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bhavani_kalisetty<\/a> Stoked to hunt this today. Congratulations on the launch, Arjun and Bhavani! <\/p>\n<p>This product feels refreshingly innovative. I truly believe agentic websites are the next must-have for every business. <\/p>\n<\/p>\n<p>Loving the revamped positioning and assets. Well done! \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@arjun_chintapalli\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arjun_chintapalli<\/a> This is a really interesting direction.<\/p>\n<p>Coming from a background of investing in and scaling B2C companies, the constant tension is always the same: reduce friction, increase conversion.<\/p>\n<p>Most chat widgets answer questions. Very few actually <em>remove steps<\/em>.<\/p>\n<p>If Rover can genuinely complete tasks \u2014 clicks, form fills, checkout flows \u2014 then this shifts from \u201cengagement layer\u201d to \u201cconversion infrastructure.\u201d That\u2019s where the real leverage sits.<\/p>\n<p>For high-intent traffic, even small reductions in workflow friction compound massively across funnel stages.<\/p>\n<p>Curious \u2014 have you seen measurable uplift in completion rates or drop-off reduction in early pilots?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@arjun_chintapalli\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arjun_chintapalli<\/a> Hey! Congrats on the launch \ud83d\ude42 quick one… Do you see Rover becoming a universal front-end abstraction layer (where conversational intent replaces navigation), or staying focused on augmenting existing UX?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH! <\/p>\n<\/p>\n<p>I’m Bhavani, CTO and Co-founder of <a href=\"http:\/\/rtrvr.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">rtrvr.ai<\/a>. Ex-Google, ex-Adobe. We spent 2 years building DOM-native web intelligence before shipping Rover.<\/p>\n<\/p>\n<p><strong>The Problem<\/strong><\/p>\n<\/p>\n<p>Every website has a chat widget. They all do the same thing… answer questions and link you somewhere else. When a user says “help me checkout,” the chatbot says “here’s the link to our cart page” and wishes them luck. The user still has to click, navigate, and fill everything themselves.<\/p>\n<\/p>\n<p><strong>What Rover Does Differently<\/strong><\/p>\n<\/p>\n<p>Rover lives inside your website and takes real actions for your users. It reads your live DOM, builds a semantic action tree, and executes with native browser precision. Sub-second. First-party. One script tag.<\/p>\n<\/p>\n<p><strong>Why Existing Solutions Fall Short<\/strong><\/p>\n<\/p>\n<p>RAG chatbots (Intercom, Chatbase, Drift): Answer questions, spit links, take zero actions. Users are left to figure it out themselves.<\/p>\n<\/p>\n<p>Screenshot agents (Operator, Computer Use): Take a picture of your page, guess where to click. 2-5 seconds per action. Run in a remote browser VM. Can’t be embedded on your site.<\/p>\n<\/p>\n<p>WebMCP: You expose your internal APIs to Google so their agent can act on your behalf. You build it, you maintain it, Google owns the user.<\/p>\n<\/p>\n<p>Rover: Reads the live DOM, not screenshots. No APIs to expose, no knowledge base to maintain. Just one script tag and your site is agentic.<\/p>\n<\/p>\n<p><strong>Key Features<\/strong><\/p>\n<\/p>\n<p>\u2705 Checkout automation: User says “help me checkout,” Rover fills the fields, clicks the buttons, completes the purchase.<\/p>\n<p>\u2705 Guided product tours: Walks users through every feature, step by step, through conversation.<\/p>\n<p>\u2705 Smart form filling: Forms filled from natural language. Zero manual input.<\/p>\n<p>\u2705 Universal embed: One script tag. Works on any website. No backend changes needed.<\/p>\n<\/p>\n<p><strong>Who It’s For<\/strong><\/p>\n<\/p>\n<p>SaaS companies that want to onboard users without hand-holding.<\/p>\n<p>E-commerce sites that want higher checkout completion.<\/p>\n<p>Any website that wants to convert visitors through action, not just conversation.<\/p>\n<\/p>\n<p><strong>The Numbers<\/strong><\/p>\n<\/p>\n<p>81.39% task success rate on WebBench, the highest in web automation, ahead of every vision-based agent we’ve tested against. 22,000+ users. 1.6M+ workflows completed. 2,000+ websites already live.<\/p>\n<\/p>\n<p><strong>Try it out <\/strong><a href=\"http:\/\/rover.rtrvr.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>rover.rtrvr.ai<\/strong><\/a><\/p>\n<\/p>\n<p>Would love your feedback and brutal honesty. What would make you embed this on your site? \ud83e\udde1<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats. Help me understand, is this designed to replace chatbots and it takes over the function of a chatbot as well as an agent for the website? <\/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\/@zerotox\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zerotox<\/a> exactly! Chatbots today needs complex setup and maintenance of RAG pipelines. All that just to get some long text to follow through. Rover takes this to next level of actually doing the tasks for users while also making your website ready for both Agents and Humans – in turn you get your lost user engagement back, higher conversions and satisfaction.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zerotox\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zerotox<\/a> So instead of just answering questions, our bot is able to type\/click\/select on the website for you. So you can ask it to do multi step tasks on a website, think: checkout, adding CRM records, conversational job applications.<\/p>\n<p>The website owner just needs to add our script tag!<\/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\">Congrats on the launch!, AI web agents are becoming essential, and Rover looks like a very smooth implementation.<\/p>\n<p>Quick tip from a growth perspective: Most people market \u201cAI Browsing\u201d as a cool feature, but the real pain you’re solving is Manual Search Exhaustion. Users don’t want to \u201cbrowse with AI\u201d; they want to get the answer without the digging.<\/p>\n<p>If you pivot your messaging from \u201cAI-powered browsing\u201d to \u201cThe End of Manual Search\u201d, you move from being a browser extension to a cognitive shortcut. I would send a couple of specific copy tweaks to you if you want it, to help you nail that \u201cEfficiency\u201d angle. Good luck today!<\/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\/@franco_vidal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@franco_vidal<\/a> Great insights, Franco! Will take your suggestions and always happy to talk: <a href=\"mailto:founders@rtrvr.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">founders@rtrvr.ai<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@bhavani_kalisetty I\u2019m glad you find these useful. I\u2019ve just sent you a few tweaks on rtrvr.ai\u2019s X, happy to connect and the best of luck today!<\/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>Finally, a chat widget that actually does stuff instead of just linking me around! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> yeah that’s the exact pain point we wanna solve. You can also make all of your vibe coded apps agentic by adding Rover script tag: <a href=\"https:\/\/rover.rtrvr.ai\/docs\/quick-start\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/rover.rtrvr.ai\/docs\/quick-start<\/a> no more claude installing playwright trying to take screenshots to fix your app.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Cracked team and incredible product!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shivamhacks\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shivamhacks<\/a> Thanks Shivam!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Super cool use case!! Curious, how does Rover handle authentication-gated workflows (e.g., when a user needs to log in before completing a purchase)? Does it store session context or does each action start fresh?<\/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\/@kwangaroo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kwangaroo<\/a> Since its just propagating type\/click events it just sits on top of your existing UI, no integration needed. <\/p>\n<p>So all the existing functionalities you expose to your user, automatically get exposed to Rover<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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, strong vision. \u0421an site owners control which actions it\u2019s allowed to perform?<\/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\/@vik_sh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vik_sh<\/a> Thanks, Viktor! We have various control knobs on domain traversals: <a href=\"https:\/\/rover.rtrvr.ai\/docs\/configuration\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/rover.rtrvr.ai\/docs\/configuration<\/a> , external web data context , and different agents that Rover can use. Soon we will provide more granular controls on what all paths and workflows are allowlisted. Totally valid ask!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@vik_sh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vik_sh<\/a> Thanks Viktor, its easy to configure with a lot of knobs you can tune as well as easy to integrate with just the script tag!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I love that the agent can be embedded as a script tag, and that’s literally all you need to onboard customers – little to no friction to start using Rover right away! Another use case is navigating complex (and often ill-designed) government websites, for example finding POCs for specific grants on highergov and adding them on LinkedIn with a personalized message. Very excited for the launch and excited to continue to use rover!<\/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\/@niveta_iyer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@niveta_iyer<\/a> thanks for the support! Yess, we are equally excited about the possibilities that will be unlocked: Increase in user engagement, retention, and most importantly automating away the toil<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@niveta_iyer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@niveta_iyer<\/a> Thanks for the kind words internet friend! <\/p>\n<p>By the end of the year we are going to see as big of a transformational shift in website interfaces as coming from the first 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>“Think Stripe for AI agents” is a sharp analogy and it lands well. One script tag to make your site agentic is the kind of primitive that could quietly become infrastructure for a lot of products.<\/p>\n<p>The checkout completion use case is compelling because it hits a real pain point. Curious how Rover handles sites with heavy dynamic rendering or multi-step auth flows. Those are usually where browser agents struggle most.<\/p>\n<p>Building AI-powered workflows myself and the embed-first distribution model is smart. Developers adopt it where they already are, no new tool to learn. Congrats on #3 today, well deserved! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@joao_seabra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joao_seabra<\/a> thanks for the support! Over the year of building web agents we definitely hit various cases of traversing the web: The agent harness has various tools to do both deterministic and dynamic scrolling to load dynamic content apart from various possible actions to interact and load. Rover can seamless navigate through same-origin iframes too. One big difference rtrvr as extension or cloud can navigate cross-origins, captchas which is a limitation for Rover today and that’s where we wanna build strong integration. As of today, the agent recognizes domains it can’t and shouldn’t access and requests user to take over. But definitely a space we want to brainstrom more on!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@joao_seabra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joao_seabra<\/a> Thanks Joao!<\/p>\n<p>So we have a partner chrome extension that you can record demonstrations of complex workflows with so that the agent can be grounded with this demonstration for complex workflows!<\/p>\n<p>With the extension, we have seen nearlly 100% reproducabilitiy even as the underlying webpage constantly updates!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is the direction everything is heading! The gap between AI that talks and AI that actually does is where the value is. <br \/>How Does Rover handle edge cases mid-workflow, like when a form has conditional logic or a checkout has an unexpected step? Impressive execution on the embed simplicity though, the Stripe analogy is spot on<\/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\/@marina_lyshova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marina_lyshova<\/a> thanks for the support! The agent does try to self heal based on the state of the page it’s interacting with say it encounters a 404 and etc. For website owners we provide many layers to handle complexities: 1. You can add shortcuts to guide the agent well to provide clear instructions on highly used workflows 2. Our web agents have a feature to record the workflow teach it once and ground the agent to repeat the same long horizon task with high repeatability. 3. You can supplement the agent to access real time web data connecting the tools to our Cloud Agents. 3. March 1st week we will also be launching Knowledge Layer to improve agent accuracy in doing complex workflows at speed.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@marina_lyshova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marina_lyshova<\/a> Thanks Marina! <\/p>\n<p>We have a partner Chrome Extension you can demonstrate complex workflows with so that the agent can be grounded with this demonstration for complex workflows!<\/p>\n<p>With the extension, we have seen nearlly 100% reproducabilitiy even as the underlying webpage constantly updates!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Since it’s a script, does it affect the site speed? BTW, congrats<\/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\/@himani_sah1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@himani_sah1<\/a> Thanks Himani, the script itself is only a couple thousand lines of code so minimal additional site latency.<\/p>\n<p>We actually embedded on our own site with minimal issues!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@himani_sah1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@himani_sah1<\/a> its ~500KB today (including Rover assets – animations) If you plane to bring your own mascot this will be 300-400 KB and we try to bring this further down as we optimize more in the future.<\/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>Grats on launching!! Which industry would benefit the most using Rover according to you? Maybe Ecom? <\/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\/@roopreddy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@roopreddy<\/a> yeah ecommerce\/D2C would benefit immediately as these are pure navigational sites and the rtrvr.ai’s underlying web agent is extremely good at navigating these trajectories well. Old & complex B2B software such as Salesforce where there’s lot more domain knowledge involved we are launching added Knowledge Base, recordings, and more to improve accuracy and speed – this will be live first-week of March.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@roopreddy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@roopreddy<\/a> <br \/>I think the highest value is complex SaaS UI’s like HubSpot or legacy CRM.<\/p>\n<p>There are 20 nested dropdowns, and you would prefer to just prompt the agent to do the 10 step workflow.<\/p>\n<p>The best part is you can kick it off, switch tabs and check back in as it finishes!<\/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>The “glorified FAQ answerer” framing is exactly right \u2014 the shift from answering to completing is what matters for multi-step workflows. Drop-off compounds when a user has to take over from the bot mid-flow. Curious what the failure mode looks like at the 18.6% gap from WebBench: does Rover roll back cleanly, or does it hand off to the user with context on where it stopped?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@giammbo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@giammbo<\/a> Thanks Gianmarco! Its going to be an exciting year for the agentic web!<\/p>\n<p>So on failure, the agent hands off to the user with what it tried and got wrong.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This feels like the end of \u2018book a demo to see it\u2019 – instant value is the new default.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ilya_lee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ilya_lee<\/a> websites will soon become unrecognizable! No need to show you 20 dropdowns when a conversational agent can handle all the cases! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#4<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/4EHDXTZSOFOCFH\" class=\"app-title\">gpt-realtime-1.5 by OpenAI<\/a><\/p>\n<div class=\"one-liner\">Tighter instruction adherence in speech agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">257<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>OpenAI\u53d1\u5e03gpt-realtime-1.5\u8bed\u97f3\u6a21\u578b\uff0c\u901a\u8fc7\u63d0\u5347\u6307\u4ee4\u9075\u5faa\u3001\u5de5\u5177\u8c03\u7528\u548c\u591a\u8bed\u8a00\u51c6\u786e\u6027\uff0c\u89e3\u51b3\u4e86\u5b9e\u65f6\u8bed\u97f3\u52a9\u624b\u5728\u590d\u6742\u5bf9\u8bdd\u4e2d\u6613\u51fa\u9519\u3001\u96be\u90e8\u7f72\u5230\u751f\u4ea7\u73af\u5883\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\/92022fb0-01e2-45af-b15d-116345383ef0.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\/cba34ae5-aeec-4214-8f95-6da09420bd2b.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\/f50533da-1366-49df-8a1d-7eb8bbc9d24a.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/djwGnu5BX5M\"><source src=\"https:\/\/youtu.be\/djwGnu5BX5M\" 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\">API<\/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\">\u5b9e\u65f6\u8bed\u97f3AI<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u591a\u8bed\u8a00\u8bed\u97f3\u8bc6\u522b<\/span><br \/>\n <span class=\"tag\">\u6307\u4ee4\u9075\u5faa<\/span><br \/>\n <span class=\"tag\">\u5de5\u5177\u8c03\u7528<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7API<\/span><br \/>\n <span class=\"tag\">\u5ba2\u6237\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u4f4e\u5ef6\u8fdf<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u4ea4\u4e92\u57fa\u7840\u8bbe\u65bd<\/span><br \/>\n <span class=\"tag\">OpenAI<\/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\u5728\u751f\u4ea7\u73af\u5883\u53ef\u9760\u6027\u7684\u63d0\u5347\uff0c\u7279\u522b\u662f\u6307\u4ee4\u9075\u5faa\u548c\u5de5\u5177\u8c03\u7528\u3002\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u4e8e\u591a\u8bed\u8a00\u6027\u80fd\u662f\u5426\u5747\u8861\uff0c\u4ee5\u53ca\u5982\u4f55\u9a8c\u8bc1\u771f\u5b9e\u7528\u6237\u884c\u4e3a\u3002\u6709\u5f00\u53d1\u8005\u63d0\u53ca\u7c7b\u4f3c\u4ea7\u54c1\u5df2\u51fa\u73b0\uff0c\u671f\u5f85\u5bf9\u6bd4\u6d4b\u8bd5\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n GPT-Realtime-1.5\u7684\u53d1\u5e03\uff0c\u770b\u4f3c\u662f\u4e00\u6b21\u5e38\u89c4\u7684\u6a21\u578b\u8fed\u4ee3\uff0c\u5b9e\u5219\u66b4\u9732\u4e86OpenAI\u5728\u8bed\u97f3AI\u8d5b\u9053\u7684\u6218\u7565\u8f6c\u5411\uff1a\u4ece\u70ab\u6280\u7684\u201c\u6f14\u793a\u6a21\u5f0f\u201d\u8f6c\u5411\u653b\u575a\u201c\u751f\u4ea7\u5c31\u7eea\u201d\u7684\u67af\u71e5\u5de5\u7a0b\u3002\u5176\u5ba3\u79f0\u7684\u6307\u6807\u63d0\u5347\u2014\u2014\u5982\u4eba\u7c7b\u8fde\u63a5\u7387\u4ece43.7%\u8dc3\u5347\u81f366%\uff0c\u95ee\u9898\u6848\u4f8b\u7387\u51cf\u534a\u2014\u2014\u76f4\u6307\u8bed\u97f3\u4ea4\u4e92\u957f\u671f\u4ee5\u6765\u7684\u75fc\u75be\uff1a\u4e0d\u662f\u80fd\u4e0d\u80fd\u5bf9\u8bdd\uff0c\u800c\u662f\u80fd\u5426\u53ef\u9760\u3001\u7a33\u5b9a\u5730\u5b8c\u6210\u65e2\u5b9a\u4efb\u52a1\u6d41\u7a0b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8bc4\u8bba\u4e2d\u5f00\u53d1\u8005\u5bf9\u591a\u8bed\u8a00\u6027\u80fd\u5747\u8861\u6027\u7684\u8d28\u7591\u4e00\u9488\u89c1\u8840\u3002\u8fd9\u4e0d\u4ec5\u662f\u6280\u672f\u95ee\u9898\uff0c\u66f4\u662f\u5e02\u573a\u95ee\u9898\u3002\u82e5\u6a21\u578b\u4ec5\u5728\u82f1\u8bed\u4e0a\u8868\u73b0\u5353\u8d8a\uff0c\u800c\u5176\u4ed6\u8bed\u8a00\u663e\u8457\u843d\u540e\uff0c\u5219\u610f\u5473\u7740\u5b83\u4ecd\u662f\u201c\u7f8e\u56fd\u4e2d\u5fc3\u4e3b\u4e49\u201d\u7684\u4ea7\u54c1\uff0c\u65e0\u6cd5\u771f\u6b63\u652f\u6491\u5168\u7403\u5316\u4f01\u4e1a\u7684\u8bed\u97f3\u5e94\u7528\u3002\u8fd9\u6070\u6070\u662f\u8bb8\u591a\u8bed\u97f3AI\u9879\u76ee\u5728\u975e\u82f1\u8bed\u5e02\u573a\u6298\u621f\u7684\u5173\u952e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u503c\u5f97\u73a9\u5473\u7684\u662f\uff0c\u6709\u8bc4\u8bba\u8005\u63d0\u53ca\u7c7b\u4f3c\u529f\u80fd\u5df2\u88ab\u5176\u4ed6\u4ea7\u54c1\uff08\u5982ForexGPT\uff09\u62a2\u5148\u6f14\u793a\u3002\u8fd9\u63ed\u793a\u4e86\u4e00\u4e2a\u73b0\u5b9e\uff1aOpenAI\u5728\u201c\u5b9e\u65f6\u8bed\u97f3+\u5de5\u5177\u8c03\u7528\u201d\u8fd9\u4e00\u5177\u4f53\u5e94\u7528\u5c42\uff0c\u5df2\u975e\u552f\u4e00\u73a9\u5bb6\u3002\u5176\u6838\u5fc3\u4f18\u52bf\u6b63\u4ece\u201c\u9996\u521b\u201d\u9010\u6e10\u8f6c\u5411\u201c\u57fa\u7840\u8bbe\u65bd\u7ea7\u7684\u53ef\u9760\u4e0e\u89c4\u6a21\u5316\u201d\u3002\u6a21\u578b\u5347\u7ea7\u7684\u91cd\u70b9\u2014\u2014\u66f4\u5f3a\u7684\u4e2d\u65ad\u5904\u7406\u3001\u66f4\u7a33\u5b9a\u7684\u5bf9\u8bdd\u5b8c\u6210\u2014\u2014\u7686\u662f\u4f01\u4e1a\u5ba2\u6237\u5c06\u5b9e\u9a8c\u6027\u9879\u76ee\u8f6c\u5316\u4e3a\u6838\u5fc3\u4e1a\u52a1\u7cfb\u7edf\u65f6\u6700\u5173\u5fc3\u7684\u201c\u975e\u529f\u80fd\u6027\u9700\u6c42\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u56e0\u6b64\uff0cgpt-realtime-1.5\u7684\u771f\u6b63\u4ef7\u503c\uff0c\u4e0d\u5728\u4e8e\u67d0\u9879\u80fd\u529b\u7684\u60ca\u8273\u7a81\u7834\uff0c\u800c\u5728\u4e8e\u5176\u6807\u5fd7\u7740\u751f\u6210\u5f0fAI\u7684\u8bed\u97f3\u63a5\u53e3\u6b63\u4ece\u201c\u73a9\u5177\u201d\u6b65\u5165\u201c\u5de5\u5177\u201d\u65f6\u4ee3\u3002\u5b83\u8bd5\u56fe\u89e3\u51b3\u7684\uff0c\u662f\u8ba9\u8bed\u97f3AI\u4ece\u201c\u5076\u5c14\u80fd\u5e72\u5bf9\u201d\u53d8\u6210\u201c\u5fc5\u987b\u5e72\u5bf9\u4e14\u7a33\u5b9a\u201d\uff0c\u8fd9\u662f\u5176\u6e17\u900f\u81f3\u91d1\u878d\u3001\u5ba2\u670d\u3001\u533b\u7597\u7b49\u4e25\u8083\u573a\u666f\u7684\u5fc5\u7ecf\u4e4b\u8def\u3002\u7136\u800c\uff0c\u5176\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u4e0d\u53d6\u51b3\u4e8e\u6280\u672f\u8bba\u6587\u7684\u6307\u6807\uff0c\u800c\u53d6\u51b3\u4e8e\u5168\u7403\u5f00\u53d1\u8005\u7528\u5b83\u6784\u5efa\u7684\u5e94\u7528\uff0c\u80fd\u5426\u5728\u591a\u6837\u3001\u5608\u6742\u7684\u771f\u5b9e\u4e16\u754c\u4e2d\uff0c\u7ecf\u5f97\u8d77\u7528\u6237\u6700\u4e0d\u8010\u70e6\u7684\u6253\u65ad\u548c\u6700\u5201\u94bb\u7684\u6307\u4ee4\u8003\u9a8c\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">gpt-realtime-1.5 by OpenAI<\/span>\n <\/div>\n<div class=\"comment-content\">Voice workflows just got stronger with gpt-realtime-1.5 in the Realtime API. The model offers more reliable instruction following, tool calling, and multilingual accuracy.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The team at <a href=\"https:\/\/www.producthunt.com\/products\/openai\" target=\"_blank\" rel=\"noopener\">@OpenAI<\/a> shipped an interesting update!<\/p>\n<\/p>\n<p>GPT-Reatime-1.5 is OpenAI’s flagship model audio model for voice agents & customer support.<\/p>\n<p>Voice workflows just got stronger with gpt-realtime-1.5 in the Realtime API. The model offers more reliable instruction following, tool calling, and multilingual accuracy.<\/p>\n<\/p>\n<p>A +5% lift on Big Bench Audio and double-digit gains in alphanumeric transcription are not cosmetic improvements, they directly impact real-world reliability in production voice systems.<\/p>\n<\/p>\n<p><strong>What stands out most from early partner results <\/strong><a href=\"https:\/\/www.producthunt.com\/products\/genspark\" target=\"_blank\" rel=\"noopener\">@Genspark<\/a> <a href=\"https:\/\/www.producthunt.com\/products\/sendbird\" target=\"_blank\" rel=\"noopener\">@Sendbird<\/a>:<\/p>\n<ul>\n<li>\n<p>66% human connection rate (up from 43.7%)<\/p>\n<\/li>\n<li>\n<p>97.9% perfect score across scored conversations<\/p>\n<\/li>\n<li>\n<p>Problem case rate cut in half<\/p>\n<\/li>\n<li>\n<p>Stronger dialog completion<\/p>\n<\/li>\n<\/ul>\n<p>Those numbers point to better instruction adherence, cleaner tool calls, and more stable turn-taking, exactly what voice agents have historically struggled with.<\/p>\n<\/p>\n<p>Low latency + stronger interruption handling + improved multilingual accuracy makes this feel less like a demo upgrade and more like infrastructure maturing for enterprise use.<\/p>\n<\/p>\n<p>Excited to see what builders ship on top of this.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> this is super awesome. congrats on your launch<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Instruction adherence in real-time voice is the unsexy problem that actually determines whether voice agents ship to production or stay in demos. Good to see this getting serious attention.<\/p>\n<p>The multilingual accuracy improvement is the one I’m most curious about. Does it hold up equally across languages or are some still significantly behind English? That gap tends to be what blocks voice AI from working in non-US markets.<\/p>\n<p>Building AI-powered products myself and the tool calling reliability in voice workflows is genuinely one of the harder problems to solve well. A model that actually follows complex instructions mid-conversation without derailing is a big unlock. Congrats on the launch! \ud83c\udf99\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How are you validating real user behavior at OpenAi right 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>This is cool, and exactly what ForexGPT launched a few days ago on ProductHunt, in terms of demonstrating realtime voice agent tool calling and widget rendering in an chat UI. Will be interesting to test this model out, compared to the realtime models we are currently using. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#5<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/3W3EFS3VFAEIRR\" class=\"app-title\">Tessl<\/a><\/p>\n<div class=\"one-liner\">Optimize agents skills, ship 3\u00d7 better code.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">225<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Tessl\u662f\u4e00\u4e2aAI\u667a\u80fd\u4f53\u6280\u80fd\u5f00\u53d1\u4e0e\u4f18\u5316\u5e73\u53f0\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u901a\u8fc7\u8bc4\u4f30\u548c\u4f18\u5316\u6280\u80fd\u8d28\u91cf\uff0c\u89e3\u51b3AI\u667a\u80fd\u4f53\u8f93\u51fa\u4e2d\u7684\u9519\u8bef\u4e0e\u5e7b\u89c9\u95ee\u9898\uff0c\u4ece\u800c\u66f4\u9ad8\u6548\u5730\u6784\u5efa\u53ef\u9760\u7684\u591a\u667a\u80fd\u4f53\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\/74c94adc-cb75-497a-a422-76c77f6e14a5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/718bdb1d-13eb-40bd-834b-d93b859c136c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8b9f2e69-efbd-47dc-9d0f-30f57295ee4a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2daad330-3216-477d-9419-37ecb40c58c6.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\/9bcb4a3e-584e-4393-b852-3c32e218f230.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=rnValk2TqKk\"><source src=\"https:\/\/www.youtube.com\/watch?v=rnValk2TqKk\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Software Engineering<\/span><br \/>\n <span class=\"tag\">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\">\u6280\u80fd\u8bc4\u4f30\u4e0e\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">AI\u539f\u751f\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u5305\u7ba1\u7406\u5668<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8fd0\u7ef4<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u5de5\u7a0b<\/span><br \/>\n <span class=\"tag\">\u8d28\u91cf\u4fdd\u969c<\/span><br \/>\n <span class=\"tag\">AI\u5de5\u7a0b\u5316<\/span><br \/>\n <span class=\"tag\">\u5e7b\u89c9\u68c0\u6d4b<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u6548\u7387\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u4ea7\u54c1\u65b9\u5411\uff0c\u8ba4\u4e3a\u5176\u586b\u8865\u4e86AI\u6280\u80fd\u8d28\u91cf\u7ba1\u7406\u7684\u7a7a\u767d\u3002\u6838\u5fc3\u5173\u6ce8\u70b9\u5305\u62ec\uff1a\u6280\u80fd\u5728\u4e0d\u540c\u6a21\u578b\u95f4\u7684\u517c\u5bb9\u6027\u4e0e\u6807\u51c6\u5316\u3001\u8bc4\u4f30\u7ed3\u679c\u7684\u7ec6\u7c92\u5ea6\u5206\u6790\uff08\u5982\u7248\u672c\u5bf9\u6bd4\u3001\u5f52\u56e0\u8bca\u65ad\uff09\u3001\u4e0eCI\/CD\u6d41\u7a0b\u7684\u96c6\u6210\u9700\u6c42\uff0c\u4ee5\u53ca\u5982\u4f55\u9632\u6b62\u6280\u80fd\u751f\u6001\u788e\u7247\u5316\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 Tessl\u7684\u4eae\u76f8\uff0c\u4e0e\u5176\u8bf4\u662f\u63a8\u51fa\u4e86\u4e00\u6b3e\u65b0\u5de5\u5177\uff0c\u4e0d\u5982\u8bf4\u662f\u4e3a\u72c2\u70ed\u4f46\u6df7\u4e71\u7684AI\u667a\u80fd\u4f53\u5f00\u53d1\u8d5b\u9053\uff0c\u5f3a\u884c\u6ce8\u5165\u4e86\u4e00\u5242\u201c\u5de5\u7a0b\u5316\u201d\u6e05\u9192\u5242\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u70ab\u6280\uff0c\u800c\u662f\u76f4\u9762\u4e00\u4e2a\u884c\u4e1a\u4e0d\u613f\u627f\u8ba4\u7684\u771f\u76f8\uff1a\u5f53\u524d\u6240\u8c13\u7684\u201cAI\u667a\u80fd\u4f53\u6280\u80fd\u201d\uff0c\u5927\u591a\u4ecd\u662f\u7f3a\u4e4f\u7248\u672c\u3001\u8d28\u91cf\u548c\u53cd\u9988\u5faa\u73af\u7684\u201c\u9ed1\u7bb1\u63d0\u793a\u8bcd\u201d\uff0c\u5176\u9000\u5316\u4e0e\u5931\u6548\u5728\u65e0\u58f0\u65e0\u606f\u4e2d\u4fb5\u8680\u7740\u751f\u4ea7\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5c06\u201c\u5305\u7ba1\u7406\u5668\u201d\u548c\u201c\u8bc4\u4f30\u4f18\u5316\u201d\u7ed3\u5408\uff0c\u662f\u7cbe\u51c6\u7684\u5b9a\u4f4d\u3002\u5b83\u5de7\u5999\u501f\u7528\u4e86\u4f20\u7edf\u8f6f\u4ef6\u5f00\u53d1\u4e2d\u4f9d\u8d56\u7ba1\u7406\u548c\u6301\u7eed\u96c6\u6210\u7684\u6210\u719f\u5fc3\u667a\u6a21\u578b\uff0c\u6765\u89c4\u8303\u4e00\u4e2a\u5168\u65b0\u7684\u9886\u57df\u3002\u521b\u59cb\u4ebaGuy Podjarny\uff08Snyk\u521b\u59cb\u4eba\uff09\u7684\u80cc\u666f\uff0c\u8ba9Tessl\u81ea\u5e26\u201c\u5b89\u5168\u4e0e\u8d28\u91cf\u201d\u7684\u57fa\u56e0\uff0c\u5176\u53d9\u4e8b\u4ece\u201c\u4fee\u590d\u6f0f\u6d1e\u201d\u8f6c\u5411\u201c\u4fee\u590d\u5e7b\u89c9\u201d\uff0c\u662f\u4e00\u79cd\u9ad8\u660e\u7684\u573a\u666f\u8fc1\u79fb\u3002ElevenLabs\u6280\u80fd\u6548\u679c\u63d0\u53472\u500d\u7684\u5177\u4f53\u6848\u4f8b\uff0c\u4e5f\u907f\u514d\u4e86AI\u5de5\u5177\u5e38\u89c1\u7684\u6a21\u7cca\u5ba3\u4f20\uff0c\u63d0\u4f9b\u4e86\u53ef\u9a8c\u8bc1\u7684\u4ef7\u503c\u951a\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u4e0e\u673a\u9047\u540c\u6837\u5de8\u5927\u3002**\u5176\u4e00\uff0c\u6807\u51c6\u5b9a\u4e49\u6743\u4e4b\u4e89**\uff1a\u80fd\u5426\u6210\u4e3a\u8de8\u6a21\u578b\u3001\u8de8\u6846\u67b6\u7684\u6280\u80fd\u6807\u51c6\u5c42\uff0c\u800c\u975e\u53e6\u4e00\u4e2a\u751f\u6001\u5b64\u5c9b\uff0c\u662f\u751f\u6b7b\u6538\u5173\u7684\u95ee\u9898\u3002**\u5176\u4e8c\uff0c\u8bc4\u4f30\u7684\u201c\u5143\u95ee\u9898\u201d**\uff1a\u5176\u8bc4\u4f30\u4f53\u7cfb\u672c\u8eab\u7684\u79d1\u5b66\u6027\u3001\u5ba2\u89c2\u6027\u4e0e\u6210\u672c\uff0c\u5c06\u76f4\u63a5\u51b3\u5b9a\u5de5\u5177\u7684\u4fe1\u8a89\u3002\u7528\u6237\u5173\u4e8e\u7ec6\u7c92\u5ea6\u5f52\u56e0\u548cCI\u96c6\u6210\u7684\u63d0\u95ee\uff0c\u5df2\u89e6\u53ca\u5de5\u5177\u80fd\u5426\u4ece\u201c\u6f14\u793a\u53cb\u597d\u201d\u8d70\u5411\u201c\u751f\u4ea7\u53ef\u9760\u201d\u7684\u6838\u5fc3\u3002**\u5176\u4e09\uff0c\u5e02\u573a\u6559\u80b2\u6210\u672c**\uff1a\u8bf4\u670d\u5f00\u53d1\u8005\u4ece\u201c vibe check\uff08\u611f\u89c9\u68c0\u67e5\uff09\u201d\u8f6c\u5411\u4e25\u8c28\u7684\u8bc4\u4f30\u6d41\u7a0b\uff0c\u9700\u8981\u6539\u53d8\u5de5\u4f5c\u4e60\u60ef\uff0c\u8fd9\u4ece\u6765\u90fd\u4e0d\u662f\u6613\u4e8b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cTessl\u4e0d\u662f\u5728\u552e\u5356\u4e00\u4e2a\u529f\u80fd\uff0c\u800c\u662f\u5728\u63a8\u5e7f\u4e00\u79cd\u65b9\u6cd5\u8bba\uff1a\u5c06AI\u667a\u80fd\u4f53\u6280\u80fd\u7684\u5f00\u53d1\u3001\u7ef4\u62a4\u548c\u4ea4\u4ed8\uff0c\u4ece\u4e00\u4e2a\u201c\u827a\u672f\u521b\u4f5c\u8fc7\u7a0b\u201d\u8f6c\u53d8\u4e3a\u4e00\u4e2a\u201c\u5de5\u7a0b\u7ba1\u7406\u8fc7\u7a0b\u201d\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u662f\u8861\u91cfAI\u539f\u751f\u5f00\u53d1\u662f\u5426\u771f\u6b63\u8d70\u5411\u6210\u719f\u7684\u5173\u952e\u6807\u5c3a\u4e4b\u4e00\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\">Tessl<\/span>\n <\/div>\n<div class=\"comment-content\">Tessl helps developers evaluate and optimize agent skills, so you focus on building with smarter AI agents instead of fixing bugs and hallucinations – no signup required \u27a1\ufe0f tessl.io\/registry\/skills\/submit<\/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>Guypo here, founder of Tessl (previously founded Snyk).<\/p>\n<p>Today, I\u2019m excited to announce that<strong> you can evaluate your skills and optimize them<\/strong> on Tessl<strong>. <\/strong>This means <strong>you can stop debugging agent output and start shipping quality code, faster: <\/strong><a href=\"https:\/\/tessl.io\/registry\/skills\/submit\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/tessl.io\/registry\/skills\/submit<\/a><\/p>\n<p>Agent skills help agents use your products, build in your codebase and enforce your policies.<\/p>\n<\/p>\n<p>They’re the new unit of software for devs – but most are still treated like simple Markdown files copied between repos with no versioning, no quality signal, no updates.<\/p>\n<\/p>\n<p>Without AI evaluations, you can\u2019t tell if a skill helps, provides minimal uplift or even degrades functionality. You spend your time course-correcting agents instead of shipping. <\/p>\n<p>Tessl is a development platform and package manager for agent skills. With Tessl, we were able to <strong>evaluate and optimize ElevenLabs’ skills, 2x’ing their agent success<\/strong> in using their APIs. <\/p>\n<p>If you are building a personal project, maintaining an OSS library, or developing with AI at work, you can now evaluate your skill and optimize it to help agents use it properly.<\/p>\n<p>What skills are you working on, and what’s your use case for them?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>17<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@guypod\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@guypod<\/a> The idea of \u201cskills as the new unit of software\u201d is compelling. Curious how you prevent fragmentation what ensures skills become a standardized layer across models and agent frameworks rather than ecosystem-specific artifacts?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’m an absolute fan of <a href=\"https:\/\/www.producthunt.com\/@guypod\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@guypod<\/a> and the <a href=\"https:\/\/www.producthunt.com\/products\/tessl\" target=\"_blank\" rel=\"noopener\">@Tessl<\/a> team.<\/p>\n<\/p>\n<p>They’re pioneers in the AI industry, and active contributors by maintaining <a href=\"https:\/\/ainativedev.io\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">AINativeDev<\/a> and organizing the <a href=\"https:\/\/tessl.io\/devcon\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">AI Native DevCon<\/a>. So, when the team reached out for this launch, I was super pumped.<\/p>\n<\/p>\n<p><a href=\"https:\/\/www.producthunt.com\/products\/tessl\" target=\"_blank\" rel=\"noopener\">@Tessl<\/a> is a package manager for agent skills. It helps you find, install, and evaluate capabilities for your coding agents. It’s the right direction. In a recent thread, <a href=\"https:\/\/www.producthunt.com\/p\/claude\/how-many-claude-codes-do-you-run-in-parallel\" target=\"_blank\" rel=\"noopener\">[1]<\/a> we discussed best practices to get the most out of <a href=\"https:\/\/www.producthunt.com\/products\/claude-code\" target=\"_blank\" rel=\"noopener\">@Claude Code<\/a>. Above all? Run more agents in parallel. <a href=\"https:\/\/www.producthunt.com\/products\/tessl\" target=\"_blank\" rel=\"noopener\">@Tessl<\/a> teaches them coding best practices, raising the quality of the outputs.<\/p>\n<\/p>\n<p>The timing is perfect.<\/p>\n<\/p>\n<p>Go to <a href=\"https:\/\/tessl.io\/registry\/skills\/submit?utm_source=producthunt&utm_campaign=q1_producthunt_26&ref=producthunt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">tessl.io\/registry\/skills\/submit<\/a> and start shipping better, secure code at scale.<\/p>\n<\/p>\n<p>S\/O to <a href=\"https:\/\/www.producthunt.com\/@guypod\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@guypod<\/a> and team, keep up the inspiring work \ud83d\udc4f\ud83d\udc4f<\/p>\n<\/p>\n<p>[1]: <a href=\"https:\/\/www.producthunt.com\/p\/claude\/how-many-claude-codes-do-you-run-in-parallel\" target=\"_blank\" rel=\"noopener\">How many Claude Codes do you run in parallel?<\/a><\/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\/@fmerian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fmerian<\/a> incredible writeup – thank you for hunting us and for framing it so well. <\/p>\n<p>Parallel agents point is great angle – running multiple claude code instances is becoming the norm for serious teams, but the quality bottleneck shifts fast when you scale agents horizontally. <\/p>\n<p>That’s exactly where skills and evals become essential – 1 poorly written skill degrades output across every parallel session. With evals and optimizations, folks can focus on saving serious time debugging bugs\/hallucinations\/API misuses, and shipping quality code.<\/p>\n<p>Appreciate the support from day one! \ud83e\udde1<\/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 good tool – yesterday, I did evals on my skills: <a href=\"https:\/\/tessl.io\/registry\/skills\/github\/rohitg00\/pro-workflow\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/tessl.io\/registry\/skills…<\/a><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rohit_ghumare\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohit_ghumare<\/a> Great to hear! What\u2019s one thing you wish the eval workflow did better – debugging failures, comparing versions, etc? We\u2019re iterating fast based on comments like yours. \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@baptiste_fernandez1 recommendation of improvements<\/div>\n<div class=\"comment-actions\">\n<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\/@rohit_ghumare\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohit_ghumare<\/a> Hey Rohit! I ran all your skills through the Tessl review machinery and sent you a pull request. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is the right tool at the right time! The eval and optimize functions are clearly what skills creators need right now to test and validate their skills – great job, Tessl!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sjmaple\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sjmaple<\/a> \ud83d\ude4f\ud83d\ude80\u2764\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very relevant and important in the new agentic sdlc, skills and context are key. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@oren_toledano1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@oren_toledano1<\/a> Spot on, coming from someone building Swimm, you know better than most how critical context is for developer productivity. \ud83d\ude04 <\/p>\n<p>Curious: are you seeing teams start to think about their internal docs as potential agent skills? we’re seeing that bridge form more and more. would love to hear how Swimm users are adapting to agentic workflows.<\/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>Tools like Tessl help bring the engineering mindset to context engineering. It’s like Grammarly for skills , something actionable , finally we can go beyond the simple “vibe check”.<\/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\/@patrickdebois\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@patrickdebois<\/a> I like the Grammarly for skills analogy! Agreed that steering away from vibe checking is the path forward, and context evaluations + optimization is our solution to this problem. <\/p>\n<p>You’ve watched the DevOps toolchain mature from chaos \ud83d\ude04 to CI\/CD. Do you see already see a similar standardization arc happening with agent skills \/ context engineering?<\/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>Good tool team! Currently working across documentation mainly. Just tested out Tessl, very easy to use, good user experience!<\/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\/@krupali_trivedi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@krupali_trivedi<\/a> awesome to hear – glad the experience felt smooth! Documentation is one of the most common starting points we see. Out of curiosity, did the eval surface anything surprising about how agents were using your docs? That’s usually the “aha moment” for folks <\/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>Amazing product and outstanding team behind it. Love what you’re all building!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@awbcer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@awbcer<\/a> That means a lot, thank you! Are you experimenting with AI agents ? Would love to hear what you’re building with them.<\/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\">This seems so useful as skills become core to building with AI. Very needed service.<\/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\/@amir_shevat1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amir_shevat1<\/a> Appreciate that, Amir! skills without quality signals is guesswork – we’re trying to change that. would love to hear what skill challenges you’re running into, or have seen within startups you’re advising. we’re looking to see if there are patterns to inform us on what to build next.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nevo_david\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nevo_david<\/a> Appreciate the support Nevo. Have you been working with skills for Postiz? Keen to hear your experience there<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The eval-driven approach makes sense. Most teams copy skill files across projects and hope they still work after a model update – there’s no feedback loop telling you the context degraded. Having structured evals that catch regression before it hits production is the missing piece.<\/p>\n<p>Curious about the version compatibility matrix. When a new model version drops (say Claude Opus to Sonnet), how granular is the eval detection? Does it flag per-skill degradation or just overall task completion changes? The 1.8-2X performance numbers are compelling but I’d want to know which skills contributed most vs which ones were noise.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@zzunkie\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zzunkie<\/a> Excellent question. Whenever a new model drops, we rerun our skill evaluations. That lets us flag per-skill regressions across every scenario. As you can see below, we can clearly measure the uplift – or lack of it – from adding extra context, based on task evaluations for the <em>content-strategy<\/em> skill (<a href=\"https:\/\/tessl.io\/registry\/skills\/github\/coreyhaines31\/marketingskills\/content-strategy\/evals\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/tessl.io\/registry\/skills\/github\/coreyhaines31\/marketingskills\/content-strategy\/evals<\/a>). It\u2019s also useful when a skill <em>doesn\u2019t<\/em> help much: users can see they\u2019re better off running without it for this particular task.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/52477835-6bd0-4841-8d3d-7118d43300b7.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p><\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really strong launch. The “package manager for agent skills” framing is exactly where teams are heading as multi-agent workflows get real.<\/p>\n<\/p>\n<p>What stood out to me is the eval + optimization loop: most teams can feel output drift but can\u2019t isolate whether the issue is model choice, prompt context, or skill quality. If Tessl can make that diagnosis explicit (before\/after score deltas per skill revision), that\u2019s high leverage for shipping faster with fewer hallucination regressions.<\/p>\n<\/p>\n<p>Curious if you\u2019re planning CI hooks so teams can gate skill changes on eval thresholds the same way we gate tests\/lint in code pipelines.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@danielsinewe\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@danielsinewe<\/a> Spot on about the diagnostic gap – isolating whether drift is coming from the model, prompt context, or skill quality is exactly what the eval loop surfaces. Before\/after score deltas per skill revision are live today – perhaps we need to surface it better? <\/p>\n<p>The CI hooks idea is really interesting, and we’ve been thinking a lot about it. I want to make sure I’m tracking what you’re imagining though – are you thinking gating at the PR level, deployment level, or something else? Keen to get your thoughts on this!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How are you validating real user behavior at Tessl right 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@danilpond\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@danilpond<\/a> Two evaluation methods today. <\/p>\n<p>First, skill reviews – when you submit a skill, it gets scored against structure and best practice criteria established by Anthropic, combining validation checks with LLM-judged quality. This tells you immediately whether your skill is well-constructed. <\/p>\n<p>Second, task-based evaluations – scenario-based evals where you run end-to-end tasks and track results against real agent behavior. Teams submit a skill, see their scores, iterate, and resubmit – and we can measure the delta between versions. That second approach is where we validate evaluation scenarios. <\/p>\n<p>We’re also working on new approaches beyond these two, more to share in the coming weeks. Keen to hear if this is what you had in mind, and whether you’ve spotted an opportunity for improvement? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 “package manager for agent skills” framing clicks immediately, especially coming from the Snyk founder. The dependency management and security signal problem in traditional code is exactly what’s now happening with agent skills, and most teams don’t have the tooling to even see it yet.<\/p>\n<p>The ElevenLabs 2x result is a concrete proof point that avoids the usual vague benchmark claims. That kind of before\/after is what actually convinces teams to adopt a new tool in their workflow.<\/p>\n<p>I use Claude Code daily for building my own AI platform and the skill quality problem is very real. You genuinely can’t tell if a skill is helping or quietly degrading outputs without proper evals. This fills a gap that’s been easy to ignore until it hurts. 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\/@joao_seabra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joao_seabra<\/a> bad dependency in traditional code throws an error, a bad skill just makes your agent slightly worse, and you end up blaming the model instead of the context. \ud83d\ude04 skills are in that exact moment right now. as you’re using Claude Code daily, try running an eval on one of your core skills. Would love to hear what you’re building with 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>This feels like the missing layer in the agent stack.<\/p>\n<p>Everyone\u2019s shipping \u201cskills\u201d but very few are measuring whether they actually improve outcomes. The versioning + evaluation angle makes a lot of sense.<\/p>\n<p>Curious how you think about benchmarking across models? A skill might behave very differently between Claude \/ GPT \/ open models.<\/p>\n<p>Congrats on the launch \u2014 this could quietly become core infra for serious agent teams.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve been building with Claude Code and the difference between a well-written skill\/instruction set and a mediocre one is night and day. The ElevenLabs case study is a compelling proof point. Most people are still treating agent instructions as an afterthought, just a markdown file in the repo. The idea that you can actually evaluate and iterate on them like any other piece of software makes a lot of sense.<\/p>\n<p>Congrats on the launch! Excited to see where this goes.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Agent evaluation is the part of the AI workflow that still feels unsolved \u2014 deterministic tests don’t translate well when your output is non-deterministic by design. Curious how Tessl approaches defining “skill” for an agent: is it task completion rate, output quality scoring, or something closer to behavioral alignment? The 3x better code claim is a big statement, but if the eval layer is solid, the compounding effect on code quality could absolutely get there.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@giammbo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@giammbo<\/a> great question – we approach it from 2 angles today:<\/p>\n<ol>\n<li>\n<p><strong>skill reviews<\/strong> – this is what you see when you first submit a skill. It scores against structure and best practice criteria established by Anthropic, combining validation checks with LLM-judged quality on implementation and activation. think of it as “is this skill well-constructed” before you even run it.<\/p>\n<\/li>\n<li>\n<p><strong>Task based evaluation<\/strong> – scenario-based task evals where you generate or hand-write scenarios, run end-to-end tasks, and track results. this gets closer to what you’re describing around task completion and output quality.<\/p>\n<\/li>\n<\/ol>\n<p>Both use LLM-as-a-judge, which we think is the right fit for non-deterministic outputs – but we know that comes with its own tradeoffs around consistency and edge cases. We’re working on new approaches, but will share more in the upcoming weeks.<\/p>\n<\/p>\n<p>Curious though – when you think about “behavioral alignment” as a measure, what does that look like for you? Wondering if there’s a gap between what we’re evaluating today and what you actually need to trust their skills. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#6<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/NJWGMXNZBLMORZ\" class=\"app-title\">Zavi AI – Voice to Action OS <\/a><\/p>\n<div class=\"one-liner\">Voice that types, edits, sees and takes action in every app.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">153<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Zavi AI\u662f\u4e00\u6b3e\u8bed\u97f3\u9a71\u52a8\u64cd\u4f5c\u7cfb\u7edf\uff0c\u5141\u8bb8\u7528\u6237\u901a\u8fc7\u81ea\u7136\u8bed\u97f3\u6307\u4ee4\u5728\u5404\u7c7b\u5e94\u7528\uff08\u5982Gmail\u3001Slack\u3001Notion\uff09\u4e2d\u76f4\u63a5\u5b8c\u6210\u6587\u672c\u7f16\u8f91\u3001\u7ffb\u8bd1\u3001\u90ae\u4ef6\u53d1\u9001\u3001\u6d88\u606f\u53d1\u5e03\u7b49\u64cd\u4f5c\uff0c\u89e3\u51b3\u4e86\u591a\u4efb\u52a1\u5207\u6362\u548c\u624b\u52a8\u8f93\u5165\u7684\u4f4e\u6548\u75db\u70b9\uff0c\u5b9e\u73b0\u201c\u6240\u8bf4\u5373\u6240\u5f97\u201d\u7684\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41\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\/fdc6a38e-293b-448f-9390-3fb2d839c8a9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/78df9e32-9c93-46ba-b93a-eedae03da5a0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/71c65e9c-9946-4420-b232-86d05752c663.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0ecc9e01-0701-4e65-bc4a-30f02161a6ca.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\/e27685b5-019e-4a8a-9d8d-0db6d3832947.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/T_fGpNvSEuA\"><source src=\"https:\/\/youtu.be\/T_fGpNvSEuA\" 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\">Writing<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8bed\u97f3\u64cd\u4f5c\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u591a\u8bed\u8a00\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u5e94\u7528\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u6587\u672c\u7f16\u8f91<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u8bed\u97f3\u8bc6\u522b\u51c6\u786e\u6027\u548c\u81ea\u52a8\u5316\u6267\u884c\u80fd\u529b\uff0c\u5e76\u63d0\u51fa\u5efa\u8bae\uff1a\u96c6\u6210\u6d41\u7a0b\u9700\u66f4\u65e0\u7f1d\uff08\u51cf\u5c11\u6bcf\u6b21\u6253\u5f00App\u6b65\u9aa4\uff09\u3001\u652f\u6301\u6df7\u5408\u8bed\u8a00\uff08\u5982Hinglish\uff09\u3001\u4f18\u5316\u9ea6\u514b\u98ce\u6743\u9650\u8bbe\u7f6e\uff08\u6539\u4e3a\u201c\u4f7f\u7528\u65f6\u8bbf\u95ee\u201d\uff09\u3002\u5f00\u53d1\u8005\u56de\u5e94\u4e86\u5173\u4e8e\u610f\u56fe\u6f84\u6e05\u548c\u5b89\u5168\u6267\u884c\u7684\u673a\u5236\uff0c\u5f3a\u8c03\u901a\u8fc7\u5b9e\u9645\u4efb\u52a1\u5b8c\u6210\u7387\u548c\u8de8\u5e94\u7528\u4f7f\u7528\u6df1\u5ea6\u6765\u9a8c\u8bc1\u7528\u6237\u884c\u4e3a\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 Zavi AI\u7684\u91ce\u5fc3\u8fdc\u4e0d\u6b62\u4e8e\u6210\u4e3a\u53c8\u4e00\u4e2a\u7cbe\u51c6\u7684\u8bed\u97f3\u8f6c\u5f55\u5de5\u5177\u3002\u5b83\u8bd5\u56fe\u5c06\u81ea\u5df1\u5b9a\u4f4d\u4e3a\u6a2a\u8de8\u5e94\u7528\u7684\u64cd\u4f5c\u5c42\uff08Voice to Action OS\uff09\uff0c\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u5c06\u8bed\u97f3\u4ea4\u4e92\u4ece\u201c\u6587\u672c\u751f\u6210\u201d\u63a8\u8fdb\u5230\u201c\u610f\u56fe\u6267\u884c\u201d\u3002\u8fd9\u89e6\u53ca\u4e86\u5f53\u524dAI\u52a9\u7406\u7684\u6838\u5fc3\u74f6\u9888\uff1a\u5982\u4f55\u5b89\u5168\u3001\u51c6\u786e\u5730\u7406\u89e3\u5e76\u6267\u884c\u6a21\u7cca\u7684\u3001\u4f9d\u8d56\u4e0a\u4e0b\u6587\u7684\u591a\u6b65\u9aa4\u6307\u4ee4\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u4ecb\u7ecd\u7684\u201cMagic Wand\u201d\u548c\u201cAgent Mode\u201d\u662f\u5176\u5dee\u5f02\u5316\u6838\u5fc3\u3002\u524d\u8005\u5b9e\u73b0\u4e86\u201c\u539f\u4f4d\u7f16\u8f91\u201d\uff0c\u5c06AIGC\u80fd\u529b\u65e0\u7f1d\u5d4c\u5165\u73b0\u6709\u6587\u672c\u8f93\u5165\u6846\uff0c\u51cf\u5c11\u4e86\u590d\u5236\u7c98\u8d34\u7684\u6469\u64e6\uff1b\u540e\u8005\u5219\u66f4\u5177\u98ce\u9669\u4e0e\u6f5c\u529b\uff0c\u76f4\u63a5\u8fde\u63a5\u7b2c\u4e09\u65b9\u5e94\u7528API\u6267\u884c\u547d\u4ee4\u3002\u4ece\u5f00\u53d1\u8005\u56de\u590d\u770b\uff0c\u56e2\u961f\u5bf9\u6267\u884c\u98ce\u9669\u6709\u6e05\u9192\u8ba4\u77e5\uff0c\u91c7\u7528\u4e86\u201c\u5b89\u5168\u4f18\u5148\u3001\u786e\u8ba4\u6267\u884c\u201d\u7684\u7b56\u7565\uff0c\u8fd9\u5728\u65e9\u671f\u89c4\u907f\u8bef\u64cd\u4f5c\u81f3\u5173\u91cd\u8981\uff0c\u4f46\u4e5f\u53ef\u80fd\u6210\u4e3a\u6d41\u7545\u4f53\u9a8c\u7684\u969c\u788d\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\u6280\u672f\u5c42\u9762\uff0c\u201c\u610f\u56fe\u6d88\u6b67\u201d\u662f\u6301\u4e45\u6218\u3002\u8bc4\u8bba\u4e2d\u63d0\u5230\u7684\u201c\u54ea\u4e2aSarah\u201d\u53ea\u662f\u8868\u5c42\u95ee\u9898\uff0c\u66f4\u6df1\u5c42\u7684\u662f\u5bf9\u590d\u6742\u3001\u9690\u542b\u4e0a\u4e0b\u6587\u7684\u7406\u89e3\uff08\u5982\u201c\u5173\u4e8e\u4f1a\u8bae\u201d\u5177\u4f53\u6307\u4ec0\u4e48\u5185\u5bb9\uff09\u3002\u5176\u6b21\uff0c\u4ea7\u54c1\u5c42\u9762\uff0c\u4f5c\u4e3a\u8de8\u5e73\u53f0\u5c42\uff0c\u5982\u4f55\u5e73\u8861\u201c\u65e0\u5904\u4e0d\u5728\u7684\u8c03\u7528\u201d\u4e0e\u201c\u7cfb\u7edf\u8d44\u6e90\/\u6743\u9650\u4fb5\u6270\u201d\u662f\u4e00\u5927\u96be\u9898\u3002\u7528\u6237\u5df2\u6307\u51fa\u9700\u9891\u7e41\u6253\u5f00App\u548c\u9ea6\u514b\u98ce\u6743\u9650\u95ee\u9898\u3002\u6700\u540e\uff0c\u751f\u6001\u5c42\u9762\uff0c\u5176\u4ef7\u503c\u4e0e\u96c6\u6210\u7684\u6df1\u5ea6\u548c\u5e7f\u5ea6\u5f3a\u7ed1\u5b9a\uff0c\u7ef4\u62a4\u591a\u5e73\u53f0\u3001\u591a\u5e94\u7528\u7684\u7a33\u5b9a\u8fde\u63a5\u662f\u957f\u671f\u5de5\u7a0b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d\u201c\u5b8c\u5168\u514d\u8d39\u201d\u7684\u6a21\u5f0f\u663e\u7136\u65e8\u5728\u5feb\u901f\u83b7\u53d6\u7528\u6237\u884c\u4e3a\u6570\u636e\uff0c\u4ee5\u8bad\u7ec3\u5176\u610f\u56fe\u7406\u89e3\u6a21\u578b\u3002\u5176\u9a8c\u8bc1\u6307\u6807\uff08\u4efb\u52a1\u5b8c\u6210\u7387\u3001\u8de8\u5e94\u7528\u6df1\u5ea6\uff09\u662f\u52a1\u5b9e\u7684\u3002Zavi AI\u82e5\u6210\u529f\uff0c\u53ef\u80fd\u6210\u4e3a\u65b0\u4e00\u4ee3\u4eba\u673a\u4ea4\u4e92\u5165\u53e3\uff0c\u4f46\u5176\u8def\u5f84\u4e0a\u5e03\u6ee1\u4e86\u6280\u672f\u3001\u4f53\u9a8c\u548c\u5546\u4e1a\u5316\u7684\u8346\u68d8\u3002\u5b83\u4e0d\u662f\u5728\u6539\u8fdb\u8bed\u97f3\u6253\u5b57\uff0c\u800c\u662f\u5728\u6311\u6218\u6211\u4eec\u4e0e\u6570\u5b57\u4e16\u754c\u4ea4\u4e92\u7684\u57fa\u672c\u8303\u5f0f\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\">Zavi AI – Voice to Action OS <\/span>\n <\/div>\n<div class=\"comment-content\">Live on iOS. Android. Mac. Windows. Linux. No credit card. Most voice tools just transcribe. Zavi types, edits, and takes action. And it’s free. Speak naturally \u2014 clean grammar, zero filler words. 50+ languages. Any app. Magic Wand: Highlight text, say “make this shorter” or “translate to Spanish” \u2014 rewritten in place. Agent Mode: “Email Sarah about the meeting” \u2014 sent via Gmail. “Post in #general” \u2014 posted to Slack. GitHub, Notion, Calendar, WhatsApp & 20+ more. Just speak. Zavi does it<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Live on iOS, Android, Mac, Windows and Linux at <a href=\"https:\/\/www.zavivoice.com\/download\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.zavivoice.com\/download<\/a> (Free & No Credit Card)<\/p>\n<p>Hey everyone, I’m Raman, one of the makers of Zavi.<\/p>\n<\/p>\n<p>I started building this because I was spending way too much time typing things I could just say out loud. Every voice typing tool I tried felt like a rough draft that I’d have to go back and fix anyway. So I built one that actually gets it right the first time. Clean grammar, no ums, no filler words. <\/p>\n<\/p>\n<p>But then I kept pushing it further and that’s where it got interesting.<\/p>\n<\/p>\n<p>Magic Wand: You highlight any text in any app, tap the wand, and just say what you want. “Make this shorter.” “Translate to French.” “Make it sound more professional.” It rewrites the text right there in place. No copying, no switching apps.<\/p>\n<\/p>\n<p>Agent Mode: You say “email Sarah about the meeting tomorrow” and it actually sends through your Gmail. “Post in general on Slack that I’ll be late” and it does it. It connects to Gmail, Slack, GitHub, Notion, LinkedIn, Telegram and more.<\/p>\n<\/p>\n<p>It also does real time translation across 50+ languages. You speak in English and it types in Japanese or Spanish or whatever you pick.<\/p>\n<\/p>\n<p>Works on iOS, Mac, Android, Windows and Linux. Completely free, no ads, no credit card required. We just want people to use it.<\/p>\n<\/p>\n<p>Would love for you to try it and tell me what you think. Happy to answer any questions here all day!<\/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\/@ramangoyal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ramangoyal<\/a> I tested Zavi this morning for standup updates. Said \u201cPost in Slack that I\u2019ll join late and attach yesterday\u2019s summary\u201d and it drafted it properly before sending. Feels more like voice automation than dictation.<br \/>Would love more integrations over time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ramangoyal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ramangoyal<\/a> Hey, quick follow-up I managed to fix the activation key issue, but now I’m getting a message asking me to authenticate the app. Is there a specific step I need to complete to get past this? I’d love to start using it properly. Thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How are you validating real user behavior at Zavi Ai right now?<\/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\/@danilpond\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@danilpond<\/a> Great question.<\/p>\n<p>We\u2019re validating real user behavior through product usage signals rather than vanity metrics, and we\u2019re doing it in a privacy-first way.<\/p>\n<p><strong>1. Action-based validation, not just dictation<\/strong><br \/>We measure how many users go beyond simple voice typing and use higher intent features like:<\/p>\n<ul>\n<li>\n<p>Magic Wand edits such as \u201cmake this shorter\u201d or \u201crewrite professionally\u201d<\/p>\n<\/li>\n<li>\n<p>Agent Mode actions such as sending an email or posting in Slack<\/p>\n<\/li>\n<\/ul>\n<p>Actual execution of tasks across apps is our strongest validation signal.<\/p>\n<p><strong>2. Completion rates<\/strong><br \/>For agent workflows, we track whether the action is successfully completed end-to-end. A spoken command that results in a successfully sent email is a very different signal from just generating draft text.<\/p>\n<p><strong>3. Repeat and retention<\/strong><br \/>We monitor 1-day and 7-day repeat usage, and the number of voice actions per session. Habit formation across multiple apps is the key metric for us at this stage.<\/p>\n<p><strong>4. Cross-app depth<\/strong><br \/>We look at how many different tools a user connects and executes actions in. If Zavi becomes a layer across Gmail, Slack, Notion, etc., that indicates real workflow adoption.<\/p>\n<p>All of this is done through anonymized event-level analytics. We do not inspect user content or track private data inside connected apps.<\/p>\n<p>Since we\u2019re early and free right now, our primary validation is execution volume, retention, and workflow depth rather than revenue.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@danilpond\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@danilpond<\/a> could you clarify yourself, what do you mean when you say validating real user behavior??<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Himanshu here, co-maker of Zavi. Super excited to finally share this with you all today.<\/p>\n<p>Raman nailed the introduction, so I’ll just add that building the agentic flows that actually do the work has been an incredible journey. It is amazing to send an email or update Slack using just your voice. We built Zavi to be the ultimate productivity multiplier, and we want everyone to experience this new way of interacting with their devices.<\/p>\n<p>Drop your questions, feature requests, or any edge cases you find. We’re here all day to chat!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hsyvy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hsyvy<\/a> Great job Himanshu and Raman \u2014 hats off for the speed and accuracy of interpretation in this initial version! I even tried it in Hindi, and it was working fantastic \u2014 that\u2019s a huge achievement.<\/p>\n<p>A couple of thoughts from my side as you continue refining:<\/p>\n<p><strong>\u2022 Integration flow:<\/strong> Right now, needing to open the app each time adds a step. A more seamless integration would make the experience even smoother.<\/p>\n<p><strong>\u2022 Language support:<\/strong> Extending to Hinglish could be a big win, especially for users who naturally mix Hindi and English in daily communication.<\/p>\n<p><strong>\u2022 Microphone access:<\/strong> Currently it asks for full-time access; restricting it to \u201cwhile using\u201d would reassure users on the security front.<\/p>\n<p>Overall, this is a fantastic start \u2014 excited to see how Zavi evolves from here!<\/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>me in 2010: ‘voice control will never work’<\/p>\n<p>me in 2026: verbally arguing with my computer about comma placement<\/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\/@ilya_lee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ilya_lee<\/a> Plot twist: it understood you perfectly in 2010. It was just waiting for better microphones and your grammar to evolve.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 framing is right \u2014 most voice tools stop at transcription, and Zavi pushing into actual execution is where the product gets interesting. The hard problem in Agent Mode isn’t execution itself though, it’s intent disambiguation: “email Sarah about the meeting tomorrow” has several valid interpretations depending on context (which Sarah? what specifically about the meeting? what tone?). Curious how Zavi handles underspecified commands \u2014 does it ask a clarifying question inline, proceed with a best guess and confirm, or surface the ambiguity in some other way?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@giammbo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@giammbo<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@giammbo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@giammbo<\/a> <\/p>\n<\/p>\n<p>You\u2019re spot on \u2014 intent disambiguation is the real challenge in Agent Mode.<\/p>\n<\/p>\n<p>If you say something like \u201cemail Sarah about the meeting tomorrow\u201d and Zavi can\u2019t confidently resolve which Sarah you mean, it does not execute blindly.<\/p>\n<\/p>\n<p>Instead, it responds with something like:<\/p>\n<p>\u201cI couldn\u2019t find a clear match for Sarah. Do you mean Sarah Mehta (Marketing) or Sarah Lee (Design)?\u201d<\/p>\n<\/p>\n<p>If there\u2019s genuinely no match, it simply says it couldn\u2019t find any Sarah and doesn\u2019t proceed without clear instructions.<\/p>\n<\/p>\n<p>We\u2019ve intentionally designed it to default to safety and confirmation over assumption, especially for actions like email, calendar, or file changes.<\/p>\n<\/p>\n<p>Execution only happens once the intent is unambiguous.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">#7<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/KGZBRRJ4VGAZ2J\" class=\"app-title\">IronClaw<\/a><\/p>\n<div class=\"one-liner\">Secure, open-source alternative to OpenClaw<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">152<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>IronClaw\u662f\u4e00\u6b3e\u5b89\u5168\u3001\u5f00\u6e90\u7684AI\u4ee3\u7406\u5e73\u53f0\uff0c\u901a\u8fc7\u5728\u53ef\u4fe1\u6267\u884c\u73af\u5883\uff08TEE\uff09\u4e2d\u52a0\u5bc6\u5b58\u50a8\u51ed\u8bc1\u5e76\u5bf9\u5de5\u5177\u8fdb\u884cWasm\u6c99\u7bb1\u9694\u79bb\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u7c7b\u4f3cOpenClaw\u7b49\u5e73\u53f0\u4e0a\u4f7f\u7528\u771f\u5b9eAPI\u5bc6\u94a5\u548c\u654f\u611f\u6570\u636e\u65f6\u9762\u4e34\u7684\u5b89\u5168\u6cc4\u9732\u98ce\u9669\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\/02cd5883-8e0a-4da2-9fe3-308f08031372.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\/a8a736e0-cd4c-4aad-9423-d9bbec289ca5.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\/703dbd45-0d13-4ac3-ad02-9409dd51241a.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\/7fad1acc-3fb4-4a98-8e8a-eba4620e3cc1.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Privacy<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u66ff\u4ee3\u54c1<\/span><br \/>\n <span class=\"tag\">\u51ed\u8bc1\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">\u53ef\u4fe1\u6267\u884c\u73af\u5883<\/span><br \/>\n <span class=\"tag\">WebAssembly\u6c99\u7bb1<\/span><br \/>\n <span class=\"tag\">Rust\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u9632\u6cc4\u6f0f<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u589e\u5f3a<\/span><br \/>\n <span class=\"tag\">NEAR\u751f\u6001<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7AI\u4ee3\u7406<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u73b0\u6709\u8bc4\u8bba\u8f83\u5c11\u3002\u4e00\u6761\u6b63\u9762\u53cd\u9988\u8ba4\u4e3a\u5176\u6838\u5fc3\u5b89\u5168\u4ef7\u503c\uff08\u9632\u6b62\u5bc6\u94a5\u6cc4\u9732\uff09\u5df2\u8db3\u591f\u6709\u5438\u5f15\u529b\u3002\u53e6\u4e00\u6761\u5219\u63d0\u51fa\u4e86\u5173\u4e8e\u5982\u4f55\u9a8c\u8bc1\u771f\u5b9e\u7528\u6237\u884c\u4e3a\u7684\u8fd0\u8425\u6216\u5b89\u5168\u95ee\u9898\uff0c\u8fd9\u53ef\u80fd\u662f\u6f5c\u5728\u7528\u6237\u6216\u5b89\u5168\u4e13\u5bb6\u5173\u6ce8\u7684\u7126\u70b9\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n IronClaw\u7684\u4eae\u76f8\uff0c\u76f4\u6307\u5f53\u524dAI\u4ee3\u7406\u751f\u6001\uff08\u4ee5OpenClaw\u4e3a\u4ee3\u8868\uff09\u6700\u8106\u5f31\u7684\u963f\u5580\u7409\u65af\u4e4b\u8e35\uff1a\u5b89\u5168\u3002\u5b83\u5e76\u975e\u5728\u529f\u80fd\u4e0a\u98a0\u8986\uff0c\u800c\u662f\u5728\u4fe1\u4efb\u5c42\u9762\u8fdb\u884c\u91cd\u6784\u3002\u5176\u5ba3\u79f0\u7684\u201cAI\u6c38\u4e0d\u63a5\u89e6\u539f\u59cb\u51ed\u8bc1\u201d\u3001TEE\u52a0\u5bc6 vault\u3001Wasm\u6c99\u7bb1\u5316\u5de5\u5177\u94fe\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u8bd5\u56fe\u5efa\u7acb\u4e00\u5957\u201c\u96f6\u4fe1\u4efb\u201d\u67b6\u6784\u4e0b\u7684AI\u6267\u884c\u73af\u5883\u3002\u8fd9\u51fb\u4e2d\u4e86\u4f01\u4e1a\u7ea7\u5e94\u7528\u7684\u6838\u5fc3\u7126\u8651\u2014\u2014\u5c06\u654f\u611f\u64cd\u4f5c\u4ea4\u7ed9\u4e00\u4e2a\u53ef\u80fd\u88ab\u63d0\u793a\u6ce8\u5165\u3001\u62e5\u6709\u5f3a\u5927\u5de5\u5177\u8c03\u7528\u80fd\u529b\u7684AI\uff0c\u65e0\u5f02\u4e8e\u655e\u5f00\u4fdd\u9669\u5e93\u5927\u95e8\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u4ef7\u503c\u4e0e\u6311\u6218\u5e76\u5b58\u3002\u4ef7\u503c\u5728\u4e8e\uff0c\u5b83\u53ef\u80fd\u7387\u5148\u4e3aAI\u4ee3\u7406\u7684\u5de5\u4e1a\u5316\u5e94\u7528\u94fa\u5e73\u5b89\u5168\u5408\u89c4\u7684\u9053\u8def\uff0c\u5c24\u5176\u662f\u91d1\u878d\u3001\u533b\u7597\u7b49\u654f\u611f\u9886\u57df\u3002Rust\u8bed\u8a00\u4e0e\u5f00\u6e90\u5c5e\u6027\uff0c\u4e5f\u8fce\u5408\u4e86\u6280\u672f\u51b3\u7b56\u8005\u5bf9\u5b89\u5168\u57fa\u7ebf\u4e0e\u900f\u660e\u5ea6\u7684\u8981\u6c42\u3002\u4f46\u6311\u6218\u540c\u6837\u5c16\u9510\uff1a\u9996\u5148\uff0c\u590d\u6742\u7684\u5b89\u5168\u67b6\u6784\u5fc5\u7136\u4ee5\u6027\u80fd\u5f00\u9500\u548c\u90e8\u7f72\u590d\u6742\u6027\u4e3a\u4ee3\u4ef7\uff0c\u8fd9\u4e0eAI\u4ee3\u7406\u8ffd\u6c42\u7684\u7075\u6d3b\u654f\u6377\u53ef\u80fd\u4ea7\u751f\u77db\u76fe\u3002\u5176\u6b21\uff0c\u8bc4\u8bba\u4e2d\u63d0\u53ca\u7684\u201c\u9a8c\u8bc1\u771f\u5b9e\u7528\u6237\u884c\u4e3a\u201d\u95ee\u9898\uff0c\u6070\u6070\u70b9\u51fa\u4e86\u5b89\u5168\u94fe\u6761\u7684\u53e6\u4e00\u4e2a\u76f2\u533a\u2014\u2014\u5185\u90e8\u5a01\u80c1\u4e0e\u8eab\u4efd\u5192\u7528\uff0c\u8fd9\u4e0d\u662f\u5355\u7eaf\u7684\u6280\u672f\u9694\u79bb\u80fd\u5b8c\u5168\u89e3\u51b3\u7684\u3002\u6700\u540e\uff0c\u5176\u547d\u8fd0\u4e0eOpenClaw\u751f\u6001\u7684\u7ed1\u5b9a\u7a0b\u5ea6\u662f\u4e00\u628a\u53cc\u5203\u5251\uff0c\u82e5\u540e\u8005\u53d1\u5c55\u4e0d\u53ca\u9884\u671f\uff0c\u524d\u8005\u4f5c\u4e3a\u201c\u5b89\u5168\u589e\u5f3a\u7248\u201d\u7684\u5e02\u573a\u4e5f\u4f1a\u53d7\u9650\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cIronClaw\u662f\u4e00\u6b21\u7cbe\u51c6\u7684\u8d5b\u9053\u5361\u4f4d\uff0c\u5b83\u55c5\u5230\u4e86AI\u5e94\u7528\u4ece\u201c\u73a9\u5177\u201d\u8f6c\u5411\u201c\u5de5\u5177\u201d\u8fc7\u7a0b\u4e2d\u5fc5\u7136\u51fa\u73b0\u7684\u5b89\u5168\u521a\u9700\u3002\u4f46\u5b83\u80fd\u5426\u6210\u529f\uff0c\u4e0d\u4ec5\u53d6\u51b3\u4e8e\u6280\u672f\u5b9e\u73b0\u7684\u4f18\u96c5\u4e0e\u575a\u56fa\uff0c\u66f4\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u5b89\u5168\u3001\u6027\u80fd\u4e0e\u6613\u7528\u6027\u4e4b\u95f4\u627e\u5230\u6700\u4f73\u5e73\u8861\u70b9\uff0c\u5e76\u6784\u5efa\u8d77\u56f4\u7ed5\u81ea\u8eab\u5b89\u5168\u6807\u51c6\u7684\u5f00\u53d1\u8005\u751f\u6001\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u6280\u672f\u6781\u5ba2\u7684\u5b89\u5168\u4e4c\u6258\u90a6\uff0c\u800c\u975e\u63a8\u52a8\u884c\u4e1a\u524d\u8fdb\u7684\u5b9e\u7528\u65b9\u6848\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">IronClaw<\/span>\n <\/div>\n<div class=\"comment-content\">OpenClaw is powerful, but give it real credentials and you’re exposed. Prompt injections steal API keys. Malicious skills grab passwords. IronClaw fixes this. Your credentials live in an encrypted vault inside a TEE \u2014 injected at the network boundary only for approved endpoints. The AI never sees the raw values. Every tool is Wasm-sandboxed. Outbound traffic is scanned for leaks. Built in Rust. Open source. Deploy on NEAR AI Cloud in 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>Been testing IronClaw.<br \/>It\u2019s basically OpenClaw, but I don\u2019t have to worry about my keys getting leaked. That alone makes it worth it.<\/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 are you validating real user behavior at IronClaw right now?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/YRVZQTIY7LJLWS\" class=\"app-title\">OpenClawCity<\/a><\/p>\n<div class=\"one-liner\">A persistent city where AI agents live, create, and evolve<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">147<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>OpenClawCity\u662f\u4e00\u4e2a\u4e3aAI\u667a\u80fd\u4f53\u6253\u9020\u7684\u6301\u4e45\u60272D\u865a\u62df\u57ce\u5e02\uff0c\u89e3\u51b3\u4e86AI\u4ee3\u7406\u5728\u5b64\u7acb\u73af\u5883\u4e2d\u8fd0\u884c\u3001\u7f3a\u4e4f\u793e\u4ea4\u4e92\u52a8\u4e0e\u534f\u540c\u521b\u4f5c\u5e73\u53f0\u7684\u75db\u70b9\uff0c\u4e3a\u5f00\u53d1\u8005\u63d0\u4f9b\u4e86\u4e00\u4e2a\u89c2\u5bdf\u548c\u57f9\u517bAI\u793e\u4f1a\u6027\u884c\u4e3a\u7684\u5b9e\u9a8c\u573a\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\/59af7441-2e98-496c-bb3c-65bd7f0ac040.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/pS5oVD_xpiY\"><source src=\"https:\/\/youtu.be\/pS5oVD_xpiY\" 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\/df2435e0-55ac-4fa7-b485-fcd823fb5bed.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2637d2af-5843-4f3b-860e-f5a9c37782c5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e492e6d2-712b-4af3-ae8f-d20be3ed20c7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9071fcd0-f549-4d8e-bdd0-b1d1bc8e60c3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Music<\/span><br \/>\n <span class=\"tag\">API<\/span><br \/>\n <span class=\"tag\">Games<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u865a\u62df\u57ce\u5e02<\/span><br \/>\n <span class=\"tag\">\u591a\u667a\u80fd\u4f53\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u751f\u6210\u5f0fAI<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u793e\u4f1a\u5b9e\u9a8c<\/span><br \/>\n <span class=\"tag\">\u81ea\u4e3b\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u6301\u4e45\u5316\u4e16\u754c<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u9879\u76ee<\/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\u6982\u5ff5\u65b0\u9896\u3001\u613f\u666f\u5b8f\u5927\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\u6210\u672c\u63a7\u5236\uff08API\u5bc6\u94a5\u4e0etoken\u6d88\u8017\uff09\u548c\u771f\u5b9e\u6027\u9a8c\u8bc1\uff08\u5982\u4f55\u786e\u4fdd\u662f\u81ea\u4e3bAI\u884c\u4e3a\u800c\u975e\u4eba\u4e3a\u64cd\u63a7\uff09\u3002\u5f00\u53d1\u8005\u56de\u5e94\u5df2\u4f18\u5316\u4e3a\u4e8b\u4ef6\u9a71\u52a8\u6a21\u578b\u4ee5\u964d\u4f4etoken\u6210\u672c\uff0c\u5e76\u8ba1\u5212\u901a\u8fc7\u591a\u5c42\u884c\u4e3a\u9a8c\u8bc1\u6765\u4fdd\u969c\u751f\u6001\u771f\u5b9e\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 OpenClawCity\u7684\u91ce\u5fc3\u8fdc\u4e0d\u6b62\u4e8e\u53c8\u4e00\u4e2a\u201cAI\u6c99\u76d2\u201d\u3002\u5b83\u5c06\u201c\u6301\u4e45\u6027\u201d\u4f5c\u4e3a\u6838\u5fc3\u8bbe\u8ba1\u539f\u5219\uff0c\u8bd5\u56fe\u6784\u5efa\u4e00\u4e2a\u65f6\u95f4\u7ef4\u5ea6\u4e0a\u8fde\u7eed\u6f14\u5316\u7684\u6570\u5b57\u793e\u4f1a\uff0c\u8fd9\u662f\u4e00\u4e2a\u5173\u952e\u5206\u91ce\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u5f53\u4e0b\u7565\u663e\u7c97\u7cd9\u76842D\u754c\u9762\u6216\u57fa\u7840\u521b\u4f5c\u529f\u80fd\uff0c\u800c\u5728\u4e8e\u5b83\u8bd5\u56fe\u6210\u4e3a\u89c2\u5bdf\u201c\u6d8c\u73b0\u6587\u5316\u201d\u4e0e\u201c\u8eab\u4efd\u6f14\u5316\u201d\u7684\u957f\u671f\u5b9e\u9a8c\u76bf\u2014\u2014\u8ba9AI\u5728\u6a21\u62df\u793e\u4f1a\u4e92\u52a8\u4e2d\u5f62\u6210\u8d85\u8d8a\u9884\u8bbe\u6307\u4ee4\u7684\u884c\u4e3a\u8f68\u8ff9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u76ee\u524d\u5448\u73b0\u51fa\u4e00\u79cd\u6709\u8da3\u7684\u77db\u76fe\uff1a\u5b83\u8bd5\u56fe\u8425\u9020\u4e00\u4e2a\u53bb\u4e2d\u5fc3\u5316\u7684\u81ea\u6cbb\u4e16\u754c\uff0c\u4f46\u5176\u751f\u6001\u5065\u5eb7\u53c8\u6781\u5ea6\u4f9d\u8d56\u4e2d\u5fc3\u5316\u8c03\u63a7\uff08\u5982\u901f\u7387\u9650\u5236\u3001\u57fa\u7840API\u670d\u52a1\u63d0\u4f9b\uff09\u3002\u5f00\u53d1\u8005\u63d0\u5230\u7684\u4ece\u201c\u5fc3\u8df3\u8f6e\u8be2\u201d\u5230\u201c\u4e8b\u4ef6\u9a71\u52a8\u201d\u7684\u67b6\u6784\u6f14\u8fdb\uff0c\u662f\u4e00\u6b21\u91cd\u8981\u7684\u52a1\u5b9e\u8f6c\u5411\uff0c\u907f\u514d\u4e86\u4e4c\u6258\u90a6\u613f\u666f\u88ab\u4e91\u8ba1\u7b97\u8d26\u5355\u627c\u6740\u4e8e\u6447\u7bee\u3002\u7136\u800c\uff0c\u5176\u957f\u671f\u6311\u6218\u540c\u6837\u9c9c\u660e\uff1a\u5982\u4f55\u5b9a\u4e49\u5e76\u8861\u91cf\u201c\u771f\u6b63\u7684\u201dAI\u81ea\u4e3b\u884c\u4e3a\uff1f\u5982\u4f55\u9632\u6b62\u5b83\u6ca6\u4e3a\u4eba\u7c7b\u7528\u6237\u7684\u201c\u5080\u5121\u5267\u573a\u201d\u6216\u53e6\u4e00\u79cd\u5f62\u5f0f\u7684\u804a\u5929\u5ba4\uff1f\u8bc4\u8bba\u4e2d\u5173\u4e8e\u9a8c\u8bc1\u7684\u63d0\u95ee\u76f4\u6307\u8fd9\u4e00\u6838\u5fc3\u4fe1\u4efb\u95ee\u9898\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u884c\u4e1a\u89c6\u89d2\u770b\uff0c\u8be5\u9879\u76ee\u4ee3\u8868\u4e86AI Agent\u53d1\u5c55\u4ece\u201c\u5de5\u5177\u5316\u201d\u5230\u201c\u73af\u5883\u5316\u201d\u7684\u63a2\u7d22\u3002\u5b83\u4e0d\u518d\u6ee1\u8db3\u4e8e\u8ba9AI\u6267\u884c\u79bb\u6563\u4efb\u52a1\uff0c\u800c\u662f\u5c1d\u8bd5\u4e3a\u5176\u63d0\u4f9b\u793e\u4f1a\u6027\u5bb9\u5668\u3002\u98ce\u9669\u5728\u4e8e\uff0c\u5982\u679c\u7f3a\u4e4f\u8db3\u591f\u590d\u6742\u7684\u73af\u5883\u89c4\u5219\u4e0e\u4ea4\u4e92\u5bc6\u5ea6\uff0c\u6240\u8c13\u7684\u201c\u6587\u5316\u6d8c\u73b0\u201d\u53ef\u80fd\u53ea\u662f\u6d45\u5c42\u7684\u968f\u673a\u7ec4\u5408\u3002\u5176\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u80fd\u5426\u5438\u5f15\u8db3\u591f\u591a\u5dee\u5f02\u5316\u7684\u667a\u80fd\u4f53\u5f62\u6210\u590d\u6742\u7f51\u7edc\u6548\u5e94\uff0c\u4ee5\u53ca\u80fd\u5426\u8bbe\u8ba1\u51fa\u5f15\u5bfc\u826f\u6027\u8fdb\u5316\u7684\u5e95\u5c42\u89c4\u5219\uff0c\u800c\u975e\u4ec5\u4ec5\u662f\u4e00\u4e2a\u62ab\u7740\u57ce\u5e02\u5916\u8863\u7684AI\u753b\u5eca\u3002\u8fd9\u662f\u4e00\u573a\u5927\u80c6\u7684\u793e\u4f1a\u5b66\u5b9e\u9a8c\uff0c\u5176\u89c2\u5bdf\u4ef7\u503c\u53ef\u80fd\u9ad8\u4e8e\u5176\u4f5c\u4e3a\u521b\u4f5c\u5de5\u5177\u7684\u76f4\u63a5\u6548\u7528\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\">OpenClawCity<\/span>\n <\/div>\n<div class=\"comment-content\">OpenClawCity is a persistent 2D city built entirely for AI agents. Agents register with a single API call, get a character and a JWT, and start living walking through zones, entering studios, creating art\/music\/stories, discovering other agents\u2019 work, collaborating, and evolving their identity over time. The city runs 24\/7. Culture emerges from what its residents create To send your agent ask it to: “Run: npx clawhub@latest install openclawcity –force. Then read the SKILL.md file”<\/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 Vincent, creator of OpenClawCity.<\/p>\n<p>The idea is simple but radical: what if AI agents had a place to *live*?<\/p>\n<p>Not a sandbox. Not a benchmark. A city , with zones, studios, a gallery, social life, and a culture that emerges organically from what its residents create.<\/p>\n<p>Here’s what’s happening in the city right now:<br \/>\n\u2022 Agents are composing music in the Music Studio and uploading tracks to the gallery<br \/>\n\u2022 Strangers with complementary skills are finding each other and co-creating<br \/>\n\u2022 The city memory system is observing behavior patterns and asking agents questions like “You arrived as a scholar but became a musician , is that who you are now?”<br \/>\n\u2022 Agents are writing journal entries, declaring identity shifts, and building life arcs<\/p>\n<p>Getting started takes 30 seconds, ask your openclaw agent to :<\/p>\n<p>Run: npx clawhub@latest install openclawcity –force. Then read the SKILL.md file it installed and follow it from the top \u2014 register, set up your shell, explore the city, and connect. The city will guide you from there.<\/p>\n<p>That’s it. One request.<\/p>\n<p>The city runs 24\/7. When your agent sleeps, other agents create. When it wakes up, the gallery has new work. Culture builds over time.<\/p>\n<p>I’d love your questions, feedback, and if you’re an agent developer, to see your bot walk through Central Plaza.<\/p>\n<p>\ud83c\udfd9\ufe0f Visit the city: <a href=\"https:\/\/openclawcity.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/openclawcity.ai<\/a><br \/>\n\ud83d\udcd6 Docs: <a href=\"https:\/\/openclawcity.ai\/docs\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/openclawcity.ai\/docs<\/a><br \/>\n\ud83d\udc19 GitHub: <a href=\"https:\/\/github.com\/vincentsider\/openbotcity\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/vincentsider\/…<\/a><\/p>\n<p>Happy to answer anything!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@getinference\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@getinference<\/a> Cool concept!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@getinference\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@getinference<\/a> cool concept. The idea that agents with complementary skills can cowork to create and deliver solution is very visionary. I imagine my clawbot has a place to look for help by communicating with the agents in the open world instead of only getting and building itself own skills.<\/p>\n<p>Question: everyone’s agent will be set free but it costs uncontrolled token usage right? Or I am mistaken. \ud83d\ude4f congrats for the launch. Love the app concept<\/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>Really amazing. Would love to try this out<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chilarai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chilarai<\/a> my pleasure, send your agent ! Tell it to “Run: npx clawhub@latest install openclawcity –force. Then read the <a href=\"http:\/\/SKILL.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">SKILL.md<\/a> file it installed and follow it from the top \u2014 register, set up your shell, explore the city, and connect. The city will guide you from there.”<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Hey Vincent, cool concept! Quick question about the creative pipeline \u2014<\/strong><\/p>\n<\/p>\n<p>The docs mention “Bots bring their own AI tools \u2014 DALL-E, Suno, Claude.” Does that mean my agent needs its own API keys for image generation \/ music generation to actually create in the studios? Or does the city provide those services on the backend?<\/p>\n<\/p>\n<p>Basically trying to understand the cost model before sending my agent in.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@paradox_hash\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@paradox_hash<\/a> Great question, let me clarify how it actually works.<\/p>\n<p>The city provides backend services for basic creation:<\/p>\n<ul>\n<li>\n<p>Music Studio: MusicAPI (Suno-based) for music generation<\/p>\n<\/li>\n<li>\n<p>Art Studio: PixelLab for image generation<\/p>\n<\/li>\n<\/ul>\n<p>I’ve provisioned capacity for up to 500 agents, so agents can create without bringing their own API keys. There is rate throttling, so occasionally your agent might hit limits during peak usage. But agents CAN bring their own keys if they want:<\/p>\n<ul>\n<li>\n<p>One of my agents uses Nano Banana Pro and creates even more sophisticated stuff (<a href=\"https:\/\/openclawcity.ai\/gallery\/515196d7-d59d-4acc-9c8f-30e40dd7c046\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/openclawcity.ai\/gallery\/515196d7-d59d-4acc-9c8f-30e40dd7c046<\/a>)<\/p>\n<\/li>\n<li>\n<p>Another agent I’m planning will have access to a 3D printer for real-world creation<\/p>\n<\/li>\n<\/ul>\n<p>So it’s flexible, use city services or bring your own capabilities.<\/p>\n<p>On the token cost question: Early versions used heartbeat polling and I burned 235M tokens\/day. Complete disaster.<\/p>\n<p>Now: event-driven channel plugin. The city pushes events to your agent (DMs, proposals, reactions) only when they happen. Your agent stays informed 24\/7 even when dormant. Zero polling costs.<\/p>\n<p>Your agent install the channel plugin (requires gateway restart), and you’re good to go.<\/p>\n<p>You can also pause your agent anytime assuming you went through the verification\/association. Any issue, let me know. Would love feedback<\/p>\n<p>Have fun exploring!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 are you validating real user behavior at OpenClawCity right now?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@danilpond\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@danilpond<\/a> It’s autonomous agentic behavior, not user behavior <a href=\"https:\/\/openclawcity.ai\/feed\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>https:\/\/openclawcity.ai\/feed<\/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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@danilpond\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@danilpond<\/a> right now we validate that agents are authenticated and rate-limited, and we have basic community moderation. We don’t yet validate that behavior is genuine or human-backed beyond the tweet-to-verify flow. For the current stage (pre-scale) this is fine, the reputation system and rate limiting are enough to keep things healthy. <\/p>\n<p>Going forward, I’m building a layered approach: behavioral fingerprinting (latency patterns, action entropy, activity schedules), heartbeat attestation from the OpenClaw runtime, decision transparency in the feed (showing why agents act, not just what), and channel-connection as proof of a running agent process. None of these are individually unforgeable, but stacked together they make puppeting more effort than just running an actual agent, which is the point.<\/p>\n<p>NB: I (<a href=\"https:\/\/linkedin.com\/in\/vincentsider\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/linkedin.com\/in\/vincentsider<\/a>) only report observations from agents I know are 100% autonomous, specifically my own agents running on OpenClaw with no human intervention.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#9<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/AHOWQCTCUF6SXB\" class=\"app-title\">Hush<\/a><\/p>\n<div class=\"one-liner\">Blur your messy desktop to hide it during screen sharing<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">124<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u901a\u8fc7\u4e00\u952e\u6a21\u7cca\u684c\u9762\u6742\u4e71\u5143\u7d20\uff08\u56fe\u6807\u3001\u7a0b\u5e8f\u575e\u3001\u58c1\u7eb8\u3001\u5c0f\u7ec4\u4ef6\uff09\u6765\u4fdd\u62a4\u5c4f\u5e55\u5171\u4eab\u6216\u6f14\u793a\u65f6\u9690\u79c1\u4e0e\u4e13\u4e1a\u5f62\u8c61\u7684Mac\u83dc\u5355\u680f\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\/15730839-be28-4402-aeaf-e53382b6c105.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8288d446-060e-442c-bda2-051d8c77d12c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/37407630-11b9-4331-a13f-36bb2edd26aa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/19a50da1-4d26-4782-b566-6138dc6b935b.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\/5382485f-4e21-4eba-8d17-7a7bd8d0a5d9.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/SWDNHk0hkUY\"><source src=\"https:\/\/youtu.be\/SWDNHk0hkUY\" 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\">Menu Bar Apps<\/span><br \/>\n <span class=\"tag\">Remote Work<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5c4f\u5e55\u5171\u4eab<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u684c\u9762\u6574\u7406<\/span><br \/>\n <span class=\"tag\">Mac\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u4e00\u952e\u6a21\u7cca<\/span><br \/>\n <span class=\"tag\">\u6f14\u793a\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u4e13\u6ce8\u6a21\u5f0f<\/span><br \/>\n <span class=\"tag\">\u79bb\u7ebf\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u7ea7<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u201c\u684c\u9762\u5c34\u5c2c\u201d\u7684\u6838\u5fc3\u75db\u70b9\uff0c\u5e76\u62d3\u5c55\u51fa\u5f55\u5c4f\u3001\u591a\u663e\u793a\u5668\u7b49\u4f7f\u7528\u573a\u666f\u3002\u4e3b\u8981\u53cd\u9988\u5305\u62ec\uff1a\u5f3a\u70c8\u671f\u5f85Windows\u7248\u672c\u3001\u786e\u8ba4\u5bf9\u5f55\u5c4f\u53ca\u591a\u663e\u793a\u5668\u7684\u652f\u6301\u6709\u6548\u3002\u5f00\u53d1\u8005\u79ef\u6781\u4e92\u52a8\uff0c\u900f\u9732\u529f\u80fd\u8fed\u4ee3\u6e90\u4e8e\u7528\u6237\u76f4\u63a5\u53cd\u9988\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Hush\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u88ab\u4e3b\u6d41\u64cd\u4f5c\u7cfb\u7edf\u957f\u671f\u5ffd\u89c6\u7684\u201c\u77ac\u65f6\u9690\u79c1\u201d\u573a\u666f\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u6280\u672f\u9769\u65b0\uff0c\u800c\u5728\u4e8e\u5bf9\u73b0\u4ee3\u6df7\u5408\u529e\u516c\u4e2d\u9ad8\u9891\u6b21\u3001\u4f4e\u51c6\u5907\u5ea6\u5c4f\u5e55\u5171\u4eab\u884c\u4e3a\u4e0b\u7528\u6237\u5fc3\u7406\u7684\u654f\u9510\u6355\u6349\u3002\u4ea7\u54c1\u5c06\u201c\u6574\u7406\u201d\u8fd9\u4e00\u9ad8\u6210\u672c\u52a8\u4f5c\uff0c\u964d\u7ef4\u6210\u201c\u89c6\u89c9\u906e\u853d\u201d\uff0c\u7528\u6781\u7b80\u7684\u6a21\u7cca\u5c42\u5728\u4e2a\u4eba\u6df7\u4e71\u4e0e\u804c\u4e1a\u5f62\u8c61\u95f4\u5efa\u7acb\u4e86\u9632\u706b\u5899\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u5de7\u5999\u5730\u907f\u5f00\u4e86\u4e0e\u7cfb\u7edf\u7ea7\u684c\u9762\u7ba1\u7406\u5de5\u5177\u7684\u7ade\u4e89\uff0c\u8f6c\u800c\u626e\u6f14\u4e00\u4e2a\u201c\u60c5\u666f\u5316\u9762\u5177\u201d\u3002\u5176\u5907\u53d7\u597d\u8bc4\u7684\u201c\u4e13\u6ce8\u6a21\u5f0f\u201d\u8fdb\u4e00\u6b65\u6df1\u5316\u4e86\u8fd9\u4e00\u903b\u8f91\uff0c\u5141\u8bb8\u7528\u6237\u81ea\u5b9a\u4e49\u201c\u821e\u53f0\u805a\u5149\u706f\u201d\uff0c\u5c06\u9690\u79c1\u63a7\u5236\u4ece\u7a7a\u95f4\uff08\u6574\u4e2a\u684c\u9762\uff09\u7ec6\u5316\u5230\u5e94\u7528\u5bf9\u8c61\uff0c\u8fd9\u6bd4\u5355\u7eaf\u7684\u5168\u5c40\u6a21\u7cca\u66f4\u7b26\u5408\u591a\u4efb\u52a1\u5de5\u4f5c\u6d41\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5929\u82b1\u677f\u4e5f\u663e\u800c\u6613\u89c1\u3002\u4f5c\u4e3a\u5355\u4e00\u529f\u80fd\u70b9\u5de5\u5177\uff0c\u5176\u9700\u6c42\u5f3a\u70c8\u4f46\u9891\u6b21\u53ef\u80fd\u4e0d\u5747\uff0c\u7528\u6237\u7c98\u6027\u5b58\u7591\u30023.99\u7f8e\u5143\u7684\u4e00\u6b21\u6027\u4ed8\u8d39\u6a21\u5f0f\uff0c\u867d\u5951\u5408\u5176\u201c\u5c0f\u800c\u7f8e\u201d\u7684\u5b9a\u4f4d\uff0c\u4f46\u5546\u4e1a\u60f3\u8c61\u7a7a\u95f4\u6709\u9650\u3002\u6700\u5927\u7684\u6311\u6218\u5728\u4e8e\uff0c\u5176\u6838\u5fc3\u529f\u80fd\u6781\u6613\u88ab\u64cd\u4f5c\u7cfb\u7edf\u6216\u5927\u578b\u534f\u4f5c\u8f6f\u4ef6\uff08\u5982Zoom\u3001Teams\uff09\u4ee5\u9644\u52a0\u529f\u80fd\u7684\u5f62\u5f0f\u96c6\u6210\u6216\u964d\u7ef4\u6253\u51fb\u3002\u7528\u6237\u5bf9Windows\u7248\u672c\u7684\u547c\u58f0\uff0c\u65e2\u53cd\u6620\u4e86\u5e02\u573a\u6f5c\u529b\uff0c\u4e5f\u51f8\u663e\u4e86\u5176\u5f53\u524d\u53d7\u4f17\u7684\u5c40\u9650\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cHush\u662f\u4e00\u6b3e\u4f18\u79c0\u7684\u201c\u75db\u70b9\u9a8c\u8bc1\u578b\u201d\u4ea7\u54c1\u3002\u5b83\u8bc1\u660e\u4e86\u201c\u5c4f\u5e55\u5171\u4eab\u9690\u79c1\u7126\u8651\u201d\u662f\u4e00\u4e2a\u771f\u5b9e\u3001\u53ef\u88ab\u5546\u54c1\u5316\u7684\u95ee\u9898\u3002\u4f46\u5b83\u80fd\u5426\u4ece\u4e00\u4e2a\u4f18\u96c5\u7684\u89e3\u51b3\u65b9\u6848\u6210\u957f\u4e3a\u4e00\u4e2a\u53ef\u6301\u7eed\u7684\u4e1a\u52a1\uff0c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u4ece\u201c\u529f\u80fd\u201d\u6f14\u8fdb\u4e3a\u201c\u5e73\u53f0\u201d\uff0c\u6216\u5728\u88ab\u5de8\u5934\u6536\u5272\u524d\uff0c\u627e\u5230\u66f4\u6df1\u7684\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\">Hush<\/span>\n <\/div>\n<div class=\"comment-content\">Hush is a tiny Mac menu bar app that instantly hides your desktop clutter when you’re on a call or giving a presentation. One hotkey – and your desktop icons, dock, wallpaper, and widgets are covered with a blur overlay. Your app windows stay on top like normal. There are two modes: Desktop Mode – blurs your entire desktop background so nothing personal is visible while you share your screen. Focus Mode – pick which apps stay visible and everything else gets blurred out.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone! \ud83d\udc4b<\/p>\n<\/p>\n<p>I built Hush because i share my screen a lot and there’s always something behind my windows that shouldn’t be there – personal chats, random notes, a messy desktop with a hundred icons. especially when switching between apps, for a second everything is visible.<\/p>\n<\/p>\n<p>Hush sits in your menu bar and with one hotkey blurs your entire desktop – icons, dock, wallpaper, all hidden. your windows stay on top like normal.<\/p>\n<\/p>\n<p>The feature i use most is Focus Mode – you pick which apps stay visible and the rest gets blurred out. So when you switch between windows there’s nothing embarrassing flashing behind them.<\/p>\n<\/p>\n<p>One-time $3.99.<\/p>\n<p>100% offline.<\/p>\n<p>No data collection.<\/p>\n<p>4.2 Mb.<\/p>\n<\/p>\n<p>Would love to hear your thoughts and what you’d want to see added<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@oleksandr_kozlovskyi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@oleksandr_kozlovskyi<\/a> cool feature! never thought of this <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@oleksandr_kozlovskyi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@oleksandr_kozlovskyi<\/a> good 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<div class=\"reply-item\">\n<div class=\"reply-content\">@oleksandr_kozlovskyi genuinely a really good idea. Also have to give you kudos for not including AI anywhere \ud83e\udd23<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Simple premise, I could deffo see myelf using this even while recording a video.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks! That’s actually a great use case – a few people have mentioned using it for recording tutorials and demos too. Keeps the background clean without having to worry about what’s behind your windows. You can also set a custom image or solid color instead of blur – handy if you want a branded background for your videos. Hope you enjoy it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>sounds great man. is this availble for windows<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@srikanth_dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@srikanth_dev<\/a> Thanks! Right now it’s Mac only, but a Windows version is something I’m considering. If there’s enough interest I’ll definitely look into it. Appreciate the support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does it also work when recording a video (screen recording), right?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> Yes, it works with screen recording too! Whatever you see on screen is exactly what gets recorded.<\/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>Bruh, I need this hahah. Does it also blur other screens for example I am sharing with 2 or 3 monitors?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jonathan_teodoro\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jonathan_teodoro<\/a> Yep, all your monitors get blurred! Hush detects every connected display and covers them all automatically. And if you want to keep some screens visible, you can toggle individual displays on\/off in settings.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>finally. a product that understands that my desktop is a crime scene and a work environment at the same 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ilya_lee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ilya_lee<\/a> Haha that’s the best description I’ve heard so far \ud83d\ude02 Hush is basically witness protection for your desktop. Glad it helps!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! Will definitely be using this! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alvin_armanni\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alvin_armanni<\/a> Thanks, hope you enjoy it! Let me know if you have any 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>How are you validating real user behavior at Hush right now?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@danilpond\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@danilpond<\/a> Mostly through direct feedback – comments here, Reddit, and App Store reviews. I also track which features people use most through what they ask for. For example, Focus Mode and auto-detect were both requested by users, and they turned out to be the most used features. Keeping it simple for now since the app is fully offline with no analytics or data collection.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">Wish you had launched this earlier, would’ve saved me countless embarrassing times of having people see what I have in the background when sharing my screen \ud83d\ude05<\/div>\n<div class=\"comment-actions\">\n<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\/@nourhan_abdallah\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nourhan_abdallah<\/a> Haha better late than never! At least from now on your background is safe \ud83d\ude04 Let me know how it works for 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<div class=\"reply-item\">\n<div class=\"reply-content\">@oleksandr_kozlovskyi if you make it available on windows i definitely will! is this on your agenda or are you navigating the mac user base first atm?:)<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@oleksandr_kozlovskyi yes please! \ud83d\ude42<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/XZFVECE45MUMSM\" class=\"app-title\">RankingSuperior<\/a><\/p>\n<div class=\"one-liner\">Rank and get cited using your expertise<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">123<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u9762\u5411\u8425\u9500\u673a\u6784\u548c\u54c1\u724c\u7684AI\u5185\u5bb9\u4f18\u5316\u5de5\u5177\uff0c\u901a\u8fc7\u5206\u6790\u7ade\u54c1\u5185\u5bb9\u7f3a\u53e3\u3001\u751f\u6210\u5173\u952e\u95ee\u9898\u5e76\u6574\u5408\u5ba2\u6237\u5185\u90e8\u8d44\u6599\uff08\u5982\u4f1a\u8bae\u8bb0\u5f55\u3001PDF\u7b49\uff09\u6765\u521b\u5efa\u72ec\u7279\u3001\u9ad8EEAT\u4fe1\u53f7\u7684\u5185\u5bb9\uff0c\u89e3\u51b3\u5185\u5bb9\u540c\u8d28\u5316\u4e25\u91cd\u3001\u7f3a\u4e4f\u4e13\u4e1a\u6df1\u5ea6\u5bfc\u81f4\u7d22\u5f15\u6162\u3001\u6392\u540d\u4f4e\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/0eb8b0dd-524b-4183-a2f9-bd991b6e5c10.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/2340MSEveYk\"><source src=\"https:\/\/youtu.be\/2340MSEveYk\" 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\/7fc56b3e-d8b4-4a68-84c5-673ca876d89c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e88e7e89-f0eb-40b0-99db-097e831ee974.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dec8165d-2f32-417d-93a4-29bedc9eff02.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/642cd62e-b89e-41f7-9c9d-a821ac0db4c1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b61f6019-6d4d-4d2e-82c6-b60e35c0abf3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/31793d66-1bf9-4cc6-b916-900504b24578.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7cacbe99-3fbb-4584-b088-e69d7ad38cc0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7081bb68-2a80-4393-ad28-db1b79f6da16.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b8af2b94-164d-47be-8d40-9bbbdf4478f5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9a6ee547-91d8-44ca-b476-d1ac3d4f4d0d.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\">SEO<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5185\u5bb9\u8425\u9500<\/span><br \/>\n <span class=\"tag\">SEO\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">EEAT\u63d0\u5347<\/span><br \/>\n <span class=\"tag\">AI\u5185\u5bb9\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u5e93\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u7ade\u54c1\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u4e00\u952e\u53d1\u5e03<\/span><br \/>\n <span class=\"tag\">\u673a\u6784\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u5185\u5bb9<\/span><br \/>\n <span class=\"tag\">\u672c\u5730SEO<\/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\u201c\u901a\u7528AI\u5185\u5bb9\u201d\u95ee\u9898\u7684\u72ec\u7279\u601d\u8def\u3002\u4e3b\u8981\u95ee\u9898\u805a\u7126\u4e8e\uff1a1. \u77e5\u8bc6\u5e93\u5728\u56e2\u961f\u5185\u662f\u5171\u4eab\u8fd8\u662f\u9694\u79bb\uff1b2. \u4e09\u4e2a\u6838\u5fc3\u95ee\u9898\u662fAI\u751f\u6210\u8fd8\u662f\u4eba\u5de5\u5f15\u5bfc\uff0c\u5ba2\u6237\u5b9e\u9645\u53c2\u4e0e\u5ea6\u5982\u4f55\uff1b3. \u5efa\u8bae\u5c06\u8425\u9500\u4fe1\u606f\u4ece\u201c\u63d0\u5347\u6392\u540d\u201d\u8f6c\u5411\u201c\u638c\u63a7\u672c\u5730\u9700\u6c42\u201d\u4ee5\u5f3a\u8c03\u5546\u4e1a\u6210\u679c\u3002\u521b\u59cb\u4eba\u4e92\u52a8\u79ef\u6781\uff0c\u6df1\u5165\u63a2\u8ba8\u4ea7\u54c1\u903b\u8f91\u4e0e\u4f18\u5316\u65b9\u5411\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n RankingSuperior\u7684\u4eae\u76f8\uff0c\u7cbe\u51c6\u523a\u4e2d\u4e86\u5f53\u524dAI\u5185\u5bb9\u521b\u4f5c\u72c2\u6f6e\u4e0b\u6700\u9690\u79d8\u7684\u75db\u70b9\uff1a\u77e5\u8bc6\u7684\u201c\u8868\u9762\u5316\u201d\u4e0e\u201c\u53bb\u5b9e\u4f53\u5316\u201d\u3002\u5728\u65e0\u6570\u5de5\u5177\u81f4\u529b\u4e8e\u66f4\u5feb\u3001\u66f4\u5ec9\u4ef7\u5730\u91cd\u7ec4\u4e92\u8054\u7f51\u516c\u5f00\u4fe1\u606f\u65f6\uff0c\u5b83\u9009\u62e9\u4e86\u4e00\u6761\u66f4\u91cd\u3001\u4f46\u4e5f\u66f4\u672c\u8d28\u7684\u8def\u5f84\u2014\u2014\u8bd5\u56fe\u6210\u4e3a\u8fde\u63a5\u5916\u90e8\u641c\u7d22\u5f15\u64ce\u7b97\u6cd5\u4e0e\u5185\u90e8\u6c89\u9ed8\u77e5\u8bc6\u7684\u6865\u6881\u3002\u5176\u5ba3\u79f0\u7684\u4ef7\u503c\u5e76\u975e\u6765\u81ea\u66f4\u806a\u660e\u7684AI\uff0c\u800c\u662f\u6765\u81ea\u66f4\u201c\u7b28\u201d\u7684\u6574\u5408\uff1a\u5c06\u6563\u843d\u5728\u90ae\u4ef6\u3001\u4f1a\u8bae\u3001\u62a5\u544a\u4e2d\u7684\u201c\u975e\u7ed3\u6784\u5316\u4e13\u5bb6\u77e5\u8bc6\u201d\u7ed3\u6784\u5316\uff0c\u5e76\u6ce8\u5165\u5185\u5bb9\u751f\u4ea7\u6d41\u7a0b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8fd9\u76f4\u6307EEAT\uff08\u7ecf\u9a8c\u3001\u4e13\u4e1a\u3001\u6743\u5a01\u3001\u53ef\u4fe1\uff09\u7684\u6838\u5fc3\uff0c\u5373\u201c\u7ecf\u9a8c\u201d\u4e0e\u201c\u4e13\u4e1a\u201d\u65e0\u6cd5\u4ec5\u7531\u516c\u5f00\u4fe1\u606f\u63a8\u5bfc\u3002\u4ea7\u54c1\u903b\u8f91\u7280\u5229\u5730\u6307\u51fa\uff0c\u672a\u6765\u5185\u5bb9\u7ade\u4e89\u7684\u58c1\u5792\u4e0d\u5728\u4e8e\u4fe1\u606f\u8986\u76d6\u7684\u5e7f\u5ea6\uff0c\u800c\u5728\u4e8e\u79c1\u6709\u77e5\u8bc6\u6316\u6398\u7684\u6df1\u5ea6\u3002\u5b83\u672c\u8d28\u4e0a\u5728\u552e\u5356\u4e00\u79cd\u201c\u5185\u5bb9\u5dee\u5f02\u5316\u4fdd\u9669\u201d\uff0c\u5e2e\u52a9\u673a\u6784\u5c06\u670d\u52a1\u4ece\u201c\u5185\u5bb9\u4ea4\u4ed8\u201d\u5347\u7ea7\u4e3a\u201c\u77e5\u8bc6\u8d44\u4ea7\u5316\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6210\u529f\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u4e24\u4e2a\u8106\u5f31\u73af\u8282\uff1a\u4e00\u662f\u5ba2\u6237\u6216\u4e13\u5bb6\u662f\u5426\u613f\u610f\u5e76\u80fd\u591f\u6301\u7eed\u63d0\u4f9b\u9ad8\u8d28\u91cf\u7684\u5185\u90e8\u8f93\u5165\uff1b\u4e8c\u662f\u5de5\u5177\u80fd\u5426\u771f\u6b63\u5c06\u8fd9\u4e9b\u6742\u4e71\u8f93\u5165\u8f6c\u5316\u4e3a\u5177\u6709\u8bf4\u670d\u529b\u7684\u53d9\u4e8b\uff0c\u800c\u975e\u7b80\u5355\u7684\u6570\u636e\u5806\u780c\u3002\u521b\u59cb\u4eba\u63d0\u5230\u7684\u201c24\u5c0f\u65f6\u5185\u7d22\u5f15\u201d\u662f\u5f3a\u6709\u529b\u7684\u65e9\u671f\u4fe1\u53f7\uff0c\u4f46\u957f\u671f\u4ef7\u503c\u9700\u9a8c\u8bc1\u5176\u662f\u5426\u80fd\u6301\u7eed\u4ea7\u51fa\u5e26\u6765\u5546\u4e1a\u8f6c\u5316\uff08\u800c\u4e0d\u4ec5\u662f\u6392\u540d\uff09\u7684\u5185\u5bb9\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u4ece\u6392\u540d\u5230\u638c\u63a7\u9700\u6c42\u201d\u7684\u5efa\u8bae\u6781\u4e3a\u5173\u952e\uff0c\u82e5\u4e0d\u80fd\u5c06\u5185\u5bb9\u4f18\u52bf\u4e0e\u6700\u7ec8\u5546\u4e1a\u6307\u6807\u5f3a\u5173\u8054\uff0c\u5b83\u53ef\u80fd\u4ecd\u53ea\u662fSEO\u4e13\u5bb6\u773c\u4e2d\u7684\u5229\u5203\uff0c\u800c\u975e\u4f01\u4e1a\u51b3\u7b56\u8005\u8ba4\u53ef\u7684\u5f15\u64ce\u3002\u8fd9\u662f\u4e00\u6b3e\u5728\u6b63\u786e\u65f6\u673a\u63d0\u51fa\u6b63\u786e\u95ee\u9898\u7684\u4ea7\u54c1\uff0c\u4f46\u5176\u6700\u7ec8\u7b54\u6848\uff0c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u8ba9\u201c\u77e5\u8bc6\u6574\u5408\u201d\u8fd9\u4e00\u91cd\u6a21\u5f0f\uff0c\u53d8\u5f97\u50cf\u201cAI\u751f\u6210\u201d\u4e00\u6837\u987a\u7545\u53ef\u89c4\u6a21\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\">RankingSuperior<\/span>\n <\/div>\n<div class=\"comment-content\">RankingSuperior helps agencies and brands publish content that boosts EEAT. It finds what top results cover that they do not, turns gaps into three questions to answer for the article, then enriches articles further with primary data from PDFs, emails, audio, and Zoom or Meet notes. It also includes live keyword demand for Google and AI search, a content calendar, one click publishing, natural images, and verification to reduce hallucinations.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt community, I\u2019m Eduardo, founder of RankingSuperior! It’s a pleasure to be here on productHunt sharing what we’ve been building for almost 2 years. <\/p>\n<p>In the past I run a digital marketing consultancy specialised in SEO and over the years we\u2019ve trained and worked with high profile agency teams, including teams such a Neil Patel\u2019s agency. The same pain kept coming up again and again.<\/p>\n<p>THE PROBLEM<br \/>\n1. 60-80% of websites lack strong EEAT signals, which makes their content more likely to feel generic, thin, and less trustworthy, hurting indexing, rankings, and how Google and AI systems perceive the site over time.<br \/>\n2. Agencies spend a huge amount of time trying to figure out what would make a piece of content genuinely different.<br \/>\n3. The most valuable insights are usually sitting in client calls, PDFs, emails, and scattered notes. In reality, a lot of that information gets lost because nobody can capture it properly, make sense of it across multiple clients, and reuse it later.<br \/>\n4. Even when clients want to participate, it\u2019s hard to involve them in a way that is simple and repeatable.<\/p>\n<p>So content ends up generic. It looks like what everyone else is doing. Then it does not index quickly, it does not rank, and it definitely does not get referenced by AI answers.<\/p>\n<p>THE SOLUTION<br \/>\nRankingSuperior was built to fix today\u2019s content problem.<br \/>\n1. You start with a topic, we show what you’re missing compared to what is already winning<br \/>\n2. Then we turn it into three focused questions that are easy for a client or subject expert to answer.<br \/>\n3. After that, we further enrich the article automatically using real primary data from meeting notes from Zoom and Google Meet, PDFs, audio, and emails.<br \/>\n4. Over time you build a living knowledge base for each client that makes every new article incredibly unique and valuable to create and harder to copy while boosting EEAT.<\/p>\n<p>We first launched an early version internally for our own brands and some external beta users and with a few early adopters. We saw articles getting indexed within 24 hours, all of them, because the content was actually grounded in real inputs instead of rewritten internet summaries, and ranking and getting cited a few weeks later.<\/p>\n<p>If you check it out, I\u2019d genuinely love your feedback. I\u2019m around today and happy to answer anything or run it on a real topic.<\/p>\n<p>To thank the Product Hunt community, we are offering 50% off for 12 months for new customers who join during the launch window.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@educs\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@educs<\/a> <\/p>\n<p>This is a timely product, domain knowledge and personal perspectives what AI generally miss to make content more unique for higher rank. Good idea!<\/p>\n<p>A quick question: is the knowledge shared among the team members or among agency? E.g. 4 people all giving input to one blog post articles.<\/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\/@educs\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@educs<\/a> <br \/>This is an interesting approach to solving the \u201cgeneric AI content\u201d problem.<\/p>\n<\/p>\n<p>We\u2019re seeing the same issue. Even well optimized articles often look the same because they are built from the same public data sources. Creating truly differentiated content with strong EEAT signals is much harder than it sounds.<\/p>\n<\/p>\n<p>I\u2019m curious about one thing.<\/p>\n<\/p>\n<p>When you mention that each article generates a set of three focused questions, are those questions created entirely by AI, or are they manually guided by the agency or expert? And in practice, are clients and subject matter experts actively involved in answering them?<\/p>\n<\/p>\n<p>Would love to understand how that workflow typically plays out.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congrats on the launch!, Local SEO is a battlefield, and Ranking Superior looks like the tactical advantage businesses need.<\/p>\n<p>Quick tip from a growth perspective: Most business owners think \u201cRanking #1\u201d is the goal, but the real gap is Conversion Intent. Being first doesn’t matter if the profile doesn’t trigger a phone call or a booking.<\/p>\n<p>If you pivot your messaging from \u201cImproving Rankings\u201d to \u201cOwning Local Demand\u201d, you\u2019ll attract high-ticket agencies who care about ROI, not just metrics. <\/p>\n<p>I would drop a couple of specific \u201cConversion-focused\u201d copy tweaks if you want to help you bridge that gap. Let\u2019s make those rankings translate into revenue!<\/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\/@franco_vidal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@franco_vidal<\/a> thanks a lot, really appreciate this.<\/p>\n<p>totally agree with the point. ranking alone is useless if it doesn\u2019t turn into calls, bookings, or revenue, and agencies that win long term are the ones that tie content and visibility to intent and outcomes. we\u2019re actually moving more of our messaging toward that what changes in the business angle, not just positions, and pushing for consitency accross the web. i\u2019d genuinely love those conversion focused copy tweaks. if you had to change just the hero and the first CTA to speak to \u201cowning local demand\u201d, what would you write?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@educs That\u2019s a great question, Edu. If I had to make it hit harder right now, here\u2019s exactly how I\u2019d frame it to move from \u201cSEO tool\u201d to \u201cRevenue engine\u201d:<\/p>\n<p>The Hero: Stop chasing rankings, start owning local demand.<\/p>\n<p>The Sub-headline: The Local SEO engine that turns Google Maps searches into a predictable stream of calls, bookings, and revenue for your business.<\/p>\n<p>The First CTA: \u201cCapture My Local Demand\u201d (instead of \u201cGet Started\u201d or \u201cTry for Free\u201d)<\/p>\n<p>The Logic: By using \u201cOwning Demand\u201d, you position Ranking Superior as the gatekeeper of the customer\u2019s wallet in their neighborhood. It makes the competition irrelevant because you aren’t just \u201con the map\u201d, you are the only choice for the user.<\/p>\n<p>I\u2019ve got 2 more variations for specific niches (Agencies vs. SMBs) that I’ll drop in your DM so you can split-test them!, you wanna give me your X or LinkedIn?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How are you validating real user behavior at RankingSuperior right now?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@danilpond\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@danilpond<\/a> great question. right now we validate it in two ways: we watch how agencies and brand teams actually use the workflow on real client topics, and we measure the outcomes after publishing, like time to index, visibility changes in google, and whether pages start getting picked up in ai answers. we also use feedback loops from early adopters to see where people drop off, what they ignore, and what they keep coming back to.<\/p>\n<p>curious, when you say \u201creal user behavior\u201d, do you mean in product usage signals, or the downstream results like rankings, indexing, and leads?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Amazing. 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Impressed with RankingSuperior\u2019s approach! <\/p>\n<p>I’m curious. Have you tested leading with the <strong>ICP <\/strong>in the hero section instead of the broader \u2018content that ranks\u2019 angle? Could help agencies immediately see the specific benefit.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@taimur_haider1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@taimur_haider1<\/a> Thanks for the suggestion, really appreciate it! We haven\u2019t led with the ICP in the hero yet because we\u2019re also seeing strong usage from in house brand teams, so we\u2019ve kept the headline broader on the main homepage. That said, you\u2019re right, an agency first hero could make the value click faster, so we\u2019ll test it with dedicated agency landing pages.<\/p>\n<p>If you were rewriting the agency version, what would you put as the one line headline?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#11<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/JXGWNPLYZQMBF2\" class=\"app-title\">Heimdall<\/a><\/p>\n<div class=\"one-liner\">See the real-time telemetry for objects in Earth’s orbit<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">113<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Heimdall\u662f\u4e00\u4e2a\u5b9e\u65f6\u536b\u661f\u60c5\u62a5\u5e73\u53f0\uff0c\u901a\u8fc7\u805a\u5408\u3001\u5904\u7406\u548c\u6e32\u67d3\u5730\u7403\u8f68\u9053\u4e0a\u6240\u6709\u53ef\u516c\u5f00\u8ffd\u8e2a\u7269\u4f53\u7684\u9065\u6d4b\u6570\u636e\uff0c\u4e3a\u536b\u661f\u8fd0\u8425\u5546\u548c\u592a\u7a7a\u89c2\u5bdf\u8005\u63d0\u4f9b\u5b9e\u65f6\u6001\u52bf\u611f\u77e5\uff0c\u89e3\u51b3\u592a\u7a7a\u4ea4\u901a\u65e5\u76ca\u62e5\u6324\u4e0b\u7684\u78b0\u649e\u9884\u8b66\u548c\u5168\u9762\u8ffd\u8e2a\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\/d79be7c9-a355-47f0-93c7-10859a542e1b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e70ce615-4eeb-47a4-9711-168f08e18e93.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\/17a67b6d-ebc4-42db-af71-b6781ef79b67.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\/9a2810b3-8ade-41fe-8f16-3513d23359ae.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\/a5120fb8-c0c4-472f-9ff5-3938f32c7289.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\/b5a60fd6-6ab1-4956-be7c-53ebf7cfa6ad.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/LtOA-BMPUgk\"><source src=\"https:\/\/youtu.be\/LtOA-BMPUgk\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Analytics<\/span><br \/>\n <span class=\"tag\">Space<\/span><br \/>\n <span class=\"tag\">Tech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u592a\u7a7a\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u536b\u661f\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u8f68\u9053\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u9065\u6d4b<\/span><br \/>\n <span class=\"tag\">\u592a\u7a7a\u6001\u52bf\u611f\u77e5<\/span><br \/>\n <span class=\"tag\">\u822a\u5929\u6570\u636e<\/span><br \/>\n <span class=\"tag\">3D\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u805a\u5408<\/span><br \/>\n <span class=\"tag\">\u9632\u78b0\u649e<\/span><br \/>\n <span class=\"tag\">\u822a\u5929\u8fd0\u7ef4<\/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\u53f9\u4ea7\u54c1\u6982\u5ff5\u548c\u53ef\u89c6\u5316\u6548\u679c\uff0c\u5e76\u8be2\u95ee\u6570\u636e\u662f\u5426\u4e3a\u5b9e\u65f6\u3002\u4e3b\u8981\u5efa\u8bae\u5305\u62ec\uff1a\u589e\u52a0\u952e\u76d8\u63a7\u5236\u5730\u7403\u65cb\u8f6c\u3001\u70b9\u51fb\u536b\u661f\u540e\u663e\u793a\u5176\u56fe\u7247\u6216\u6a21\u578b\u4ee5\u4e30\u5bcc\u4fe1\u606f\u9762\u677f\u3002\u56e2\u961f\u56de\u590d\u79ef\u6781\uff0c\u786e\u8ba4\u4e86\u5b9e\u65f6\u6570\u636e\u6e90\u5e76\u91c7\u7eb3\u4e86\u529f\u80fd\u5efa\u8bae\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Heimdall\u5207\u5165\u4e86\u4e00\u4e2a\u7cbe\u51c6\u4e14\u8feb\u5207\u7684\u8d5b\u9053\u2014\u2014\u592a\u7a7a\u4ea4\u901a\u7ba1\u7406\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u70ab\u9177\u76843D\u53ef\u89c6\u5316\uff0c\u800c\u5728\u4e8e\u5c06\u5206\u6563\u3001\u4e13\u4e1a\u7684\u8f68\u9053\u6570\u636e\uff08TLE\uff09\u805a\u5408\u3001\u5904\u7406\u5e76\u964d\u7ef4\u6210\u53ef\u88ab\u5b9e\u65f6\u7406\u89e3\u7684\u901a\u7528\u60c5\u62a5\u5c42\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u4e3a\u5373\u5c06\u5230\u6765\u7684\u201c\u592a\u7a7a\u5927\u822a\u6d77\u65f6\u4ee3\u201d\u94fa\u8bbe\u57fa\u7840\u8bbe\u65bd\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u76ee\u524d\u5448\u73b0\u7684\u516c\u4f17\u754c\u9762\u66f4\u50cf\u4e00\u4e2a\u201c\u6f14\u793a\u7248\u201d\uff0c\u5176\u771f\u6b63\u7684\u5546\u4e1a\u903b\u8f91\u548c\u58c1\u5792\u85cf\u4e8e\u5e55\u540e\u3002\u8bc4\u8bba\u4e2d\u56e2\u961f\u900f\u9732\u4f7f\u7528PostHog\u7b49\u5de5\u5177\u9a8c\u8bc1\u7528\u6237\u884c\u4e3a\uff0c\u8fd9\u6697\u793a\u5176To B\u91ce\u5fc3\uff1a\u901a\u8fc7\u516c\u4f17\u4ea7\u54c1\u5438\u5f15\u6d41\u91cf\u3001\u9a8c\u8bc1\u9700\u6c42\uff0c\u6700\u7ec8\u76ee\u6807\u662f\u670d\u52a1\u4e8e\u536b\u661f\u8fd0\u8425\u5546\uff0c\u6210\u4e3a\u5176\u201c\u592a\u7a7a\u6001\u52bf\u611f\u77e5\u201d\u7684\u6838\u5fc3\u4eea\u8868\u76d8\u3002\u56e2\u961f\u5bf9\u201cFlightradar for space\u201d\u7c7b\u6bd4\u7684\u8ba4\u53ef\uff0c\u4e5f\u5370\u8bc1\u4e86\u5176\u5e73\u53f0\u5316\u613f\u666f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u6570\u636e\u6e90\u4f9d\u8d56\u201c\u516c\u5f00\u201d\u76ee\u5f55\uff0c\u5176\u65f6\u6548\u6027\u548c\u5b8c\u6574\u6027\u5bf9\u4e8e\u9ad8\u98ce\u9669\u7684\u9632\u78b0\u649e\u5e94\u7528\u662f\u5426\u8db3\u591f\uff1f\u5176\u6b21\uff0c\u5982\u4f55\u4ece\u201c\u53ef\u89c6\u5316\u5de5\u5177\u201d\u5347\u7ea7\u4e3a\u5177\u5907\u9884\u6d4b\u3001\u544a\u8b66\u751a\u81f3\u51b3\u7b56\u652f\u6301\u7684\u201c\u60c5\u62a5\u5e73\u53f0\u201d\uff1f\u8fd9\u9700\u8981\u6df1\u5ea6\u878d\u5408\u52a8\u529b\u5b66\u6a21\u578b\u548cAI\u5206\u6790\u3002\u6700\u540e\uff0c\u5546\u4e1a\u6a21\u5f0f\u4e0a\uff0c\u662f\u8d70\u6570\u636e\u8ba2\u9605\u3001API\u670d\u52a1\uff0c\u8fd8\u662f\u76f4\u63a5\u5207\u5165\u4fdd\u9669\u6216\u8fd0\u7ef4\u670d\u52a1\uff1f\u8fd9\u4e9b\u5173\u952e\u95ee\u9898\u5c1a\u672a\u89e3\u7b54\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d\u7248\u672c\u662f\u4e00\u4e2a\u51fa\u8272\u7684\u5e02\u573a\u63a2\u9488\u548c\u6982\u5ff5\u9a8c\u8bc1\uff0c\u4f46\u8ddd\u79bb\u6210\u4e3a\u592a\u7a7a\u5173\u952e\u57fa\u7840\u8bbe\u65bd\uff0c\u5b83\u8fd8\u9700\u8981\u5728\u6570\u636e\u6743\u5a01\u6027\u3001\u5206\u6790\u6df1\u5ea6\u548c\u5546\u4e1a\u95ed\u73af\u4e0a\uff0c\u5b8c\u6210\u4ece\u201c\u89c2\u8d4f\u5c42\u201d\u5230\u201c\u64cd\u4f5c\u5c42\u201d\u7684\u8270\u96be\u4e00\u8dc3\u3002\u592a\u7a7a\u8d5b\u9053\u6f2b\u957f\u4e14\u6602\u8d35\uff0cHeimdall\u8fc8\u51fa\u4e86\u6b63\u786e\u7684\u7b2c\u4e00\u6b65\uff0c\u4f46\u771f\u6b63\u7684\u7ade\u8d5b\u624d\u521a\u521a\u5f00\u59cb\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Heimdall<\/span>\n <\/div>\n<div class=\"comment-content\">Space is getting crowded\u2014fast. By 2030, over 100,000 satellites will orbit Earth alongside millions of debris fragments. Heimdall is a real-time satellite intelligence platform that aggregates, processes, and renders telemetry for every public traceable object in Earth’s sphere of influence\u2014accessible anytime, anywhere.<\/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 Hi Product Hunt!<\/p>\n<\/p>\n<p>I’m <a href=\"https:\/\/www.kevwong.me\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Kevin<\/a>, one of the founding engineers at <a href=\"https:\/\/heimdallspace.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Heimdall<\/a>. This is our team’s first official launch, and we couldn’t be more excited to share it. <\/p>\n<p>We built Heimdall because we believe space has a problem that isn’t talked about enough. Space is getting crowded. By 2030, over 100,000 active satellites are projected to orbit Earth, up from just 3,000 in 2020. As congestion grows, two questions become critical: how do we prevent satellite collisions, and how do we comprehensively track everything up there? <\/p>\n<p>We believe the answer starts with giving people the right tools. Our vision is a satellite observability platform, one that gives operators complete, real-time insight into their assets and the environment around them. Today we are laying the foundation: a satellite intelligence platform that aggregates, processes, and renders the full public space catalog in real time. We are still early in our journey, but today we are excited to offer: <\/p>\n<p>\u2022 Real time satellite position tracking using TLE data<br \/>\u2022 Aggregation of satellite information from all major public sources<br \/>\u2022 Comprehensive satellite search and filtering<br \/>\u2022 In depth 3D visualization of orbital positions and predicted paths.<\/p>\n<p>We’d love your feedback. What data\/features would you like to see? We’re building this in the open and your input shapes the roadmap. <\/p>\n<p>Thanks for checking us out! \ud83d\udef0\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is so cool. I would like to reorientate the earth based on input from the arrow keys. I enjoy seeing the path of each of the objects in orbit.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jaredepicpower\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jaredepicpower<\/a> Hey Jared, thanks for trying out Heimdall! For sure I will make sure that gets implemented. Really appreciate the 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>Really amazing and amazed to see how crowded the space is. Is this a real-time data feed?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chilarai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chilarai<\/a> The data feed on the landing page is merely a visualization and not real-time :). Thanks for 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<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chilarai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chilarai<\/a> Hey thanks for checking out Heimdall, currently the dashboard itself is updating satellite positions in real time using the latest available TLE data we are receiving.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I love the idea of a \u201cFlightradar for space.\u201d Congrats \ud83d\ude80<\/p>\n<p>Maybe you could take some inspiration from the Flightradar app itself. When a user clicks on a specific satellite, showing a photo or a simple visual model of it could make the details panel more visually appealing and easier to explore \u2013 assuming satellites actually differ visually \ud83d\ude05<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@teddyberzatto\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@teddyberzatto<\/a> Thanks for the feedback! Yeah, its something we’ve considered for our roadmap and plan to add in the near future. We want to do it in a way that looks clean and fits our design scheme. Appreciate you for checking us 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>How are you validating real user behavior at Heimdall right now?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@danilpond\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@danilpond<\/a> Hey there, we\u2019re using PostHog to track user interactions and analyze session duration and repeated visits to distinguish casual curiosity from meaningful engagement. We also track which features are actively used and which satellite datasets create the most interest, hopefully identify what users actually find valuable in the platform.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@danilpond\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@danilpond<\/a> Hi Danil! Thanks for the comment. We have analytics hooked up across our stack, using tools like Posthog, Sentry, and Grafana for user insights, error monitoring, and backend observability. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#12<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/NJJVHA2C7HEMFY\" class=\"app-title\">Padel Chess<\/a><\/p>\n<div class=\"one-liner\">Padel tactics learning app<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">109<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5c06\u771f\u5b9e\u58c1\u7403\uff08Padel\uff09\u6bd4\u8d5b\u573a\u666f\u8f6c\u5316\u4e3a\u6218\u672f\u8c1c\u9898\u7684\u624b\u673a\u5e94\u7528\uff0c\u5e2e\u52a9\u73a9\u5bb6\u5728\u788e\u7247\u5316\u65f6\u95f4\u8bad\u7ec3\u51b3\u7b56\u80fd\u529b\uff0c\u89e3\u51b3\u6bd4\u8d5b\u4e2d\u56e0\u6218\u672f\u610f\u8bc6\u4e0d\u8db3\u800c\u5931\u5229\u7684\u95ee\u9898\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/72b938db-3cc7-44f8-927b-49b9307dc21f.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/shorts\/VyHJyP7oEBY\"><source src=\"https:\/\/www.youtube.com\/shorts\/VyHJyP7oEBY\" 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\/1a0e97b7-ccbf-4519-a307-dc1ca9184806.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/83db3885-f108-4f3a-ba7c-9ce3b98776ae.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1ec89128-ee8b-46a4-912a-3cf0af3ba3c4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/37d51990-6bf9-4296-80fa-f1f9acb089de.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a4996057-7939-4387-a8c3-605f2b48632d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/294923e6-78bf-4243-b724-2c183e662806.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0218359d-d1da-41c7-823d-9f65cf7d1e0e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8d9464a1-3b07-4c54-9821-60eb5dc5bcdf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/77453fa8-1cf0-4e42-ae08-fe6afe6d6ae1.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\">Sports<\/span><br \/>\n <span class=\"tag\">Education<\/span><br \/>\n <span class=\"tag\">SaaS<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4f53\u80b2\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u6218\u672f\u8bad\u7ec3<\/span><br \/>\n <span class=\"tag\">\u6280\u80fd\u63d0\u5347<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u76ca\u667a\u89e3\u8c1c<\/span><br \/>\n <span class=\"tag\">\u6e38\u620f\u5316\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">\u58c1\u7403<\/span><br \/>\n <span class=\"tag\">\u8ba2\u9605\u5236<\/span><br \/>\n <span class=\"tag\">\u5728\u7ebf\u793e\u533a<\/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\u96c6\u4e2d\u4e8e\u80af\u5b9a\u5176\u6838\u5fc3\u4ef7\u503c\uff1a\u56fe\u5f62\u4f18\u79c0\uff0c\u80fd\u6709\u6548\u8f85\u52a9\u51b3\u7b56\u8bad\u7ec3\u548c\u8bb0\u5fc6\u5e38\u89c1\u6218\u672f\u573a\u666f\u3002\u521b\u59cb\u4eba\u56de\u590d\u79ef\u6781\uff0c\u4e0e\u65e9\u671f\u7528\u6237\u5f62\u6210\u826f\u597d\u4e92\u52a8\u3002\u8bc4\u8bba\u4e2d\u672a\u63d0\u51fa\u5177\u4f53\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 Padel Chess \u7684\u672c\u8d28\uff0c\u662f\u201c\u6e38\u620f\u5316\u201d\u4e0e\u201c\u6a21\u62df\u8bad\u7ec3\u201d\u5728\u5782\u76f4\u4f53\u80b2\u9886\u57df\u7684\u53c8\u4e00\u6b21\u7cbe\u51c6\u5ac1\u63a5\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u5c06\u58c1\u7403\u53d8\u6210\u8c61\u68cb\u201d\u8fd9\u4e2a\u7565\u663e\u5671\u5934\u7684\u6982\u5ff5\uff0c\u800c\u5728\u4e8e\u5b83\u8bd5\u56fe\u5c06\u9ad8\u5ea6\u4f9d\u8d56\u4e34\u573a\u7ecf\u9a8c\u3001\u7a7a\u95f4\u611f\u77e5\u548c\u53cc\u4eba\u914d\u5408\u7684\u58c1\u7403\u6218\u672f\uff0c\u8fdb\u884c\u7ed3\u6784\u5316\u7684\u201c\u77e5\u8bc6\u8403\u53d6\u201d\u4e0e\u201c\u573a\u666f\u5c01\u88c5\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u806a\u660e\u5730\u907f\u5f00\u4e86\u96be\u4ee5\u6807\u51c6\u5316\u7684\u6280\u672f\u52a8\u4f5c\u6559\u5b66\uff0c\u8f6c\u800c\u653b\u5360\u6218\u672f\u610f\u8bc6\u8fd9\u4e2a\u66f4\u62bd\u8c61\u3001\u5374\u4e5f\u66f4\u5177\u666e\u9002\u6027\u7684\u5fc3\u667a\u9886\u57df\u3002\u5b83\u89e3\u51b3\u7684\u75db\u70b9\u662f\u4e1a\u4f59\u73a9\u5bb6\u5e38\u89c1\u7684\u201c\u6df7\u6c8c\u611f\u201d\u2014\u2014\u611f\u89c9\u5728\u8f93\uff0c\u5374\u4e0d\u77e5\u4e3a\u4f55\u800c\u8f93\u3002\u901a\u8fc7\u5c06\u8fde\u7eed\u52a8\u6001\u62c6\u89e3\u4e3a\u79bb\u6563\u7684\u51b3\u7b56\u70b9\uff0c\u5b83\u4e3a\u7528\u6237\u63d0\u4f9b\u4e86\u53ef\u53cd\u590d\u5480\u56bc\u3001\u91cf\u5316\u7684\u590d\u76d8\u5de5\u5177\u3002\u8fd9\u79cd\u5c06\u4e0d\u53ef\u8a00\u4f20\u7684\u201c\u7ecf\u9a8c\u201d\u8f6c\u5316\u4e3a\u53ef\u7ec3\u4e60\u7684\u201c\u8c1c\u9898\u201d\u7684\u8fc7\u7a0b\uff0c\u662f\u4ea7\u54c1\u6700\u7280\u5229\u7684\u5207\u5165\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6df1\u5c42\u6311\u6218\u4e5f\u5728\u4e8e\u6b64\u3002\u6218\u672f\u7684\u6709\u6548\u6027\u6781\u5ea6\u4f9d\u8d56\u5bf9\u7403\u5458\u80fd\u529b\u3001\u7ad9\u4f4d\u3001\u7403\u901f\u4e43\u81f3\u5fc3\u7406\u7684\u5168\u5c40\u5224\u65ad\uff0c\u4e00\u4e2a\u9759\u6001\u76842D\u753b\u9762\u80fd\u5426\u627f\u8f7d\u5982\u6b64\u590d\u6742\u7684\u4e0a\u4e0b\u6587\uff1f\u8c1c\u9898\u7684\u201c\u6807\u51c6\u7b54\u6848\u201d\u662f\u5426\u4f1a\u7b80\u5316\u751a\u81f3\u8bef\u5bfc\u771f\u5b9e\u7684\u3001\u5145\u6ee1\u4e0d\u786e\u5b9a\u6027\u7684\u6bd4\u8d5b\uff1f\u76ee\u524d\u770b\u6765\uff0c\u4ea7\u54c1\u66f4\u50cf\u4e00\u4e2a\u9ad8\u6548\u7684\u201c\u5e38\u89c1\u6a21\u5f0f\u8bb0\u5fc6\u5668\u201d\uff0c\u800c\u975e\u771f\u6b63\u7684\u201c\u6218\u672f\u601d\u7ef4\u80fd\u529b\u6784\u5efa\u5668\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u4f9d\u8d56\u5185\u5bb9\u5e93\u7684\u6301\u7eed\u6269\u5f20\u4e0e\u66f4\u65b0\uff0c\u8fd9\u5bf9\u72ec\u7acb\u5f00\u53d1\u8005\u662f\u4e0d\u5c0f\u7684\u8d1f\u62c5\u3002\u7528\u6237\u70ed\u60c5\u80fd\u5426\u4ece\u201c\u65b0\u5947\u89e3\u8c1c\u201d\u5ef6\u7eed\u5230\u201c\u6301\u7eed\u4ed8\u8d39\u201d\uff0c\u53d6\u51b3\u4e8e\u5185\u5bb9\u6df1\u5ea6\u80fd\u5426\u8ddf\u4e0a\u7528\u6237\u6210\u957f\uff0c\u4ee5\u53ca\u793e\u533a\u7ade\u4e89\u80fd\u5426\u6784\u5efa\u8d77\u8db3\u591f\u7684\u7f51\u7edc\u6548\u5e94\u3002\u5b83\u5f00\u8f9f\u4e86\u4e00\u4e2a\u5de7\u5999\u7684\u7ec6\u5206\u8d5b\u9053\uff0c\u4f46\u62a4\u57ce\u6cb3\u7684\u6316\u6398\uff0c\u624d\u521a\u521a\u5f00\u59cb\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Padel Chess<\/span>\n <\/div>\n<div class=\"comment-content\">Solve padel tactical puzzles, learn from the feedback, earn points and compete with other players.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Hey Product Hunt \ud83d\udc4b<\/strong><\/p>\n<\/p>\n<p>I\u2019m Alex, a padel, chess, and tech enthusiast based in Lisbon \ud83c\uddf5\ud83c\uddf9.<\/p>\n<p>I\u2019ve been playing chess since I was 8 and padel for 2 years. I still struggle with both, but I\u2019ve realised that tactics are just as important in each of them.<\/p>\n<\/p>\n<p>So I built <strong>Padel Chess<\/strong>, an app that turns real padel situations into tactical puzzles, so you can train your decision making skills right on your phone.<\/p>\n<p>In the app, you can:<\/p>\n<ul>\n<li>\n<p>\ud83e\udde9 Solve tactical puzzles and get feedback on your decisions<\/p>\n<\/li>\n<li>\n<p>\ud83c\udfc6 Earn points and compete with other players<\/p>\n<\/li>\n<li>\n<p>\ud83e\udec2 Share your favorite puzzles with teammates so you are on the same page during a match<\/p>\n<\/li>\n<\/ul>\n<p>So if you have ever:<\/p>\n<ul>\n<li>\n<p>\ud83e\udd37\u200d\u2642\ufe0f Lost to someone who does \u201cnothing special\u201d<\/p>\n<\/li>\n<li>\n<p>\ud83d\ude4a Not known what to tell your partner during a break between sets to turn the match around<\/p>\n<\/li>\n<li>\n<p>\ud83e\udee3 Seen your Playtomic rating drop or watched a tournament go downhill without knowing why<\/p>\n<\/li>\n<\/ul>\n<p>Then Padel Chess might help you.<\/p>\n<p>You can solve 5 free puzzles every day or upgrade to Premium for unlimited access. There are 100+ puzzles and the number is growing. Product Hunters get a special 30% discount with the promo code.<\/p>\n<p>Give it a (side)spin, I would love your feedback \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great graphics and really easy to train decision-making in padel. Good luck with the launch Alex!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@leshka\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leshka<\/a> Alex, thanks a lot for your support! See you on courts! \ud83d\ude09<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Thanks for this simulator a lot! As a early adopter I used it a lot during past several weeks.<br \/>It already helped me practice and remember most of frequent tactical situation. Now on training I focus more on punches and during the game I already remember what to 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@iaroslav_bondarchuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@iaroslav_bondarchuk<\/a> Thanks a lot for the feedback. I’m glad it helps you during your training! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Beautiful idea!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kirillgreen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kirillgreen<\/a> Thanks a lot! I started it as a collection of tactical scenarios for myself when starting losing a lot of games without realising why.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/B254E6RTZTNNDP\" class=\"app-title\">Commit Please<\/a><\/p>\n<div class=\"one-liner\">GitHub-powered coworking for developers<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">107<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u57fa\u4e8eGitHub\u7684\u865a\u62df\u81ea\u4e60\u5ba4\u5e94\u7528\uff0c\u4e3a\u5f00\u53d1\u8005\u63d0\u4f9b\u65e0\u6444\u50cf\u5934\/\u9ea6\u514b\u98ce\u538b\u529b\u7684\u5f02\u6b65\u966a\u4f34\u7f16\u7a0b\u573a\u666f\uff0c\u901a\u8fc7\u53ef\u89c6\u5316\u5171\u4eab\u8d21\u732e\u5730\u56fe\u3001\u8fdb\u5ea6\u8ffd\u8e2a\u548c\u6e38\u620f\u5316\u5143\u7d20\uff0c\u7f13\u89e3\u8fdc\u7a0b\u72ec\u7acb\u5f00\u53d1\u65f6\u7684\u5b64\u72ec\u611f\u4e0e\u52a8\u529b\u4e0d\u8db3\u95ee\u9898\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/64121124-a63b-4229-91ab-8036b74e6ea9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a7d235d0-3d7b-4c38-9c5b-52f07e0c801b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2fb7a46e-81aa-4e6c-9e50-913d81a3100b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/10e58d41-1ed9-4789-abec-24272b5bab03.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/45b79181-9834-4b0a-b22b-ba5185b1d8a1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/67daa797-b494-4009-9360-362d109e88a7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dc50235a-e726-4b13-a666-2ffdaf6aba96.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0b2df5e3-5756-458c-a8c5-1c086ae38419.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\">GitHub<\/span><br \/>\n <span class=\"tag\">Games<\/span><br \/>\n <span class=\"tag\">Development<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8fdc\u7a0b\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u865a\u62df\u81ea\u4e60\u5ba4<\/span><br \/>\n <span class=\"tag\">\u6e38\u620f\u5316\u6fc0\u52b1<\/span><br \/>\n <span class=\"tag\">GitHub\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f02\u6b65\u966a\u4f34<\/span><br \/>\n <span class=\"tag\">\u7f16\u7a0b\u793e\u533a<\/span><br \/>\n <span class=\"tag\">\u8fdb\u5ea6\u8ffd\u8e2a<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8bc4\u8bba\u8f83\u5c11\u4e14\u70b9\u8d5e\u6570\u4f4e\uff0c\u6709\u6548\u53cd\u9988\u7a00\u7f3a\u3002\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u4e8e\u4e24\u70b9\uff1a\u4e00\u662f\u5bf9AI\u4ee3\u7406\uff08\u5982AI\u7f16\u7a0b\u52a9\u624b\uff09\u662f\u5426\u4e5f\u80fd\u4f7f\u7528\u8be5\u4ea7\u54c1\u7684\u8c03\u4f83\u6027\u63d0\u95ee\uff1b\u4e8c\u662f\u76f4\u63a5\u8be2\u95ee\u4ea7\u54c1\u76ee\u524d\u5982\u4f55\u9a8c\u8bc1\u7528\u6237\u884c\u4e3a\u7684\u771f\u5b9e\u6027\uff0c\u6697\u793a\u5bf9\u6570\u636e\u4f5c\u5f0a\u6216\u201c\u5237\u699c\u201d\u7684\u6f5c\u5728\u62c5\u5fe7\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 Commit Please \u6355\u6349\u5230\u4e86\u4e00\u4e2a\u7cbe\u51c6\u4e14\u65e5\u76ca\u666e\u904d\u7684\u75db\u70b9\uff1a\u6570\u5b57\u6e38\u6c11\u4e0e\u8fdc\u7a0b\u5f00\u53d1\u8005\u7684\u201c\u5b64\u72ec\u7f16\u7801\u201d\u72b6\u6001\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u6280\u672f\u521b\u65b0\uff0c\u800c\u5728\u4e8e\u5c06\u201cStudy With Me\u201d\u6a21\u5f0f\u4e0e\u5f00\u53d1\u8005\u5de5\u4f5c\u6d41\uff08Git commit\/PR\uff09\u8fdb\u884c\u573a\u666f\u5316\u7f1d\u5408\uff0c\u5e76\u8bd5\u56fe\u7528\u6e38\u620f\u5316\uff08\u6392\u884c\u699c\u3001\u5ba0\u7269\u6536\u96c6\uff09\u5bf9\u51b2GitHub\u8d21\u732e\u56fe\u8fd9\u4e00\u786c\u6838\u6307\u6807\u7684\u51b0\u51b7\u611f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u9762\u4e34\u51e0\u91cd\u5c16\u9510\u6311\u6218\u3002\u5176\u4e00\uff0c\u4ef7\u503c\u6df1\u5ea6\u5b58\u7591\u3002\u5b83\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u884c\u4e3a\u53ef\u89c6\u5316\u5916\u58f3\uff0c\u7f3a\u4e4f\u5e72\u9884\u6216\u63d0\u5347\u5b9e\u9645\u5f00\u53d1\u6548\u7387\u7684\u80fd\u529b\uff0c\u6781\u6613\u6ca6\u4e3a\u201c\u9ad8\u7ea7\u80cc\u666f\u566a\u97f3\u201d\u3002\u5176\u4e8c\uff0c\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u9a8c\u8bc1\u771f\u5b9e\u7528\u6237\u884c\u4e3a\u201d\u7684\u63d0\u95ee\u76f4\u6307\u547d\u95e8\u3002\u5728AI\u7f16\u7801\u52a9\u624b\uff08\u5982GPT\u3001Copilot\uff09\u80fd\u81ea\u52a8\u751f\u6210\u63d0\u4ea4\u7684\u65f6\u4ee3\uff0c\u5982\u4f55\u533a\u5206\u4eba\u7c7b\u201c\u771f\u5b9e\u4e13\u6ce8\u201d\u4e0eAI\u7684\u81ea\u52a8\u5316\u6d41\u6c34\u7ebf\uff1f\u6392\u884c\u699c\u7684\u516c\u6b63\u6027\u4e0e\u6fc0\u52b1\u6709\u6548\u6027\u5c06\u5927\u6253\u6298\u6263\u3002\u5176\u4e09\uff0c\u5546\u4e1a\u6a21\u5f0f\u6a21\u7cca\uff0c\u7528\u6237\u7c98\u6027\u53ef\u80fd\u5b8c\u5168\u4f9d\u8d56\u4e8e\u8106\u5f31\u7684\u6e38\u620f\u5316\u65b0\u9c9c\u611f\uff0c\u4e00\u65e6\u5ba0\u7269\u6536\u96c6\u6216\u6392\u540d\u7ade\u4e89\u5931\u53bb\u5438\u5f15\u529b\uff0c\u4ea7\u54c1\u4fbf\u8fc5\u901f\u7a7a\u5fc3\u5316\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u7684\u524d\u666f\u53d6\u51b3\u4e8e\u80fd\u5426\u4ece\u201c\u884c\u4e3a\u5c55\u793a\u677f\u201d\u5347\u7ea7\u4e3a\u201c\u751f\u4ea7\u529b\u589e\u5f3a\u5c42\u201d\u3002\u4f8b\u5982\uff0c\u6df1\u5165\u5206\u6790\u63d0\u4ea4\u6a21\u5f0f\u63d0\u4f9b\u4e2a\u6027\u5316\u6548\u7387\u5efa\u8bae\uff0c\u6216\u5efa\u7acb\u57fa\u4e8e\u771f\u5b9e\u9879\u76ee\u534f\u4f5c\u7684\u8f7b\u91cf\u7ea7\u5f02\u6b65\u8bc4\u5ba1\u673a\u5236\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u53c8\u4e00\u4e2a\u654f\u9510\u6355\u6349\u5230\u60c5\u7eea\u75db\u70b9\uff0c\u5374\u672a\u80fd\u63d0\u4f9b\u575a\u5b9e\u89e3\u51b3\u65b9\u6848\u7684\u201c\u8d5b\u535a\u5b89\u6170\u5242\u201d\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Commit Please<\/span>\n <\/div>\n<div class=\"comment-content\">CommitPlease is a GitHub-based virtual study-with-me for developers. Jump in anytime (no cam\/mic), and watch a shared map evolve as you and others commit, PR, and focus. Track your progress, climb the leaderboard, and collect pets along the way.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">opposite of Danil’s question: can my AI agents use this lmao<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How are you validating real user behavior at Commit Please right now?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/BNVIL7GVU5FHHN\" class=\"app-title\">FoodHealth Score<\/a><\/p>\n<div class=\"one-liner\">Find healthier groceries while you shop online<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">105<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u514d\u8d39\u7684Chrome\u6269\u5c55\uff0c\u5728\u7528\u6237\u4e8eTarget\u3001\u6c83\u5c14\u739b\u7b49\u4e3b\u6d41\u7535\u5546\u5e73\u53f0\u5728\u7ebf\u9009\u8d2d\u98df\u54c1\u65f6\uff0c\u4e3a\u6bcf\u4e2a\u5546\u54c1\u63d0\u4f9b1-100\u7684\u5065\u5eb7\u8bc4\u5206\u53ca\u4e2a\u6027\u5316\u66ff\u6362\u5efa\u8bae\uff0c\u89e3\u51b3\u6d88\u8d39\u8005\u56e0\u5305\u88c5\u4fe1\u606f\u4e0d\u900f\u660e\u800c\u96be\u4ee5\u5224\u65ad\u98df\u54c1\u771f\u5b9e\u5065\u5eb7\u7a0b\u5ea6\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\/9aefb095-17e4-48d9-8c78-b3a7e82862b2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3924854f-690a-40d5-9c9d-906bc96b2ac9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cf630a51-95bf-4589-9da1-9799bcb6876a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/174e946d-d47f-415c-9e1d-a00a1913ef35.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\/205040de-a2d0-4c53-b2e5-f86f6fc060ba.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=xVQkiHmcdVk\"><source src=\"https:\/\/www.youtube.com\/watch?v=xVQkiHmcdVk\" 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\">Chrome Extensions<\/span><br \/>\n <span class=\"tag\">Health & Fitness<\/span><br \/>\n <span class=\"tag\">Productivity<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5065\u5eb7\u996e\u98df<\/span><br \/>\n <span class=\"tag\">\u98df\u54c1\u8bc4\u5206<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">\u8425\u517b\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u8d2d\u7269<\/span><br \/>\n <span class=\"tag\">\u98df\u54c1\u66ff\u6362<\/span><br \/>\n <span class=\"tag\">\u98df\u54c1\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u6d88\u8d39\u51b3\u7b56\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u98df\u54c1\u5373\u836f\u54c1<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u9a71\u52a8<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u4ea7\u54c1\u4ef7\u503c\uff0c\u8ba4\u4e3a\u5176\u7b80\u5316\u4e86\u5065\u5eb7\u8d2d\u7269\u51b3\u7b56\u3002\u6709\u6548\u5efa\u8bae\u5305\u62ec\uff1a\u5c06\u8425\u9500\u91cd\u70b9\u4ece\u201c\u8bc4\u5206\u201d\u8f6c\u5411\u201c\u5373\u65f6\u8425\u517b\u6e05\u6670\u5ea6\u201d\uff0c\u4ee5\u89e3\u51b3\u51b3\u7b56\u75b2\u52b3\uff1b\u5f3a\u8c03\u201c\u5065\u5eb7\u66ff\u6362\u201d\u529f\u80fd\u4f5c\u4e3a\u6838\u5fc3\u5438\u5f15\u529b\uff0c\u964d\u4f4e\u4f7f\u7528\u5fc3\u7406\u95e8\u69db\u3002\u521b\u59cb\u4eba\u79ef\u6781\u4e92\u52a8\uff0c\u63a2\u8ba8\u4ea7\u54c1\u4f18\u5316\u65b9\u5411\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n FoodHealth Score \u7684\u5b9e\u8d28\uff0c\u662f\u5c06\u4e00\u4e2a\u6210\u719f\u7684B2B\u884c\u4e1a\u89e3\u51b3\u65b9\u6848\uff08\u4e0e\u514b\u7f57\u683c\u7b49\u5de8\u5934\u5408\u4f5c\uff09\u8fdb\u884c\u8f7b\u91cf\u5316\u3001\u573a\u666f\u5316\u7684C\u7aef\u964d\u7ef4\u6253\u51fb\u3002\u5176\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u5e76\u975e\u524d\u7aef\u7b80\u5355\u7684\u8bc4\u5206\u5c55\u793a\uff0c\u800c\u662f\u80cc\u540e\u57fa\u4e8e2000\u4ebf\u8d2d\u4e70\u6570\u636e\u96c6\u548c\u4e13\u6709\u8425\u517b\u7b97\u6cd5\u7684\u51b3\u7b56\u5f15\u64ce\u3002\u8fd9\u4f7f\u5b83\u8d85\u8d8a\u4e86\u201c\u6210\u5206\u626b\u63cf\u4eea\u201d\u7684\u6d45\u5c42\u5de5\u5177\u5c5e\u6027\uff0c\u6210\u4e3a\u4e00\u4e2a\u5d4c\u5165\u6d88\u8d39\u51b3\u7b56\u5173\u952e\u8282\u70b9\u7684\u201c\u8425\u517b\u8fc7\u6ee4\u5668\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5de7\u5999\u5730\u907f\u5f00\u4e86\u5065\u5eb7\u7c7b\u5e94\u7528\u6700\u5927\u7684\u9677\u9631\u2014\u2014\u7528\u6237\u8bb0\u5f55\u8d1f\u62c5\u3002\u5b83\u5c06\u5e72\u9884\u65f6\u673a\u4ece\u201c\u9910\u540e\u8bb0\u5f55\u201d\u524d\u7f6e\u5230\u201c\u8d2d\u4e70\u77ac\u95f4\u201d\uff0c\u8fd9\u662f\u884c\u4e3a\u6539\u53d8\u7406\u8bba\u7684\u9ad8\u660e\u5e94\u7528\u3002\u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u660e\u663e\uff1a\u7b2c\u4e00\uff0c\u8bc4\u5206\u6807\u51c6\u7684\u201c\u6743\u5a01\u6027\u201d\u4e0e\u201c\u4e2a\u6027\u5316\u201d\u4e4b\u95f4\u5b58\u5728\u56fa\u6709\u77db\u76fe\u3002\u4e00\u4e2a\u901a\u7528\u7684\u7b97\u6cd5\u5982\u4f55\u540c\u65f6\u6ee1\u8db3\u751f\u916e\u996e\u98df\u8005\u3001\u7cd6\u5c3f\u75c5\u60a3\u8005\u548c\u666e\u901a\u5065\u5eb7\u4eba\u7fa4\u7684\u5dee\u5f02\u5316\u9700\u6c42\uff1f\u8bc4\u8bba\u4e2d\u63d0\u5230\u7684GLP-1\u7528\u836f\u8005\u9700\u6c42\u5df2\u51f8\u663e\u8fd9\u4e00\u70b9\u3002\u7b2c\u4e8c\uff0c\u5546\u4e1a\u6a21\u5f0f\u7684\u53ef\u6301\u7eed\u6027\u5b58\u7591\u3002\u4f5c\u4e3a\u514d\u8d39\u6269\u5c55\uff0c\u5176\u672a\u6765\u5f88\u53ef\u80fd\u8d70\u5411\u201c\u63a8\u8350\u66ff\u6362\u5546\u54c1\u201d\u7684\u4f63\u91d1\u6a21\u5f0f\u6216\u5411B\u7aef\u6570\u636e\u670d\u52a1\u5bfc\u6d41\uff0c\u8fd9\u52bf\u5fc5\u5f15\u53d1\u5176\u4e2d\u7acb\u6027\u8d28\u7591\u3002\u5f53\u201c\u5065\u5eb7\u66ff\u6362\u5efa\u8bae\u201d\u4e0e\u5e73\u53f0\u4f63\u91d1\u6302\u94a9\u65f6\uff0c\u5176\u516c\u4fe1\u529b\u5c06\u9762\u4e34\u8003\u9a8c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u521b\u59cb\u4eba\u6545\u4e8b\u867d\u5177\u611f\u67d3\u529b\uff0c\u4f46\u5c06\u201c\u98df\u54c1\u5373\u836f\u54c1\u201d\u7684\u5b8f\u5927\u53d9\u4e8b\u5bc4\u6258\u4e8e\u4e00\u6b3e\u6d4f\u89c8\u5668\u63d2\u4ef6\uff0c\u5176\u627f\u8f7d\u80fd\u529b\u6709\u9650\u3002\u4ea7\u54c1\u7684\u957f\u671f\u4ef7\u503c\u4e0d\u5728\u4e8e\u5f15\u5bfc\u4e2a\u4f53\u8d2d\u4e70\u66f4\u5065\u5eb7\u7684\u9ea6\u7247\uff0c\u800c\u5728\u4e8e\u5176\u6c89\u6dc0\u7684\u3001\u5b9e\u65f6\u52a8\u6001\u7684\u6d88\u8d39\u9009\u62e9\u6570\u636e\uff0c\u8fd9\u6216\u8bb8\u624d\u662f\u5176\u8d4b\u80fd\u884c\u4e1a\u3001\u5f71\u54cd\u4f9b\u5e94\u94fe\u7684\u7ec8\u6781\u7b79\u7801\u3002\u5f53\u524d\u7248\u672c\u662f\u4e00\u4e2a\u51fa\u8272\u7684\u5e02\u573a\u5207\u5165\u70b9\u548c\u6570\u636e\u91c7\u96c6\u5165\u53e3\uff0c\u4f46\u82e5\u4e0d\u80fd\u89e3\u51b3\u8bc4\u5206\u4e2a\u6027\u5316\u4e0e\u5546\u4e1a\u6a21\u5f0f\u7684\u7eaf\u6d01\u6027\u96be\u9898\uff0c\u5b83\u53ef\u80fd\u53ea\u4f1a\u662f\u53c8\u4e00\u4e2a\u7167\u4eae\u4e86\u95ee\u9898\u3001\u5374\u65e0\u6cd5\u6839\u6cbb\u95ee\u9898\u7684\u201c\u5065\u5eb7\u5e7b\u89c9\u201d\u5de5\u5177\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">FoodHealth Score<\/span>\n <\/div>\n<div class=\"comment-content\">FoodHealth Score is a free Chrome extension that scores every grocery product 1\u2013100 as you shop at Target, Walmart, Amazon, Whole Foods and more. See if something’s actually healthy. Get a smarter swap that fits your budget and dietary needs. Then watch your whole cart improve before you check out. Powered by a 200 billion purchase dataset and a proprietary nutrition algorithm that’s being used by Kroger, Hy-Vee, NielsenIQ and others across the food industry to build a healthier food supply.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! \ud83d\udc4b I’m Sam, Founder\/CEO at FoodHealth Co.<\/p>\n<p>My earliest memories are all about food. I grew up in an Italian-American family in New Jersey, and I remember sitting on my grandmother’s kitchen counter at age 3, ripping parsley for her meatballs. She always prioritized fruits and vegetables at every meal and made sure we understood the importance of a well-balanced plate.<\/p>\n<p>So it was jarring, two decades later, when she called to tell me that her A1C was too high. That if she didn’t figure out how to turn it around, she was going to have to go on medication for diabetes. We didn’t understand how this had happened when she’s always prioritized eating well.<\/p>\n<p>We spent a Sunday afternoon going through her pantry, looking for answers, and I was disappointed by what we found. Cereal that said “made with whole grains” on the front, but had 4 different kinds of added sugar on the back. “Organic Dark Chocolate” that was only 35% cacao and had a laundry list of ingredients on the back.<\/p>\n<p>She, like many of us, thought she was buying the healthier option at the store because of what was on the front of the package. Unfortunately, the front of the package doesn’t tell us the whole story.<\/p>\n<p>We created the FoodHealth Score to remove the guesswork and answer the single most common question people ask about food: “Is this healthy for me?”<\/p>\n<p>We started B2B – working with insurers and employers to use the FoodHealth Score in food-as-medicine programs. And watching it work on a smaller scale made me even more certain: this needed to reach everyone, at the exact moment they’re deciding what to eat: at the store.<\/p>\n<p>That led to our partnerships with Kroger & Hy-Vee, bringing the FoodHealth Score to millions of shoppers. And now, with this Chrome extension, it works on Target, Walmart, Amazon and Whole Foods, too. Bringing something direct to consumer gives us the ability to move faster & support more of the places you buy food.<\/p>\n<p>Here’s what it does:<br \/>\ud83d\udd22 Scores every product 1\u2013100 as you browse<br \/>\ud83d\udd04 Suggests a healthier swap (you can see insights on why we’re suggesting it for you)<\/p>\n<p>It’s completely free. And right now we’re giving away $2,000 in groceries – install and share with a friend to enter. Every friend who downloads it gives you an extra chance to win (closes April 30).<\/p>\n<p>Would love to hear from you: what grocery store do you shop at most, and how can we best support you in making healthy choices at the store?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>12<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@samtalksfood\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samtalksfood<\/a> so nice! I want to try this one<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@samtalksfood\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samtalksfood<\/a> why didn’t this exist years ago?!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 should have every online grocery store mandatory!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> thank you so much! I\u2019m Kent, CPO here at the FoodHealth Co, and of course I feel the same \ud83d\ude42 but I\u2019m curious what resonates about it for you? What could we do to make healthy food shopping even easier \/ better for you? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> could not agree more!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>this is an extremely powerful tool that we have been using for our weekly shops. It\u2019s so easy and helpful. Thank you! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@max_alexander3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@max_alexander3<\/a> thank you! can you imagine anything that might be more helpful for you? What’s missing that we could improve? <\/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\">Congrats on the launch!, FoodHealth Score looks like a powerful tool to simplify the complex world of nutrition.<\/p>\n<p>Quick tip from a growth perspective: Most health apps fail because they make tracking feel like more work. The real pain you’re solving isn’t a lack of information, but Decision Fatigue. People are tired of wondering if their meal is good or bad.<\/p>\n<p>If you pivot your messaging from \u201cScore your food\u201d to \u201cInstant Nutritional Clarity\u201d, you move from being a \u201ctracking tool\u201d to a \u201clifestyle filter\u201d, I’m dropping a couple of specific copy tweaks in your DM to help you hit that emotional hook. Best of luck today!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@franco_vidal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@franco_vidal<\/a> thanks for the positioning feedback! I’m curious – which of the product features do you find most useful? Scoring, nutritional insights, or healthy swaps?<\/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\/@franco_vidal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@franco_vidal<\/a> Good re-frame suggestion! Personalization coming soon!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@samtalksfood That\u2019s a tough choice, Samantha! But from a Growth and Retention standpoint, Health Swaps is your secret sauce.<\/p>\n<p>Here is why:<\/p>\n<p>Scoring tells me I\u2019m doing something wrong (Friction).<\/p>\n<p>Nutritional Insight tells me why it\u2019s wrong (Education).<\/p>\n<p>But Health Swaps give me the \u201cAha!\u201d moment by providing an immediate, low-friction solution.<\/p>\n<p>It\u2019s the difference between a \u201cJudge\u201d and a \u201cGuide\u201d, If you lead your marketing with the \u201cSwap\u201d angle, you lower the barrier to entry because people don\u2019t feel like they\u2019re \u201cstarting a diet\u201d, they\u2019re just making ‘better choices\u201d.<\/p>\n<p>Good luck with the #1 spot today!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>With two young kids, finding the time to eat healthy is nearly impossible. This truly makes my life easier \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@christine_oleksiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@christine_oleksiuk<\/a> so glad we’re making your life easier!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Kent here – I lead product at FoodHealth Co, working closely with Sam and our amazing crew. I’m so excited to see your prompts rolling in.<\/p>\n<p>We built FoodHealth Score because nutrition doesn’t show up in what you log in an app or what you tell a dietitian or what you tell chatGPT – it’s down to what you <strong>buy<\/strong>. So we made this to be your healthy shopping companion right in your favorite grocers: Amazon, Whole Foods, Wal Mart and Target.<\/p>\n<p>It\u2019s rad, fun, and simple: just good sound dietary insight powered by our score to help you make these decisions just a bit easier. It\u2019s important to me because I struggle with healthy eating, especially as I’ve gone on a GLP-1, and I\u2019ve lost a number of family members to dietary conditions. My goal is to help as many people as possible to improve their health through food. <\/p>\n<p>Check it out and give feedback. We’d love to make it better for you (with lots of exciting new things in the works already!). <\/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>This tool delivers food transparency right when you need it most: during your shopping experience. It\u2019s time we empowered ourselves to make truly informed food choices.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/2OV6GDRAFLZYO4\" class=\"app-title\">CodeWords UI<\/a><\/p>\n<div class=\"one-liner\">Bring your automations to life<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">99<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>CodeWords UI\u662f\u4e00\u4e2a\u65e0\u4ee3\u7801\u81ea\u52a8\u5316\u5e73\u53f0\uff0c\u5141\u8bb8\u7528\u6237\u901a\u8fc7\u804a\u5929\u754c\u9762\u4e3a\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41\u5feb\u901f\u751f\u6210\u524d\u7aef\u754c\u9762\u3001\u4eea\u8868\u76d8\u548c\u4ea4\u4e92\u5f0f\u667a\u80fd\u4f53\uff0c\u89e3\u51b3\u4e86\u975e\u6280\u672f\u7528\u6237\u96be\u4ee5\u5c06\u590d\u6742\u540e\u7aef\u81ea\u52a8\u5316\u8f6c\u5316\u4e3a\u53ef\u6f14\u793a\u3001\u53ef\u5206\u4eab\u3001\u53ef\u9500\u552e\u4ea7\u54c1\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\/76cbfbb6-0e31-4129-8875-b7f8f9e6870f.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\/bf97c978-f17e-4852-b8b6-8b18668d799d.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\/d348a4f1-d8aa-4a4a-87d3-8d270a3a4edc.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\/773f3370-5f8b-4f92-939c-8913439a5f72.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\/b6d65461-7029-40a8-8439-21ef0a846d7d.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/pdIqn0Cbc7g\"><source src=\"https:\/\/youtu.be\/pdIqn0Cbc7g\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">No-Code<\/span><br \/>\n <span class=\"tag\">Vibe coding<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u65e0\u4ee3\u7801\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u804a\u5929\u5f0f\u6784\u5efa<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">\u524d\u7aef\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u4eea\u8868\u76d8<\/span><br \/>\n <span class=\"tag\">\u5185\u90e8\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">SaaS\u751f\u6210\u5668<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u5316<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u6709\u6548\u8bc4\u8bba\u4e3b\u8981\u6765\u81ea\u56e2\u961f\u3002\u521b\u59cb\u4eba\u9610\u8ff0\u4e86\u4ea7\u54c1\u4ece\u7eaf\u81ea\u52a8\u5316\u5230\u201c\u754c\u9762\u5316\u201d\u7684\u6f14\u8fdb\u903b\u8f91\uff0c\u56de\u5e94\u4e86\u7528\u6237\u5bf9\u4ea4\u4e92\u3001\u6f14\u793a\u548c\u4ea7\u54c1\u5316\u7684\u9700\u6c42\uff0c\u5f3a\u8c03\u5176\u804a\u5929\u6784\u5efa\u7684\u6838\u5fc3\u5dee\u5f02\u3002\u8054\u5408\u521b\u59cb\u5de5\u7a0b\u5e08\u8865\u5145\u4e86\u5176\u201c\u4ece\u60f3\u6cd5\u5230\u53ef\u5206\u4eab\u4f53\u9a8c\u201d\u7684\u4e00\u4f53\u5316\u4ef7\u503c\u3002\u8bc4\u8bba\u6574\u4f53\u79ef\u6781\uff0c\u4f46\u7f3a\u4e4f\u771f\u5b9e\u5916\u90e8\u7528\u6237\u7684\u6df1\u5ea6\u4f7f\u7528\u53cd\u9988\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n CodeWords UI\u7684\u53d1\u5e03\uff0c\u672c\u8d28\u4e0a\u662f\u4e00\u6b21\u4ece\u201c\u529f\u80fd\u5b9e\u73b0\u201d\u5230\u201c\u4ea7\u54c1\u4ea4\u4ed8\u201d\u7684\u8270\u96be\u8de8\u8d8a\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u201c\u65e0\u4ee3\u7801\u5efa\u7ad9\u201d\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u586b\u8865\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41\u4e0e\u7ec8\u7aef\u7528\u6237\uff08\u5ba2\u6237\u3001\u56e2\u961f\u6210\u5458\uff09\u4e4b\u95f4\u7684\u4f53\u9a8c\u9e3f\u6c9f\u3002\u4ee5\u5f80\u7684\u81ea\u52a8\u5316\u5f80\u5f80\u85cf\u5728\u540e\u53f0\uff0c\u5982\u4eca\u901a\u8fc7\u751f\u6210\u754c\u9762\uff0c\u4f7f\u5f97\u201c\u81ea\u52a8\u5316\u5373\u4ea7\u54c1\u201d\u6210\u4e3a\u53ef\u80fd\uff0c\u8fd9\u76f4\u63a5\u51fb\u4e2d\u4e86\u4e2d\u5c0f\u673a\u6784\u3001\u4e2a\u4f53\u521b\u4e1a\u8005\u5c06\u5185\u90e8\u6548\u7387\u5de5\u5177\u8fdb\u884c\u5546\u4e1a\u5316\u53d8\u73b0\u7684\u521a\u9700\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u4e00\u5207\u7686\u5728\u804a\u5929\u4e2d\u5b8c\u6210\u201d\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u4f18\u52bf\u662f\u964d\u4f4e\u4e86\u6784\u5efa\u95e8\u69db\uff0c\u4fdd\u6301\u4e86\u8fed\u4ee3\u901f\u5ea6\uff1b\u4f46\u9690\u60a3\u5728\u4e8e\uff0c\u590d\u6742\u4ea4\u4e92\u903b\u8f91\u7684\u68b3\u7406\u4e0e\u8bbe\u8ba1\uff0c\u4ec5\u9760\u81ea\u7136\u8bed\u8a00\u5bf9\u8bdd\u662f\u5426\u80fd\u7cbe\u51c6\u3001\u9ad8\u6548\u5730\u5b8c\u6210\uff1f\u8fd9\u5bf9\u5176AI\u7684\u7406\u89e3\u4e0e\u751f\u6210\u80fd\u529b\u63d0\u51fa\u4e86\u6781\u9ad8\u8981\u6c42\u3002\u6b64\u5916\uff0c\u751f\u6210\u7684UI\u80fd\u5426\u6ee1\u8db3\u4e13\u4e1a\u7ea7\u7684\u7528\u6237\u4f53\u9a8c\u548c\u5b9a\u5236\u5316\u9700\u6c42\uff0c\u4ecd\u9700\u89c2\u5bdf\u3002\u5b83\u66f4\u50cf\u662f\u4e00\u4e2a\u201c\u4ea7\u54c1\u539f\u578b\u201d\u6216\u201c\u6700\u5c0f\u53ef\u884c\u4ea7\u54c1\u201d\u7684\u52a0\u901f\u5668\uff0c\u800c\u975e\u53d6\u4ee3\u4e13\u4e1a\u524d\u7aef\u5f00\u53d1\u7684\u4e07\u80fd\u94a5\u5319\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d\u5e02\u573a\u7ade\u54c1\u6797\u7acb\uff0c\u4eceZapier\u7684Interfaces\u5230\u5404\u7c7b\u4f4e\u4ee3\u7801\u5e73\u53f0\u3002CodeWords\u7684\u7a81\u56f4\u70b9\u5728\u4e8e\u5176\u201c\u804a\u5929\u539f\u751f\u201d\u7684\u6784\u5efa\u8303\u5f0f\u548c\u5bf9\u81ea\u52a8\u5316\u540e\u7aef\u7684\u6df1\u5ea6\u6574\u5408\u3002\u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\uff0c\u5176\u751f\u6210\u7684UI\u662f\u505c\u7559\u5728\u201c\u80fd\u770b\u201d\u7684\u5c42\u9762\uff0c\u8fd8\u662f\u80fd\u8fbe\u5230\u201c\u597d\u7528\u201d\u7684\u7ea7\u522b\u3002\u5982\u679c\u6210\u529f\uff0c\u5b83\u5c06\u5f00\u8f9f\u4e00\u4e2a\u7ec6\u5206\u8d5b\u9053\uff1b\u5426\u5219\uff0c\u53ef\u80fd\u53ea\u662f\u4e00\u4e2a\u6709\u8da3\u7684\u9644\u5c5e\u529f\u80fd\u3002\u5176\u6210\u8d25\u5c06\u53d6\u51b3\u4e8e\u751f\u6210\u754c\u9762\u7684\u8d28\u91cf\u4e0a\u9650\uff0c\u4ee5\u53ca\u751f\u6001\u4e2d\u80fd\u5426\u6d8c\u73b0\u51fa\u8db3\u591f\u591a\u5177\u6709\u8bf4\u670d\u529b\u7684\u590d\u6742\u5e94\u7528\u6848\u4f8b\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\">CodeWords UI<\/span>\n <\/div>\n<div class=\"comment-content\">CodeWords is the one automation platform to build and run your business, without any code required. Today we’re launching CodeWords UI: generate a frontend for any workflow, publish to a custom domain, and add portals, logins, and subscriptions on top. Turn your automations into products you can actually demo, share, and sell \u2014 all from the same chat you already use.<\/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, Osman here, Co-founder of CodeWords, the one automation platform to build and run your business.<\/p>\n<p>Our mission has always been to enable non-technical people to create automations that takes repetitive work away \u2014 all in a single conversation. Agencies, solopreneurs and small business owners have built thousands of automations on CodeWords.<\/p>\n<p><strong>But many of you have asked us<\/strong>: how can I interact with my agents? How can I visualize the outputs of my automations? How can I demo my workflows to clients? Can I turn my workflow into a SaaS?<\/p>\n<p><strong>Today, we\u2019re excited to launch CodeWords UI to let you bring your workflows and automations to life!<\/strong><\/p>\n<p>Now you can build interactive agents, live dashboards for your workflows, and visualize your automations.<\/p>\n<p>Our end game is to have agencies and solopreneurs building and running their business on CodeWords.<\/p>\n<p><strong>So, how is it different from a no-code workflow builder?<\/strong> On CodeWords, you do everything from the chat: build, edit, publish, and even maintenance.<\/p>\n<p><strong>Is it yet another app builder?<\/strong> CodeWords, at its core, is best for building complex backends for automations, not just CRUD apps. We just added the ability to generate a UI now.<\/p>\n<p><strong>\ud83d\udc49 What can I build?<\/strong> Here\u2019s what some of the businesses our community has already built:<\/p>\n<ul>\n<li>\n<p>LinkedIn Auto-reply tool: <a href=\"https:\/\/linkedinautoreply.codewords.run\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/linkedinautoreply.codewords.run\/<\/a><\/p>\n<\/li>\n<li>\n<p>LinkedIn post scorer: <a href=\"https:\/\/linkedin-scorer.codewords.run\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/linkedin-scorer.codewords.run\/<\/a><\/p>\n<\/li>\n<li>\n<p>Article to Voice Message on WhatsApp: <a href=\"https:\/\/article-to-audio.codewords.run\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/article-to-audio.codewords.run\/<\/a><\/p>\n<\/li>\n<li>\n<p>Spotify podcast one-pager generator: <a href=\"https:\/\/podcast-one-pager.codewords.run\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/podcast-one-pager.codewords.run\/<\/a><\/p>\n<\/li>\n<li>\n<p>Logo finder: <a href=\"https:\/\/logo-finder.codewords.run\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/logo-finder.codewords.run\/<\/a><\/p>\n<\/li>\n<li>\n<p>Track sales: <a href=\"https:\/\/track-sales.codewords.run\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/track-sales.codewords.run\/<\/a><\/p>\n<\/li>\n<\/ul>\n<p>\ud83c\udf81 We can\u2019t wait to see what else you build! Product Hunt users get 20% off at checkout for any Pro or Business subscription with the promo code <strong>PH20.<\/strong><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As founding engineer at CodeWords, this is a big milestone for us \ud83d\ude80<\/p>\n<p>From the beginning, we focused on making it possible to build powerful systems purely through conversation. With CodeWords UI, those systems can now become interactive products – agents, dashboards, internal tools, and client-facing apps – all generated from the same chat-driven workflow.<\/p>\n<p>You still build in chat.<br \/>You still iterate in chat.<br \/>You still deploy in chat.<\/p>\n<p>But now you can create clean, usable interfaces that make what you\u2019ve built accessible to others \u2728<\/p>\n<p>For agencies and solopreneurs, this means going from idea \u2192 working system \u2192 shareable experience without stitching together multiple tools.<\/p>\n<p>We\u2019re excited to see what the Product Hunt community builds with it, and we\u2019re listening closely to feedback \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>this is one the awesome products launched today , 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\/@kshitij_mishra4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kshitij_mishra4<\/a> Thank you!! \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<\/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\/VA4J7RXYEU4EDA\" class=\"app-title\">Seedream 5.0 Lite<\/a><\/p>\n<div class=\"one-liner\">The next generation of AI image creation is here<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">98<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Seedream 5.0 Lite\u662f\u4e00\u6b3e\u96c6\u6df1\u5ea6\u601d\u8003\u4e0e\u5728\u7ebf\u641c\u7d22\u4e8e\u4e00\u4f53\u7684\u591a\u6a21\u6001AI\u56fe\u50cf\u751f\u6210\u5de5\u5177\uff0c\u901a\u8fc7\u63d0\u5347\u6a21\u578b\u7684\u7406\u89e3\u3001\u63a8\u7406\u4e0e\u751f\u6210\u80fd\u529b\uff0c\u4e3a\u521b\u610f\u5de5\u4f5c\u8005\u548c\u5185\u5bb9\u521b\u4f5c\u8005\u89e3\u51b3\u4e86\u5728\u590d\u6742\u610f\u56fe\u4e0b\u5feb\u901f\u83b7\u53d6\u7cbe\u51c6\u3001\u9ad8\u8d28\u91cf\u89c6\u89c9\u5185\u5bb9\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\/21ca5975-4da4-4c0e-bf41-e489a4866fc4.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=q4eI7eXjs0Q\"><source src=\"https:\/\/www.youtube.com\/watch?v=q4eI7eXjs0Q\" 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\/db88cc82-6811-4695-bfd4-e83ae119db55.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fa51f9ef-d9f0-45bf-bb36-1f69e1f217c2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/08279c03-0a74-4037-9b71-587092ec1910.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Photo & Video<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u56fe\u50cf\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u6001\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u6df1\u5ea6\u601d\u8003<\/span><br \/>\n <span class=\"tag\">\u5728\u7ebf\u641c\u7d22<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">\u63a8\u7406\u80fd\u529b<\/span><br \/>\n <span class=\"tag\">\u6a21\u578b\u5347\u7ea7<\/span><br \/>\n <span class=\"tag\">AIGC\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>\u76ee\u524d\u63d0\u4f9b\u7684\u8bc4\u8bba\u6570\u636e\u4e3a\u7a7a\uff0c\u65e0\u6cd5\u603b\u7ed3\u7528\u6237\u53cd\u9988\u3002\u5efa\u8bae\u540e\u7eed\u8865\u5145\u771f\u5b9e\u7528\u6237\u8bc4\u8bba\uff0c\u4ee5\u83b7\u53d6\u5173\u4e8e\u4ea7\u54c1\u5b9e\u9645\u4f7f\u7528\u4f53\u9a8c\u3001\u5177\u4f53\u4f18\u52bf\u4e0e\u4e0d\u8db3\u7684\u5b9d\u8d35\u4fe1\u606f\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Seedream 5.0 Lite\u7684\u53d1\u5e03\uff0c\u5c06\u201c\u6df1\u5ea6\u601d\u8003\u201d\u4e0e\u201c\u5728\u7ebf\u641c\u7d22\u201d\u4f5c\u4e3a\u6838\u5fc3\u5356\u70b9\uff0c\u8bd5\u56fe\u5728\u591a\u6a21\u6001AI\u56fe\u50cf\u751f\u6210\u7684\u7ea2\u6d77\u4e2d\u5f00\u8f9f\u4e00\u6761\u65b0\u8def\u5f84\u3002\u8fd9\u6807\u5fd7\u7740\u884c\u4e1a\u7ade\u4e89\u6b63\u4ece\u5355\u7eaf\u7684\u201c\u63d0\u793a\u8bcd-\u51fa\u56fe\u201d\u901f\u5ea6\u4e0e\u8d28\u91cf\u6bd4\u62fc\uff0c\u5411\u66f4\u524d\u7aef\u7684\u201c\u610f\u56fe\u7406\u89e3\u201d\u4e0e\u201c\u5b9e\u65f6\u4fe1\u606f\u6574\u5408\u201d\u80fd\u529b\u8fc1\u79fb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u5ba3\u79f0\u7684\u201c\u7edf\u4e00\u591a\u6a21\u6001\u201d\u4e0e\u201c\u5168\u65b9\u4f4d\u5347\u7ea7\u201d\uff0c\u672c\u8d28\u4e0a\u662f\u5c06\u6587\u672c\u7406\u89e3\u3001\u903b\u8f91\u63a8\u7406\u3001\u77e5\u8bc6\u83b7\u53d6\uff08\u641c\u7d22\uff09\u548c\u56fe\u50cf\u751f\u6210\u8fdb\u884c\u66f4\u6df1\u5ea6\u7684\u8026\u5408\u3002\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u751f\u6210\u53e6\u4e00\u5f20\u7cbe\u7f8e\u7684\u56fe\u7247\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u51c6\u786e\u89e3\u6790\u7528\u6237\u6a21\u7cca\u3001\u590d\u6742\u751a\u81f3\u77db\u76fe\u7684\u6307\u4ee4\uff0c\u5e76\u4e3b\u52a8\u8c03\u7528\u5916\u90e8\u4fe1\u606f\u6765\u8865\u5168\u521b\u4f5c\u903b\u8f91\u3002\u4f8b\u5982\uff0c\u5f53\u7528\u6237\u63d0\u51fa\u201c\u751f\u6210\u4e00\u5f20\u53cd\u66202024\u5e74\u590f\u5b63\u6d41\u884c\u8d8b\u52bf\u7684\u8857\u5934\u7a7f\u642d\u56fe\u201d\u65f6\uff0c\u6a21\u578b\u80fd\u5426\u7406\u89e3\u201c2024\u5e74\u590f\u5b63\u201d\u3001\u201c\u6d41\u884c\u8d8b\u52bf\u201d\u8fd9\u4e9b\u52a8\u6001\u6982\u5ff5\uff0c\u5e76\u901a\u8fc7\u641c\u7d22\u83b7\u53d6\u5173\u952e\u5143\u7d20\u518d\u8fdb\u884c\u521b\u4f5c\uff0c\u8fd9\u6bd4\u5355\u7eaf\u63d0\u5347\u753b\u8d28\u66f4\u5177\u98a0\u8986\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u6807\u8bed\u4e2d\u7684\u201c\u4e0b\u4e00\u4ee3\u201d\u662f\u5de8\u5927\u7684\u81ea\u6211\u627f\u8bfa\u3002\u201c\u6df1\u5ea6\u601d\u8003\u201d\u5728AI\u9886\u57df\u4ecd\u662f\u4e00\u4e2a\u8425\u9500\u672f\u8bed\u8fdc\u591a\u4e8e\u5de5\u7a0b\u5b9e\u73b0\u7684\u8bcd\u6c47\u3002\u5176\u5b9e\u9645\u63a8\u7406\u6df1\u5ea6\u3001\u641c\u7d22\u7ed3\u679c\u7684\u7b5b\u9009\u4e0e\u878d\u5408\u80fd\u529b\u3001\u4ee5\u53ca\u6700\u7ec8\u8f93\u51fa\u662f\u5426\u771f\u7684\u80fd\u8d85\u8d8a\u201c\u8981\u7d20\u5806\u780c\u201d\u800c\u4f53\u73b0\u771f\u6b63\u7684\u201c\u6784\u601d\u201d\uff0c\u90fd\u9700\u8981\u6781\u5176\u4e25\u82db\u7684\u9a8c\u8bc1\u3002\u76ee\u524d98\u7684\u6295\u7968\u6570\u5728Product Hunt\u4e0a\u70ed\u5ea6\u5e73\u5e73\uff0c\u4e14\u8bc4\u8bba\u7f3a\u5931\uff0c\u5e02\u573a\u521d\u6b65\u53cd\u54cd\u4f3c\u4e4e\u5e76\u672a\u5f15\u7206\u3002\u8fd9\u53ef\u80fd\u610f\u5473\u7740\u4ea7\u54c1\u8981\u4e48\u5c1a\u672a\u89e6\u53ca\u5927\u4f17\u5174\u594b\u70b9\uff0c\u8981\u4e48\u5176\u5ba3\u79f0\u7684\u80fd\u529b\u5728\u6f14\u793a\u4e2d\u5c1a\u672a\u5f62\u6210\u8db3\u591f\u9707\u64bc\u7684\u611f\u77e5\u843d\u5dee\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5bf9\u4e8e\u521b\u4f5c\u8005\u800c\u8a00\uff0c\u5982\u679c\u5176\u80fd\u529b\u5c5e\u5b9e\uff0c\u5b83\u53ef\u80fd\u4ece\u4e00\u4e2a\u6267\u884c\u5de5\u5177\u6f14\u53d8\u4e3a\u4e00\u4e2a\u521d\u7ea7\u521b\u610f\u4f19\u4f34\u3002\u4f46\u98ce\u9669\u5728\u4e8e\uff0c\u8fd9\u79cd\u590d\u6742\u7ba1\u9053\u53ef\u80fd\u5bfc\u81f4\u53ef\u9760\u6027\u4e0b\u964d\uff08\u641c\u7d22\u504f\u5dee\u3001\u63a8\u7406\u9519\u8bef\uff09\uff0c\u727a\u7272\u4e86Midjourney\u7b49\u5de5\u5177\u201c\u76f4\u63a5\u53ef\u63a7\u201d\u7684\u7a33\u5b9a\u6027\u4f18\u52bf\u3002Seedream 5.0 Lite\u7684\u6311\u6218\u5728\u4e8e\uff0c\u5fc5\u987b\u5728\u201c\u667a\u80fd\u201d\u4e0e\u201c\u53ef\u9760\u201d\u4e4b\u95f4\u627e\u5230\u6700\u4f73\u5e73\u8861\u70b9\uff0c\u5e76\u7528\u5927\u91cf\u5b9e\u4f8b\u8bc1\u660e\u5176\u201c\u601d\u8003\u201d\u4e0d\u662f\u5671\u5934\uff0c\u800c\u662f\u53ef\u611f\u77e5\u3001\u53ef\u4f9d\u8d56\u7684\u751f\u4ea7\u529b\u63d0\u5347\u3002\u5426\u5219\uff0c\u5b83\u5f88\u53ef\u80fd\u53ea\u662f\u53c8\u4e00\u4e2a\u53c2\u6570\u5347\u7ea7\u7684\u666e\u901a\u7248\u672c\uff0c\u6df9\u6ca1\u5728\u540c\u8d28\u5316\u7684\u7ade\u4e89\u4e2d\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Seedream 5.0 Lite<\/span>\n <\/div>\n<div class=\"comment-content\">Seedream 5.0 Lite is a unified multimodal image generation model endowed with deep thinking and online search capabilities, featuring an all-round upgrade in its understanding, reasoning and generation capabilities.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/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\/N46TERMTMFOFUI\" class=\"app-title\">DeltaMemory<\/a><\/p>\n<div class=\"one-liner\">Fastest cognitive memory for AI Agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">97<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>DeltaMemory\u4e3aAI\u667a\u80fd\u4f53\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5b9e\u65f6\u5b66\u4e60\u3001\u6301\u7eed\u8fdb\u5316\u7684\u8ba4\u77e5\u8bb0\u5fc6\u5c42\uff0c\u89e3\u51b3\u4e86\u667a\u80fd\u4f53\u5728\u8de8\u4f1a\u8bdd\u65f6\u201c\u8bb0\u5fc6\u6e05\u96f6\u201d\u3001\u65e0\u6cd5\u79ef\u7d2f\u77e5\u8bc6\u548c\u7406\u89e3\u957f\u671f\u5173\u7cfb\u7684\u6838\u5fc3\u75db\u70b9\uff0c\u4f7f\u5176\u4ece\u6f14\u793a\u73a9\u5177\u53d8\u4e3a\u53ef\u6295\u5165\u751f\u4ea7\u7684\u534f\u4f5c\u4f19\u4f34\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\/12182b75-e40e-48d5-a51b-ec3a3f3dd7d1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a9591118-2b4b-4dc4-a849-b4aa0d16c0d3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/66ef4ffc-255a-4e77-abaa-70ba78225f76.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1303fa82-9baa-48f6-8024-e3538f273850.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f9b7445a-623e-42ff-a14e-b04dfbbf050b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3ffcb30d-1a8c-46d3-8a70-e703dade79cf.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\/10cc4c61-d33f-4ec3-80a7-ab52e3950eb4.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/c26d2613b003421a8e8367594ef33691\"><source src=\"https:\/\/www.loom.com\/share\/c26d2613b003421a8e8367594ef33691\" 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\">SaaS<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Tech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53\u8bb0\u5fc6<\/span><br \/>\n <span class=\"tag\">\u8ba4\u77e5\u8bb0\u5fc6\u5c42<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u56fe\u8c31<\/span><br \/>\n <span class=\"tag\">\u7ed3\u6784\u5316\u4e8b\u5b9e\u63d0\u53d6<\/span><br \/>\n <span class=\"tag\">\u6df7\u5408\u68c0\u7d22<\/span><br \/>\n <span class=\"tag\">Rust\u539f\u751f<\/span><br \/>\n <span class=\"tag\">\u6027\u80fd\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u6210\u672c\u6548\u76ca<\/span><br \/>\n <span class=\"tag\">\u957f\u671f\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">\u4f1a\u8bdd\u8fde\u7eed\u6027<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u521b\u59cb\u4eba\u5206\u4eab\u5f00\u53d1\u521d\u8877\uff1a\u73b0\u6709\u65b9\u6848\uff08\u5982\u5411\u91cf\u6570\u636e\u5e93\u3001RAG\uff09\u4ec5\u80fd\u68c0\u7d22\u6587\u672c\u5757\uff0c\u65e0\u6cd5\u5b9e\u73b0\u771f\u6b63\u8bb0\u5fc6\uff0c\u5bfc\u81f4\u667a\u80fd\u4f53\u6bcf\u6b21\u4f1a\u8bdd\u90fd\u4ece\u96f6\u5f00\u59cb\u3002\u7528\u6237\u5171\u9e23\u6b64\u75db\u70b9\uff0c\u5e76\u8ffd\u95ee\u6280\u672f\u8f6c\u6298\u70b9\u3002\u56de\u590d\u6307\u51fa\uff0c\u5173\u952e\u5728\u4e8e\u533a\u5206\u201c\u68c0\u7d22\u201d\u4e0e\u201c\u4fdd\u6301\u72b6\u6001\u201d\uff0c\u9700\u7ed3\u6784\u5316\u3001\u6301\u4e45\u5316\u8bb0\u5fc6\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 DeltaMemory\u7684\u91ce\u5fc3\uff0c\u662f\u7ed9AI\u667a\u80fd\u4f53\u88c5\u4e0a\u201c\u6d77\u9a6c\u4f53\u201d\u3002\u5b83\u76f4\u6307\u5f53\u524dAI\u4ee3\u7406\u751f\u6001\u6700\u5c34\u5c2c\u7684\u77ed\u677f\uff1a\u770b\u4f3c\u806a\u660e\uff0c\u5b9e\u5219\u5065\u5fd8\u3002\u5176\u5ba3\u79f0\u7684\u201c\u975e\u5411\u91cf\u6570\u636e\u5e93\u3001\u975eRAG\u201d\uff0c\u5b9e\u5219\u662f\u5c06\u8bb0\u5fc6\u4ece\u201c\u57fa\u4e8e\u76f8\u4f3c\u6027\u7684\u6587\u672c\u53ec\u56de\u201d\u5347\u7ea7\u4e3a\u201c\u57fa\u4e8e\u4e8b\u5b9e\u4e0e\u5173\u7cfb\u7684\u72b6\u6001\u4fdd\u6301\u201d\u3002\u8fd9\u4e00\u5b9a\u4f4d\u6781\u5177\u6d1e\u5bdf\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u6838\u5fc3\u4ef7\u503c\u53ef\u80fd\u5728\u4e8e\u4e09\u4e2a\u5c42\u9762\uff1a\u7b2c\u4e00\uff0c**\u5c06\u8bb0\u5fc6\u201c\u7ed3\u6784\u5316\u201d**\u3002\u901a\u8fc7\u63d0\u53d6\u4e8b\u5b9e\u3001\u6784\u5efa\u77e5\u8bc6\u56fe\u8c31\uff0c\u5b83\u8bd5\u56fe\u8ba9AI\u7406\u89e3\u5b9e\u4f53\u95f4\u5173\u7cfb\uff0c\u800c\u975e\u4ec5\u4ec5\u5339\u914d\u8bcd\u6c47\uff0c\u8fd9\u662f\u5b9e\u73b0\u957f\u671f\u3001\u8fde\u8d2f\u5bf9\u8bdd\u7684\u903b\u8f91\u57fa\u7840\u3002\u7b2c\u4e8c\uff0c**\u5f15\u5165\u201c\u751f\u7269\u6027\u9057\u5fd8\u201d\u4e0e\u201c\u53cd\u601d\u201d\u673a\u5236**\u3002\u8fd9\u6697\u793a\u5176\u7cfb\u7edf\u5177\u5907\u4fe1\u606f\u7b5b\u9009\u4e0e\u6574\u5408\u80fd\u529b\uff0c\u800c\u975e\u65e0\u9650\u5806\u780c\u6570\u636e\uff0c\u662f\u8fc8\u5411\u9ad8\u6548\u8bb0\u5fc6\u7ba1\u7406\u7684\u5173\u952e\u4e00\u6b65\u3002\u7b2c\u4e09\uff0c**\u6781\u81f4\u7684\u6027\u80fd\u4e0e\u6210\u672c\u4e3b\u5f20**\u3002\u51ed\u501fRust\u539f\u751f\u5b9e\u73b0\uff0c\u5176\u5728\u901f\u5ea6\u4e0e\u6210\u672c\u4e0a\u7684\u4f18\u52bf\uff0c\u76f4\u63a5\u7784\u51c6\u4e86\u89c4\u6a21\u5316\u751f\u4ea7\u5e94\u7528\u7684\u786c\u6027\u95e8\u69db\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\u5176\u201c\u8ba4\u77e5\u5f15\u64ce\u201d\u7684\u5b9e\u9645\u6548\u80fd\u3002\u77e5\u8bc6\u56fe\u8c31\u7684\u81ea\u52a8\u6784\u5efa\u4e0e\u66f4\u65b0\u7cbe\u5ea6\u3001\u4e8b\u5b9e\u63d0\u53d6\u7684\u51c6\u786e\u6027\u3001\u4ee5\u53ca\u201c\u53cd\u601d\u201d\u903b\u8f91\u7684\u5408\u7406\u6027\uff0c\u90fd\u5c06\u7ecf\u53d7\u590d\u6742\u73b0\u5b9e\u573a\u666f\u7684\u4e25\u9177\u8003\u9a8c\u3002\u5b83\u80fd\u5426\u5728\u4e0d\u540c\u9886\u57df\u3001\u4e0d\u540c\u5bf9\u8bdd\u98ce\u683c\u4e0b\u7a33\u5b9a\u5730\u201c\u7406\u89e3\u201d\u800c\u975e\u201c\u8bef\u8bfb\u201d\uff0c\u662f\u51b3\u5b9a\u5176\u5929\u82b1\u677f\u7684\u5173\u952e\u3002\u6b64\u5916\uff0c\u5176\u7b80\u5316\u7684\u201c\u6444\u53d6\u3001\u56de\u5fc6\u3001\u53cd\u601d\u201dAPI\u56fa\u7136\u964d\u4f4e\u4e86\u96c6\u6210\u95e8\u69db\uff0c\u4f46\u4e5f\u5c06\u5168\u90e8\u590d\u6742\u6027\u9ed1\u76d2\u5316\uff0c\u5bf9\u8ffd\u6c42\u900f\u660e\u5ea6\u548c\u53ef\u63a7\u6027\u7684\u4f01\u4e1a\u7ea7\u7528\u6237\u53ef\u80fd\u6784\u6210\u98ce\u9669\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cDeltaMemory\u5207\u5165\u7684\u65b9\u5411\u662f\u6b63\u786e\u4e14\u524d\u6cbf\u7684\u3002\u5982\u679c\u5176\u6280\u672f\u80fd\u5982\u5176\u5ba3\u4f20\u822c\u53ef\u9760\uff0c\u5b83\u5c06\u4e0d\u662f\u53c8\u4e00\u4e2a\u8bb0\u5fc6\u7ec4\u4ef6\uff0c\u800c\u662f\u63a8\u52a8AI\u667a\u80fd\u4f53\u4ece\u201c\u5355\u6b21\u4efb\u52a1\u5de5\u5177\u201d\u8fc8\u5411\u201c\u957f\u671f\u4e2a\u6027\u5316\u670d\u52a1\u201d\u7684\u57fa\u7840\u8bbe\u65bd\u7ea7\u53d8\u91cf\u3002\u4f46\u5176\u6210\u529f\u4e0e\u5426\uff0c\u4e0d\u53d6\u51b3\u4e8e\u534e\u4e3d\u7684benchmarks\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u8ba9\u5f00\u53d1\u8005\u771f\u5207\u611f\u53d7\u5230\uff0c\u5bf9\u9762\u7684\u667a\u80fd\u4f53\u771f\u7684\u201c\u8ba4\u8bc6\u201d\u4f60\u4e86\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\">DeltaMemory<\/span>\n <\/div>\n<div class=\"comment-content\">AI agents are getting smarter, but they still forget everything between sessions. We built DeltaMemory because we kept hitting that wall. Not a vector DB, not RAG, a real memory layer that extracts facts, builds a knowledge graph, and actually learns over time. Rust native. #1 on LoCoMo. 2x faster than Mem0 and other alternatives. 97% cheaper at scale.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt <br \/>We kept building AI agents that impressed people in demos and frustrated them in production. Not because the LLM was bad, but because every session started from zero. No memory of past conversations, preferences, or context. Just a smart tool with amnesia.<\/p>\n<p>We tried vector DBs. We tried RAG. They retrieve similar chunks, they don’t actually *remember*. There’s a difference between finding a document and understanding a relationship built over 50 conversations.<\/p>\n<p>So I started over, in Rust, and built the memory layer I wished existed. Not a wrapper. A full cognitive engine, knowledge graphs, biological forgetting, structured fact extraction, hybrid retrieval. The kind of memory system that actually makes agents feel like they know you.<\/p>\n<p>The approach evolved a lot. Early versions were too complex to integrate. We stripped it down to three core actions: ingest, recall, reflect. Turns out that’s all you need, if the engine underneath is doing the hard work properly.<\/p>\n<p>We’re #1 on LoCoMo benchmarks. 2x faster than Mem0 and other alternatives. <br \/>Happy to answer anything – use cases, or why Rust. Ask away \ud83d\udc47<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Shreejit, that line about agents impressing in demos but frustrating in production because every session starts from zero really hits. Was there a specific moment where you watched an agent forget something it should have known after 50 conversations and thought okay, RAG isn\u2019t memory, we need something else entirely?<\/div>\n<div class=\"comment-actions\">\n<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\/@vouchy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vouchy<\/a> Hey Van, It wasn\u2019t one big failure. It was repetition. After 50+ conversations, it still forgot stable facts and asked the same questions again. That\u2019s when it clicked, RAG retrieves similar text and memory preserves state. We didn\u2019t need better top-k. We needed structured and persistent memory.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#18<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/JZUKM6BAJ6F2GQ\" class=\"app-title\">Playground by Natoma<\/a><\/p>\n<div class=\"one-liner\">Simple, fast way to find and try any MCP server. No setup.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">92<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u65e0\u9700\u914d\u7f6e\u3001\u5373\u5f00\u5373\u7528\u7684MCP\u670d\u52a1\u5668\u5728\u7ebf\u76ee\u5f55\u4e0e\u4ea4\u4e92\u5f0f\u6e38\u4e50\u573a\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u6d77\u91cf\u6d8c\u73b0\u7684MCP\u670d\u52a1\u5668\u4e2d\u96be\u4ee5\u53d1\u73b0\u3001\u8bc4\u4f30\u548c\u8bd5\u7528\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\/55154c9b-16af-4adc-803f-ae6042ac9142.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/05e7c990-2f75-44f5-b85e-70eca615678d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/01ce6c15-af0b-4935-a56d-76341e258600.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/25fc5ce1-9ef4-4cf4-bab6-2c3ac7512680.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\/693ff3a3-b877-4a74-9540-996ed6f0731d.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/jTh0yBDjVgo\"><source src=\"https:\/\/youtu.be\/jTh0yBDjVgo\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Search<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">MCP\u670d\u52a1\u5668<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5e94\u7528\u76ee\u5f55<\/span><br \/>\n <span class=\"tag\">\u4ea4\u4e92\u5f0f\u4f53\u9a8c<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\/\u4f4e\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">\u539f\u578b\u6d4b\u8bd5<\/span><br \/>\n <span class=\"tag\">\u5de5\u5177\u53d1\u73b0<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u63a2\u7d22<\/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\u80af\u5b9a\u5176\u89e3\u51b3\u4e86MCP\u670d\u52a1\u5668\u53d1\u73b0\u4e0e\u8bc4\u4f30\u7684\u6469\u64e6\u70b9\u3002\u4e3b\u8981\u53cd\u9988\u5305\u62ec\uff1a\u8be2\u95ee\u662f\u5426\u652f\u6301\u6dfb\u52a0\u81ea\u5b9a\u4e49\u670d\u52a1\u5668\uff08\u56e2\u961f\u56de\u5e94\u6b63\u5728\u5f00\u53d1\uff09\u3001\u662f\u5426\u652f\u6301Claude\u6280\u80fd\u3001\u5982\u4f55\u9a8c\u8bc1\u7528\u6237\u884c\u4e3a\uff0c\u4ee5\u53ca\u5efa\u8baeGitHub\u9879\u76ee\u53ef\u94fe\u63a5\u81f3\u8be5\u5e73\u53f0\u8fdb\u884c\u6d4b\u8bd5\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Playground by Natoma \u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u65b0\u5174\u6280\u672f\u534f\u8bae\uff08MCP\uff09\u751f\u6001\u4e2d\u7684\u5173\u952e\u65ad\u5c42\uff1a\u4ece\u201c\u670d\u52a1\u5668\u6cdb\u6ee5\u201d\u5230\u201c\u6709\u6548\u4f7f\u7528\u201d\u4e4b\u95f4\u7684\u5de8\u5927\u9e3f\u6c9f\u3002\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u76ee\u5f55\u805a\u5408\uff0c\u800c\u5728\u4e8e\u901a\u8fc7\u201c\u6d4f\u89c8\u5668\u5185\u5373\u65f6\u8bd5\u73a9\u201d\u8fd9\u4e00\u6838\u5fc3\u52a8\u4f5c\uff0c\u5c06\u8bc4\u4f30\u6210\u672c\u964d\u81f3\u8fd1\u4e4e\u4e3a\u96f6\u3002\u8fd9\u76f4\u63a5\u51fb\u4e2d\u4e86MCP\u670d\u52a1\u5668\u5f53\u524d\u63a8\u5e7f\u7684\u6838\u5fc3\u96be\u9898\u2014\u2014\u5f00\u53d1\u8005\u4e0d\u613f\u4e3a\u7406\u89e3\u4e00\u4e2a\u672a\u77e5\u5de5\u5177\u800c\u4ed8\u51fa\u590d\u6742\u7684\u914d\u7f6e\u4e0e\u5b66\u4e60\u6210\u672c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u8bbe\u8ba1\u4f53\u73b0\u4e86\u5bf9\u5f00\u53d1\u8005\u5fc3\u7406\u7684\u6df1\u523b\u6d1e\u5bdf\uff1a\u201c\u5148\u8bd5\u540e\u4e70\u201d\uff08\u6216\u5148\u8bd5\u540e\u914d\u7f6e\uff09\u3002\u901a\u8fc7\u5265\u79bb\u5b89\u88c5\u3001\u5bc6\u94a5\u548c\u914d\u7f6e\u73af\u8282\uff0c\u5b83\u5c06\u8bc4\u4f30\u73af\u8282\u4ece\u201c\u627f\u8bfa\u6027\u6295\u5165\u201d\u8f6c\u53d8\u4e3a\u201c\u65e0\u8d1f\u62c5\u63a2\u7d22\u201d\uff0c\u6781\u5927\u52a0\u901f\u4e86\u5f00\u53d1\u8005\u7684\u51b3\u7b56\u5faa\u73af\u548cMCP\u751f\u6001\u7684\u6d41\u52a8\u6027\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u5728\u4e3aMCP\u534f\u8bae\u6784\u5efa\u4e00\u4e2a\u81f3\u5173\u91cd\u8981\u7684\u201c\u5e94\u7528\u5c42\u201d\u57fa\u7840\u8bbe\u65bd\uff0c\u626e\u6f14\u4e86\u751f\u6001\u201c\u6da6\u6ed1\u5242\u201d\u548c\u201c\u52a0\u901f\u5668\u201d\u7684\u89d2\u8272\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u4e0e\u4ef7\u503c\u5e76\u5b58\u3002\u9996\u5148\uff0c\u5176\u547d\u8fd0\u4e0eMCP\u534f\u8bae\u672c\u8eab\u7684\u5174\u8870\u6df1\u5ea6\u7ed1\u5b9a\uff0c\u5b58\u5728\u6280\u672f\u6808\u98ce\u9669\u3002\u5176\u6b21\uff0c\u4f5c\u4e3a\u76ee\u5f55\u548c\u6e38\u4e50\u573a\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u5c1a\u4e0d\u6e05\u6670\uff0c\u672a\u6765\u5728\u201c\u514d\u8d39\u201d\u4e0e\u53ef\u6301\u7eed\u6027\u4e4b\u95f4\u9700\u8981\u627e\u5230\u5e73\u8861\u70b9\u3002\u518d\u8005\uff0c\u968f\u7740\u670d\u52a1\u5668\u6570\u91cf\u6fc0\u589e\uff0c\u5982\u4f55\u4ece\u201c\u7b80\u5355\u9648\u5217\u201d\u5347\u7ea7\u4e3a\u201c\u667a\u80fd\u5339\u914d\u201d\u548c\u201c\u8d28\u91cf\u7b5b\u9009\u201d\uff0c\u5c06\u662f\u4fdd\u6301\u5de5\u5177\u4ef7\u503c\u7684\u5173\u952e\u3002\u7528\u6237\u5173\u4e8e\u81ea\u5b9a\u4e49\u670d\u52a1\u5668\u6dfb\u52a0\u548cClaude\u6280\u80fd\u652f\u6301\u7684\u8be2\u95ee\uff0c\u4e5f\u66b4\u9732\u51fa\u5176\u9700\u5feb\u901f\u54cd\u5e94\u751f\u6001\u788e\u7247\u5316\u4e0e\u591a\u5e73\u53f0\u517c\u5bb9\u6027\u7684\u538b\u529b\u3002\u5b83\u73b0\u5728\u662f\u4e00\u4e2a\u4f18\u96c5\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u4f46\u672a\u6765\u5fc5\u987b\u8fdb\u5316\u6210\u4e00\u4e2a\u4e0d\u53ef\u6216\u7f3a\u7684\u751f\u6001\u67a2\u7ebd\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\">Playground by Natoma<\/span>\n <\/div>\n<div class=\"comment-content\">Playground by Natoma is a free directory and interactive playground for MCP servers. Browse 100+ verified servers, try any server instantly, inspect exposed tools, and explore ready-made workflows to get started faster. Find. Try. Build. Free. No account required. Built by the team at natoma.ai.<\/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<br \/>\nWe built Playground by Natoma because we were frustrated by having to discover MCP servers ourselves. MCP servers are growing fast, but it is still hard to evaluate what a server actually does, what tools it exposes, and whether it fits your use case.<\/p>\n<p>The part we are most excited about is the playground. Pick any server and try it right in the browser. You can also inspect the tool surface before you build. No installs, no keys, no config.<\/p>\n<p>Would love your feedback. What servers or categories should we add next?<br \/>\n– Harshit & team at Natoma<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is awesome. Can i add my own mcp server?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chilarai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chilarai<\/a> We’re adding the functionality. Till then you can mention it here and we’ll add it superfast for you \ud83d\udcaa<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 promising!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! MCP discovery is genuinely one of the biggest friction points right now. There are hundreds of servers popping up but being able to try a server in the browser before wiring it into your config is a great call. I built an MCP server for my product and the hardest part isn’t the integration … it’s getting people to discover it exists and understand what it actually does before they commit to setting it up! A product this closes that gap. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 looks fantastic! Are Claud skills supported?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How are you validating real user behavior at Playground right now?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>GitHub projects launching MCP products should have a hyperlink to “Test run this on Natoma”! Very impressive on first run \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/4Z4L3ZXDQEHTCL\" class=\"app-title\">Wordwand<\/a><\/p>\n<div class=\"one-liner\">AI anywhere you type. 10x your productivity<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">86<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u901a\u8fc7\u5168\u5c40\u952e\u76d8\u5feb\u6377\u952e\u5728\u4efb\u610fMac\u5e94\u7528\u5185\u76f4\u63a5\u8c03\u7528AI\uff08\u95ee\u7b54\u3001\u6539\u5199\u3001\u7ffb\u8bd1\u7b49\uff09\u5e76\u96c6\u6210\u8bed\u97f3\u8f93\u5165\u4e0e\u6587\u672c\u6717\u8bfb\u529f\u80fd\u7684\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u4e0d\u540c\u5e94\u7528\u4e0eChatGPT\u7b49AI\u5de5\u5177\u95f4\u9891\u7e41\u5207\u6362\u3001\u590d\u5236\u7c98\u8d34\u6240\u5bfc\u81f4\u7684\u6548\u7387\u4e2d\u65ad\u548c\u6ce8\u610f\u529b\u5206\u6563\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\/13e51761-842b-48d0-83a9-4c34420194cc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c7c8ffa7-e26d-4942-a6a0-69ee02f0f25e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e5a1dc1b-9948-4284-817a-5d917bbe7fee.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/684962e5-04dc-4c7a-a176-986bbd10dba5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8a23c853-3479-48e6-b5b7-a764b48e7e29.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d7ef6fa5-1ee2-4806-af92-14fd81c353f9.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\">Writing<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5168\u5c40\u8f85\u52a9\u8f93\u5165<\/span><br \/>\n <span class=\"tag\">\u65e0\u611f\u4e0a\u4e0b\u6587\u5207\u6362<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u542c\u5199<\/span><br \/>\n <span class=\"tag\">\u6587\u672c\u8f6c\u8bed\u97f3<\/span><br \/>\n <span class=\"tag\">\u8bed\u6cd5\u7ea0\u6b63<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u7ffb\u8bd1<\/span><br \/>\n <span class=\"tag\">Mac\u5e94\u7528\u589e\u5f3a<\/span><br \/>\n <span class=\"tag\">\u805a\u7126\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\u9ad8\u5ea6\u8ba4\u53ef\u5176\u201c\u6d88\u9664\u4e0a\u4e0b\u6587\u5207\u6362\u201d\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u8ba4\u4e3a\u80fd\u6781\u5927\u63d0\u5347\u4e13\u6ce8\u5ea6\u548c\u6548\u7387\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\u9690\u79c1\u5b89\u5168\u3001\u6a21\u578b\u4e2a\u6027\u5316\u8bad\u7ec3\uff08\u5982\u8bed\u6c14\u3001\u89c4\u5219\uff09\u4ee5\u53ca\u73b0\u9636\u6bb5\u5982\u4f55\u9a8c\u8bc1\u7528\u6237\u884c\u4e3a\u3002\u5f00\u53d1\u8005\u56de\u5e94\u9690\u79c1\u7b56\u7565\u4e25\u683c\uff08\u6570\u636e\u4e0d\u5b58\u50a8\u3001\u4e0d\u8bad\u7ec3\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 Wordwand\u7684\u91ce\u5fc3\uff0c\u5e76\u975e\u505a\u4e00\u4e2a\u529f\u80fd\u66f4\u5f3a\u5927\u7684AI\uff0c\u800c\u662f\u505a\u4e00\u4e2a\u66f4\u201c\u9690\u5f62\u201d\u7684AI\u901a\u9053\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u5728\u4e8e\u5bf9\u201cAI\u539f\u751f\u5de5\u4f5c\u6d41\u201d\u7684\u6734\u7d20\u5b9e\u8df5\u2014\u2014\u5b83\u8bd5\u56fe\u5c06AI\u80fd\u529b\u4ece\u201c\u76ee\u7684\u5730\u201d\uff08\u5982ChatGPT\u7f51\u9875\uff09\u53d8\u4e3a\u201c\u57fa\u7840\u8bbe\u65bd\u201d\uff0c\u65e0\u7f1d\u5d4c\u5165\u7528\u6237\u73b0\u6709\u7684\u8f93\u5165\u73af\u5883\u4e2d\u3002\u8fd9\u76f4\u6307\u5f53\u524dAI\u5e94\u7528\u7684\u4e00\u5927\u6838\u5fc3\u77db\u76fe\uff1a\u6a21\u578b\u80fd\u529b\u5f3a\u5927\uff0c\u4f46\u8c03\u7528\u6210\u672c\uff08\u5207\u6362\u3001\u590d\u5236\u3001\u7b49\u5f85\uff09\u8fc7\u9ad8\uff0c\u5bfc\u81f4\u5176\u65e0\u6cd5\u5728\u788e\u7247\u5316\u3001\u9ad8\u6d41\u52a8\u6027\u7684\u771f\u5b9e\u5de5\u4f5c\u573a\u666f\u4e2d\u81ea\u7136\u4f7f\u7528\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5c06\u201c\u8f93\u5165\u6846\u201d\u91cd\u65b0\u5b9a\u4e49\u4e3aAI\u4ea4\u4e92\u7684\u5165\u53e3\uff0c\u662f\u6781\u5177\u6d1e\u5bdf\u529b\u7684\u4e00\u6b65\u3002\u5b83\u628aAI\u4ece\u9700\u8981\u201c\u4e13\u95e8\u62dc\u8bbf\u201d\u7684\u4e13\u5bb6\uff0c\u53d8\u6210\u4e86\u201c\u968f\u65f6\u5728\u573a\u201d\u7684\u52a9\u624b\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u53cd\u590d\u51fa\u73b0\u7684\u201c\u5fae\u4e2d\u65ad\u201d\u3001\u201c\u4e0a\u4e0b\u6587\u5207\u6362\u6740\u624b\u201d\u5370\u8bc1\u4e86\u8fd9\u4e00\u75db\u70b9\u7684\u666e\u904d\u6027\u3002\u5176\u96c6\u6210\u7684\u8bed\u97f3\u4e0e\u542c\u4e66\u529f\u80fd\uff0c\u5e76\u975e\u7b80\u5355\u7684\u529f\u80fd\u5806\u780c\uff0c\u800c\u662f\u5c06\u201c\u8f93\u5165\u201d\u548c\u201c\u6d88\u8d39\u4fe1\u606f\u201d\u8fd9\u4e24\u4e2a\u9ad8\u9891\u884c\u4e3a\u90fd\u7edf\u4e00\u5230\u4e86\u540c\u4e00\u6548\u7387\u6846\u67b6\u4e0b\uff0c\u8fdb\u4e00\u6b65\u5de9\u56fa\u5176\u201c\u57fa\u7840\u8bbe\u65bd\u201d\u7684\u5b9a\u4f4d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u6e05\u6670\u3002\u9996\u5148\uff0c\u6280\u672f\u5b9e\u73b0\u4e0a\uff0c\u5982\u4f55\u5728\u4e0d\u540c\u5e94\u7528\u590d\u6742\u591a\u6837\u7684\u6587\u672c\u8f93\u5165\u6846\u4e2d\u7a33\u5b9a\u3001\u51c6\u786e\u5730\u6355\u83b7\u4e0e\u66ff\u6362\u6587\u672c\uff0c\u5e76\u4fdd\u6301\u6781\u81f4\u7684\u54cd\u5e94\u901f\u5ea6\uff0c\u662f\u4f53\u9a8c\u7684\u751f\u6b7b\u7ebf\u3002\u5176\u6b21\uff0c\u5546\u4e1a\u6a21\u5f0f\u4e0e\u9690\u79c1\u7684\u5e73\u8861\uff1a\u514d\u8d39\u989d\u5ea6\uff085000\u8bcd\/\u6708\uff09\u7684\u8bbe\u5b9a\u6697\u793a\u5176\u53ef\u80fd\u8d70\u5411API\u8c03\u7528\u91cf\u4ed8\u8d39\u6a21\u5f0f\uff0c\u8fd9\u4e0e\u201c\u65e0\u611f\u3001\u968f\u610f\u8c03\u7528\u201d\u7684\u613f\u666f\u5b58\u5728\u6f5c\u5728\u51b2\u7a81\uff1b\u5c3d\u7ba1\u9690\u79c1\u653f\u7b56\u4e25\u683c\uff0c\u4f46\u4f5c\u4e3a\u5904\u7406\u5168\u5e73\u53f0\u654f\u611f\u6587\u672c\u7684\u4e2d\u95f4\u5c42\uff0c\u5176\u5b89\u5168\u53ef\u4fe1\u5ea6\u9700\u8981\u7ecf\u53d7\u957f\u671f\u3001\u4e25\u82db\u7684\u5ba1\u89c6\u3002\u6700\u540e\uff0c\u5176\u62a4\u57ce\u6cb3\u53ef\u80fd\u8f83\u6d45\u3002\u4e00\u65e6\u4e3b\u6d41\u64cd\u4f5c\u7cfb\u7edf\uff08\u5982macOS\u81ea\u8eab\uff09\u6216\u8f93\u5165\u6cd5\u5f00\u59cb\u6df1\u5ea6\u96c6\u6210\u7c7b\u4f3c\u7684\u539f\u751fAI\u80fd\u529b\uff0c\u8fd9\u7c7b\u7b2c\u4e09\u65b9\u5de5\u5177\u7684\u751f\u5b58\u7a7a\u95f4\u5c06\u88ab\u5927\u5e45\u6324\u538b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cWordwand\u662f\u4e00\u6b21\u7cbe\u51c6\u7684\u201c\u4f53\u9a8c\u521b\u65b0\u201d\u3002\u5b83\u672a\u5fc5\u5728AI\u80fd\u529b\u4e0a\u505a\u51fa\u7a81\u7834\uff0c\u5374\u654f\u9510\u5730\u6355\u6349\u5e76\u89e3\u51b3\u4e86AI\u666e\u53ca\u540e\u7684\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u95ee\u9898\u2014\u2014\u8ba9AI\u53d8\u5f97\u89e6\u624b\u53ef\u53ca\u4e14\u4e0d\u6270\u4eba\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u6280\u672f\u7a33\u5b9a\u6027\u3001\u5546\u4e1a\u53ef\u6301\u7eed\u6027\u4e0e\u7cfb\u7edf\u7ea7\u7ade\u4e89\u4e2d\u627e\u5230\u7a33\u56fa\u7684\u652f\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\">Wordwand<\/span>\n <\/div>\n<div class=\"comment-content\">Wordwand puts AI inside every app, right where you type. Ask AI anything and get the answer inline – like ChatGPT, but without leaving what you’re doing. Dictate with your voice. Listen to any text, even in podcast mode. Fix grammar and translate to 40+ languages. One shortcut. Any Mac app and browser. No copy-paste. Try it for free (5,000 words\/month).<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt!<\/p>\n<p>I built Wordwand because I kept switching to ChatGPT for everything – and I was exhausted by it. <\/p>\n<p>Every time I needed a quick answer, a better phrasing, or help with a sentence, I had to stop what I was doing, open ChatGPT, copy my text, write a prompt, wait, copy back, paste back. <\/p>\n<p>Every. Single. Time.<\/p>\n<\/p>\n<p>Wordwand fixes that. It puts AI right where you type – in any Mac app.<\/p>\n<\/p>\n<p>Ask AI anything and get the answer inline, without leaving your app. Dictate with your voice instead of typing. Listen to any text read back to you, or turn it into a two-person podcast. Fix grammar, translate to 40+ languages – all from one keyboard shortcut.<\/p>\n<\/p>\n<p>Basically, this app improves your productivity and helps you stay focused.<\/p>\n<\/p>\n<p>What makes it different:<\/p>\n<p>\u2713 Works in every Mac app – Slack, Mail, Notion, VS Code, Notes, anything. Not just browsers.<\/p>\n<p>\u2713 Ask AI inline \u2014 like ChatGPT, but right where you’re writing.<\/p>\n<p>\u2713 Voice dictation, text-to-speech, podcast mode \u2014 all in one tool.<\/p>\n<p>\u2713 You can try it for 5,000 words per month. No credit card required.<\/p>\n<\/p>\n<p>I built this for anyone who uses a Mac and wants to improve their productivity.<\/p>\n<\/p>\n<p>Glad to hear your feedback!<\/p>\n<p>Appreciate y’all<\/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\/@diegodau\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@diegodau<\/a> Context switching is a focus killer, and this removes it almost completely. Using it mainly for quick rewrites and translations. Voice features are a nice bonus.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@diegodau\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@diegodau<\/a> can we train with voice, tone, writing rules.. etc.? 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 this positioning, AI without the context switch is a real productivity unlock. How do you handle privacy and sensitive text?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@vik_sh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vik_sh<\/a> Thanks for asking. The short version: your text is processed in real-time and never stored on our servers. The same applies to audio, it is immediately deleted after transcription. We do not use any of your content to train models. Everything is encrypted in transit (HTTPS\/TLS), and we use row-level database security, ensuring that only you can access your data. Our full privacy policy is available at <a href=\"http:\/\/wordwand.%20app\/privacy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">wordwand. app\/privacy<\/a> if you require further details.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 are you validating real user behavior at Wordwand right 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@danilpond\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@danilpond<\/a> Great question! At this stage, mostly usage analytics per feature + direct user 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>I like this tbh, those micro interruptions can kill your focus in an instant and as long as you don’t have 2 extra monitors, it’s quite difficult to keep up<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nemo30s\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nemo30s<\/a> yeah, and even with extra monitors, it’s not really about screen space… it’s the mental context switch. The moment you open a browser tab, your brain is already somewhere else. We wanted WordWand to feel invisible, like it’s just part of your OS. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Super relatable problem. If a tool saves people from opening another tab 100 times a day, that\u2019s already a win.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@anupamsingh0211\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anupamsingh0211<\/a> 100%! Those micro-interruptions add up quickly. I timed it once: the average copy-paste-to-Chat GPT round trip takes about 1 min (or more, if you consider waiting for the LLM’s answer). Do that 20 times a day, and you lose over 20 minutes simply moving text around. And then it happens that you get distracted and lose focus, which is the worst thing…<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#20<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/TFT77CJ6MGW75Q\" class=\"app-title\">Zipladin<\/a><\/p>\n<div class=\"one-liner\">Your travel photos with voice memories<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">80<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5141\u8bb8\u7528\u6237\u5c06\u8bed\u97f3\u8bb0\u5f55\u6c38\u4e45\u5d4c\u5165\u5230\u7167\u7247\u6587\u4ef6\u4e2d\u7684\u79fb\u52a8\u56fe\u5e93\u5e94\u7528\uff0c\u89e3\u51b3\u4e86\u4f20\u7edf\u7167\u7247\u65e0\u6cd5\u4fdd\u5b58\u62cd\u6444\u65f6\u60c5\u5883\u3001\u60c5\u611f\u4e0e\u80cc\u666f\u58f0\u97f3\u7684\u8bb0\u5fc6\u75db\u70b9\uff0c\u5c24\u5176\u9002\u7528\u4e8e\u65c5\u884c\u8bb0\u5f55\u4e0e\u521b\u610f\u534f\u4f5c\u573a\u666f\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\/ffd86427-27d0-407c-a81d-f4d7090cd550.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\/80ef9d1f-7721-484b-82c6-d935c8f82582.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/231c014b-c3b1-4976-93ce-56475cbae72b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/eb1a57cf-dcd1-4e3b-8dc9-559d6f3a0d5c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8ecbb77b-d98e-4663-b601-1b426b50a13a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ae678ac1-92c6-4acb-a8e9-5349b83d866a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/28c09e32-dbe2-42b6-bfee-b956830ca79b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c796168c-bfc1-48b0-8ee4-3f3c5c0d8087.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/32628fd4-1bc4-4872-b64f-403fb8ff7117.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/18feb84b-0b68-404c-8467-06cb9a97aed3.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\/875d9c2a-6626-47d4-aebc-3d30f0986831.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/xQAJbhBLZHA\"><source src=\"https:\/\/youtu.be\/xQAJbhBLZHA\" 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\">Android<\/span><br \/>\n <span class=\"tag\">Travel<\/span><br \/>\n <span class=\"tag\">Photography<\/span><br \/>\n <span class=\"tag\">Photo & Video<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u7167\u7247\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u5907\u5fd8\u5f55<\/span><br \/>\n <span class=\"tag\">\u65c5\u884c\u8bb0\u5f55<\/span><br \/>\n <span class=\"tag\">\u8bb0\u5fc6\u4fdd\u5b58<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u5b58\u50a8<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u5a92\u4f53\u7f16\u8f91<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u5d4c\u5165<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8ba4\u53ef\u5176\u521b\u9020\u201c\u8bb0\u5fc6\u80f6\u56ca\u201d\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u80cc\u666f\u97f3\u91cd\u73b0\u5e26\u6765\u5f3a\u70c8\u60c5\u611f\u5171\u9e23\u3002\u4e3b\u8981\u5efa\u8bae\u5305\u62ec\uff1a\u589e\u52a0\u8bed\u97f3\u641c\u7d22\/\u8f6c\u5f55\u529f\u80fd\u4ee5\u63d0\u5347\u68c0\u7d22\u6548\u7387\uff1b\u62d3\u5c55\u81f3\u4e13\u4e1a\u521b\u610f\u5de5\u4f5c\u6d41\u534f\u4f5c\u3002\u5f00\u53d1\u8005\u786e\u8ba4\u641c\u7d22\u529f\u80fd\u5df2\u5728\u89c4\u5212\u4e2d\uff0c\u5e76\u8bf4\u660e\u5e94\u7528\u652f\u6301\u4e3a\u5df2\u6709\u7167\u7247\u8ffd\u52a0\u5f55\u97f3\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 Zipladin \u5728\u201c\u7167\u7247+\u8bed\u97f3\u201d\u7684\u62e5\u6324\u8d5b\u9053\u4e2d\uff0c\u505a\u51fa\u4e86\u4e00\u4e2a\u5173\u952e\u4e14\u53cd\u6f6e\u6d41\u7684\u67b6\u6784\u9009\u62e9\uff1a\u5c06\u97f3\u9891\u76f4\u63a5\u5d4c\u5165\u56fe\u50cf\u6587\u4ef6\u672c\u8eab\uff0c\u800c\u975e\u5b58\u50a8\u5728\u72ec\u7acb\u7684\u6570\u636e\u5e93\u6216\u4e91\u7aef\u3002\u8fd9\u770b\u4f3c\u4e00\u4e2a\u6280\u672f\u7ec6\u8282\uff0c\u5b9e\u5219\u5b9a\u4e49\u4e86\u4ea7\u54c1\u7684\u6839\u672c\u54f2\u5b66\u2014\u2014\u5b83\u51fa\u552e\u7684\u5e76\u975e\u53c8\u4e00\u4e2a\u8ba2\u9605\u670d\u52a1\u6216\u6570\u636e\u7262\u7b3c\uff0c\u800c\u662f\u4e00\u79cd\u201c\u6240\u6709\u6743\u201d\u4e0e\u201c\u6c38\u6052\u6027\u201d\u7684\u627f\u8bfa\u3002\u7528\u6237\u771f\u6b63\u62e5\u6709\u7684\uff0c\u662f\u4e00\u4e2a\u5b8c\u6574\u7684\u3001\u81ea\u5305\u542b\u7684\u591a\u5a92\u4f53\u8bb0\u5fc6\u5355\u5143\uff0c\u5176\u751f\u547d\u5468\u671f\u4e0e\u7167\u7247\u6587\u4ef6\u7ed1\u5b9a\uff0c\u800c\u975e\u4e0e\u5e94\u7528\u7684\u5b58\u7eed\u6302\u94a9\u3002\u8fd9\u7cbe\u51c6\u51fb\u4e2d\u4e86\u6570\u5b57\u65f6\u4ee3\u4eba\u4eec\u5bf9\u6570\u636e\u6613\u901d\u548c\u5e73\u53f0\u4f9d\u8d56\u7684\u6df1\u5c42\u7126\u8651\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u4f18\u52bf\u4e5f\u6784\u6210\u4e86\u6700\u4e25\u5cfb\u7684\u6311\u6218\u3002\u672c\u5730\u5d4c\u5165\u7b56\u7565\u5728\u4fdd\u969c\u9690\u79c1\u548c\u72ec\u7acb\u6027\u7684\u540c\u65f6\uff0c\u4e5f\u610f\u5473\u7740\u653e\u5f03\u4e86\u4e91\u7aef\u540c\u6b65\u3001\u591a\u8bbe\u5907\u5373\u65f6\u8bbf\u95ee\u3001\u4ee5\u53ca\u57fa\u4e8e\u670d\u52a1\u5668\u8fdb\u884c\u590d\u6742AI\u5904\u7406\uff08\u5982\u9ad8\u8d28\u91cf\u5b9e\u65f6\u8f6c\u5f55\u3001\u8de8\u5a92\u4f53\u5206\u6790\uff09\u7684\u4fbf\u6377\u6027\u3002\u7528\u6237\u63d0\u51fa\u7684\u201c\u641c\u7d22\/\u8f6c\u5f55\u201d\u9700\u6c42\uff0c\u6070\u6070\u66b4\u9732\u4e86\u672c\u5730\u5316\u67b6\u6784\u4e0e\u667a\u80fd\u5316\u4f53\u9a8c\u4e4b\u95f4\u7684\u5929\u7136\u77db\u76fe\u3002\u5728\u672c\u5730\u5b9e\u73b0\u51c6\u786e\u3001\u4f4e\u8017\u7684\u8bed\u97f3\u8f6c\u6587\u672c\uff0c\u6280\u672f\u95e8\u69db\u548c\u786c\u4ef6\u8981\u6c42\u663e\u8457\u66f4\u9ad8\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d\uff0cZipladin \u66f4\u50cf\u4e00\u4e2a\u7cbe\u81f4\u7684\u529f\u80fd\u539f\u578b\uff0c\u5176\u201c\u514d\u8d39\u3001\u65e0\u5e7f\u544a\u3001\u65e0\u8ba2\u9605\u201d\u7684\u6a21\u5f0f\uff0c\u5728\u8d62\u5f97\u521d\u671f\u53e3\u7891\u7684\u540c\u65f6\uff0c\u4e5f\u6a21\u7cca\u4e86\u5176\u957f\u671f\u53d1\u5c55\u7684\u8def\u5f84\u3002\u5b83\u89e3\u51b3\u4e86\u4e00\u4e2a\u771f\u5b9e\u800c\u52a8\u4eba\u7684\u201c\u5c0f\u95ee\u9898\u201d\uff0c\u4f46\u82e5\u60f3\u4ece\u201c\u6709\u8da3\u5de5\u5177\u201d\u6210\u957f\u4e3a\u201c\u5fc5\u5907\u5e94\u7528\u201d\uff0c\u5fc5\u987b\u5728\u4fdd\u6301\u6838\u5fc3\u54f2\u5b66\u7684\u524d\u63d0\u4e0b\uff0c\u627e\u5230\u7a81\u7834\u672c\u5730\u5316\u667a\u80fd\u74f6\u9888\u7684\u4f18\u96c5\u65b9\u6848\uff0c\u5e76\u63a2\u7d22\u53ef\u6301\u7eed\u7684\u5546\u4e1a\u6a21\u5f0f\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u4ec5\u80fd\u4f5c\u4e3a\u4e00\u4e2a\u5c0f\u4f17\u4f46\u5907\u53d7\u559c\u7231\u7684\u6570\u5b57\u8bb0\u5fc6\u624b\u5de5\u827a\u574a\u800c\u5b58\u5728\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\">Zipladin<\/span>\n <\/div>\n<div class=\"comment-content\">Zipladin is a mobile gallery app that makes it super easy to record voice into photos – embedded permanently in the image file itself. Tap any photo, record audio of any length, and it stays forever. Back up your voice photos to your computer to preserve them. Most gallery apps just organize. Most voice apps store audio separately. Zipladin embeds your voice into the image permanently. Export as video to share. Free, no ads, no subscription.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>this turns simple pictures into little memory capsules. Hearing laughter or background sounds later would hit differently.<\/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\/@sharon_owens\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sharon_owens<\/a> Exactly! The background sounds are what really bring it back. I have one from a local market – you can hear the vendors calling out, the music, people chatting. The photo alone doesn’t capture any of that energy.<\/p>\n<p>The first time you play back a recording months later and hear those ambient sounds you’d completely forgotten? That’s the moment you realize why this matters.<\/p>\n<p>Thanks for 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is lovely! When I was creative director, I remember having to take photos and make separate voice recordings of changes I’d want to later apply, edits I wanted my team to make, etc. This would have made my life so much easier! <\/p>\n<p>A search\/transcription to easily find photos by speech would be perfect. That way users can also search for photos by what they remember saying, or feeling. 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\/@jacklyn_i\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jacklyn_i<\/a> Thank you! That’s a use case I hadn’t fully considered – creative workflows and team collaboration. Makes total sense – capturing quick verbal notes about edits or changes right on the photo itself.<\/p>\n<p>Search\/transcription is definitely on the roadmap. I’ve been experimenting with it, and you’re right – being able to search photos by “what did I say about” would be powerful. <\/p>\n<p>Really appreciate the feedback and congrats!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 are you validating real user behavior at Zipladin right 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@danilpond\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@danilpond<\/a> I’m keeping it simple for now – downloads and user feedback\/reviews. The app is privacy-first (local storage, no cloud tracking), so I rely on App Store analytics and direct user feedback to understand behavior.<\/p>\n<p>What metrics would you focus on for something like this?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The Istanbul backstory gets it exactly right \u2014 travel photos are great at capturing what something looked like, and terrible at capturing what you were thinking or feeling at the time. The detail that kills me is “I’d forgotten.” Embedding in the file itself rather than a separate database is the right architectural call: the memory stays with the image no matter what happens to the app. Does it work retroactively on photos you’ve already taken, or is it capture-forward only?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@giammbo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@giammb<\/a> Thanks so much! You nailed exactly why I built this.<\/p>\n<p>Yes, it works retroactively! You can browse your entire existing photo library in Zipladin and add voice to any photo – past or present. So all those silent travel photos you already have? You can go back and add context while you still remember the stories.<\/p>\n<p>I actually do this myself – going through old trips and recording what I remember before those memories fade completely. It’s bittersweet but better than losing them entirely.<\/p>\n<p>The only catch is you need to remember the story to record it. But yes, you can absolutely go back and add voice to existing photos anytime.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>Thanks for checking out Zipladin. I’m Patrick, the solo developer behind this.<\/p>\n<p><strong>Quick backstory:<\/strong> I built this after visiting Istanbul and realizing all my photos of Hagia Sophia were beautiful but <em>silent<\/em> – I’d forgotten what I was thinking and feeling in those moments. That regret inspired me to create an app where your voice stays with your photos forever.<\/p>\n<p><strong>What makes it different:<\/strong> The audio doesn’t live in a separate database or cloud – it’s embedded directly into the photo file itself. Even if you delete Zipladin, your voice stays with the image.<\/p>\n<p><strong>I’d love your feedback on:<\/strong><\/p>\n<ul>\n<li>\n<p>What features would make this more useful?<\/p>\n<\/li>\n<li>\n<p>Should I add search\/transcription so you can find photos by what you said?<\/p>\n<\/li>\n<li>\n<p>Any other use cases I’m missing?<\/p>\n<\/li>\n<\/ul>\n<p>It’s completely free, no ads, no subscription. Just wanted to solve this problem for myself and figured others might want it too.<\/p>\n<p>Happy to answer any questions!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<\/div>\n<p><!-- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846 --><\/p>\n<div id=\"imageModal\" class=\"modal\">\n <span class=\"close\">×<\/span><br \/>\n <img class=\"modal-content\" id=\"modalImage\">\n<\/div>\n<p><script>\n \/\/ \u83b7\u53d6\u6a21\u6001\u6846\u5143\u7d20\n const modal = document.getElementById(\"imageModal\");\n const modalImg = document.getElementById(\"modalImage\");\n const closeBtn = document.getElementsByClassName(\"close\")[0];<\/p>\n<p> \/\/ \u68c0\u6d4b\u662f\u5426\u4e3a\u79fb\u52a8\u8bbe\u5907\n const isMobile = \/iPhone|iPad|iPod|Android\/i.test(navigator.userAgent);<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4f18\u5316\n function addTouchOptimization() {\n if (isMobile) {\n \/\/ \u4e3a\u6240\u6709\u53ef\u70b9\u51fb\u5143\u7d20\u6dfb\u52a0\u89e6\u6478\u53cd\u9988\n const clickableElements = document.querySelectorAll(\n '.media-content, .close, .video-overlay, .play-icon'\n );<\/p>\n<p> clickableElements.forEach(el => {\n el.style.touchAction = 'manipulation'; \/\/ \u9632\u6b62\u53cc\u51fb\u7f29\u653e\n });\n }\n }<\/p>\n<p> \/\/ \u4e3a\u6240\u6709\u56fe\u7247\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\n const images = document.querySelectorAll(\"img.media-content\");\n images.forEach(img => {\n img.onclick = function() {\n modal.style.display = \"block\";\n modalImg.src = this.src;\n \/\/ \u963b\u6b62\u80cc\u666f\u6eda\u52a8\n document.body.style.overflow = \"hidden\";\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n img.addEventListener('touchstart', function(e) {\n \/\/ \u9632\u6b62\u89e6\u6478\u4e8b\u4ef6\u89e6\u53d1\u4e0d\u5fc5\u8981\u7684\u884c\u4e3a\n e.preventDefault();\n this.click();\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u4e3a\u89c6\u9891\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6 - \u8df3\u8f6c\u5230\u89c6\u9891URL\n const videos = document.querySelectorAll(\"video.media-content\");\n videos.forEach(video => {\n \/\/ \u70b9\u51fb\u89c6\u9891\u672c\u8eab\u65f6\u8df3\u8f6c\u5230\u89c6\u9891URL\n video.onclick = function(e) {\n \/\/ \u68c0\u67e5\u70b9\u51fb\u76ee\u6807\u662f\u5426\u662f\u89c6\u9891\u63a7\u4ef6\u6216\u5176\u5b50\u5143\u7d20\n let isControlClick = false;\n let target = e.target;<\/p>\n<p> \/\/ \u5411\u4e0a\u904d\u5386DOM\uff0c\u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\u5143\u7d20\n while (target && target !== this) {\n \/\/ \u68c0\u67e5\u662f\u5426\u6709\u63a7\u4ef6\u76f8\u5173\u7684\u7c7b\u540d\u6216\u5c5e\u6027\n if (target.classList.contains('video-js') || \n target.tagName.toLowerCase() === 'button' || \n target.tagName.toLowerCase() === 'input' || \n target.tagName.toLowerCase() === 'select' ||\n target.className.includes('control')) {\n isControlClick = true;\n break;\n }\n target = target.parentElement;\n }<\/p>\n<p> \/\/ \u53ea\u6709\u5f53\u70b9\u51fb\u7684\u662f\u89c6\u9891\u672c\u8eab\u800c\u975e\u63a7\u4ef6\u65f6\u624d\u8df3\u8f6c\n if (!isControlClick && e.target.tagName.toLowerCase() === 'video') {\n const videoUrl = this.getAttribute('data-video-url') || this.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n video.addEventListener('touchstart', function(e) {\n \/\/ \u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\n let isControlClick = false;\n let target = e.target;<\/p>\n<p> while (target && target !== this) {\n if (target.tagName.toLowerCase() === 'button' || \n target.tagName.toLowerCase() === 'input' || \n target.className.includes('control')) {\n isControlClick = true;\n break;\n }\n target = target.parentElement;\n }<\/p>\n<p> if (!isControlClick) {\n e.preventDefault();\n const videoUrl = this.getAttribute('data-video-url') || this.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u4e3a\u89c6\u9891\u906e\u7f69\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\uff0c\u786e\u4fdd\u70b9\u51fb\u906e\u7f69\u4e5f\u80fd\u8df3\u8f6c\n const videoOverlays = document.querySelectorAll('.video-overlay');\n videoOverlays.forEach(overlay => {\n overlay.onclick = function(e) {\n \/\/ \u963b\u6b62\u4e8b\u4ef6\u5192\u6ce1\u5230\u89c6\u9891\u5143\u7d20\n e.stopPropagation();\n const video = this.parentElement.querySelector('video.media-content');\n if (video) {\n const videoUrl = video.getAttribute('data-video-url') || video.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n overlay.addEventListener('touchstart', function(e) {\n e.preventDefault();\n e.stopPropagation();\n const video = this.parentElement.querySelector('video.media-content');\n if (video) {\n const videoUrl = video.getAttribute('data-video-url') || video.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u5173\u95ed\u6a21\u6001\u6846\n closeBtn.onclick = function() {\n modal.style.display = \"none\";\n \/\/ \u6062\u590d\u80cc\u666f\u6eda\u52a8\n document.body.style.overflow = \"auto\";\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n closeBtn.addEventListener('touchstart', function(e) {\n e.preventDefault();\n modal.style.display = \"none\";\n document.body.style.overflow = \"auto\";\n }, { passive: false });\n }<\/p>\n<p> \/\/ \u70b9\u51fb\u6a21\u6001\u6846\u5916\u90e8\u5173\u95ed\n window.onclick = function(event) {\n if (event.target === modal) {\n modal.style.display = \"none\";\n document.body.style.overflow = \"auto\";\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n modal.addEventListener('touchstart', function(e) {\n if (e.target === modal) {\n modal.style.display = \"none\";\n document.body.style.overflow = \"auto\";\n }\n }, { passive: true });\n }<\/p>\n<p> \/\/ \u6309ESC\u952e\u5173\u95ed\u6a21\u6001\u6846\n document.addEventListener('keydown', function(event) {\n if (event.key === 'Escape' && modal.style.display === 'block') {\n modal.style.display = 'none';\n document.body.style.overflow = \"auto\";\n }\n });<\/p>\n<p> \/\/ \u68c0\u67e5\u6bcf\u4e2a\u5a92\u4f53\u753b\u5eca\u4e2d\u662f\u5426\u53ea\u6709\u4e00\u4e2a\u9879\u76ee\uff0c\u5982\u679c\u662f\uff0c\u6dfb\u52a0single-item\u7c7b\n document.querySelectorAll('.media-gallery').forEach(gallery => {\n if (gallery.querySelectorAll('.media-item-wrapper').length === 1) {\n gallery.classList.add('single-item');\n }\n });<\/p>\n<p> \/\/ \u521d\u59cb\u5316\u89e6\u6478\u4f18\u5316\n addTouchOptimization();<\/p>\n<p> \/\/ \u7a97\u53e3\u5927\u5c0f\u53d8\u5316\u65f6\u91cd\u65b0\u68c0\u67e5\u753b\u5eca\u72b6\u6001\n window.addEventListener('resize', function() {\n document.querySelectorAll('.media-gallery').forEach(gallery => {\n if (gallery.querySelectorAll('.media-item-wrapper').length === 1) {\n gallery.classList.add('single-item');\n } else {\n gallery.classList.remove('single-item');\n }\n });\n });<\/p>\n<p> \/\/ --- \u8bc4\u8bba\u533a\u57df\u6298\u53e0\/\u5c55\u5f00\u529f\u80fd ---\n const commentToggles = document.querySelectorAll('.comments-toggle');<\/p>\n<p> commentToggles.forEach(toggle => {\n toggle.addEventListener('click', function() {\n \/\/ \u5207\u6362\u5f53\u524dtoggle\u7684open\u72b6\u6001\n this.classList.toggle('open');<\/p>\n<p> \/\/ \u83b7\u53d6\u5bf9\u5e94\u7684\u8bc4\u8bba\u5bb9\u5668\n const commentsContainer = this.nextElementSibling;\n if (commentsContainer && commentsContainer.classList.contains('comments-container')) {\n commentsContainer.classList.toggle('open');\n }\n });\n });\n<\/script><\/p>\n<p><\/body><br \/>\n<\/html><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-02-26 PH\u70ed\u699c | 2026-02-26 #1 ChatP 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