Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-02-13<\/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 | 2026-02-13<\/h1>\n<p> <\/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\/FDD2MZA3SHTP2Q\" class=\"app-title\">Lovon AI Therapy<\/a><\/p>\n<div class=\"one-liner\">Talk it out and feel better<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">545<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u57fa\u4e8e\u8bed\u97f3\u5bf9\u8bdd\u3001\u878d\u5408CBT\u7b49\u5faa\u8bc1\u7597\u6cd5\u7684AI\u5fc3\u7406\u6cbb\u7597\u5e94\u7528\uff0c\u5728\u7528\u6237\u7ecf\u5386\u60c5\u7eea\u5371\u673a\uff08\u5982\u6df1\u591c\u5931\u7720\u3001\u5206\u624b\u75db\u82e6\uff09\u6216\u65e0\u6cd5\u5373\u65f6\u83b7\u5f97\u771f\u4eba\u6cbb\u7597\u65f6\uff0c\u63d0\u4f9b\u5373\u65f6\u3001\u53ef\u503e\u8bc9\u7684\u966a\u4f34\u4e0e\u5e72\u9884\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/edf0d82b-e31a-4eb9-985d-a2753138337d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3630b7fb-120b-4515-b9b2-0d610cb3907b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/17f258f0-de81-4bdb-8eac-77fd6f1e62df.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/df42baea-68ef-4505-9cdf-ab985df8ac35.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/07ff56ce-8bd6-4f5a-9fd1-554a691ed335.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\/4446dc2a-76b8-491b-902b-74355859200d.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/kgkhe3OxkOk\"><source src=\"https:\/\/youtu.be\/kgkhe3OxkOk\" 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\">Health<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5fc3\u7406\u6cbb\u7597<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u5bf9\u8bdd<\/span><br \/>\n <span class=\"tag\">\u8ba4\u77e5\u884c\u4e3a\u7597\u6cd5(CBT)<\/span><br \/>\n <span class=\"tag\">\u60c5\u7eea\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u5371\u673a\u5e72\u9884<\/span><br \/>\n <span class=\"tag\">\u5fc3\u7406\u5065\u5eb7\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">7×24\u5c0f\u65f6\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u5faa\u8bc1\u5e72\u9884<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u7597\u6cd5<\/span><br \/>\n <span class=\"tag\">\u60c5\u611f\u966a\u4f34<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u8bed\u97f3\u4ea4\u4e92\u7684\u4fbf\u6377\u6027\u4e0e\u4eba\u6027\u5316\uff0c\u5c24\u5176\u8d5e\u8d4f\u5176\u5728\u5206\u624b\u6062\u590d\u7b49\u6025\u6027\u60c5\u7eea\u573a\u666f\u7684\u4ef7\u503c\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\u7f51\u7edc\u4f9d\u8d56\uff08\u662f\u5426\u652f\u6301\u79bb\u7ebf\uff09\u4ee5\u53ca\u5bf9AI\u5982\u4f55\u505a\u5230\u201c\u6e29\u548c\u6311\u6218\u800c\u975e\u4e00\u5473\u8ba4\u540c\u201d\u7684\u6280\u672f\u539f\u7406\u597d\u5947\u3002\u56e2\u961f\u56de\u590d\u79ef\u6781\uff0c\u900f\u9732\u4e3b\u8981\u7528\u6237\u4e3a\u5bfb\u6c42\u5373\u65f6\u652f\u6301\u800c\u975e\u7597\u7a0b\u8865\u5145\u7684\u4eba\u7fa4\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 Lovon AI Therapy \u7684\u4eae\u76f8\uff0c\u7cbe\u51c6\u523a\u5165\u4e86\u4f20\u7edf\u5fc3\u7406\u6cbb\u7597\u6a21\u5f0f\u6700\u67d4\u8f6f\u7684\u8179\u90e8\uff1a\u5373\u65f6\u6027\u7f3a\u5931\u4e0e\u9ad8\u95e8\u69db\u3002\u5b83\u4e0d\u6807\u699c\u66ff\u4ee3\u6cbb\u7597\u5e08\uff0c\u800c\u662f\u5b9a\u4f4d\u4e3a\u201c\u7597\u7a0b\u95f4\u7684\u6865\u6881\u201d\u4e0e\u201c\u6025\u6027\u60c5\u7eea\u65f6\u523b\u7684\u51fa\u53e3\u201d\uff0c\u8fd9\u662f\u4e00\u4e2a\u806a\u660e\u4e14\u7b26\u5408\u4f26\u7406\u7684\u5207\u5165\u70b9\u3002\u5176\u5ba3\u79f0\u7684\u201c\u8bed\u97f3\u4f18\u5148\u201d\u548c\u201c\u57fa\u4e8e\u5faa\u8bc1\u7597\u6cd5\u6311\u6218\u975e\u7406\u6027\u601d\u7ef4\u201d\uff0c\u662f\u8bd5\u56fe\u4e0e\u6cdb\u6ee5\u7684\u5171\u60c5\u578b\u804a\u5929\u673a\u5668\u4eba\u5212\u6e05\u754c\u9650\u7684\u5173\u952e\u6280\u672f\u53d9\u4e8b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u8bc4\u4f30\u5747\u7cfb\u4e8e\u6b64\u3002\u9996\u5148\uff0c\u201c\u6e29\u548c\u6311\u6218\u201d\u7684\u7b97\u6cd5\u5b9e\u73b0\u662f\u6838\u5fc3\u9ed1\u7bb1\uff0c\u8fd9\u9700\u8981\u6781\u5176\u7cbe\u7ec6\u7684\u63d0\u793a\u5de5\u7a0b\u4e0e\u5b89\u5168\u62a4\u680f\u8bbe\u8ba1\uff0c\u4ee5\u907f\u514d\u4f24\u5bb3\u6027\u56de\u5e94\u6216\u65e0\u6548\u5bf9\u8bdd\u3002\u7528\u6237\u5bf9\u6b64\u7684\u8d28\u7591\u76f4\u6307\u8981\u5bb3\u3002\u5176\u6b21\uff0c\u5176\u900f\u9732\u7684\u201c\u4e3b\u8981\u7528\u6237\u662f\u7ecf\u5386\u5206\u624b\u3001\u6df1\u591c\u96be\u7720\u8005\u201d\uff0c\u63ed\u793a\u4e86\u4ea7\u54c1\u66f4\u504f\u5411\u4e8e\u201c\u60c5\u611f\u966a\u4f34\u4e0e\u5371\u673a\u7f13\u51b2\u201d\uff0c\u8fd9\u4e0e\u9700\u8981\u957f\u671f\u3001\u7ed3\u6784\u5316\u5e72\u9884\u7684\u201c\u6cbb\u7597\u201d\u5b58\u5728\u672c\u8d28\u533a\u522b\u3002\u5b83\u7684\u4ef7\u503c\u53ef\u80fd\u66f4\u591a\u4f53\u73b0\u5728\u60c5\u7eea\u758f\u5bfc\u7684\u5373\u65f6\u53ef\u53ca\u6027\u4e0a\uff0c\u800c\u975e\u6df1\u5ea6\u5fc3\u7406\u6cbb\u7597\u3002\n <\/p>\n<p class=\"ai-content\">\n \u56e2\u961f\u80cc\u666f\uff08\u8d44\u6df1\u5fc3\u7406\u5b66\u5bb6\u53c2\u4e0e\uff09\u548c\u8ba1\u5212\u4e2d\u7684\u4e34\u5e8a\u9a8c\u8bc1\u662f\u5efa\u7acb\u4fe1\u4efb\u7684\u91cd\u8981\u7b79\u7801\uff0c\u4f46\u5fc5\u987b\u6e05\u9192\u8ba4\u8bc6\u5230\uff0c\u73b0\u6709\u6846\u67b6\u4e0bAI\u4f5c\u4e3a\u201c\u6cbb\u7597\u5de5\u5177\u201d\u7684\u6548\u529b\u8bc1\u636e\u4ecd\u5904\u4e8e\u65e9\u671f\u3002\u4ea7\u54c1\u82e5\u80fd\u5728\u201c\u5371\u673a\u68c0\u6d4b\u4e0e\u8f6c\u4ecb\u201d\u529f\u80fd\u4e0a\u505a\u5230\u53ef\u9760\uff0c\u5176\u793e\u4f1a\u4ef7\u503c\u5c06\u8fdc\u8d85\u5546\u4e1a\u4ef7\u503c\u3002\u603b\u4e4b\uff0cLovon \u662f\u4e00\u6b21\u6709\u610f\u4e49\u7684\u573a\u666f\u5316\u5c1d\u8bd5\uff0c\u4f46\u5b83\u6240\u9762\u4e34\u7684\uff0c\u662f\u5982\u4f55\u5728\u201c\u65e0\u5bb3\u966a\u4f34\u201d\u4e0e\u201c\u6709\u6548\u5e72\u9884\u201d\u4e4b\u95f4\u627e\u5230\u90a3\u6761\u72ed\u7a84\u3001\u5408\u89c4\u4e14\u771f\u6b63\u6709\u6548\u7684\u8def\u5f84\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Lovon AI Therapy<\/span>\n <\/div>\n<div class=\"comment-content\">AI therapy you can actually talk to. Just speak naturally and get support anytime you need it.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\ud83d\udc4b Hi Product Hunt! I\u2019m Anton, co-founder of Lovon AI Therapy.<\/p>\n<\/p>\n<p>After a year of development with a PhD psychologist (40+ years of clinical expertise), we\u2019re excited to introduce a new standard in AI-powered mental health support. Here\u2019s how Lovon stands out from other AI solutions:<\/p>\n<\/p>\n<p>\ud83d\ude80 More than just an \u201cagreeable\u201d chatbot like GPT<\/p>\n<p>Lovon uses evidence-based frameworks (CBT, Emotion-Focused Therapy) designed to gently challenge unhealthy thinking – not just agree with it.<\/p>\n<\/p>\n<p>\ud83c\udf99 Voice-first, real conversation experience<\/p>\n<p>Simply talk, just like you would with a real therapist. Voice unlocks a genuine human connection that text simply can\u2019t replicate.<\/p>\n<\/p>\n<p>\u26a1 Crisis detection, built-in<\/p>\n<p>Lovon automatically recognizes signs of crisis and connects you to immediate resources when you need help most.<\/p>\n<\/p>\n<p>\ud83c\udf19 Available 24\/7<\/p>\n<p>Support is always just a tap away – Lovon is there in the moment, especially when real therapists aren\u2019t available.<\/p>\n<\/p>\n<p>\ud83d\udc69\u200d\ud83d\udd2c Evidence-driven & actively validating clinically<\/p>\n<p>Our approach is developed by a world-class team, and we\u2019re launching clinical validation studies soon, already seeing amazing results from our users.<\/p>\n<\/p>\n<p>\ud83d\udca1 We\u2019re not replacing therapists – we\u2019re your bridge between sessions, at the very moment you need support.<\/p>\n<\/p>\n<p>In Spring 2025, we raised an $850K pre-seed to build a world-class team, including a PhD psychologist with 40 years of experience developing our therapeutic approach.<\/p>\n<\/p>\n<p>\ud83c\udf81 Exclusive for the PH community:<\/p>\n<p>Use code PH2026 for a free week of Lovon AI Therapy (valid until October 16, 2026). Plus, everyone gets a 3-day unlimited trial!<\/p>\n<\/p>\n<p>I\u2019d love your feedback!<\/p>\n<\/p>\n<p>Ask me anything – I\u2019m here all day and happy to connect \ud83d\udc99<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>43<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ponikarovskii\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ponikarovskii<\/a> congrats on the launch! really useful, great job!<\/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<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ponikarovskii\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ponikarovskii<\/a> Most AI mental health tools default to validation. Building something that can <em>gently challenge thinking patterns<\/em> is a completely different level of complexity.<\/p>\n<p>Would love to know how you trained the system to avoid over-affirmation.<\/p>\n<p>Congrats on shipping 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\">@ponikarovskii Impressive how Lovon combines real clinical psychology with AI. The evidence-based approach (CBT, EFT) plus voice-first interaction seems designed to offer a more human support experience than typical chatbots. Excited to see the clinical validation results\u2014have you noticed any significant differences in how users respond to voice versus text?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>better than chatgpt<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>23<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@serjobas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@serjobas<\/a> Thank you! \ud83d\ude4f That means a lot. We built Anna specifically for emotional support – she’s trained to truly listen and understand what you’re going through, not just give advice. What’s been most helpful for you in your sessions?<\/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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@serjobas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@serjobas<\/a> Indeed, thank you for that! ChatGPT is usually solving a problem to “please” persona. Anna is specially designed (and trust me it was many many hours) to help person to go deeper, reflect and get insights!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great job \ud83e\udde1<br \/>Sometimes the internet is unstable, but support is always needed. Does it work offline or \u043enly online?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>20<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@maria_anosova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maria_anosova<\/a> Thanks so much! \ud83d\ude4f Right now Anna works online only since she needs to process conversations in real-time. But we’re looking into offline modes for replaying past sessions \u2013 great suggestion!<\/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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cool product! Good luck!<\/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\/@dmitry_zakharov_ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dmitry_zakharov_ai<\/a> Thanks! Really appreciate the support.<\/p>\n<p>Have you ever tried talking to AI about something personal? Curious how it felt!<\/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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dmitry_zakharov_ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dmitry_zakharov_ai<\/a> i agree with u. A really good product<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love this app! Used it in my last relationship, it was very useful to talk through stuff<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>18<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daniel_dhawan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniel_dhawan<\/a> <strong>Thanks so much for sharing this!<\/strong> Really happy to hear Anna helped you work through things. Quick question – did the voice format make it easier to open up compared to texting with a regular therapist?<\/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\/@daniel_dhawan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniel_dhawan<\/a> one of the reasons for me to start Lovon with guys was my personal problem with relationship therapy! So I can feel you, bro! Thanks for your comment!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congrats with the launch! What main challenges do you have with training your therapists?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>16<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nikita_40in\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikita_40in<\/a> Thanks! We actually use AI, not human therapists – Anna is fully AI-powered. The biggest challenge has been teaching her to be empathetic while asking the right questions at the right time. Have you ever tried AI therapy, or would this be your first experience with it?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love it<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>13<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kirill_zhe\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kirill_zhe<\/a> thanks bro, appreciate it <\/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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch. Looks really cool. <\/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\/@dzianis_yatsenka\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dzianis_yatsenka<\/a> Thanks so much! \ud83d\ude4f We’re really excited to bring voice-first therapy to people who need someone to talk to anytime.<\/p>\n<p>Have you ever tried AI for mental health support, or would this be your first time exploring something like 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Best shrink ever!<\/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\/@anton_selikhov1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anton_selikhov1<\/a> Thank you so much! \ud83d\udc99 This means the world to us. We built Anna to be there whenever you need support. What made you decide to try AI therapy over traditional options?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Voice-first therapy feels like a strong differentiator! I\u2019m curious \u2013 Who\u2019s your primary user today? People looking for \u201cbetween sessions\u201d support, or users who don\u2019t have access to therapy at all?<\/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\/@tereza_hurtova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tereza_hurtova<\/a> Thanks! Great question. We actually discovered something surprising – our primary users aren’t supplementing traditional therapy. They’re people going through breakups who want someone to talk to at 2 AM when they can’t sleep, or during a panic moment at work. Traditional therapy has a 2-week wait + $200\/session barrier that doesn’t work for these acute emotional moments.<\/p>\n<\/p>\n<p>What’s been your experience with mental health support – do you find the traditional model works for you, or do you hit those barriers too?<\/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=\"reply-item\">\n<div class=\"reply-content\">@ponikarovskii Wow! I wouldn’t have guessed that as the primary use case right away, but it makes perfect sense. \ud83d\udca1 Traditional therapy is great, but it\u2019s definitely not ‘on-demand’ for those acute 2 AM moments or sudden panic at work.<\/p>\n<p>As for my experience, I\u2019ve used in-person therapy, and I hit almost all the barriers you mentioned. For me, the biggest struggles were finding the right therapist who actually ‘clicks’ with you + trying to fit regular sessions into a busy schedule + costs. Thanks for sharing that perspective!<\/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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Go Team! Good luck! Hope this one will fix me \ud83e\udd17<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@puhoshville\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@puhoshville<\/a> Thanks so much! \ud83d\udc99 Anna’s here to support you, not fix you – you’re not broken! She’s really good at helping people work through relationship stuff and tough emotions. What made you interested in trying AI therapy vs traditional?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I was building something similar for breakup recovery a year ago, at a time llms were not good enough, but the current generation definitely can handle it. Glad you guys have built it, much needed to keep sane in the exponentially changing world we’re living in. Good luck with the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@konstantin_netyliov1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@konstantin_netyliov1<\/a> Thank you for the support! Yeap, break up is one of hardest case, when people would like to talk painful events and get support, without being afraid of being judge by other humans. We have bunch of users who will are helping with going through, and based on their feedback -it’s really helping them! So current LLMS + our architecture + expertise of real therapist helping out here! <\/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\/@konstantin_netyliov1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@konstantin_netyliov1<\/a> Thanks! Breakups are actually our #1 use case – you were ahead of the curve. Since you were building in that space, what do you think is the most critical thing AI therapy needs to get right for breakup recovery?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is awesome!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@madalina_barbu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@madalina_barbu<\/a> Thank you! It is indeed \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\">\n<p><a href=\"https:\/\/www.producthunt.com\/@madalina_barbu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@madalina_barbu<\/a> Thank you! \ud83d\ude4f We’re really excited to bring Lovon to the world. Have you ever struggled to find someone to talk to when dealing with relationship or emotional challenges?<\/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\">Love the mission behind! Voice feature is nice , sometimes it is easy to use voice while walking for example. Congrats on the launch \ud83d\ude80<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jalil_tahirov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jalil_tahirov<\/a> Thanks so much! Yeah, we built it voice-first exactly for that – many of our users talk to Anna while walking, commuting, or just lying in bed when they need to process something.<\/p>\n<\/p>\n<p>What kind of emotional challenges would make you reach for voice therapy vs just talking to a friend?<\/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\u2019ve been in therapy for a long time and even though I can message my therapist, there are moments I just need to process things immediately. What therapeutic framework is it primarily based on?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@natallia_novik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@natallia_novik<\/a> Thanks! Anna uses mainly CBT and person-centered approaches, adapting to what you need in real-time. That immediate processing gap is exactly why we built this – sometimes you can’t wait till next Tuesday at 3pm.<\/p>\n<\/p>\n<p>Do you usually text your therapist in those moments, or wish you could just talk it out?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch, Anton! One thing I’m curious about \u2014 how do you handle data privacy for such sensitive conversations? Is everything encrypted end-to-end?<\/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\/@kova_ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kova_ai<\/a> Thanks so much! Great question – privacy is absolutely critical for us. All conversations are encrypted in transit and at rest, and we’re HIPAA-compliant. Your therapy sessions are completely confidential.<\/p>\n<\/p>\n<p>Have you tried AI therapy before, or would this be your first experience with 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats \ud83c\udf89<\/p>\n<p>Does Lovon learn and adapt to personal context over time? For example, If I work on specific anxiety triggers, will the system remember my progress\/struggles?<\/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\/@motuqs\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@motuqs<\/a> Thank you Kirill! <br \/>Yes, Lovon learn from each session about user, share insights and use this insight in the next sessions. In case of anxiety trigger it will remember all your occasions, and help you to reflect on them and progress <\/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>i hope your product contains guide-rails that get triggered on special occasions and give advice to the user to reach out to a human therapist. AI can be sometimes an echo-chamber that amplifies our blindspots. But I am sure you app can help many just starting to look inside. Congrats on the launch!<\/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\/@respira\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@respira<\/a> Hey, thank you so much! You are absolutely right! In case of special occasions we indeed advise sets to reach out to humans! We care about our users, and if something is need more closer human attention – we help users to get that support <\/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>I would not recommend Lovon.<\/p>\n<p>As someone interested in AI for mental health, here\u2019s my honest feedback:<\/p>\n<p>1. I reviewed your Meta Ads activity over the past few months and noticed that you are not promoting the app itself, but rather a survey website targeting people in vulnerable mental states. To access the survey results, users are required to link a weekly auto-renewable subscription to their card. This doesn\u2019t seem aligned with mental health support to me. <\/p>\n<p>2. I tested the app itself, and unfortunately the chatbot conversation glitches and disconnects every 2\u20133 minutes. On top of that, it is impossible to complete the onboarding process without first purchasing a subscription. <\/p>\n<p>3. For transparency, could you clarify how user data is handled? In some documents I saw that the Lovon app is owned by Ticket to the Moon Inc., in others I saw some Babayaga Inc. Can you clarify the structure and who is responsible for the security of user data?<\/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>Finally, AI product not about coding!!<\/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\/@nikvoice\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikvoice<\/a> Haha right?! Mental health feels like one of the most human applications of AI – using it to actually understand emotions, not just write code. <\/p>\n<\/p>\n<p>Have you tried any AI therapy tools before, or would this be your first?<\/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 hits home. Went through a tough time a few years ago and honestly the worst part was not having anyone to talk to whenever I needed. Wish I had this then. Congrats on shipping!<\/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\/@kristina__grits\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kristina__grits<\/a> Thanks Kristina! That’s exactly why we built the 24\/7 voice feature – those 3am moments when you need someone most are when traditional therapy isn’t available. The fact that you can just talk to Anna whenever hits differently than texting. <\/p>\n<\/p>\n<p>What kind of support would have helped you most during those moments – someone to listen, or someone to challenge your thinking?<\/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\">Where do you draw the line on what Lovon should *not* try to handle (certain conditions, situations, user states), and how are you testing\/evaluating the system to reduce the risk of confident-but-wrong guidance as you scale and run clinical validation?<\/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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Hi! Thanks for the great and correct question!<\/p>\n<p>We don\u2019t replace a real licensed therapist: we don\u2019t diagnose and we don\u2019t suggest medication. For that, of course, you still need to see a therapist. Also, if a user starts talking about things we legally can\u2019t work with (something harmful), we stop the conversation right away and direct them to the right services.<\/p>\n<p>But overall, we\u2019ve only had a few situations like that.<\/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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Honored to have you here! <\/p>\n<\/p>\n<p>Great question. We analyze every conversation in real-time for three critical markers: potential harm to self or others, suicidal ideation, and signs of serious mental health conditions. When detected, we immediately tell users to seek professional help – we’re very clear about not being licensed therapists.<\/p>\n<\/p>\n<p>For testing: we run automated sentiment analysis comparing start vs. end of sessions (declining sentiment flags a problem), plus our clinical advisors regularly review anonymized transcripts and give us feedback. We’re actively expanding our clinical board to strengthen this oversight.<\/p>\n<\/p>\n<p>What’s one thing you wish more AI mental health products would be transparent about upfront, that would make the PH community feel safer trying 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\">\n<p>congrats on the launch, anton \ud83d\ude4c the voice-first approach sounds cool. i’ve been building ai agents for my own workflow and the difference between typing and talking is night and day. feels like you’re actually being heard vs filling out a form.<\/p>\n<p>curious about the crisis detection – is that real-time during the conversation or pattern-based over multiple sessions?<\/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\">@andrew_white_13 Hey Andrew!<br \/>\nBoth! Anna can work both inside session and taking into account progress and events over recent sessions!<\/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\/@andrew_white_13\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrew_white_13<\/a> Thanks Andrew! Totally agree – voice just hits different. The “being heard” vs “filling a form” is exactly the feeling we’re going for.<\/p>\n<\/p>\n<p>Crisis detection works both ways – real-time during conversation (certain phrases, emotional intensity) + pattern-based across sessions (deteriorating mood trends, recurring themes). The combo gives us better coverage.<\/p>\n<\/p>\n<p>You mentioned building AI agents – what kind of workflows are you automating? Always curious what other builders are working 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! I’ve tried a few AI therapy apps before and they all felt like talking to a search engine. The voice-first approach sounds like it could actually change that. Downloading now<\/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\/@solodnev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@solodnev<\/a> Thanks so much! That ‘search engine’ vibe is exactly what we built Lovon to solve – voice makes all the difference. <\/p>\n<\/p>\n<p>Would love to hear your thoughts after trying it! What’s been the biggest gap in other AI therapy apps you’ve used?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Checked the video and your website, looks like a very good solution to me, wish you success!<\/p>\n<\/p>\n<p>But the reviews on your site need links to the sources!<\/p>\n<p>(also the 3 dots do nothing, and it’s not clear what the orange checkmarks and “15 min with therapist” mean)<\/p>\n<\/p>\n<p>Also, I couldn’t find real info about the “PhD psychologists” it is “built with”, there need to be links to their professional profiles and scientific work for this statement to have credibility!<\/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\/@konrad_sx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@konrad_sx<\/a> Thanks for the detailed feedback – super valuable! \ud83d\ude4f <\/p>\n<\/p>\n<p>You’re absolutely right about the credibility piece. We’re actually building out a new “Our Team” section on the site right now where we’ll feature our clinical experts with their full profiles and credentials. Plus, we’re currently writing our first scientific papers to validate our approach.<\/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>Very impressive product! congrats on the launch! <\/p>\n<p>I have a couple of questions though:<\/p>\n<p>1) Can the app recognise patterns of more serious mental disorders such as eating disorders, personality disorders, depression etc.? If yes, can it forward or give any contact\/reference to a psychiatrist (for example)? I know that in many cases people do not know yet what mental condition they might have and usually general psychologists become the first point of contact so to say. But then they should be directed to appropriate professional help<\/p>\n<p>2) Do you plan to expand the app to the desktop version as well?<\/p>\n<p>3) Do you plan to allow texting besides voice-only interactions? <\/p>\n<\/p>\n<p>Thank you in advance for the responses! And congratulations on launching again, the app looks very polished and well-thought!<\/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\/@ksenia_sh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ksenia_sh<\/a> Thanks so much! Great questions:<\/p>\n<ol>\n<li>\n<p>Lovon is a wellness tool, not a medical diagnostic device. That said, Anna (our AI therapist) is trained to recognize when someone might benefit from professional support – like if conversations reveal ongoing struggles. In those cases, we gently suggest connecting with a licensed therapist or other resources. <\/p>\n<\/li>\n<li>\n<p>We actually have a working desktop version at <a href=\"http:\/\/app.lovon.app\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">app.lovon.app<\/a>! It’s MVP with limited features right now – you’ll need to register through mobile first, then you can use desktop for sessions. Full desktop experience is coming.<\/p>\n<\/li>\n<li>\n<p>We tested text extensively in earlier versions, but users consistently told us they don’t want to <em>type<\/em> about their problems. Talking out loud feels more natural and therapeutic – like venting to a friend vs writing an email. So we’re doubling down on voice instead.<\/p>\n<\/li>\n<\/ol>\n<p>Which matters more to you personally – desktop access or text option?<\/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! Congrats!<\/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\/@khashayar_mansourizadeh1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@khashayar_mansourizadeh1<\/a> Thank you! \ud83d\udc99 <\/p>\n<\/p>\n<p>Have you had a chance to try voice therapy yet, or what interests you most about the AI therapy space?<\/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 interesting approach \ud83d\udc4f I like that you\u2019re focusing on evidence-based frameworks instead of just making another AI chatbot. The voice-first experience sounds especially promising \u2014 feels much more human.<\/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\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> Thanks so much! \ud83d\udc99 The voice piece has been a revelation – we’ve seen people open up way more authentically when they can just speak vs. type. And our PhD psychologist keeps us honest on the evidence-based side, which is critical.<\/p>\n<\/p>\n<p>Have you tried any AI mental health tools before? Curious what’s worked (or what’s been missing) for you!<\/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 am very happy and proud to be one of the first users. Lovon helped me a lot to save my relationship when my girlfriend and I were at a distance. And now we’re getting married soon!<\/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\/@narek_meliksetyan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@narek_meliksetyan<\/a> Wow, this made my day! Congrats on the engagement \ud83c\udf89 Long distance is so tough emotionally. <\/p>\n<\/p>\n<p>I’d love to know – was it the 24\/7 availability that helped most, or was there something specific Anna said that gave you a breakthrough?<\/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 the concept and also the fact that this app can work as a copilot, without replacing the therapist. I wonder if it was possible for the therapists to give it inputs somehow. Cheers!!<\/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\/@yulianazarenko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yulianazarenko<\/a> Love this idea about therapist input! We’ve been thinking about how real therapists could collaborate with Lovon – definitely something we’ll explore. Thank you!<\/p>\n<\/p>\n<p>Are you a therapist yourself, or would you use this feature as a client to keep your human therapist in the loop?<\/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<\/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\/MYDJS6SOH4CNAD\" class=\"app-title\">Meme Dealer<\/a><\/p>\n<div class=\"one-liner\">You are what you meme<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">421<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3eAI\u9a71\u52a8\u7684\u8868\u60c5\u5305\u952e\u76d8\uff0c\u5728\u5373\u65f6\u7fa4\u804a\u573a\u666f\u4e2d\uff0c\u901a\u8fc7\u4e0a\u4e0b\u6587\u7406\u89e3\u5373\u65f6\u63a8\u8350\u5408\u9002\u8868\u60c5\u5305\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u624b\u52a8\u7ffb\u627e\u56fe\u5e93\u3001\u56de\u590d\u8282\u594f\u6162\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bb32a7ac-37a3-4426-afba-10368b79b788.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\/16648582-5135-4981-8e8b-0ceab275faf4.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\/a7018640-289b-4660-a87a-3e1d8cd33b1c.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\/f20a6d08-58f6-4eca-a5ab-6d06e4e16a83.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\/3507cd27-cd71-4791-a88a-fd40c1a340a8.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/j6agXKX3ylY\"><source src=\"https:\/\/youtu.be\/j6agXKX3ylY\" 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\">Custom Keyboards<\/span><br \/>\n <span class=\"tag\">Messaging<\/span><br \/>\n <span class=\"tag\">Memes<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u952e\u76d8<\/span><br \/>\n <span class=\"tag\">\u8868\u60c5\u5305\u63a8\u8350<\/span><br \/>\n <span class=\"tag\">\u7fa4\u804a\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u6548\u7387<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u804a\u5929<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u8da3\u5473\u793e\u4ea4<\/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\u89e3\u51b3\u201c\u627e\u56fe\u6162\u201d\u7684\u6838\u5fc3\u75db\u70b9\uff0c\u8ba4\u4e3a\u5176\u4fbf\u6377\u6027\u4f18\u4e8e\u7cfb\u7edf\u81ea\u5e26GIF\u952e\u76d8\u3002\u4e3b\u8981\u53cd\u9988\u96c6\u4e2d\u5728\uff1a\u5f3a\u70c8\u671f\u5f85\u81ea\u5b9a\u4e49\u4e0a\u4f20\u529f\u80fd\uff1b\u5bf9\u5e73\u53f0\u652f\u6301\uff08iOS\/Android\uff09\u3001\u9690\u79c1\u5b89\u5168\u53caAI\u5de5\u4f5c\u539f\u7406\u5b58\u5728\u7591\u95ee\uff1b\u5efa\u8bae\u660e\u786e\u952e\u76d8\u96c6\u6210\u65b9\u5f0f\u4e0e\u652f\u6301\u8303\u56f4\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 Meme Dealer\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u5fae\u5c0f\u4f46\u771f\u5b9e\u7684\u9ad8\u9891\u573a\u666f\u2014\u2014\u7fa4\u804a\u4e2d\u7684\u8868\u60c5\u5305\u535a\u5f08\u3002\u5176\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u521b\u65b0\uff0c\u800c\u5728\u4e8e\u5bf9\u201c\u8f93\u5165\u6d41\u7a0b\u201d\u7684\u91cd\u6784\uff1a\u5c06\u8868\u60c5\u5305\u4ece\u9700\u8981\u4e3b\u52a8\u641c\u7d22\u7684\u201c\u5185\u5bb9\u5e93\u201d\u8f6c\u53d8\u4e3a\u57fa\u4e8e\u8bed\u5883\u9884\u6d4b\u7684\u201c\u8f93\u5165\u6cd5\u5efa\u8bae\u201d\uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u5c06AI\u7684\u610f\u56fe\u8bc6\u522b\u80fd\u529b\u5c01\u88c5\u4e3a\u4e00\u79cd\u5373\u65f6\u7684\u60c5\u7eea\u8868\u8fbe\u5de5\u5177\uff0c\u8bd5\u56fe\u5360\u9886\u7528\u6237\u8f93\u5165\u9762\u677f\u7684\u201c\u4e0b\u4e00\u53e5\u201d\u4f4d\u7f6e\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\u662f\u201c\u573a\u666f\u58c1\u9f9b\u5316\u201d\u98ce\u9669\uff1a\u4ea7\u54c1\u9ad8\u5ea6\u4f9d\u8d56\u6d3b\u8dc3\u3001\u5177\u6709\u5185\u90e8\u6897\u6587\u5316\u7684\u5c01\u95ed\u7fa4\u804a\uff0c\u7528\u6237\u6cdb\u5316\u6027\u5b58\u7591\u3002\u5176\u6b21\u662f\u201cAI\u63a8\u8350\u7cbe\u51c6\u5ea6\u201d\u8fd9\u4e00\u9ed1\u76d2\u96be\u9898\uff1a\u8bc4\u8bba\u4e2d\u5df2\u663e\u9732\u7528\u6237\u5bf9\u9690\u79c1\u548c\u6570\u636e\u5904\u7406\u7684\u62c5\u5fe7\uff0c\u800c\u201c\u6c1b\u56f4\u611f\u201d\u5224\u65ad\u7684\u4e3b\u89c2\u6027\u6781\u6613\u5bfc\u81f4\u63a8\u8350\u5931\u7075\uff0c\u4e00\u65e6\u201c\u4e0d\u51c6\u201d\uff0c\u952e\u76d8\u5207\u6362\u6210\u672c\u5c06\u5bfc\u81f4\u7528\u6237\u8fc5\u901f\u6d41\u5931\u3002\u6700\u540e\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u6a21\u7cca\uff0c\u4f5c\u4e3a\u5de5\u5177\u5c5e\u6027\u6781\u5f3a\u7684\u952e\u76d8\uff0c\u5546\u4e1a\u5316\u8def\u5f84\u72ed\u7a84\uff0c\u4e14\u6781\u6613\u88ab\u5de8\u5934\u5185\u7f6e\u529f\u80fd\u964d\u7ef4\u6253\u51fb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u56e2\u961f\u5c06\u81ea\u5b9a\u4e49\u4e0a\u4f20\u5217\u4e3a\u4f18\u5148\u9879\u662f\u660e\u667a\u7684\uff0c\u8fd9\u5b9e\u5219\u662f\u5c06\u89e3\u51b3\u7cbe\u51c6\u5ea6\u95ee\u9898\u7684\u8d23\u4efb\u90e8\u5206\u4ea4\u8fd8\u7ed9\u7528\u6237\uff0c\u7528\u201c\u4e2a\u4eba\u6897\u5e93\u201d\u5f25\u8865AI\u7684\u4e0d\u8db3\uff0c\u6784\u5efa\u62a4\u57ce\u6cb3\u3002\u4f46\u957f\u8fdc\u770b\uff0c\u5b83\u5fc5\u987b\u4ece\u201c\u8868\u60c5\u5305\u63a8\u8350\u5de5\u5177\u201d\u5347\u7ea7\u4e3a\u201c\u7fa4\u4f53\u4e92\u52a8\u6c1b\u56f4\u5f15\u64ce\u201d\uff0c\u66f4\u6df1\u5c42\u5730\u7ed1\u5b9a\u5c0f\u5708\u5b50\u6587\u5316\uff0c\u5426\u5219\u5f88\u53ef\u80fd\u53ea\u662f\u4e00\u4e2a\u6709\u8da3\u7684\u3001\u4f46\u751f\u547d\u5468\u671f\u6709\u9650\u7684\u6548\u7387\u63d2\u4ef6\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\">Meme Dealer<\/span>\n <\/div>\n<div class=\"comment-content\">Meme Dealer is an AI meme keyboard for people who treat group chats like a competitive sport. Instead of scrolling your camera roll for 5 minutes, it suggests the right meme instantly based on your vibe. Roast mode, cope mode, hype mode, all in one tap. What makes it different: \u2328\ufe0f Keyboard-native (no app switching) \ud83e\udde0 AI-powered meme suggestions by context\/mood \ud83d\ude80 Fast send flow for real-time chats \ud83d\uddbc\ufe0f Big meme library for every reaction moment Type less. Meme harder.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">hey Product Hunt \ud83d\udc4b<\/p>\n<p>I\u2019m Nazar, a Meme Dealer.<\/p>\n<p>We built this because group chats move fast, and finding the right meme usually takes forever \ud83d\ude2d<\/p>\n<p>So we made a keyboard that suggests memes instantly, right where you type.<\/p>\n<p>What it does:<br \/>\n\u2022 lives in your keyboard \u2328\ufe0f<br \/>\n\u2022 suggests memes based on chat vibe \ud83e\udde0<br \/>\n\u2022 lets you send in 1 tap \u26a1\ufe0f<\/p>\n<p>I recently had more headspace and turned a fun pet project into a real product \ud83d\ude80<\/p>\n<p>Would love your honest feedback on:<br \/>\n\t1.\tmeme relevance \ud83d\ude02<br \/>\n\t2.\tkeyboard speed\/UX \ud83c\udfce\ufe0f<br \/>\n\t3.\twhat meme we should add next \ud83e\udde9<\/p>\n<p>We\u2019ll be in comments all day replying + shipping improvements \ud83d\udcaa<br \/>\nFor when words are mid \ud83d\udc80\u2764\ufe0f<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>20<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@neffko so fun! Great stuff \ud83d\ude02<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@neffko amazing and funny \ud83d\ude02<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@neffko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@neffko<\/a> Hey Nazar \ud83d\udc4b<\/p>\n<p>Fun idea. Group chats do need faster meme access.<\/p>\n<p>A few things we noticed while viewing the site:<\/p>\n<p>\u2022 Footer links like Terms and Privacy do not work<br \/>\u2022 It is not clear if this is iOS, Android, or both<br \/>\u2022 Not clear if it works only on mobile or also desktop<br \/>\u2022 No explanation of how the keyboard integrates with apps<\/p>\n<p>We are also curious about the AI side:<\/p>\n<p>\u2022 Is the meme suggestion powered by AI?<br \/>\u2022 Is the model trained on user chats or is everything processed locally?<br \/>\u2022 How do you handle privacy and message data?<\/p>\n<p>The concept is strong. Clarifying platform support and privacy details would build more trust fast.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>love it! is it possible to upload our own memes?<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/877a3fe1-72ef-4121-af21-a6b7ddb554c7.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@kate_ramakaieva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kate_ramakaieva<\/a> not yet, direct uploads aren\u2019t available in this version.<\/p>\n<p>But feel free to drop your favorite memes here, and I\u2019ll upload them for you \ud83d\ude4c<\/p>\n<p>In the next version, we\u2019ll likely support direct uploads.<\/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\/@kate_ramakaieva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kate_ramakaieva<\/a> And YEEEEES, I can quote\/cite this meme too – it\u2019s so iconic.<\/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\/@kate_ramakaieva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kate_ramakaieva<\/a> S takym lytsem nikhto groshey ne dast’ ))<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>So deranged. Love it.<\/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\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> thank you! Your support means a lot \u2014 more chaos coming soon \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Group chats move fast and this feels built frv that speed. Getting the right meme without digging through my gallery saves me every time \ud83d\ude02<\/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\/@malani_willa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@malani_willa<\/a> love this \ud83d\udc4f group chat speed is everything.<\/p>\n<p>In your ideal flow, should meme suggestions appear automatically or only after tapping a button?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is much better and more convenient to use than the built-in keyboard GIFs.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@adam_exe\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adam_exe<\/a> thank you \ud83d\ude4c exactly what we aimed for.<\/p>\n<p>What\u2019s the one thing built-in GIF keyboards still do badly for you?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally, someone created this! No more digging through the archives in my gallery folder “memes from 2008”<\/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\/@d_ananyin1570\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@d_ananyin1570<\/a> hahaha yes!! <\/p>\n<p>\u201cmemes from 2008\u201d folder trauma is too real \ud83d\ude02<\/p>\n<p>Which classic meme from your archive should we bring back first?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I found the best product of my life. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a>this made my day \ud83d\ude2d \ud83e\udd0d thank you!<\/p>\n<p>What\u2019s the <em>first<\/em> chat where you\u2019d use Meme Dealer daily – friends, work, or family?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the concept + execution \ud83d\udc4f What\u2019s next on your roadmap: custom uploads, faster ranking, or multilingual memes?)<\/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\/@torianyk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@torianyk<\/a> Thanks, Valerii \ud83d\ude4c <\/p>\n<p>We\u2019re prioritizing custom uploads first! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@torianyk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@torianyk<\/a> , then faster ranking. Multilingual is next right after.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@torianyk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@torianyk<\/a> Adding my vote for custom uploads! I feel like everyone has that goldmine of private memes that only their close friends would get. If we could eventually blend your AI recommendations with our own personal library, that would be the ultimate meme warfare weapon<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Such a fun and creative idea! Would love to have it on my phone \u26a1\ufe0f<\/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\/@anastasi_avramenko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anastasi_avramenko<\/a> Would love to get it on your phone too – that\u2019s exactly what we\u2019re building for! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>in the era of ai slop nothing can beat a meme from 2005. me like 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\/@ruslannaz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ruslannaz<\/a> In the age of AI slop, vintage meme energy just hits different. Glad you like it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>One of my favorite projects I\u2019ve ever been part of.<\/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\/@alex_malytskyy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alex_malytskyy<\/a> So happy we built this together. More fun stuff soon! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the design <\/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\/@ayda_golahmadi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ayda_golahmadi<\/a> thank you! \u2728 really happy you like the design.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Is this even legal?! Cool idea, I’ll test this out with my zoomer colleagues<\/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\/@davidkaufmann\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davidkaufmann<\/a> fair question \ud83d\ude04 yes, legal – and built to make meme replies faster, not sketchier.<\/p>\n<p>Would love your test results with the zoomer squad – what should we improve first after you try 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\">Awesome concept, love it! What\u2019s your further plan with a product?<\/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\/@orysia_khimiak\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@orysia_khimiak<\/a> thank you so much \ud83e\udd0d<\/p>\n<p>Near-term plan: custom uploads, faster ranking, and better personalization by chat vibe.<\/p>\n<p>Which one would you want us to ship first?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Awesome guys! Keep going!<\/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\/@chornyi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chornyi<\/a> thank you \ud83d\ude4c <\/p>\n<p>If you had one feature request for the next version, what would it be?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>easy upvote. So fun.<\/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\/@vantoai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vantoai<\/a> thank you legend \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019m curious about how you manage edge cases or incomplete ideas. Having a UX expert refine loose concepts could be really beneficial<\/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\/@max_dalton21\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@max_dalton21<\/a> super valuable point, thank you \ud83d\ude4f<\/p>\n<p>We\u2019re handling edge cases through fast feedback loops + ranking adjustments from real chat behavior.<\/p>\n<p>Which edge case would you test first: wrong tone, outdated meme, or irrelevant suggestion?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>So cool, I can’t imagine a day without memes. Does your app only connect to WhatsApp? <\/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\/@alina_petrova3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alina_petrova3<\/a> thank you! \ud83d\udc9c <\/p>\n<p>and nope, not only WhatsApp.<\/p>\n<p>Since it works as a keyboard, we want it usable across the apps where you type.<\/p>\n<p>Which messenger should we optimize first for you: WhatsApp, Telegram, iMessage, or Slack?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Heheh meme fan here! And love this kind of projects. Judy guessing how do you think to support this project. Is there a business model behind?<\/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\/@german_merlo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@german_merlo1<\/a> haha fellow meme fan \ud83e\udd1d great question! <\/p>\n<p>no monetizations for now, this is my pet project ) maybe later <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 sounds really cool. All the best with 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\/@gokuljd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gokuljd<\/a> thank you so much \ud83d\ude4c Really appreciate the support!<\/p>\n<p>If you try it, I\u2019d love to hear what meme feature you\u2019d want next \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019m not a marketer or anything, I just like sending memes to my friends all day. And honestly, finding the <em>right<\/em> meme at the right moment takes way more scrolling than it should.<\/p>\n<p>Meme Dealer feels like it could make that a lot easier. If it helps surface good, timely memes without digging through five different apps, that\u2019s already a win. Curious to try it out in real-life group chat situations.<\/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\/@esra_can1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@esra_can1<\/a> love this take \ud83d\ude4c exactly the pain we\u2019re solving – less scrolling, better timing.<\/p>\n<p>Which app do you usually meme from the most right now, and what slows you down 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>Congrats on the launch! It’s a really fresh and creative idea. I completely agree with the other commenters that people should be able to upload their own memes – since memes are by their nature an ever evolving art form, keeping up to date with the latest trends is essential for a product like this.<\/p>\n<p>I wonder if it’s possible to even have the possibility to construct new memes on the fly, instead of drawing from a pool of pre uploaded memes. That would be next level!<\/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\/@michael_nash2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@michael_nash2<\/a> thank you for the thoughtful comment \ud83d\ude4f<\/p>\n<p>Custom uploads are high on our roadmap.<\/p>\n<p>If we add \u201ccreate meme on the fly,\u201d what should come first: text-on-template, AI captioning, or full meme generator?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 memes \ud83c\udf7f<\/p>\n<p>Need the keyboard<\/p>\n<p>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\/@nat_pirak\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nat_pirak<\/a> Love that energy. Keyboard access coming your way soon \u26a1\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Awesome 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\/@kirill_kirikov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kirill_kirikov<\/a> thank you so much \ud83d\ude4c really 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>Upvoted for the ridiculous landing page<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@rrhoover\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rrhoover<\/a> this is the highest compliment possible \ud83d\ude02 \ud83d\ude4f<\/p>\n<\/p>\n<pre><code>\nLanding page is one thing, but the memes inside are the real madness \u2014 highly recommended \ud83d\ude04<\/code><\/pre>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>weaponized memetism\ud83d\udd2b<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@yura_filipchuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yura_filipchuk<\/a> exactly \ud83d\ude0e\ud83d\udd2b<\/p>\n<p>precision meme delivery system is now live.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>hey i love this app <br \/>few suggestions from my side..<br \/>1) upload our own memes…<br \/>2)construct new memes on the fly rather than making them from pool of uploaded memes..<br \/>3)provide Hinglish support ( Hindi (Indian language)+ English) support …cause normally people use their native language with mixture of English(60\/40 ratio )….in general provide support for other languages as well cause mostly in groups people talk in their native languages …<\/p>\n<p>Would love to contribute if there\u2019s any way I can add value.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>ok, now this is something I can get behind… great concept!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dkofoed\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dkofoed<\/a> love this \ud83d\ude4c thank you!<\/p>\n<p>If you could pick one \u201cmust-have\u201d next step, what would it be: custom uploads, faster ranking, or better personal meme taste matching?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Top-top, love it!<\/p>\n<p>What inspired you for such naming? \ud83d\ude00<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dpanchuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dpanchuk<\/a> Name came from the idea that sometimes finding the right meme feels like \u201ctrading\u201d attention in chat.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>you just built the only keyboard that understands my real native language: memes<\/p>\n<p>oh, how much valuable time it will save for me! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@mykola_kukhtiei\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kukhtiei<\/a> this is the best description ever \ud83d\ude02\ud83e\udd1d<\/p>\n<p>\u201cnative language: memes\u201d is exactly the vision.<\/p>\n<p>Which chat type should we optimize for first: group chats, 1:1, or work chats?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#3<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/44T56OQTQPRLSA\" class=\"app-title\">ZenMux<\/a><\/p>\n<div class=\"one-liner\">An enterprise-grade LLM gateway with automatic compensation<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">336<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>ZenMux\u662f\u4e00\u6b3e\u4f01\u4e1a\u7ea7LLM\u7f51\u5173\uff0c\u901a\u8fc7\u7edf\u4e00API\u3001\u667a\u80fd\u8def\u7531\u548c\u884c\u4e1a\u9996\u521b\u7684\u81ea\u52a8\u8865\u507f\u673a\u5236\uff0c\u4e3a\u5f00\u53d1\u8005\u5728AI\u5e94\u7528\u751f\u4ea7\u73af\u5883\u4e2d\u89e3\u51b3\u4e86\u6a21\u578b\u8d28\u91cf\u4e0d\u7a33\u5b9a\u3001\u6210\u672c\u4e0d\u53ef\u63a7\u548c\u8fd0\u7ef4\u590d\u6742\u7b49\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/65770414-d455-4728-a571-0fa1ea9f7844.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e6ef4fec-4394-4460-95b0-f1ff1db77906.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e40bade1-f686-4af0-98a3-e02ee0bea5ee.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0ad8c90e-0226-4c98-bc46-6393ba11ad27.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b183ec63-beff-477c-a6fd-406e0c1966ec.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/734f4d6c-0ae6-4834-89f8-b4c964814ea9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/26b75efd-dc72-4954-9fef-e7fe70788f33.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9c4f7038-bb92-4833-b4b8-98982d017b55.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cc0eea12-3d89-4bbd-b347-7f67799c8a66.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\/1d6feabc-32d4-4a25-90f2-91b9b370af96.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=wO2ecixhgWo\"><source src=\"https:\/\/www.youtube.com\/watch?v=wO2ecixhgWo\" 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\">LLM\u7f51\u5173<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7AI\u57fa\u7840\u8bbe\u65bd<\/span><br \/>\n <span class=\"tag\">\u6a21\u578b\u8def\u7531<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u8865\u507f<\/span><br \/>\n <span class=\"tag\">API\u805a\u5408<\/span><br \/>\n <span class=\"tag\">\u9ad8\u53ef\u7528<\/span><br \/>\n <span class=\"tag\">\u591a\u4e91\u5197\u4f59<\/span><br \/>\n <span class=\"tag\">\u6210\u672c\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u6027\u80fd\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u6548\u7387<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u53ef\u81ea\u52a8\u8865\u507f\u548c\u6210\u672c\u4f18\u52bf\uff0c\u5e76\u8be2\u95ee\u8865\u507f\u7684\u5177\u4f53\u5b9a\u4e49\u4e0e\u5ba1\u8ba1\u6d41\u7a0b\u3002\u4e3b\u8981\u5efa\u8bae\u5305\u62ec\uff1a\u9700\u660e\u786e\u201c\u8d28\u91cf\u4f4e\u4e0b\u201d\u7684\u5224\u5b9a\u6807\u51c6\u3001\u63d0\u4f9b\u53ef\u8ffd\u6eaf\u7684\u8865\u507f\u6570\u636e\u5305\u3001\u96c6\u6210OpenTelemetry\u7b49\u53ef\u89c2\u6d4b\u6027\u5de5\u5177\uff0c\u4ee5\u53ca\u516c\u5f00\u8def\u7531\u7b56\u7565\u7ec6\u8282\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n ZenMux\u5207\u5165\u4e86\u4e00\u4e2a\u65e5\u76ca\u62e5\u6324\u4f46\u75db\u70b9\u660e\u786e\u7684\u8d5b\u9053\u2014\u2014LLM\u7f51\u5173\u3002\u5176\u5ba3\u79f0\u7684\u201c\u884c\u4e1a\u9996\u521b\u81ea\u52a8\u8865\u507f\u673a\u5236\u201d\u65e0\u7591\u662f\u6700\u950b\u5229\u7684\u94a9\u5b50\uff0c\u8bd5\u56fe\u5c06\u57fa\u7840\u8bbe\u65bd\u4ece\u4f20\u7edf\u7684\u201c\u6d41\u91cf\u7ba1\u9053\u201d\u89d2\u8272\uff0c\u91cd\u5851\u4e3a\u201c\u8d28\u91cf\u62c5\u4fdd\u65b9\u201d\u3002\u8fd9\u4e00\u627f\u8bfa\u76f4\u51fb\u5f00\u53d1\u8005\u6700\u654f\u611f\u7684\u795e\u7ecf\uff1a\u4e3a\u6a21\u578b\u7684\u201c\u80e1\u8a00\u4e71\u8bed\u201d\u548c\u54cd\u5e94\u8fdf\u7f13\u4ed8\u8d39\u7684\u4e0d\u516c\u611f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5149\u9c9c\u627f\u8bfa\u4e4b\u4e0b\u6f5c\u85cf\u7740\u5de8\u5927\u7684\u6267\u884c\u98ce\u9669\u4e0e\u5b9a\u4e49\u6a21\u7cca\u5730\u5e26\u3002\u8bc4\u8bba\u4e2d\u5c16\u9510\u7684\u63d0\u95ee\u5207\u4e2d\u8981\u5bb3\uff1a\u5982\u4f55\u5ba2\u89c2\u3001\u53ef\u590d\u73b0\u5730\u5b9a\u4e49\u201c\u4f4e\u8d28\u91cf\u8f93\u51fa\u201d\uff1f\u8865\u507f\u88c1\u5b9a\u662f\u5426\u4f1a\u5f15\u53d1\u5927\u91cf\u4e89\u8bae\u548c\u8fd0\u8425\u8d1f\u62c5\uff1f\u8fd9\u672c\u8d28\u4e0a\u4e0d\u662f\u4e00\u4e2a\u6280\u672f\u95ee\u9898\uff0c\u800c\u662f\u4e00\u4e2a\u6d89\u53ca\u6807\u51c6\u5236\u5b9a\u3001\u4ef2\u88c1\u673a\u5236\u548c\u5546\u4e1a\u98ce\u9669\u7684\u590d\u6742\u4f53\u7cfb\u3002\u4ea7\u54c1\u82e5\u4e0d\u80fd\u5c06\u8865\u507f\u89c4\u5219\u6781\u5ea6\u900f\u660e\u5316\u3001\u6d41\u7a0b\u81ea\u52a8\u5316\uff0c\u8be5\u7279\u8272\u5f88\u53ef\u80fd\u4ece\u4eae\u70b9\u53d8\u4e3a\u8fd0\u8425\u6ce5\u6f6d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u5176\u201c\u7edf\u4e00API\u201d\u548c\u201c\u667a\u80fd\u8def\u7531\u201d\u5c5e\u4e8e\u5f53\u524d\u7f51\u5173\u7684\u6807\u914d\uff0c\u58c1\u5792\u5728\u4e8e\u8def\u7531\u7b97\u6cd5\u7684\u5b9e\u9645\u6548\u80fd\u4e0e\u6570\u636e\u79ef\u7d2f\u3002\u800c\u201c\u516c\u5f00HLE\u6d4b\u8bd5\u201d\u867d\u6709\u52a9\u4e8e\u5efa\u7acb\u4fe1\u4efb\uff0c\u4f46\u5982\u4f55\u5c06\u901a\u7528\u57fa\u51c6\u4e0e\u5ba2\u6237\u5177\u4f53\u5de5\u4f5c\u8d1f\u8f7d\u7684\u4f18\u5316\u6709\u6548\u7ed3\u5408\uff0c\u4ecd\u662f\u5f85\u89e3\u96be\u9898\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u4ef7\u503c\u6216\u8bb8\u5982\u56e2\u961f\u56de\u590d\u4e2d\u6240\u6697\u793a\u7684\uff1a\u6bcf\u4e00\u6b21\u8865\u507f\u4e8b\u4ef6\u90fd\u662f\u4e00\u4e2a\u9ad8\u8d28\u91cf\u7684\u53cd\u5411\u4f18\u5316\u6570\u636e\u70b9\u3002\u82e5\u80fd\u7cfb\u7edf\u6027\u5730\u5c06\u8fd9\u4e9b\u201c\u5931\u8d25\u6848\u4f8b\u201d\u53cd\u9988\u7ed9\u5ba2\u6237\uff0c\u751a\u81f3\u5f62\u6210\u4f18\u5316\u95ed\u73af\uff0cZenMux\u5219\u6709\u53ef\u80fd\u4ece\u201c\u6210\u672c\u4fdd\u9669\u5546\u201d\u5347\u7ea7\u4e3a\u201c\u8d28\u91cf\u534f\u4f5c\u8005\u201d\uff0c\u6784\u5efa\u66f4\u6df1\u5c42\u7684\u62a4\u57ce\u6cb3\u3002\u5f53\u524d\uff0c\u5b83\u662f\u4e00\u4e2a\u5927\u80c6\u4e14\u5bf9\u5f00\u53d1\u8005\u53cb\u597d\u7684\u4ef7\u503c\u4e3b\u5f20\uff0c\u4f46\u5176\u957f\u671f\u6210\u529f\uff0c\u53d6\u51b3\u4e8e\u80fd\u5426\u5c06\u8fd9\u573a\u5371\u9669\u7684\u201c\u8d4c\u535a\u201d\u8f6c\u5316\u4e3a\u4e00\u5957\u53ef\u89c4\u6a21\u5316\u7684\u3001\u53ef\u4fe1\u8d56\u7684\u8d28\u91cf\u4fdd\u969c\u4f53\u7cfb\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\">ZenMux<\/span>\n <\/div>\n<div class=\"comment-content\">ZenMux is an enterprise-grade LLM gateway that makes AI simple and assured for developers through a unified API, smart routing, and an industry-first automatic compensation mechanism.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Hey Product Hunt! <\/strong>\ud83d\udc4b<\/p>\n<p>I’m Haize Yu, CEO of ZenMux. We\u2019ve been heads-down building an enterprise-grade LLM gateway that actually puts its money where its mouth is. I\u2019m thrilled to finally get your feedback on it today.<\/p>\n<\/p>\n<p><strong>Why we built this<\/strong> <\/p>\n<p>Scaling AI shouldn’t feel like “fighting the infra.” As builders, we grew tired of:<\/p>\n<ul>\n<li>\n<p>Juggling dozens of API keys and messy billing accounts.<\/p>\n<\/li>\n<li>\n<p>Sudden “intelligence drops” or latency spikes in production.<\/p>\n<\/li>\n<li>\n<p>Paying full price for hallucinations without any fallback. \ud83d\ude05<\/p>\n<\/li>\n<\/ul>\n<p>We thought: What if a gateway didn\u2019t just route requests, but actually insured the outcome?<\/p>\n<\/p>\n<p><strong>What ZenMux brings to your stack<\/strong><\/p>\n<ul>\n<li>\n<p><strong>Built-in Model Insurance:<\/strong> We\u2019re the first to offer automatic credit compensation for poor outputs or high latency. We take the risk, so you don’t have to.<\/p>\n<\/li>\n<li>\n<p><strong>Dual-Protocol Support:<\/strong> Full OpenAI & Anthropic compatibility. Works out-of-the-box with tools like Claude Code or Cline.<\/p>\n<\/li>\n<li>\n<p><strong>Transparent Quality (HLE):<\/strong> We conduct regular, open-source HLE (Human Last Exam) testing. We invest in these benchmarks to keep model routing honest.<\/p>\n<\/li>\n<li>\n<p><strong>High Availability:<\/strong> Multi-vendor redundancy means you\u2019ll never hit a rate-limit ceiling.<\/p>\n<\/li>\n<li>\n<p><strong>Global Edge Network:<\/strong> Powered by Cloudflare for rock-solid stability worldwide.<\/p>\n<\/li>\n<\/ul>\n<p><strong>Pricing that scales<\/strong><\/p>\n<ul>\n<li>\n<p><strong>Builder Plan:<\/strong> Predictable monthly subscriptions for steady development.<\/p>\n<\/li>\n<li>\n<p><strong>Pay-As-You-Go:<\/strong> No rate limits, no ceilings. Pure stability that scales freely with your traffic. Only pay for what you actually use.<\/p>\n<\/li>\n<\/ul>\n<p><strong>Launch Special<\/strong> <\/p>\n<p>Bump up your credits! For a limited time: Top up $100, get a $10 bonus (10% extra).<\/p>\n<\/p>\n<p><strong>One last thing…<\/strong> <\/p>\n<p>What\u2019s the biggest “production nightmare” you’ve faced with LLMs? Drop a comment\u2014I’m here all day to chat!<\/p>\n<\/p>\n<p><strong>Stop worrying. Start building. <\/strong>\ud83d\ude80<\/p>\n<p><a href=\"https:\/\/zenmux.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/zenmux.ai<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Used Zenmux for a while. Not Only API insurance works legit, (actual charged) pricing is 8% ~ 10% cheaper than openrouter. Best luck!<\/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\/@sophialgrowth\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sophialgrowth<\/a> Seeing “used ZenMux for a while” honestly made our day. Thanks so much!\ud83e\udd79<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@sophialgrowth In the early stages, we did run some discounted promotions.<br \/>\nThe reason wasn\u2019t to start a price war, but because our product was still immature and had a lot of room for improvement.<br \/>\nTo make up for these shortcomings, we offered appropriate discounts as a way to show our gratitude to users.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>An auto-compensation LLM gateway will hit scale pain when \u201cbad output\u201d disputes and p99 latency spikes turn into noisy payout events without reproducible traces.<\/p>\n<p>Best practice is OpenTelemetry GenAI semantic conventions plus per-request lineage (prompt hash, model, router decision, retries) and optional hedged requests or circuit breakers to tame tail latency.<\/p>\n<p>How are you defining and verifying \u201cpoor quality\u201d for payouts, and can customers export the full compensation case bundle for audit and fine-tuning?<\/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\">@ryan_thill OpenTelemetry is a great suggestion. I just went through some of the documentation, but I haven’t dived deep into it yet. Thanks for the tip!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Model insurance for AI infra? That\u2019s new. Curious to try it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@luke_pioneero\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@luke_pioneero<\/a> Appreciate it! \ud83d\ude4f You hit it \u2014 the model insurance is new, but honestly the best part is what comes <em>with<\/em> the payout: real edge cases from your own usage, ready to plug back in and make your product smarter.<\/p>\n<\/p>\n<p>Curious to hear what you think once you try it! \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<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@luke_pioneero\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@luke_pioneero<\/a> Thank you! We built it because we felt infra shouldn\u2019t shift all risk to builders.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@luke_pioneero This is a very special feature of ours. We noticed users asking, \u201cWhy should I pay when the model isn\u2019t accurate?\u201d After seeing this feedback many times, we started reflecting on what we could do\u2014and this idea came out of it.<\/p>\n<p>Behind this feature is a push for us to improve stability and speed; otherwise, we\u2019d lose a lot of money \ud83d\ude04<\/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>Congrats on the launch, <strong>ZenMux<\/strong>. <\/p>\n<p>While everyone is building on LLMs, you\u2019re building the backbone. Unified, intelligent, and enterprise-ready, that\u2019s how real AI infrastructure scales.<\/p>\n<p>Wishing you powerful integrations and unstoppable momentum ahead. <\/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\/@priyankamandal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@priyankamandal<\/a> <\/p>\n<p>Thanks so much! That means a lot \u2014 we really believe infrastructure should be boring (in a good way), so developers can focus on the fun part. Appreciate the support! \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<div class=\"reply-item\">\n<div class=\"reply-content\">@priyankamandal Yes, thank you so much for seeing our efforts. Building the foundational layer is exhausting and “dirty” work, but it’s something that someone has to do. Most of the founding members of our team come from well-known, stability-focused teams, so we’re well-equipped to do it well.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Haize, that line about paying full price for hallucinations without any fallback is painfully relatable. Was there a specific moment in production where a model just tanked, gave you garbage output, and you realized you were still getting charged for it?<\/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\">@vouchy There have been some truly heart-stopping moments. When the model suddenly went down, it led to a huge number of payouts. Even though we technically hadn’t done anything wrong, we still had to honor the claims.<\/p>\n<p>However, we designed this insurance with a maximum claims pool. In extreme cases, we’ll pay out every last cent of that pool, but it won’t put the company out of business.<\/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>Excited to follow your journey. Great launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@victorzh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@victorzh<\/a> Thanks! Appreciate it. Stoked to have you along for the ride \u2014 more coming soon! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@victorzh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@victorzh<\/a> Thank you so much! Really appreciate the support \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<div class=\"reply-item\">\n<div class=\"reply-content\">@victorzh Thank you! Our product launched around October 1st, and it’s been about four months now. We’ve received far more user recognition than expected, and we’ve also gained a very impressive number of paying users. This is thanks to the AI era, which allowed us to develop the product at an incredible speed\u2014over 90% of the coding was done with AI.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Automatic compensation is a bold promise. Love this angle. Congrats on launch \ud83d\udc4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sandy_liusy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sandy_liusy<\/a> Thanks! \ud83d\ude4f The auto-compensation is the hook, but the real gold is \u2014 every payout is an edge case from your own business. Take those insights back as Context to reverse-optimize your product experience. That\u2019s the data flywheel.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sandy_liusy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sandy_liusy<\/a> Thanks! We felt that infra providers shouldn\u2019t only optimize throughput \u2014 they should stand behind output quality and reliability. That\u2019s the bet we\u2019re making.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@sandy_liusy Thanks! Auto-compensation is one of our core features. Currently, we provide compensation for “slow response” and “inaccurate output”. From a practical perspective, it’s great that users don’t have to pay for bad results. But there’s another, even more important benefit in my view: the log data from these insurance payouts is extremely valuable and can help developers optimize their products.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 wish everytime a product didn\u2019t work this happened ! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@howell4change\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@howell4change<\/a> Haha right? Wouldn’t that be nice \ud83d\ude04 Appreciate 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\">Routing is where most gateways feel similar on paper\u2014what\u2019s your actual decision policy in production (signals used, how often it updates, how you avoid regressions), and how do your public benchmarks translate into routing choices for a specific customer workload?<\/div>\n<div class=\"comment-actions\">\n<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>Another cool LLM with ai world. COngratulations on the launch (: <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@istiakahmad “Cool” is really important. I really love the design of our latest official website, especially our mascot, the little octopus. It symbolizes connection.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 dual-protocol support \u2014 OpenAI + Anthropic in one API, no extra wrapper needed. Clean.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@blink_66\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@blink_66<\/a> Thank you! We wanted it to feel plug-and-play.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@blink_66\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@blink_66<\/a> Thank you! We wanted it to feel plug-and-play.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@blink_66 Thank you for your recognition. Although developing and maintaining dual protocols has significantly increased our costs, along with a lot of parameter conversion work, seeing the positive feedback from users makes it all worthwhile.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What exactly is “model insurance”? Never heard of this before.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@elser_ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elser_ai<\/a> Appreciate it! \ud83d\ude4f You hit it \u2014 the model insurance is new. Currently we cover <strong>two dimensions<\/strong>: 1) output quality (hallucinations, unexpected content), and 2) high latency. More dimensions coming soon.<\/p>\n<\/p>\n<p>But honestly the best part is what comes with the payout: <strong>real edge cases from your own usage. Long term, these insights help you iterate and improve your own product’s user experience.<\/strong><\/p>\n<\/p>\n<p>Curious to hear what you think once you try it! \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<div class=\"reply-item\">\n<div class=\"reply-content\">@elser_ai Put simply, model insurance means we provide corresponding compensation when the model returns “bad” results, whether due to slow speed, poor quality, or other reasons. Let’s take quality as an example: when a user thinks a result is bad, they might click “regenerate” or re-enter the prompt with minor changes. In such cases, we will refund the cost of that first request. We use an algorithm to identify these scenarios. Of course, I think it’s still not perfect, and we have more comprehensive plans for the future.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 most stressful part of using LLMs is wondering if the model secretly got worse. This fixes that.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@carlvert\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@carlvert<\/a> Totally. \ud83d\ude4f Nothing worse than wondering if it’s your prompt or the model just got dumber. We put the HLE tests and leaderboard out there so you can actually <em>know<\/em>. No more guessing games.<\/p>\n<p>Appreciate you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@carlvert\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@carlvert<\/a> Yes. The worst failures aren\u2019t crashes \u2014 they\u2019re subtle intelligence regressions.<br \/>That\u2019s why we run ongoing HLE benchmarks and monitor routing drift continuously.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@carlvert Yes, thank you so much for your recognition.<br \/>\nI think we\u2019re still at a very early stage. We have so many ideas in mind that haven\u2019t been realized yet.<br \/>\nThis may be a long-term plan \u2014 it will take about three years to complete the whole puzzle, so we can better serve our users.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Big congratulations on the launch, <strong>ZenMux<\/strong><\/p>\n<p>An enterprise-grade LLM gateway with unified APIs, smart routing, and automatic compensation is exactly what serious AI teams need right now. You\u2019re not just connecting models, you\u2019re building trust into the infrastructure.<\/p>\n<p>Wishing you strong enterprise partnerships and rapid scale ahead.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@priyankamandal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@priyankamandal<\/a> Thanks so much! Really appreciate the kind words \u2014 especially “building trust into the infrastructure.” That’s exactly what we’re aiming for. Excited to deliver on that promise for serious AI teams. \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The automatic compensation mechanism is really clever. Balancing costs across multiple model providers is a pain point we’ve dealt with. How does it handle routing decisions when multiple providers offer similar performance but vastly different pricing? Does it learn from request patterns to optimize long-term?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Does ZenMux’s credit compensation trigger on latency spikes the same way it does on hallucinations? That threshold is where the value gets real. Feeding compensated cases back so teams can fine-tune against their own failure modes is what makes the insurance self-improving.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! The model insurance angle is interesting, especially for production use cases where reliability matters more than raw capability. How do you objectively determine when an output qualifies as poor versus just subjective dissatisfaction?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@vik_sh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vik_sh<\/a> Thanks for the great question! \ud83d\ude4f We’ve built our own detection algorithm, and right now we have two dimensions live:<\/p>\n<ul>\n<li>\n<p>Unexpected content generation<\/p>\n<\/li>\n<li>\n<p>High latency<\/p>\n<\/li>\n<\/ul>\n<p>How do we detect “unexpected content generation”? One example: if a user asks two consecutive questions with the same intent, we treat that as a signal that they weren’t satisfied with the first response. That’s one of the ways we identify bad cases.<\/p>\n<p>The payout is just the outcome. The real value is: every flagged bad case is an edge case from your own business, ready to be used as context to improve your product experience.<\/p>\n<p>That’s where the data flywheel starts turning.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Multiple suppliers for the same model + auto failover = no more “our model provider is down” incidents.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@rydensun Model outages are truly incidents that severely impact business development. However, we are confident in addressing this issue effectively. Many members of our founding team come from renowned stability engineering teams, bringing with them profound expertise in this field.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 insurance mechanism is a genuinely novel idea in the LLM gateway space. Most aggregators (OpenRouter, LiteLLM) treat themselves as dumb pipes.. you get your tokens, and if the model hallucinates or latency spikes, that’s your problem. <\/p>\n<p>I’m curious about the implementation like how does ZenMux detect “degraded quality” automatically? Is it running a lightweight evaluation model on every response, or is it based on heuristics like response length, latency thresholds, and known failure patterns? <\/p>\n<p>The line between a genuine hallucination and a subtly wrong answer seems really hard to draw programmatically. Also, does the insurance payout data feed back into routing decisions? That would create a really interesting flywheel like the more claims you process, the smarter your routing gets<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#4<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/FOJGPYJLTUQ2GA\" class=\"app-title\">Code Arena<\/a><\/p>\n<div class=\"one-liner\">Prompt once. Compare multiple AI-built apps for free.<\/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>Code Arena \u5141\u8bb8\u5f00\u53d1\u8005\u4e00\u6b21\u6027\u8f93\u5165\u63d0\u793a\u8bcd\uff0c\u5373\u53ef\u5e76\u884c\u6bd4\u8f83\u591a\u4e2a\u9876\u7ea7AI\u7f16\u7a0b\u6a21\u578b\u751f\u6210\u7684\u591a\u6587\u4ef6\u5e94\u7528\u6216\u7f51\u7ad9\u4ee3\u7801\uff0c\u89e3\u51b3\u4e86\u5728\u771f\u5b9e\u3001\u7ed3\u6784\u5316\u9879\u76ee\u4e2d\u8bc4\u4f30\u548c\u9009\u62e9\u6700\u4f73AI\u7f16\u7801\u8f93\u51fa\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/eabadd93-652a-4e0a-bd88-e7a988edf636.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1bf2779c-7a6f-4385-810b-7607b6853227.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/382044b6-e70b-418c-9f22-7f5dcb5dec13.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4cac8d71-f5ed-4134-9386-784ae7386e8b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a6d1de47-daee-4da1-9381-bfa3dcef05bf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7d9d8f07-07df-42d3-ab67-a01cc66c03cc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/11ce1a51-4c6b-4987-86a5-b00cb2033865.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\/c8c0d12f-3698-4ec1-ab7f-8ff952fff6d3.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=lAFsaT5oi8g\"><source src=\"https:\/\/www.youtube.com\/watch?v=lAFsaT5oi8g\" 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\u7f16\u7a0b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u591a\u6587\u4ef6\u4ee3\u7801\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u6a21\u578b\u5bf9\u6bd4\u8bc4\u6d4b<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u5bfc\u51fa<\/span><br \/>\n <span class=\"tag\">\u9879\u76ee\u811a\u624b\u67b6<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/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\u591a\u6587\u4ef6\u751f\u6210\u4e0e\u5e76\u6392\u5bf9\u6bd4\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u4f46\u666e\u904d\u5173\u6ce8\u7ed3\u679c\u8bc4\u4f30\u95ee\u9898\uff1a\u7f3a\u4e4f\u5b9e\u65f6\u9884\u89c8\u96be\u4ee5\u5224\u65ad\u8f93\u51fa\u4f18\u52a3\uff1b\u8be2\u95ee\u8fed\u4ee3\u5de5\u4f5c\u6d41\u548c\u5ba2\u89c2\u8bc4\u4f30\u6807\u51c6\uff08\u5982\u6210\u672c\u3001\u8d28\u91cf\u3001\u57fa\u51c6\uff09\uff1b\u5efa\u8bae\u589e\u52a0\u4f9d\u8d56\u53ef\u89c6\u5316\u3001\u7ed3\u6784\u5316\u4e0a\u4e0b\u6587\u652f\u6301\u4ee5\u63d0\u5347\u5bf9\u6bd4\u516c\u5e73\u6027\u4e0e\u5b9e\u7528\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 Code Arena \u7cbe\u51c6\u5207\u5165\u5f53\u524dAI\u8f85\u52a9\u7f16\u7a0b\u7684\u6838\u5fc3\u77db\u76fe\uff1a\u6f14\u793a\u573a\u666f\u7684\u201c\u73a9\u5177\u7ea7\u201d\u4ee3\u7801\u4e0e\u771f\u5b9e\u5de5\u7a0b\u6240\u9700\u7684\u201c\u7cfb\u7edf\u7ea7\u201d\u4ee3\u7801\u4e4b\u95f4\u7684\u5de8\u5927\u9e3f\u6c9f\u3002\u5176\u201c\u4e00\u6b21\u63d0\u793a\uff0c\u591a\u6a21\u578b\u5e76\u884c\u751f\u6210\u591a\u6587\u4ef6\u9879\u76ee\u201d\u7684\u8bbe\u8ba1\uff0c\u786e\u5b9e\u76f4\u51fb\u4e86\u591a\u6570\u5355\u6587\u4ef6AI\u7f16\u7801\u5de5\u5177\u7684\u8f6f\u808b\uff0c\u8bd5\u56fe\u5c06\u9009\u62e9\u6210\u672c\u4ece\u4e32\u884c\u8bd5\u9519\u8f6c\u5411\u5e76\u884c\u5bf9\u6bd4\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u76ee\u524d\u5448\u73b0\u7684\u66f4\u50cf\u4e00\u4e2a\u7cbe\u5de7\u7684\u201c\u6f14\u793a\u5bf9\u6bd4\u5668\u201d\uff0c\u800c\u975e\u6df1\u5ea6\u201c\u5de5\u4f5c\u6d41\u6574\u5408\u5668\u201d\u3002\u7528\u6237\u7684\u8bc4\u8bba\u4e00\u9488\u89c1\u8840\uff1a\u7f3a\u4e4f\u4ee3\u7801\u9884\u89c8\u529f\u80fd\uff0c\u4f7f\u5f97\u5bf9\u6bd4\u5728\u7b2c\u4e00\u6b65\u5c31\u5361\u58f3\uff1b\u6ca1\u6709\u660e\u786e\u7684\u8bc4\u4f30\u7ef4\u5ea6\u548c\u57fa\u51c6\uff08\u5982\u4ee3\u7801\u8d28\u91cf\u3001\u6027\u80fd\u3001\u6210\u672c\u3001\u67b6\u6784\u5408\u7406\u6027\uff09\uff0c\u6240\u8c13\u201c\u5bf9\u6bd4\u201d\u6781\u6613\u6d41\u4e8e\u8868\u9762\u89c2\u5bdf\uff1b\u5176\u4f5c\u4e3a\u72ec\u7acb\u5de5\u5177\uff0c\u5982\u4f55\u878d\u5165\u5f00\u53d1\u8005\u4ece\u751f\u6210\u3001\u8fed\u4ee3\u3001\u8c03\u8bd5\u5230\u90e8\u7f72\u7684\u5b8c\u6574\u95ed\u73af\uff0c\u4ecd\u663e\u6a21\u7cca\u3002\u8fd9\u66b4\u9732\u4e86\u5176\u73b0\u9636\u6bb5\u53ef\u80fd\u66f4\u9002\u7528\u4e8e\u6a21\u578b\u80fd\u529b\u7684\u5feb\u901f\u63a2\u77e5\u4e0e\u9009\u578b\uff0c\u800c\u975e\u6301\u7eed\u7684\u6df1\u5ea6\u5f00\u53d1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\uff0c\u591a\u6587\u4ef6\u751f\u6210\u7684\u201c\u53ef\u9760\u6027\u201d\u4e0e\u201c\u751f\u4ea7\u7ea7\u7ed3\u6784\u201d\u7edd\u975e\u7b80\u5355\u5806\u53e0\u6587\u4ef6\u5373\u53ef\u5b9e\u73b0\u3002\u4e0d\u540c\u6a21\u578b\u5bf9\u67b6\u6784\u6a21\u5f0f\u3001\u6587\u4ef6\u4f9d\u8d56\u3001\u63a5\u53e3\u7ea6\u5b9a\u7684\u7406\u89e3\u5dee\u5f02\uff0c\u53ef\u80fd\u751f\u6210\u5f62\u4f3c\u800c\u795e\u5f02\u7684\u4ee3\u7801\uff0c\u589e\u52a0\u540e\u7eed\u96c6\u6210\u4e0e\u7ef4\u62a4\u7684\u9690\u6027\u6210\u672c\u3002\u4ea7\u54c1\u82e5\u60f3\u4ece\u201c\u6709\u8da3\u5bf9\u6bd4\u201d\u5347\u7ea7\u4e3a\u201c\u5fc5\u5907\u5de5\u5177\u201d\uff0c\u5fc5\u987b\u6784\u5efa\u66f4\u79d1\u5b66\u7684\u91cf\u5316\u8bc4\u4f30\u4f53\u7cfb\uff0c\u5e76\u6df1\u5ea6\u89e3\u51b3\u751f\u6210\u4ee3\u7801\u7684\u201c\u53ef\u7406\u89e3\u6027\u201d\uff08\u5982\u4f9d\u8d56\u53ef\u89c6\u5316\uff09\u4e0e\u201c\u53ef\u8fed\u4ee3\u6027\u201d\uff08\u4e0e\u672c\u5730IDE\/GitHub\u7684\u53cc\u5411\u540c\u6b65\uff09\u95ee\u9898\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u5c06\u6df7\u4e71\u4ece\u201c\u9009\u62e9\u54ea\u4e2a\u6a21\u578b\u201d\u63a8\u8fdf\u5230\u4e86\u201c\u7406\u89e3\u54ea\u5957\u4ee3\u7801\u201d\u4e0a\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\">Code Arena<\/span>\n <\/div>\n<div class=\"comment-content\">Prompt once and compare outputs from top AI coding models. Arena generates multi-file apps or websites side-by-side. Export ready-to-run code to GitHub or your IDE. Built for developers. Free to use.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\ud83d\udc4b Hey Product Hunt! We\u2019re excited to launch Multi-File Apps in Code Arena.<\/p>\n<\/p>\n<p>AI coding tools often break down once projects go beyond a single file. We built multi-file in Code Arena to solve that, letting developers generate, compare, and iterate on real, multi-file codebases with production-level structure and reliability.<\/p>\n<\/p>\n<p>On Code Arena, you can prompt once and see multiple top coding models generate full projects side-by-side, then download the result as a ZIP to run locally or push to GitHub.<\/p>\n<\/p>\n<p>We\u2019d love your feedback:<\/p>\n<ul>\n<li>\n<p>What kinds of apps or websites are you building?<\/p>\n<\/li>\n<li>\n<p>Which coding models performed best for your build?<\/p>\n<\/li>\n<li>\n<p>What additional models or features should we add to Code Arena?<\/p>\n<\/li>\n<\/ul>\n<p>Thanks for checking it out \ud83d\ude4f<\/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\/@aryanvichare\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aryanvichare<\/a> Intriguing, and dying to use this, but I’d really need preview to be able to assess which of the two results is better.<\/p>\n<p>I just tried a prompt, on one side it turned this into 17; the other side 20. What I need, as a low-coder, is the output.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Where does Code Arena fit in a developer\u2019s day-to-day workflow after the first generation\u2014what\u2019s the intended loop between Arena, a local repo\/IDE, and GitHub as the project evolves over multiple iterations?<\/div>\n<div class=\"comment-actions\">\n<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>Comparing AI outputs side by side is something every dev needs right now.<\/p>\n<p>I’ve been building dev infrastructure tools myself and the “which tool actually works” problem is constant.<\/p>\n<p>How are you handling the evaluation criteria? Pure output quality or also factoring in cost?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Comparing outputs of different models side by side is a great idea! I\u2019m building an app that ranks places based on online reviews and have been using Claude with skills for both frontend and backend, it\u2019s been solid. Just curious: Can skills or structured context (beyond prompts) be standardized across models for fair comparison? And how does Code Arena help objectively determine the \u201cbest\u201d model. Are there measurable benchmarks, evaluation metrics or reports?<\/div>\n<div class=\"comment-actions\">\n<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\">Looks great! \ud83d\udcaa Multi-file generation + side-by-side comparison is such a clean \u201caha\u201d – most tools demo well on a single file and then fall apart in real projects.<\/p>\n<p>What\u2019s been the most common \u201cwow moment\u201d users mention after trying Code Arena? And what\u2019s the biggest friction point you\u2019re still working on? I cross my fingers to you! \ud83d\ude42<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch \ud83c\udf89 \ud83c\udf89 \ud83c\udf89 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This sounds like a great way to evaluate which model pulls ahead. It seems to shift monthly if not weekly<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the multi-file capability – that’s a huge differentiator versus single-file LLM outputs. Have you considered adding a mode to visualize dependencies between generated components? We often need to understand how different models structure their file relationships.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Moving beyond single-file demos to real multi-file projects feels like a necessary step for serious AI coding. How does Code Arena handle cross-file dependencies and project-wide consistency, especially when different models generate slightly different structures or patterns?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\/G7NS57LWNZ4LB4\" class=\"app-title\">GPT\u20115.3\u2011Codex\u2011Spark<\/a><\/p>\n<div class=\"one-liner\">An ultra-fast model for real-time coding in Codex<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">235<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u9762\u5411\u5b9e\u65f6\u7f16\u7801\u534f\u4f5c\u7684\u6781\u901fAI\u6a21\u578b\uff0c\u4e3aChatGPT Pro\u7528\u6237\u63d0\u4f9b15\u500d\u751f\u6210\u901f\u5ea6\u4e0e128K\u4e0a\u4e0b\u6587\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u4ea4\u4e92\u5f0f\u7f16\u7a0b\u4e2d\u5bf9\u4f4e\u5ef6\u8fdf\u548c\u9ad8\u54cd\u5e94\u5ea6\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/01dc4014-f068-47e2-979d-1049385c3812.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/379e3b15-8fd6-4621-987c-80df8852b2f0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c36ec536-5b1a-4c5e-acc5-c37322f2793e.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\/078d5ff0-569b-4e6b-a673-d744e848e1b7.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=p0wI5922MxA\"><source src=\"https:\/\/www.youtube.com\/watch?v=p0wI5922MxA\" 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\">Development<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f16\u7a0b\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u4f4e\u5ef6\u8fdf\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5927\u4e0a\u4e0b\u6587\u7a97\u53e3<\/span><br \/>\n <span class=\"tag\">\u7814\u7a76\u9884\u89c8\u7248<\/span><br \/>\n <span class=\"tag\">\u4ea4\u4e92\u5f0f\u7f16\u7a0b<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u7ea7\u7f16\u8f91<\/span><br \/>\n <span class=\"tag\">ChatGPT Pro<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176128K\u4e0a\u4e0b\u6587\u548c\u5b9e\u65f6\u534f\u4f5c\u5bf9\u5f00\u53d1\u6d41\u7a0b\u7684\u4ef7\u503c\uff0c\u8d5e\u8d4f\u8f7b\u91cf\u98ce\u683c\u63d0\u5347\u8fed\u4ee3\u901f\u5ea6\u3002\u5173\u6ce8\u70b9\u96c6\u4e2d\u5728\uff1a\u662f\u5426\u63d0\u4f9bSDK\u4ee5\u4fbf\u96c6\u6210\u81f3\u6784\u5efa\u7ba1\u9053\uff1b\u672a\u516c\u5e03\u5b9a\u4ef7\u53ef\u80fd\u5f71\u54cd\u91c7\u7528\uff1b\u88ab\u89c6\u4e3a\u540c\u7c7b\u6a21\u578b\u7684\u7ade\u4e89\u8005\uff0c\u6838\u5fc3\u4f18\u52bf\u5728\u4e8e\u5feb\u901f\u5904\u7406\u660e\u663e\u4ee3\u7801\u95ee\u9898\u800c\u4e0d\u6d88\u8017\u8fc7\u591a\u4ee4\u724c\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-5.3-Codex-Spark\u7684\u53d1\u5e03\uff0c\u672c\u8d28\u4e0a\u662fOpenAI\u5728AI\u7f16\u7a0b\u52a9\u624b\u8d5b\u9053\u7684\u4e00\u6b21\u7cbe\u51c6\u7684\u201c\u964d\u7ef4\u6253\u51fb\u201d\u4e0e\u573a\u666f\u5207\u5272\u3002\u5b83\u6ca1\u6709\u9009\u62e9\u5728\u7ec8\u6781\u4ee3\u7801\u667a\u80fd\u4e0a\u7ee7\u7eed\u5185\u5377\uff0c\u800c\u662f\u654f\u9510\u5730\u6293\u4f4f\u4e86\u9ad8\u7aef\u5f00\u53d1\u8005\u4e00\u4e2a\u66f4\u672c\u8d28\u7684\u8bc9\u6c42\uff1a\u4ea4\u4e92\u6d41\u7545\u6027\u3002\u5c06\u201c\u5ef6\u8fdf\u4e0e\u667a\u80fd\u540c\u7b49\u91cd\u8981\u201d\u4f5c\u4e3a\u6807\u8bed\uff0c\u76f4\u6307\u73b0\u6709\u91cd\u578b\u6a21\u578b\u5728\u5b9e\u65f6\u7ed3\u5bf9\u7f16\u7a0b\u3001\u52a8\u6001\u8c03\u8bd5\u7b49\u573a\u666f\u4e2d\u7684\u6838\u5fc3\u77ed\u677f\u2014\u2014\u8fc7\u957f\u7684\u601d\u8003\u65f6\u95f4\u4f1a\u65e0\u60c5\u5730\u6253\u65ad\u5f00\u53d1\u8005\u7684\u5fc3\u6d41\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u4ecb\u7ecd\u7684\u201c\u8f7b\u91cf\u7ea7\u5de5\u4f5c\u98ce\u683c\u201d\u662f\u53e6\u4e00\u5904\u503c\u5f97\u73a9\u5473\u7684\u6218\u7565\u9009\u62e9\u3002\u9ed8\u8ba4\u8fdb\u884c\u6700\u5c0f\u5316\u3001\u6709\u9488\u5bf9\u6027\u7684\u7f16\u8f91\uff0c\u800c\u975e\u81ea\u52a8\u8fd0\u884c\u6d4b\u8bd5\u6216\u751f\u6210\u957f\u7bc7\u5927\u8bba\uff0c\u8fd9\u5e76\u975e\u80fd\u529b\u4e0a\u7684\u59a5\u534f\uff0c\u800c\u662f\u5bf9\u771f\u5b9e\u5de5\u4f5c\u6d41\u7684\u6df1\u523b\u6d1e\u5bdf\u3002\u5b83\u5c06\u81ea\u5df1\u5b9a\u4f4d\u4e3a\u4e00\u4e2a\u201c\u654f\u6377\u7684\u526f\u9a7e\u9a76\u201d\uff0c\u5c06\u63a7\u5236\u6743\u7262\u7262\u4ea4\u8fd8\u5f00\u53d1\u8005\uff0c\u901a\u8fc7\u8fd1\u4e4e\u5373\u65f6\u7684\u54cd\u5e94\u6765\u52a0\u901f\u201c\u63d0\u8bae-\u53cd\u9988-\u4fee\u6b63\u201d\u7684\u8fed\u4ee3\u5faa\u73af\uff0c\u8fd9\u6bd4\u751f\u6210\u4e00\u4e2a\u770b\u4f3c\u5b8c\u7f8e\u4f46\u9700\u8981\u5927\u91cf\u65f6\u95f4\u5ba1\u67e5\u548c\u8c03\u8bd5\u7684\u590d\u6742\u4ee3\u7801\u5757\uff0c\u5728\u5b9e\u9645\u751f\u4ea7\u529b\u4e0a\u53ef\u80fd\u66f4\u80dc\u4e00\u7b79\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u4e5f\u540c\u6837\u6e05\u6670\u3002\u9996\u5148\uff0c\u4f5c\u4e3aChatGPT Pro\u7684\u9644\u52a0\u9884\u89c8\u529f\u80fd\uff0c\u5176\u51c6\u5165\u58c1\u5792\u548c\u672a\u6765\u72ec\u7acb\u5b9a\u4ef7\u7b56\u7565\u6210\u8c1c\uff0c\u8fd9\u76f4\u63a5\u5173\u7cfb\u5230\u5176\u80fd\u5426\u6e17\u900f\u5165\u4f01\u4e1a\u7ea7CI\/CD\u6d41\u6c34\u7ebf\u3002\u5176\u6b21\uff0c\u8bc4\u8bba\u4e2d\u5c06\u5176\u4e0eWindsurf\u7b49\u7ade\u54c1\u5bf9\u6bd4\uff0c\u8bf4\u660e\u5e02\u573a\u5df2\u610f\u8bc6\u5230\u201c\u4e13\u7528\u5316\u201d\u6a21\u578b\u7684\u8d8b\u52bf\u3002Spark\u7684\u4f18\u52bf\u5728\u4e8e\u901f\u5ea6\u4e0e\u4ea4\u4e92\uff0c\u4f46\u5728\u9700\u8981\u6df1\u5ea6\u63a8\u7406\u3001\u590d\u6742\u7cfb\u7edf\u8bbe\u8ba1\u7684\u201c\u786c\u6838\u201d\u7f16\u7a0b\u4efb\u52a1\u4e0a\uff0c\u7528\u6237\u53ef\u80fd\u4ecd\u4f1a\u8f6c\u5411\u66f4\u201c\u91cd\u201d\u7684\u6a21\u578b\u3002\u5b83\u7684\u771f\u6b63\u4ef7\u503c\uff0c\u6216\u8bb8\u4e0d\u5728\u4e8e\u53d6\u4ee3\u6240\u6709\u7f16\u7a0bAI\uff0c\u800c\u5728\u4e8e\u91cd\u65b0\u5b9a\u4e49\u4eba\u673a\u534f\u4f5c\u7684\u4ea4\u4e92\u8303\u5f0f\uff0c\u5c06AI\u4ece\u201c\u601d\u8003\u578b\u987e\u95ee\u201d\u8f6c\u53d8\u4e3a\u201c\u54cd\u5e94\u578b\u4f19\u4f34\u201d\uff0c\u4ece\u800c\u5f00\u8f9f\u4e00\u4e2a\u4ee5\u901f\u5ea6\u548c\u6d41\u7545\u5ea6\u4e3a\u6838\u5fc3\u7ade\u4e89\u529b\u7684\u7ec6\u5206\u5e02\u573a\u3002\u6210\u529f\u4e0e\u5426\uff0c\u53d6\u51b3\u4e8eOpenAI\u80fd\u5426\u5c06\u8fd9\u79cd\u6781\u81f4\u4f53\u9a8c\uff0c\u8f6c\u5316\u4e3a\u53ef\u89c4\u6a21\u5316\u7684\u4ea7\u54c1\u4e0e\u751f\u6001\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">GPT\u20115.3\u2011Codex\u2011Spark<\/span>\n <\/div>\n<div class=\"comment-content\">15x faster generation, 128k context, now in research preview for ChatGPT Pro users. Codex-Spark is optimized for interactive work where latency matters as much as intelligence. You can collaborate with the model in real time, interrupting or redirecting it as it works, and rapidly iterate with near-instant responses. Because it\u2019s tuned for speed, Codex-Spark keeps its default working style lightweight: it makes minimal, targeted edits and doesn\u2019t automatically run tests unless you ask it to.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The 128k context window combined with real-time collaboration is exactly what we needed for our internal dev workflows. The minimal style approach makes iteration so much faster than heavier models. Are there plans to expose the model through an SDK for integration into build 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Pretty quick turnaround from the <a href=\"https:\/\/openai.com\/index\/cerebras-partnership\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Cerebras partnership<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Also saw this tip from <a href=\"https:\/\/www.producthunt.com\/@steipete\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"steipete\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@steipete<\/a> about how to extend some of the functionality added for Spark to other models for Codex users: <a href=\"https:\/\/x.com\/steipete\/status\/2022130415839195433\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/x.com\/steipete\/status\/2022130415839195433<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Seems like a competitor to Windsurf’s <a href=\"https:\/\/cognition.ai\/blog\/swe-1-5\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">SWE-1.5<\/a> model \u2014 aimed at quickly fixing obvious code problems w\/o burning excessive tokens. <\/p>\n<\/p>\n<p>The cost of intelligence keeps coming down!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> But they didn’t announce pricing for this, did they? I think that’s really going to make or break 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<\/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\/PTAZF6JOAKV4S4\" class=\"app-title\">Walme Wallet<\/a><\/p>\n<div class=\"one-liner\">A unified hub for all your Web3 wallets<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">169<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Walme Wallet\u662f\u4e00\u6b3e\u7edf\u4e00\u7684Web3\u94b1\u5305\u4e2d\u5fc3\uff0c\u901a\u8fc7\u805a\u5408\u7ba1\u7406\u591a\u4e2a\u975e\u6258\u7ba1\u94b1\u5305\u3001\u53ea\u8bfb\u5730\u5740\u548c\u4ea4\u6613\u6240\u8d26\u6237\uff0c\u5e76\u5185\u7f6e\u5151\u6362\u529f\u80fd\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u7ba1\u7406\u5206\u6563\u7684\u52a0\u5bc6\u8d44\u4ea7\u65f6\u9700\u9891\u7e41\u5207\u6362\u5e73\u53f0\u3001\u64cd\u4f5c\u7e41\u7410\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f9522b63-49d0-40bc-82f1-6f2cfc6cf3cd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ede4f06d-f898-4532-8086-246fd39a53f4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1ff2fb85-17c7-47ed-9f08-8cb45e766eb1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/61dc249f-3ad6-4f5a-841b-2ca144f8b974.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a19ad39e-9be5-468f-9c19-77e5b5040ecf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ea98e693-701b-49b4-ac24-3c41a65d6e87.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/db10b318-bc76-46d2-b52b-90821fe6b46d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7dda1d0c-3dc2-4031-bcae-e63d61e4b7cc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4e868d9e-02ec-4600-9fc5-a977282aed9f.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\/21e9b96a-ec69-486a-8227-dd8d72dfc0fa.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/Jd0A3SQ31rA\"><source src=\"https:\/\/youtu.be\/Jd0A3SQ31rA\" 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\">Crypto<\/span><br \/>\n <span class=\"tag\">Web3<\/span><br \/>\n <span class=\"tag\">Cryptocurrency<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Web3\u94b1\u5305<\/span><br \/>\n <span class=\"tag\">\u8d44\u4ea7\u805a\u5408<\/span><br \/>\n <span class=\"tag\">\u975e\u6258\u7ba1<\/span><br \/>\n <span class=\"tag\">\u591a\u94fe\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4ee3\u5e01\u5151\u6362<\/span><br \/>\n <span class=\"tag\">\u52a0\u5bc6\u8d27\u5e01\u5361<\/span><br \/>\n <span class=\"tag\">\u53bb\u4e2d\u5fc3\u5316\u901a\u8baf<\/span><br \/>\n <span class=\"tag\">\u6295\u8d44\u7ec4\u5408\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u5b89\u5353\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\u80af\u5b9a\u5176\u7edf\u4e00\u7ba1\u7406\u6982\u5ff5\u4e0e\u8bbe\u8ba1\uff0c\u8be2\u95eeiOS\u4e0a\u7ebf\u65f6\u95f4\u3001\u5151\u6362\u9650\u989d\u3001\u8eab\u4efd\u9a8c\u8bc1\u53ca\u4e0e\u7ade\u54c1\u5dee\u5f02\u3002\u56e2\u961f\u56de\u590d\u8be6\u5c3d\uff0c\u5f3a\u8c03\u5176\u751f\u6001\u6574\u5408\uff08\u52a0\u5bc6\u5361\u3001AI\u52a9\u624b\u3001\u53bb\u4e2d\u5fc3\u5316\u901a\u8baf\uff09\u662f\u6838\u5fc3\u5dee\u5f02\uff0c\u5e76\u627f\u8bfa\u4f18\u5148\u4fdd\u969c\u6570\u636e\u51c6\u786e\u6027\u800c\u975e\u529f\u80fd\u5e7f\u5ea6\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Walme Wallet\u7684\u91ce\u5fc3\u8fdc\u4e0d\u6b62\u4e8e\u201c\u53c8\u4e00\u4e2a\u805a\u5408\u94b1\u5305\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u8bd5\u56fe\u5c06\u52a0\u5bc6\u8d44\u4ea7\u4ece\u201c\u7ba1\u7406\u5bf9\u8c61\u201d\u8f6c\u5316\u4e3a\u201c\u53ef\u7528\u8d44\u4ea7\u201d\uff0c\u901a\u8fc7\u6574\u5408\u52a0\u5bc6\u501f\u8bb0\u5361\u548c\u5185\u7f6e\u901a\u8baf\uff08\u652f\u6301\u94fe\u4e0a\u8f6c\u8d26\uff09\uff0c\u6a21\u7cca\u4e86\u52a0\u5bc6\u5b58\u50a8\u4e0e\u65e5\u5e38\u6d88\u8d39\u3001\u793e\u4ea4\u7684\u8fb9\u754c\u3002\u8fd9\u76f4\u6307Web3\u5927\u89c4\u6a21\u5e94\u7528\u7684\u6838\u5fc3\u969c\u788d\u2014\u2014\u8d44\u4ea7\u5b64\u7acb\u4e8e\u73b0\u5b9e\u4e16\u754c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u201c\u5168\u80fd\u578b\u5e94\u7528\u201d\u9762\u4e34\u4f53\u9a8c\u81c3\u80bf\u4e0e\u76d1\u7ba1\u5408\u89c4\u7684\u53cc\u91cd\u98ce\u9669\uff0c\u5c24\u5176\u662f\u878d\u5408\u91d1\u878d\u4e0e\u901a\u8baf\u529f\u80fd\u3002\u5176\u6b21\uff0c\u56e2\u961f\u5bf9ENS\u7b49\u6210\u719f\u8eab\u4efd\u5c42\u201c\u6218\u7565\u6027\u5ef6\u8fdf\u201d\u7684\u6001\u5ea6\uff0c\u867d\u663e\u8c28\u614e\uff0c\u4e5f\u53ef\u80fd\u9519\u5931\u5efa\u7acb\u7528\u6237\u7f51\u7edc\u6548\u5e94\u7684\u5148\u673a\u3002\u8bc4\u8bba\u4e2d\u8d44\u6df1\u7528\u6237\u5bf9\u5176\u4e0eZerion\u3001Rainbow\u7b49\u4ea7\u54c1\u7684\u5dee\u5f02\u6027\u8d28\u7591\uff0c\u6070\u6070\u70b9\u51fa\u4e86\u5f53\u524d\u8d5b\u9053\u7ade\u4e89\u7684\u672c\u8d28\uff1a\u5728\u57fa\u7840\u94b1\u5305\u805a\u5408\u529f\u80fd\u5df2\u8d8b\u540c\u8d28\u5316\u540e\uff0c**\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u5728\u4e8e\u80fd\u5426\u521b\u9020\u72ec\u7279\u7684\u8d44\u4ea7\u4f7f\u7528\u573a\u666f\uff0c\u5e76\u4fdd\u8bc1\u8de8\u94fe\u6570\u636e\u805a\u5408\u7684\u7edd\u5bf9\u53ef\u9760\u6027**\u3002Walme\u7684\u52a0\u5bc6\u5361\u548c\u901a\u8baf\u662f\u4eae\u70b9\uff0c\u4f46\u9700\u8bc1\u660e\u5176\u6574\u5408\u4f53\u9a8c\u4e1d\u6ed1\u4e14\u5b89\u5168\uff0c\u65b9\u80fd\u4ece\u201c\u529f\u80fd\u5806\u780c\u201d\u5347\u7ef4\u81f3\u201c\u751f\u6001\u534f\u540c\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\">Walme Wallet<\/span>\n <\/div>\n<div class=\"comment-content\">Walme Wallet is a unified Web3 wallet hub that lets you manage all your crypto in one place. Connect non-custodial wallets, add watch-only wallets, and track exchange accounts like Binance through a single, clean interface. Monitor balances, follow activity across multiple chains, and swap tokens directly inside the app without jumping between platforms. Walme is built to reduce fragmentation and make everyday crypto management simpler. Currently available on Android. iOS coming soon.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b<\/p>\n<p>I\u2019m Oleh, CEO and co-founder of Walme.<\/p>\n<p>We started Walme because managing crypto today feels unnecessarily fragmented. Most users end up juggling multiple wallets, exchanges, and swap tools just to understand what they actually own and move assets around.<\/p>\n<p>Walme Wallet is built as a unified Web3 wallet hub. It lets you manage multiple non-custodial wallets, add watch-only wallets, track exchange accounts like Binance, and swap tokens directly inside the app \u2014 all from one clean interface.<\/p>\n<p>Our goal with this launch is simple: reduce complexity and make everyday crypto management more transparent and easier to use, without sacrificing self-custody.<\/p>\n<p>This wallet is the foundation of the Walme ecosystem. Payments, crypto cards, and an AI assistant are coming next \u2014 all connected to the same hub.<\/p>\n<p>\u26a0\ufe0f Walme Wallet is currently available on Android only. iOS support is coming soon.<\/p>\n<p>We\u2019d really love your feedback on the hub concept, swaps, and overall UX \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>16<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@oleh_mishchenko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@oleh_mishchenko<\/a> Nice idea to keep everything in one place. Btw how to use the promocode for the free 1mo subscription?<\/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\/@oleh_mishchenko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@oleh_mishchenko<\/a> Finally! Thanks for your work!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Thanks everyone for supporting our project!<\/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>Nice design for both the website and the app \ud83d\ude4c Quick product question. What trading volume limits are there, and are there any thresholds after which identity verification is required?<\/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\/@dmitriychuta\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dmitriychuta<\/a> Thank you \ud83d\ude4c really appreciate the kind words!<\/p>\n<\/p>\n<p>Great question.<\/p>\n<\/p>\n<p>Walme Wallet itself is non-custodial, so there are no identity verification requirements for simply using the wallet, managing assets, or holding funds \u2014 users remain in control of their keys.<\/p>\n<\/p>\n<p>For swaps, limits depend on the liquidity providers and on-chain conditions rather than fixed internal caps. We don\u2019t impose strict trading volume thresholds at the wallet level.<\/p>\n<\/p>\n<p>For fiat-related features (like cards), a lightweight onboarding process applies. In most cases, only basic information such as an email is required to get started, while additional verification may depend on specific usage scenarios and regulatory requirements.<\/p>\n<\/p>\n<p>Happy to clarify anything further!<\/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>curious how you differentiate yourselves from other wallets that provide similar functionality?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@dkofoed Great question \ud83d\ude4c<\/p>\n<p>Most wallets focus on asset management. Walme goes further by combining wallet infrastructure with real-world utility and communication in one ecosystem.<\/p>\n<p>Beyond being a non-custodial multi-chain wallet with swaps and aggregation, Walme integrates:<br \/>\n\u2022 A crypto card for everyday spending<br \/>\n\u2022 A decentralized messenger with native asset transfers<br \/>\n\u2022 An AI assistant for portfolio and market guidance<\/p>\n<p>So it\u2019s not just about holding and swapping crypto \u2014 it\u2019s about using, managing, and interacting with it in one unified environment.<\/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>Nice interface! Two things, if I can ask:<\/p>\n<\/p>\n<p>1) I\u2019m a wallet power-user, using Zerion, Farcaster Wallet, Rainbow, Zapper, Glow, Phantom, Uniswap Wallet, The Base App (fka Coinbase Wallet), and even a a few others. That\u2019s in approximate order of priority. I\u2019m curious what would be <em>the reason<\/em> for considering switching over to Walme, as it seems that most of those – particularly Zerion & Rainbow – offer what you offer\u2026 aggregated wallets in one app, watch-only addresses, swapping (of course), good backup\/restoration protocols\u2026 I don\u2019t mean this negatively at all, I\u2019m sure you have thought about this and have an answer, but, what makes Walme more than \u201cjust another self-custodial wallet\u201d?<\/p>\n<\/p>\n<p>&<\/p>\n<\/p>\n<p>2) When iOS support? And will it be iOS and iPadOS native support? (No one has cracked wallets on iPad yet, there\u2019s some opportunity there, even if it\u2019s niche!) – I\u2019m all-Apple, so, I\u2019d have to wait, but I want to keep an eye on this.<\/p>\n<\/p>\n<p>Either way, congrats for ranking high with an onchain product – that can be hard in the PH ecosystem, lol, and you nailed it. \ud83d\ude42 bravo!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@grey_seymour Thank you so much for the thoughtful questions \u2014 they\u2019re absolutely valid, especially coming from a power user with your stack \ud83d\ude4c<\/p>\n<p>You\u2019re right: today there are several strong non-custodial wallets offering aggregation, watch-only tracking, swaps, and solid backup protocols. So the real question isn\u2019t \u201cwhy another wallet?\u201d \u2014 it\u2019s \u201cwhy switch?\u201d<\/p>\n<p>Walme is not just another non-custodial wallet. It\u2019s an ecosystem.<\/p>\n<p>In the Android version already live today, users don\u2019t just manage wallets \u2014 they can issue a crypto card and top it up directly with crypto. That means secure self-custody combined with real-world spending. The wallet and the card are native parts of one system, not separate integrations.<\/p>\n<p>Beyond that, the Walme app includes a decentralized messenger built on the Matrix protocol. Inside the messenger, users can not only communicate but also send crypto assets directly within the chat. No switching between apps, no copying addresses, no jumping back and forth between wallet and messaging apps. Similar to how Revolut or Wise integrate finance into conversations \u2014 but built for Web3.<\/p>\n<p>On top of that, the same messenger will include an AI assistant that helps users manage their portfolio, understand market movements, and navigate crypto and blockchain concepts. It\u2019s designed to support both advanced Web3 users and newcomers.<\/p>\n<p>So the difference isn\u2019t just feature parity. It\u2019s integration.<\/p>\n<p>Walme combines:<br \/>\n\u2022 Secure non-custodial wallet infrastructure<br \/>\n\u2022 Real-world crypto spending via card<br \/>\n\u2022 AI-powered portfolio assistance<br \/>\n\u2022 Decentralized communication with native asset transfers<\/p>\n<p>All in one unified environment.<\/p>\n<p>Regarding iOS \u2014 yes, we are actively working on it and are planning a release this spring. It will be a fully native application, and we\u2019re strongly considering dedicated iPadOS support as well. We agree there\u2019s real opportunity there.<\/p>\n<p>Thanks again for the sharp questions \u2014 they help us better articulate our vision and where Walme is heading as a platform.<\/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\">Accuracy is the make-or-break factor in a unified view: how do you handle tricky cases like DeFi positions, staking, spam tokens, and cost basis\/P&L so balances don\u2019t look \u201cmissing\u201d or misleading\u2014and where do you draw the line on what you support early vs later?<\/div>\n<div class=\"comment-actions\">\n<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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Great question \u2014 and we completely agree: accuracy is everything when you\u2019re building a unified wallet hub.<\/p>\n<\/p>\n<p>Here\u2019s how we approach it:<\/p>\n<\/p>\n<p>\u2022 <strong>DeFi & staking:<\/strong><\/p>\n<p>We prioritize clear visibility first. Native token balances and standard staking positions are supported, while more complex DeFi positions (LP tokens, lending protocols, derivatives) are being integrated progressively to ensure reliable indexing rather than rushed, partial data.<\/p>\n<\/p>\n<p>\u2022 <strong>Spam tokens:<\/strong><\/p>\n<p>We apply filtering and token detection logic to hide suspicious or zero-value spam assets by default, while still allowing users to manually manage visibility through the Token Manager.<\/p>\n<\/p>\n<p>\u2022 <strong>Cost basis \/ P&L:<\/strong><\/p>\n<p>Portfolio tracking focuses first on accurate balance aggregation across chains. Advanced cost basis and detailed P&L analytics are part of our roadmap and will be introduced gradually with full data integrity in mind.<\/p>\n<\/p>\n<p>\u2022 <strong>Where we draw the line:<\/strong><\/p>\n<p>Early stage = precision over feature breadth.<\/p>\n<p>We\u2019d rather support fewer integrations with reliable data than show incomplete or misleading balances.<\/p>\n<\/p>\n<p>A unified view only works if users can trust it \u2014 so correctness always comes before expansion.<\/p>\n<\/p>\n<p>Happy to go deeper into any specific case \ud83d\udc4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 nice product (excited about a free month to try as well!). Is it possible to pay with Walme card in European Union?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@pervak\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pervak<\/a> Thank you \ud83d\ude4c really appreciate it!<\/p>\n<\/p>\n<p>Yes \u2014 the Walme Card is designed to be usable across the European Union anywhere standard card payments are accepted (online and offline), including support for digital wallets where available.<\/p>\n<\/p>\n<p>Availability and specific features may depend on regulatory and partner coverage in certain regions, but the EU is part of our core supported markets.<\/p>\n<\/p>\n<p>Happy to share more details if helpful!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 top and steady project, have tried to advise for many many months on the strengths and advantages of ENS I.E Walme.eth.<\/p>\n<\/p>\n<p>This protocol alligned with Matrix Layer. It offers human readable names to their users such as Oleh.walme.eth replacing default hex addresses.<\/p>\n<\/p>\n<p>It is also multi chain, it works with any coin. BASE\/COINBASE use their ENS to issue subdomains. <\/p>\n<\/p>\n<p>It can serve as a smart contract name so users can confidently engage with the contracts to prevent them being scammed.<\/p>\n<\/p>\n<p>Also there’s the significant branding, more users = more Walme wallet names kicking about and the show on etherscan etc as Oleh.walme.eth to sendor.walme.eth.<\/p>\n<\/p>\n<p>I love the project, the drive and direction. I do belive that ENS will elevate it to the next level with a bit of research.<\/p>\n<\/p>\n<p>You can host decentralised in web3 and it’s censorship resistent. No more downtime because of servers.<\/p>\n<\/p>\n<p>Dont understand the hesitation, but you will establish, one day.<\/p>\n<\/p>\n<p>You know where to find me when it finally sinks in \ud83d\udc4d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sendor_eth1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sendor_eth1<\/a> Thank you for your continued support and for sharing your thoughts.<\/p>\n<\/p>\n<p>We\u2019re definitely familiar with ENS and its potential \u2014 and you\u2019re absolutely right about the advantages it brings in terms of usability, branding, and decentralization.<\/p>\n<p>As you noticed, it\u2019s something we\u2019ve been aware of for quite some time. It\u2019s on our radar, and at the right stage of product evolution, we\u2019ll move in that direction thoughtfully and strategically.<\/p>\n<\/p>\n<p>Appreciate your long-term perspective \u2014 conversations like this are always valuable \ud83d\udc4d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#7<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/YOQVR4VKFBUUFB\" class=\"app-title\">Atomic Bot<\/a><\/p>\n<div class=\"one-liner\">One-click OpenClaw macOS app<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">139<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e00\u952e\u672c\u5730\u90e8\u7f72OpenClaw AI\u4ee3\u7406\u7684macOS\u5e94\u7528\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u56e0\u590d\u6742\u914d\u7f6e\u548c\u5b89\u5168\u9690\u60a3\u800c\u96be\u4ee5\u4f7f\u7528\u8fd9\u4e00\u5f3a\u5927AI\u5de5\u5177\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/28e075b9-de97-412a-9da0-8891f612baf6.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\/90ae8eec-3a53-45b3-9e0c-f6e5fa9d3507.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\/997f36a5-1393-4fc8-ba01-847e40fd08c9.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\/a3d758ba-632d-4c81-a89a-bac4886c5f29.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\/ad00e971-dcff-4d6e-8495-b913989a2378.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/98d10f8a011248b8bde88accb2b8996e\"><source src=\"https:\/\/www.loom.com\/share\/98d10f8a011248b8bde88accb2b8996e\" 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\">Open Source<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4ee3\u7406\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">macOS\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u4e00\u952e\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u8fd0\u884c<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u8f6f\u4ef6<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u964d\u4f4e\u4f7f\u7528\u95e8\u69db<\/span><br \/>\n <span class=\"tag\">OpenClaw\u751f\u6001<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u6781\u5927\u5730\u7b80\u5316\u4e86OpenClaw\u7684\u5b89\u88c5\u914d\u7f6e\u6d41\u7a0b\uff0c\u5b9e\u73b0\u201c\u62d6\u62fd\u5373\u7528\u201d\u3002\u4e3b\u8981\u53cd\u9988\u96c6\u4e2d\u5728\uff1a\u80af\u5b9a\u5176\u964d\u4f4e\u6280\u672f\u95e8\u69db\u7684\u4ef7\u503c\uff1b\u521b\u59cb\u4eba\u5206\u4eab\u4ea7\u54c1\u613f\u666f\u4e0e\u5feb\u901f\u5f00\u53d1\u5386\u7a0b\uff1b\u6280\u672f\u7528\u6237\u5173\u6ce8\u4f9d\u8d56\u66f4\u65b0\u3001\u5b89\u5168\u6253\u5305\u53ca\u6743\u9650\u63a7\u5236\u7b49\u5e95\u5c42\u5b9e\u73b0\u7ec6\u8282\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Atomic Bot\u7684\u5b9e\u8d28\uff0c\u662f\u8bd5\u56fe\u5728\u53bb\u4e2d\u5fc3\u5316\u3001\u9ad8\u95e8\u69db\u7684\u5c16\u7aefAI\u80fd\u529b\u4e0e\u5927\u4f17\u7528\u6237\u201c\u5f00\u7bb1\u5373\u7528\u201d\u7684\u6734\u7d20\u9700\u6c42\u4e4b\u95f4\uff0c\u67b6\u8bbe\u4e00\u5ea7\u7b80\u6613\u6865\u6881\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u5e76\u975e\u6280\u672f\u521b\u65b0\uff0c\u800c\u662f\u7cbe\u51c6\u7684\u4f53\u9a8c\u91cd\u6784\u3002\u5b83\u654f\u9510\u5730\u523a\u4e2d\u4e86\u5f53\u524dAI\u5de5\u5177\uff0c\u5c24\u5176\u662f\u5f00\u6e90AI\u4ee3\u7406\u9886\u57df\u7684\u4e00\u4e2a\u666e\u904d\u75fc\u75be\uff1a\u5f3a\u5927\u7684\u80fd\u529b\u88ab\u4ee4\u4eba\u671b\u800c\u751f\u754f\u7684\u914d\u7f6e\u8fc7\u7a0b\u6240\u5c01\u5370\uff0c\u5c06\u5927\u91cf\u975e\u786c\u6838\u5f00\u53d1\u8005\u62d2\u4e4b\u95e8\u5916\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5b9a\u4f4d\u6e05\u6670\u4e14\u7280\u5229\uff1a\u4e0d\u505a\u80fd\u529b\u7684\u52a0\u6cd5\uff0c\u800c\u505a\u6d41\u7a0b\u7684\u51cf\u6cd5\u3002\u901a\u8fc7\u5c01\u88c5\u3001\u6253\u5305\u548c\u4e00\u952e\u8fd0\u884c\uff0c\u5c06\u201c\u4f7f\u7528AI\u4ee3\u7406\u201d\u7684\u8ba4\u77e5\u548c\u64cd\u4f5c\u6210\u672c\u964d\u81f3\u6700\u4f4e\uff0c\u76f4\u6307\u201c\u5927\u4f17\u5316\u91c7\u7eb3\u201d\u8fd9\u4e00\u5173\u952e\u74f6\u9888\u3002\u521b\u59cb\u56e2\u961f\u5c06\u6b64\u524d\u5728\u6d88\u8d39\u7ea7\u5e94\u7528\uff08\u52a0\u5bc6\u94b1\u5305\uff09\u4e2d\u79ef\u7d2f\u7684\u201c\u7b80\u5316\u590d\u6742\u6280\u672f\u201d\u7684\u4ea7\u54c1\u601d\u7ef4\u6210\u529f\u8fc1\u79fb\u81f3\u6b64\uff0c\u662f\u5176\u4e00\u5468\u5feb\u901f\u6210\u578b\u5e76\u5f15\u53d1\u70ed\u70c8\u53cd\u54cd\u7684\u5185\u5728\u903b\u8f91\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u4e0e\u673a\u9047\u540c\u6837\u9c9c\u660e\u3002\u4f5c\u4e3a\u4e00\u6b3e\u201c\u5305\u88c5\u5c42\u201d\u5e94\u7528\uff0c\u5176\u547d\u8fd0\u4e0e\u4e0a\u6e38OpenClaw\u6df1\u5ea6\u7ed1\u5b9a\u3002\u8bc4\u8bba\u4e2d\u6280\u672f\u7528\u6237\u63d0\u51fa\u7684\u4f9d\u8d56\u7ba1\u7406\u3001\u5b89\u5168\u66f4\u65b0\u3001\u6c99\u7bb1\u6743\u9650\u7b49\u95ee\u9898\uff0c\u6b63\u662f\u8fd9\u7c7b\u7b80\u5316\u5de5\u5177\u7684\u963f\u5580\u7409\u65af\u4e4b\u8e35\u3002\u5b83\u5fc5\u987b\u5728\u201c\u6781\u7b80\u4f53\u9a8c\u201d\u4e0e\u201c\u53ef\u63a7\u3001\u53ef\u9760\u3001\u53ef\u5ba1\u8ba1\u201d\u7684\u4e13\u4e1a\u9700\u6c42\u4e4b\u95f4\u627e\u5230\u5e73\u8861\u3002\u5426\u5219\uff0c\u6781\u6613\u4ece\u201c\u4fbf\u6377\u4e4b\u95e8\u201d\u6ed1\u5411\u201c\u9ed1\u76d2\u98ce\u9669\u201d\u3002\u5176\u5f00\u6e90\u5c5e\u6027\u662f\u5efa\u7acb\u4fe1\u4efb\u7684\u660e\u667a\u4e4b\u4e3e\uff0c\u4f46\u5982\u4f55\u6784\u5efa\u53ef\u6301\u7eed\u7684\u5546\u4e1a\u6a21\u5f0f\uff0c\u907f\u514d\u6210\u4e3a\u6619\u82b1\u4e00\u73b0\u7684\u201c\u4fbf\u6377\u5916\u58f3\u201d\uff0c\u662f\u4e0b\u4e00\u4e2a\u9700\u8981\u56de\u7b54\u7684\u95ee\u9898\u3002\u672c\u8d28\u4e0a\uff0cAtomic Bot\u6d4b\u8bd5\u7684\u662f\u5e02\u573a\u5bf9\u201cAI\u4fbf\u5229\u6027\u201d\u7684\u4ed8\u8d39\u610f\u613f\u7a76\u7adf\u6709\u591a\u5f3a\uff0c\u4ee5\u53ca\u5728\u4e00\u4e2a\u5feb\u901f\u8fed\u4ee3\u7684\u751f\u6001\u4e2d\uff0c\u201c\u7b80\u5316\u8005\u201d\u81ea\u8eab\u80fd\u5426\u6301\u7eed\u4fdd\u6301\u654f\u6377\u4e0e\u7a33\u5b9a\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Atomic Bot<\/span>\n <\/div>\n<div class=\"comment-content\">The simplest way to run OpenClaw. Atomic Bot works locally or in the cloud with your own LLM keys. It\u2019s fully open source and free.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">We built Atomic Bot because OpenClaw is powerful, but the setup process scares people off.<\/p>\n<p>Atomic Bot is a macOS app that gets you from download to a running OpenClaw AI agent in ~60 seconds \u2014 running locally on your Mac, so your workspace stays private.<\/p>\n<p>Question for builders: what are your must-have OpenClaw skills or integrations on day 1?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@andrew_dyuzhov3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrew_dyuzhov3<\/a> cursor or antigravity IDEs support. coding from the couch while the bot orchestrates the dev agents is the dream<\/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 a great opportunity for everybody to test OpenClaw easily without spending hours on setting it up! 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\/@evgeny_kotelevskiy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@evgeny_kotelevskiy<\/a> Thanks a lot, Evgeny!<\/p>\n<p>That was exactly the goal: remove the setup friction so people can focus on actually using OpenClaw, not configuring it. Have you tried any real use cases yet? Would love to hear what you tested first.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love this! I\u2019m pretty technical \u2014 comfortable with the command line and all that \u2014 but it still took me a couple of days (yes, days) to get OpenClaw set up, and I still wasn\u2019t happy with the security.<\/p>\n<p>With AtomicBot you just drag the icon into the Applications folder and you’re done. So many new AI tools are powerful, but the barrier to entry is still way too high. We need more tools like this.<\/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\/@ivanzalesskiy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ivanzalesskiy<\/a> Love this take!<br \/>Our goal with AtomicBot was simple: local, secure and zero-friction. Just drag \u2192 open \u2192 start using!<br \/>Since you\u2019re technical \u2014 what would you add next? \ud83d\udc40<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi! I\u2019m the founder. My previous product, Atomic Crypto Wallet, reached 15M users and $100M ARR. After that, I started looking for something new and fresh.<\/p>\n<p>AI is exciting, but it feels like a huge corporate field \u2014 everything is so centralized. Then Clawbot blew my mind.<\/p>\n<p>I\u2019m more of a business guy than a hardcore engineer, and setting up OpenClaw on my Mac mini was painful. Terminal, curl, keys\u2026 seriously? The gap to mass adoption is massive.<\/p>\n<p>So we thought \u2014 why not make this simple?<\/p>\n<p>With our engineering team, we shipped Atomic Bot in just one week: a one-click OpenClaw app for macOS. It\u2019s private, local, free, and open-source \u2014 and mobile is coming soon.<\/p>\n<p>We launched on Twitter and got 100K views and 1,000 downloads within hours. The demand is incredibly motivating.<\/p>\n<p>You\u2019re very welcome to try Atomic Bot \u2014 and feel free to ask any questions! \ud83e\udd9e<\/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>One-click local agent apps tend to hit scale pain on dependency drift and supply-chain risk: a single upstream OpenClaw or model update can brick installs or change behavior unexpectedly.<\/p>\n<p>Best practice is pinned, reproducible bundles (signed binaries, checksummed models) plus a plugin sandbox with capability-based permissions and an audit log for every tool invocation.<\/p>\n<p>How are you packaging and updating OpenClaw under the hood (embedded runtime vs managed install), and will you expose per-skill permission prompts and a safe \u201cdry-run\u201d mode for risky actions?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ryan_thill\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryan_thill<\/a> Thanks, Ryan! OpenClaw is updated via the regular Atomic Bot app update. The app will automatically prompt you to update, and it only takes one click. \ud83e\udd9e<\/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>Does Atomic Bot pin to a specific OpenClaw version or pull whatever is latest on install? After CVE-2026-25253 hit, the update cadence matters a lot for a one-click wrapper. Bundling a known-good version with signed checksums would keep that drag-and-drop simplicity without shipping a stale binary.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@piroune_balachandran\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@piroune_balachandran<\/a> great question! app updated automatically. We always support the latest OpenClaw releases <\/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><a href=\"https:\/\/www.producthunt.com\/@gladkos\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"gladkos\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gladkos<\/a> Congratulations. And happy product launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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>security? anything added? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is exactly the kind of thing the OpenClaw ecosystem needs. Software setup is one barrier, but hardware is another \u2014 that’s why we built ClawBox (also on PH!), a dedicated NVIDIA Jetson box that runs OpenClaw 24\/7 on 15 watts. Atomic Bot for Mac + ClawBox for always-on dedicated hardware = the full spectrum covered. Great to see more builders making OpenClaw accessible!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/OQE7W32CUZF36D\" class=\"app-title\">GLM-5<\/a><\/p>\n<div class=\"one-liner\">Open-weights model for long-horizon agentic engineering<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">138<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>GLM-5\u662f\u4e00\u6b3e\u5f00\u6e90\u7684\u5de8\u578b\u6df7\u5408\u4e13\u5bb6\u6a21\u578b\uff0c\u4e13\u4e3a\u5904\u7406\u590d\u6742\u7cfb\u7edf\u548c\u957f\u5468\u671f\u667a\u80fd\u4f53\u4efb\u52a1\u800c\u8bbe\u8ba1\uff0c\u901a\u8fc7\u5728\u81ea\u6709\u57fa\u7840\u8bbe\u65bd\u4e0a\u63d0\u4f9b\u63a5\u8fd1\u9876\u7ea7\u95ed\u6e90\u6a21\u578b\u7684\u667a\u80fd\u4f53\u80fd\u529b\uff0c\u89e3\u51b3\u4e86\u4f01\u4e1a\u7ea7\u5e94\u7528\u5bf9\u9ad8\u6027\u80fd\u3001\u4f4e\u6210\u672c\u4e14\u6570\u636e\u5b89\u5168\u53ef\u63a7\u7684AI\u4ee3\u7406\u7684\u8feb\u5207\u9700\u6c42\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/328608b0-449f-402f-8c42-f95fc5c33f29.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6c5b324c-1af2-4591-992c-b13d2589df4e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d04e8a9e-ee2d-4e3a-889d-1bc0718db06b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f6ba3eec-35bf-42dc-bbb1-d229d2d759bd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/56990756-757b-45c4-93d0-f989a02fe2c2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5372e397-8beb-4944-a24b-3dec7cf9dbcf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f9b6d5bd-210d-4fb4-915c-189f4824fa3c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3ef43f86-8e1a-4a11-880f-3fc2b1194460.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/db4bc0cb-09f6-4e77-ac10-dbdecefee1e2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/793682a9-8486-4cec-ad3c-3baefa3ebd22.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Development<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u6e90\u5927\u8bed\u8a00\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u6df7\u5408\u4e13\u5bb6\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">AI\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u957f\u4e0a\u4e0b\u6587<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7AI<\/span><br \/>\n <span class=\"tag\">\u6210\u672c\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u81ea\u4e3b\u53ef\u63a7<\/span><br \/>\n <span class=\"tag\">\u590d\u6742\u4efb\u52a1\u89c4\u5212<\/span><br \/>\n <span class=\"tag\">\u7a00\u758f\u6ce8\u610f\u529b<\/span><br \/>\n <span class=\"tag\">\u5f3a\u5316\u5b66\u4e60\u57fa\u7840\u8bbe\u65bd<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8bc4\u4ef7\u5176\u5f3a\u5927\u7684\u667a\u80fd\u4f53\u80fd\u529b\u4e0e\u6210\u672c\u4f18\u52bf\uff0c\u8ba4\u4e3a\u5176\u5728\u9700\u8981\u957f\u65f6\u95f4\u8fd0\u884c\u3001\u9ad8\u667a\u80fd\u89c4\u5212\u4f46\u9700\u63a7\u5236\u6210\u672c\u7684\u573a\u666f\u4e2d\u6781\u5177\u4ef7\u503c\u3002\u4e3b\u8981\u5efa\u8bae\u4e0e\u95ee\u9898\u96c6\u4e2d\u5728\uff1a\u667a\u80fd\u4f53\u6a21\u5f0f\u7684\u5177\u4f53\u5b89\u5168\u6c99\u7bb1\u673a\u5236\u3001\u72b6\u6001\u6301\u4e45\u5316\u80fd\u529b\uff0c\u4ee5\u53ca\u4ece\u73b0\u6709\u95ed\u6e90\u6a21\u578b\u5207\u6362\u8fc7\u6765\u7684\u5177\u4f53\u4f18\u52bf\u573a\u666f\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 GLM-5\u7684\u53d1\u5e03\uff0c\u8fdc\u4e0d\u6b62\u662f\u53c2\u6570\u89c4\u6a21\u7684\u70ab\u8000\uff0c\u5b83\u7cbe\u51c6\u5730\u523a\u5411\u4e86\u5f53\u524dAI\u5546\u4e1a\u5316\u7684\u4e00\u4e2a\u6838\u5fc3\u77db\u76fe\uff1a\u5bf9\u201c\u7c7bClaude Opus\u201d\u7ea7\u9ad8\u7ea7\u667a\u80fd\u4f53\u80fd\u529b\u7684\u6e34\u6c42\uff0c\u4e0e\u95ed\u6e90API\u9ad8\u6602\u6210\u672c\u3001\u6570\u636e\u5b89\u5168\u987e\u8651\u4e4b\u95f4\u7684\u51b2\u7a81\u3002\u5176\u5ba3\u79f0\u5728Vending Bench 2\u4e0a\u63a5\u8fd1Opus\u7684\u8868\u73b0\uff0c\u662f\u5b83\u6700\u950b\u5229\u7684\u8425\u9500\u5200\u5203\uff0c\u76f4\u63a5\u5411\u5e02\u573a\u5ba3\u544a\uff1a\u5f00\u6e90\u6a21\u578b\u5728\u6700\u5177\u5546\u4e1a\u4ef7\u503c\u7684\u590d\u6742\u3001\u957f\u5468\u671f\u89c4\u5212\u4efb\u52a1\u4e0a\uff0c\u5df2\u5177\u5907\u4e86\u201c\u53ef\u7528\u4e14\u597d\u7528\u201d\u7684\u7ade\u4e89\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u201c\u5de5\u7a0b\u5316\u6574\u5408\u201d\u3002\u5b83\u5e76\u975e\u5355\u7eaf\u5806\u780c\u53c2\u6570\uff0c\u800c\u662f\u5c06DeepSeek\u7a00\u758f\u6ce8\u610f\u529b\uff08\u63a7\u5236\u957f\u4e0a\u4e0b\u6587\u6210\u672c\uff09\u3001\u521b\u65b0\u7684\u201cslime\u201d\u5f02\u6b65RL\u57fa\u7840\u8bbe\u65bd\uff08\u89e3\u51b3\u540e\u8bad\u7ec3\u6548\u7387\u74f6\u9888\uff09\u4ee5\u53ca\u9762\u5411\u667a\u80fd\u4f53\u7684\u5de5\u7a0b\u6a21\u5f0f\uff08\u5982Z.ai\u7684Agent\u6a21\u5f0f\u5207\u6362\uff09\u6253\u5305\u4e3a\u4e00\u4e2a\u89e3\u51b3\u65b9\u6848\u3002\u8fd9\u6807\u5fd7\u7740\u5f00\u6e90\u5927\u6a21\u578b\u4ece\u201c\u8ffd\u8d76\u57fa\u51c6\u6d4b\u8bd5\u5206\u6570\u201d\u8fdb\u5165\u201c\u6253\u9020\u4e13\u7528\u5de5\u7a0b\u7cfb\u7edf\u201d\u7684\u65b0\u9636\u6bb5\u3002\u5176\u76ee\u6807\u7528\u6237\u975e\u5e38\u660e\u786e\uff1a\u90a3\u4e9b\u88ab\u95ed\u6e90\u6a21\u578bAPI\u8d26\u5355\u523a\u75db\u3001\u6216\u53d7\u9650\u4e8e\u6570\u636e\u5408\u89c4\u65e0\u6cd5\u5916\u6cc4\u6838\u5fc3\u4ee3\u7801\u4e0e\u4e1a\u52a1\u6d41\u7a0b\u7684\u79d1\u6280\u4f01\u4e1a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5149\u73af\u4e4b\u4e0b\u7591\u70b9\u72b9\u5b58\u3002\u6240\u8c13\u7684\u201c#1\u5f00\u6e90\u6a21\u578b\u201d\u6210\u7ee9\u662f\u5728\u7279\u5b9a\u57fa\u51c6\uff08Vending Bench 2\uff09\u4e0a\u53d6\u5f97\uff0c\u5176\u6cdb\u5316\u80fd\u529b\u6709\u5f85\u66f4\u5e7f\u6cdb\u9a8c\u8bc1\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u667a\u80fd\u4f53\u5b89\u5168\u6027\u4e0e\u72b6\u6001\u6301\u4e45\u5316\u7684\u8d28\u7591\uff0c\u76f4\u6307\u4f01\u4e1a\u7ea7\u5e94\u7528\u6700\u5173\u952e\u7684\u201c\u4fe1\u4efb\u201d\u95ee\u9898\u2014\u2014\u6a21\u578b\u80fd\u529b\u53ea\u662f\u95e8\u7968\uff0c\u80fd\u5426\u5728\u771f\u5b9e\u751f\u4ea7\u73af\u5883\u4e2d\u53ef\u9760\u3001\u53ef\u63a7\u3001\u53ef\u5ba1\u8ba1\u5730\u6267\u884c\u4efb\u52a1\uff0c\u624d\u662f\u51b3\u5b9a\u5176\u80fd\u5426\u771f\u6b63\u201c\u4e0a\u8f66\u201d\u7684\u5173\u952e\u3002GLM-5\u5c55\u793a\u4e86\u4e00\u6761\u8bf1\u4eba\u7684\u8def\u5f84\uff0c\u4f46\u8bf4\u670d\u8c28\u614e\u7684\u4f01\u4e1a\u5ba2\u6237\u8fdb\u884c\u8fc1\u79fb\uff0c\u4ecd\u9700\u5728\u5de5\u5177\u94fe\u7684\u6210\u719f\u5ea6\u3001\u751f\u6001\u7684\u652f\u6301\u548c\u6210\u529f\u6848\u4f8b\u7684\u79ef\u7d2f\u4e0a\uff0c\u8865\u8db3\u6bd4\u6280\u672f\u8bba\u6587\u66f4\u590d\u6742\u7684\u529f\u8bfe\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\">GLM-5<\/span>\n <\/div>\n<div class=\"comment-content\">A 744B MoE model (40B active) built for complex systems & agentic tasks. #1 open-source on Vending Bench 2, narrowing the gap with Claude Opus 4.5. Features DeepSeek Sparse Attention and “slime” RL infra.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone!<\/p>\n<p>To put it simply: This is the <a href=\"https:\/\/openrouter.ai\/openrouter\/pony-alpha\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Pony Alpha<\/a> on <a href=\"https:\/\/www.producthunt.com\/products\/openrouter\" target=\"_blank\" rel=\"noopener\">@OpenRouter<\/a>. <\/p>\n<p>GLM-5 is a monster. It scales to 744B params, with 40B active, and integrates <a href=\"https:\/\/www.producthunt.com\/products\/deepseek\" target=\"_blank\" rel=\"noopener\">@DeepSeek<\/a>\u2019s Sparse Attention (DSA) to keep costs down while maintaining long context.<\/p>\n<p>But the real story is agentic capability.<\/p>\n<p>On <a href=\"https:\/\/andonlabs.com\/evals\/vending-bench-2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Vending Bench 2<\/a>, simulating a business over a year, it ranks #1 among open-source models with a balance of $4,432. That is comparable to Claude Opus 4.5 ($5k range).<\/p>\n<p>They built a new async RL infra called “slime” to fix post-training inefficiency, and it shows.<\/p>\n<p>Also, <a href=\"https:\/\/chat.z.ai\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Z.ai<\/a> has evolved. You can now toggle Agent mode, instead of just Chat, to let it actually execute tasks. Give it a Spin!<\/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\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> The concept encourages founders to act quickly without neglecting essential usability considerations, which is a tricky balance to strike.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> How does Z.ai Agent mode sandbox tools and persist state across long runs? Clear permissions plus replayable traces would make GLM-5 easier to trust when it’s doing real work.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">If a team already gets strong results from closed-model coding agents, what are the two or three concrete scenarios where GLM\u20115 wins enough to justify switching?<\/div>\n<div class=\"comment-actions\">\n<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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> I’d say these:<\/p>\n<ol>\n<li>\n<p>If your agent loop runs for hours, you need Opus-level planning but likely can’t justify the API bill. GLM-5 hits that specific “smart enough + cost-effective” sweet spot.<\/p>\n<\/li>\n<li>\n<p>Since it’s open weights, you can deploy it on your own infra (or your preferred provider) for sensitive codebases that can’t leave your VPC.<\/p>\n<\/li>\n<\/ol>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/YKJYGR2XLAR23Z\" class=\"app-title\">Product Front<\/a><\/p>\n<div class=\"one-liner\">A place to get discovered faster and discover new products<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">130<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Product Front \u662f\u4e00\u4e2a\u901a\u8fc7\u6bcf\u65e5\u9650\u6d4128\u6b3e\u4ea7\u54c1\u3001\u91c7\u7528\u6a2a\u5411\u7f51\u683c\u5e03\u5c40\u53ca\u667a\u80fd\u6bcf\u5468\u91cd\u53d1\u673a\u5236\uff0c\u89e3\u51b3\u521d\u521b\u4ea7\u54c1\u5728\u4f20\u7edf\u53d1\u5e03\u5e73\u53f0\u4e0a\u56e0\u6392\u540d\u9760\u540e\u6216\u4ed8\u8d39\u5e7f\u544a\u6324\u538b\u800c\u8fc5\u901f\u88ab\u6df9\u6ca1\u3001\u65e0\u6cd5\u83b7\u5f97\u6709\u6548\u66dd\u5149\u75db\u70b9\u7684\u53d1\u73b0\u5e73\u53f0\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/e6c92014-ea13-4b3b-a3ba-785c4903c38f.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=g4INbQigCOs\"><source src=\"https:\/\/www.youtube.com\/watch?v=g4INbQigCOs\" 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\/294ff487-f99a-4a95-9685-0ee3ce2b5a01.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/76def8a6-cb32-4511-a420-271cbfeecc82.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8843c39a-bd7b-4674-ae31-6e39b13d2012.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fceede57-1a15-4c2b-86d8-a4ae9a4e92e7.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\">Sales<\/span><br \/>\n <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">Growth Hacks <\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4ea7\u54c1\u53d1\u73b0\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u521d\u521b\u8005\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u516c\u5e73\u66dd\u5149<\/span><br \/>\n <span class=\"tag\">\u66ff\u4ee3Product Hunt<\/span><br \/>\n <span class=\"tag\">\u5e94\u7528\u53d1\u5e03<\/span><br \/>\n <span class=\"tag\">\u589e\u957f\u9ed1\u5ba2<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1\u8005<\/span><br \/>\n <span class=\"tag\">\u793e\u533a\u9a71\u52a8<\/span><br \/>\n <span class=\"tag\">\u53cd\u4ed8\u8d39\u8d62\u5bb6<\/span><br \/>\n <span class=\"tag\">\u89c6\u89c9\u4f18\u5148\u8bbe\u8ba1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u66dd\u5149\u75db\u70b9\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u7279\u522b\u662f28\u4e2a\u540d\u989d\u9650\u5236\u548c\u91cd\u53d1\u673a\u5236\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\u5e73\u53f0\u81ea\u8eab\u5982\u4f55\u89e3\u51b3\u51b7\u542f\u52a8\u3001\u5982\u4f55\u5e73\u8861\u516c\u5e73\u4e0e\u8d28\u91cf\u3001\u4ee5\u53ca\u63d0\u4ea4\u91cf\u6fc0\u589e\u540e\u7684\u5904\u7406\u65b9\u6848\u3002\u521b\u59cb\u4eba\u56de\u590d\u5f3a\u8c03\u201c\u5148\u5230\u5148\u5f97\u201d\u548c\u793e\u533a\u6295\u7968\u51b3\u5b9a\u8d28\u91cf\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 Product Front \u7cbe\u51c6\u5730\u523a\u4e2d\u4e86\u5f53\u524d\u4e3b\u6d41\u4ea7\u54c1\u53d1\u73b0\u5e73\u53f0\u7684\u201c\u6c11\u4e3b\u5316\u201d\u5e7b\u8c61\u3002\u5b83\u8ba4\u8bc6\u5230\uff0c\u5728\u65e0\u9650\u6eda\u52a8\u7684\u4fe1\u606f\u6d41\u548c\u4ed8\u8d39\u5e7f\u544a\u7684\u53cc\u91cd\u5939\u51fb\u4e0b\uff0c\u201c\u53d1\u73b0\u201d\u672c\u8eab\u5df2\u6210\u4e3a\u4e00\u79cd\u9700\u8981\u88ab\u91cd\u65b0\u5206\u914d\u7684\u7279\u6743\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684UI\u521b\u65b0\uff0c\u800c\u662f\u4e00\u5957\u8bd5\u56fe\u7528\u521a\u6027\u89c4\u5219\u5bf9\u6297\u7b97\u6cd5\u4e0e\u8d44\u672c\u9738\u6743\u7684\u201c\u66dd\u5149\u4fdd\u969c\u4f53\u7cfb\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6bcf\u65e528\u6b3e\u7684\u786c\u6027\u4e0a\u9650\uff0c\u672c\u8d28\u662f\u5236\u9020\u4e00\u79cd\u6570\u5b57\u7a00\u7f3a\u6027\uff0c\u5c06\u5e73\u53f0\u7684\u6ce8\u610f\u529b\u8d44\u6e90\u4ece\u201c\u65e0\u9650\u4f9b\u7ed9\u201d\u53d8\u4e3a\u201c\u6709\u9650\u5e2d\u4f4d\u201d\uff0c\u4ece\u800c\u62ac\u5347\u6bcf\u4e2a\u5e2d\u4f4d\u7684\u57fa\u7840\u4ef7\u503c\u3002\u6a2a\u5411\u7f51\u683c\u5e03\u5c40\u4e0e\u201c\u667a\u80fd\u91cd\u53d1\u201d\u673a\u5236\uff0c\u5219\u662f\u4ece\u7a7a\u95f4\u548c\u65f6\u95f4\u4e24\u4e2a\u7ef4\u5ea6\u5bf9\u6ce8\u610f\u529b\u8fdb\u884c\u518d\u5206\u914d\uff1a\u7a7a\u95f4\u4e0a\u786e\u4fdd\u540c\u65f6\u5448\u73b0\uff0c\u65f6\u95f4\u4e0a\u63d0\u4f9b\u591a\u6b21\u673a\u4f1a\u3002\u8fd9\u786e\u5b9e\u4e3a\u72ec\u7acb\u5f00\u53d1\u8005\u63d0\u4f9b\u4e86\u4e00\u4e2a\u786e\u5b9a\u6027\u66f4\u9ad8\u7684\u66dd\u5149\u65b9\u6848\uff0c\u5c24\u5176\u7f13\u89e3\u4e86\u201c\u4e00\u53d1\u5e03\u5b9a\u751f\u6b7b\u201d\u7684\u7126\u8651\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6a21\u5f0f\u9690\u542b\u7740\u6df1\u523b\u7684\u77db\u76fe\u4e0e\u6311\u6218\u3002\u9996\u5148\uff0c\u201c\u5148\u5230\u5148\u5f97\u201d\u7684\u516c\u5e73\u539f\u5219\uff0c\u53ef\u80fd\u6f14\u53d8\u4e3a\u201c\u624b\u901f\u7ade\u8d5b\u201d\uff0c\u8fd9\u4e0e\u7b5b\u9009\u201c\u6700\u4f73\u4ea7\u54c1\u201d\u7684\u521d\u8877\u5b58\u5728\u5185\u5728\u5f20\u529b\uff0c\u957f\u8fdc\u53ef\u80fd\u635f\u5bb3\u5e73\u53f0\u5185\u5bb9\u8d28\u91cf\u4e0e\u7528\u6237\u4fe1\u4efb\u3002\u5176\u6b21\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u5c1a\u672a\u663e\u73b0\uff0c\u5728\u575a\u51b3\u5426\u5b9a\u201c\u4ed8\u8d39\u8d62\u5bb6\u201d\u540e\uff0c\u5982\u4f55\u53ef\u6301\u7eed\u5730\u8fd0\u8425\u5e76\u89e3\u51b3\u81ea\u8eab\u7684\u201c\u9e21\u4e0e\u86cb\u201d\u51b7\u542f\u52a8\u96be\u9898\uff0c\u662f\u521b\u59cb\u4eba\u5fc5\u987b\u56de\u7b54\u7684\u751f\u5b58\u62f7\u95ee\u3002\u6700\u540e\uff0c\u5176\u4ef7\u503c\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u6d41\u91cf\u89c4\u6a21\uff0c\u82e5\u65e0\u6cd5\u5438\u5f15\u8db3\u591f\u591a\u7684\u771f\u5b9e\u6d4f\u89c8\u8005\uff0c28\u4e2a\u5e2d\u4f4d\u7684\u201c\u516c\u5e73\u66dd\u5149\u201d\u5c06\u6ca6\u4e3a\u5f00\u53d1\u8005\u95f4\u7684\u201c\u5185\u5377\u5f0f\u66dd\u5149\u201d\uff0c\u610f\u4e49\u5927\u6253\u6298\u6263\u3002\n <\/p>\n<p class=\"ai-content\">\n \u56e0\u6b64\uff0cProduct Front \u7684\u771f\u6b63\u4ef7\u503c\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u4e2a\u6210\u719f\u7684Product Hunt\u66ff\u4ee3\u54c1\uff0c\u4e0d\u5982\u8bf4\u662f\u4e00\u9762\u6620\u7167\u51fa\u5f53\u524d\u521d\u521b\u4ea7\u54c1\u8425\u9500\u751f\u6001\u56f0\u5883\u7684\u955c\u5b50\uff0c\u4ee5\u53ca\u4e00\u6b21\u5bf9\u201c\u6ce8\u610f\u529b\u516c\u5e73\u201d\u7684\u6fc0\u8fdb\u5b9e\u9a8c\u3002\u5b83\u7684\u524d\u666f\u4e0d\u53d6\u51b3\u4e8e\u8bbe\u8ba1\u5de7\u601d\uff0c\u800c\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u516c\u5e73\u3001\u8d28\u91cf\u4e0e\u589e\u957f\u4e4b\u95f4\u627e\u5230\u4e00\u4e2a\u52a8\u6001\u5e73\u8861\u70b9\uff0c\u5e76\u6784\u5efa\u8d77\u4e00\u4e2a\u771f\u6b63\u6d3b\u8dc3\u7684\u3001\u975e\u529f\u5229\u6027\u7684\u53d1\u73b0\u8005\u793e\u533a\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u4e3a\u5f00\u53d1\u8005\u63d0\u4f9b\u4e86\u53c8\u4e00\u4e2a\u201c\u4e0d\u4f1a\u88ab\u6df9\u6ca1\u7684\u5893\u5730\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\">Product Front<\/span>\n <\/div>\n<div class=\"comment-content\">A visibility-first discovery platform built to put your product in front page. Tired of your launch getting buried? Our streamlined UI\/UX design and weekly relaunch feature ensure your product gets a higher chance to be visible on screen without users needing to scroll for miles, Whether you\u2019re a curator hunting for the next big tool or a solopreneur looking for those crucial first users, we level the playing field. No “top 5” paywalls\u2014just pure discovery for makers who are just getting started.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hello Product Hunt \ud83d\udc4b<\/p>\n<p><strong>The<\/strong> <strong>Problem<\/strong><br \/>We\u2019ve all been there. You spend months caffeinating your way through code, finally hitting that “Launch” button on Product Hunt, BetaList, or Peerlist with your heart in your throat. You\u2019re ready for the world to see your masterpiece.<\/p>\n<p>But then, reality sets in.<\/p>\n<p>These platforms have become linear graveyards. Most only showcase the “Top 5” at first glance. If your product doesn’t catch the initial morning wave, it’s buried under a “See More” button, requiring users to scroll through a list of 100+ competitors.<\/p>\n<p>Let\u2019s be honest: if you aren’t in the Top 20, you\u2019re essentially invisible. Your hard work is relegated to the digital basement, hidden beneath a mountain of noise.<\/p>\n<p>To make matters worse, it’s increasingly becoming a “pay-to-win” game. * Ad Dominance: Paid placements now occupy 30\u201340% of the prime screen real estate.<\/p>\n<p>Small startups and solo makers\u2014the very heartbeat of this community\u2014are being squeezed out.<br \/>How do you find your first 100 users when you don’t have a $1,000 ad budget just to be seen?<\/p>\n<p><strong>The<\/strong> <strong>Solution<\/strong><br \/>I didn\u2019t build another directory; I built a stage where the spotlight actually moves. Product Front is a discovery platform designed to stop the “scroll-past” culture and give every founder a fighting chance from the second the page loads.<\/p>\n<p>Every Pixel is a Chance to Be Seen<br \/>On most platforms, if you aren’t #1, you’re nobody. We changed the geometry of discovery:<\/p>\n<p>The Landscape Grid: Instead of a suffocating vertical list, our desktop layout presents 28 products at once. No scrolling, no “See More,” no friction. Just 28 dreams getting the eyeballs they deserve.<\/p>\n<p>Quality over Chaos: We cap daily launches at 28 slots. By curing the “100-product fatigue,” we ensure that every visitor who lands on our page actually has the mental space to care about your work.<\/p>\n<p>The Smart Weekly Re-launch: Our algorithm lets you launch weekly. But here\u2019s the magic: if a user has already seen your product, we hide it from them and show them something new. This keeps the feed a “treasure hunt” for users while giving you multiple shots at finding your “100 true fans.”<\/p>\n<p>Experience the “Snap”<br \/>We\u2019ve engineered the browsing experience to fight the “False Bottom” effect\u2014that moment a user thinks they\u2019ve seen it all and leaves.<\/p>\n<p>Desktop Scroll-Snap: One flick of the wrist perfectly aligns the next 28 products. In just two seconds, a user has seen 56 products with zero “fidgety” scrolling.<\/p>\n<p>The Mobile “Peek-a-Boo”: On phones, we show a tiny sliver of the next product. This subtle visual nudge signals to the brain that there is more to discover, turning a passive scroll into an active journey.<\/p>\n<p>Why Product Front?<br \/>Because you didn\u2019t spend hundreds of hours building a product just to have it buried under a “Promoted” ad or lost in a 100-item list.<\/p>\n<p>Product Front is for the indie hackers, the solo dreamers, and the small teams tired of the pay-to-win game. We\u2019ve fixed the visibility problem so you can focus on what matters: building something great.<\/p>\n<p>We believe the best products should win based on innovation, not the size of their marketing wallet. It\u2019s time to level the playing field for the makers who are just getting started.<\/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\">Very cool! I\u2019m curious, how is Product Front different from Product Hunt? With so many products launching, how do you ensure each one gets enough visibility and attention?<\/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>Great questions, <a href=\"https:\/\/www.producthunt.com\/@linjing\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"linjing\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@linjing<\/a> The biggest difference is that Product Hunt is a <strong>vertical race<\/strong>, while Product Front is a <strong>landscape stage<\/strong>.<\/p>\n<p>Here\u2019s how I ensure visibility:<\/p>\n<p>\u2022 <strong>The 28-Slot Cap:<\/strong> Unlike the endless vertical lists on Product Hunt where you get buried if you aren’t in the top 5, we cap daily launches at 28. This cures “product fatigue” and ensures every visitor actually has the mental space to see your work.<\/p>\n<p>\u2022 <strong>Landscape Grid vs. Vertical Scroll:<\/strong> Our desktop layout shows all 28 products at once. No scrolling, no “See More,” and no friction. Every pixel is designed to give you a fighting chance the second the page loads.<\/p>\n<p>\u2022 <strong>The Smart Re-launch:<\/strong> If a user has already seen your product, our algorithm hides it from them and shows them something new. This keeps the feed a “treasure hunt” for users while giving you multiple shots at finding your “100 true fans.”<\/p>\n<p>Essentially, I\u2019ve traded the “pay-to-win” and “scroll-past” culture for a layout where everyone gets the spotlight.<\/p>\n<\/p>\n<p>Any feedback from you will help improving the product. \ud83d\ude4f<\/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>Product Front capping at 28 is a smart constraint, but the re-launch rotation is what actually makes it work. Swapping out products a visitor already saw keeps the grid fresh without makers needing to nail their launch timing perfectly.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@piroune_balachandran\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@piroune_balachandran<\/a> Nailed it, That\u2019s exactly the strategy! \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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Reworking the geometry of discovery instead of just tweaking rankings is a bold move. How do you balance giving every product visibility with still signaling quality to users?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<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 the kind words, That\u2019s the exact tension I’m trying to solve. Here is how we balance visibility with quality:<\/p>\n<ul>\n<li>\n<p><strong> Capped the grid at 28 products.<\/strong> This stops the “noise” and ensures every maker gets premium placement right on the front page.<\/p>\n<\/li>\n<li>\n<p><strong>The community decides quality, not me.<\/strong> I keep the spam out, but the community\u2019s votes guide which products shine.<\/p>\n<\/li>\n<li>\n<p><strong>Seen algorithm.<\/strong> If a visitor has already seen a product, our algorithm hides it and shows them something new, keeping the grid fresh for returning users and adds up on top of the 28 total slots.<\/p>\n<p> For example, if 10 makers re-launch, those 10 slots sit alongside the 28 new ones, creating a “pool” of 38 products.<\/p>\n<\/li>\n<\/ul>\n<p>Basically, we make sure every spot is valuable, and the community decides which ones are best!<\/p>\n<p>I am open for suggestions.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I really like the idea. As someone with limited experience in marketing and growth, having a product that can help drive traffic feels genuinely valuable, especially with the 28 product cap. I did have a couple of questions though:<\/p>\n<\/p>\n<ol>\n<li>\n<p>How do you handle an influx of submissions? Is there a way to guarantee a product gets visibility, or is there some level of competition for placement on a specific launch date?<\/p>\n<\/li>\n<li>\n<p>Like many community-driven products. What\u2019s the plan to consistently bring in more submissions? Are you aiming for a certain number of launches per day to keep momentum going?<\/p>\n<\/li>\n<\/ol>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@lunarturtle\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lunarturtle<\/a> these are spot-on questions! Here\u2019s how:<\/p>\n<p><strong>1. Handling Influx & Visibility:<\/strong> To keep it fair, slots are <strong>first-come, first-served<\/strong>. I don\u2019t curate based on my own taste because I believe every real maker deserves a shot. If today\u2019s 28 slots are full, you can grab one for the next available day. The “guarantee” is the grid itself\u2014by capping the daily main slots at 28, we ensure you are never buried under a “See More” button or lost in a list of 100+ competitors. I\u2019m moderating personally (with AI help for spam) to ensure everything is legit, but the community\u2019s votes are what ultimately decide the winners.<\/p>\n<p><strong>2. Smart Weekly Re-launch<\/strong> is a big part of the plan to keep the feed fresh. While we have 28 fresh daily slots, we allow products to re-circulate weekly. For example, if 10 makers re-launch, those 10 slots sit alongside the 28 new ones, creating a “pool” of 38 products.<\/p>\n<p>If a user has already seen your product, the algorithm hides it from them and shows them something they haven’t seen yet. This keeps the grid completely fresh for both new visitors and returning users.<\/p>\n<p>I am open for suggestion. let me know what you think.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 fast the submission to live is! Well done : )<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@craigjbarber\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@craigjbarber<\/a> Glad to hear it, Thanks for launching!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 28-slot cap solves the visibility problem, but raises a curation question: is it first-come-first-served, or is there a quality filter before a product gets a slot? For a platform promising fairness, how you handle that will define whether it attracts serious makers or just whoever submits fastest.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@klara_minarikova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@klara_minarikova<\/a> That\u2019s a great question, I\u2019ve decided to go with <strong>First Come, First Served.<\/strong> I believe transparency is the only way to stay truly ‘anti-gatekeeper.’ On Product Front, I don’t use hidden algorithms to decide who is ‘worthy.’ the upvotes have weight depending on user history, If you\u2019ve built something and you\u2019re ready, you grab one of the 28 slots. also if product posted last week and the user sees it, that makes they won’t see the same product again on the feed this week and the total slot, if all 10 products was posted lastweek, same user won’t see it so total will be 39 slots the If today is full, you just schedule for the next available day.<\/p>\n<p>To keep the quality high, <strong>I\u2019ll be moderating the list myself<\/strong> for now. I\u2019m the filter for spam and fake products to ensure every ‘real’ maker gets their fair shot. Eventually, I might use AI to help automate that spam-detection, but the core rule stays: <strong>if it’s a real product, real user, it gets the spot.<\/strong> No pay-to-win, no secret handshakes. I am open to hear your suggestions on this will help the product improve.<\/p>\n<p><strong>The Smart Weekly Re-launch<\/strong> also plays a huge role here. Our algorithm allows you to launch weekly, but here\u2019s the magic: if a user has already seen your product, we hide it from them and show them something new.<\/p>\n<p><strong>For example:<\/strong> If 10 makers are re-launching their products this week, those take up 10 additional available slots alongside the new fresh launches, making it a <strong>total of 38 slots<\/strong> circulating for that period. This ensures the grid is always a fresh for the user while giving you multiple shots at finding your 100 true fans.<\/p>\n<p>I\u2019m open to hearing your suggestions to help the platform improve!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 it <a href=\"https:\/\/www.producthunt.com\/@kim_ben_g\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"kim_ben_g\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kim_ben_g<\/a>, congrats! Pretty easy to use and clean interface. <br \/>I just listed my product and best wishes on your journey \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ihsany\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ihsany<\/a> Thank you for the support and showcasing your product in the platform! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As a solo maker preparing to launch my first product, this resonates hard. The anxiety of “what if I don’t crack the Top 10 and nobody ever sees it” is real. The idea that you get multiple weekly shots at finding your audience instead of one do-or-die day is genuinely appealing. <\/p>\n<p>Curious about the discovery side though: how are you planning to drive traffic to Product Front itself? The chicken-and-egg problem with discovery platforms is brutal, makers won’t submit without an audience, and users won’t come without good products. What’s your strategy for the early days?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@diegodau\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"diegodau\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@diegodau<\/a> That\u2019s a totally valid concern, and honestly, it\u2019s exactly why I built this platform.<\/p>\n<p>Trying to compete with established giants is terrifying, but I refuse to believe it’s impossible. They all started from zero, right? While I\u2019m grinding on technical <strong>SEO<\/strong> and <strong>marketing<\/strong>, the real secret sauce for isn’t just code\u2014it\u2019s us<strong> makers<\/strong>.<\/p>\n<p>My plan is to build a genuine community of makers supporting makers, and users who actually want to discover tools without the noise. Plus, I\u2019m changing the game on visibility: visitors get <strong>28 products at first glance<\/strong>\u2014that\u2019s <strong>5x<\/strong> more than Product Hunt. I\u2019m prioritizing pure fairness, not ad dollars. Every product gets a fair pixel on the screen, and I promise: <strong>no paid ads<\/strong> occupying the spotlight.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Just checked and signed up on Product Front<\/p>\n<\/p>\n<p>Really liked the onboarding and overall UX<\/p>\n<\/p>\n<p>Congrats on the launch <a href=\"https:\/\/www.producthunt.com\/@kim_ben_g\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kim_ben_g<\/a> !<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thank you for your support <a href=\"https:\/\/www.producthunt.com\/@theanimeshs\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"theanimeshs\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@theanimeshs<\/a> \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">#10<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/ZYOU42W7I2644B\" class=\"app-title\">Typeletter<\/a><\/p>\n<div class=\"one-liner\">Turn your browser into a cozy, nostalgic writing nook<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">115<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Typeletter \u662f\u4e00\u6b3e\u5c06\u6d4f\u89c8\u5668\u53d8\u4e3a\u590d\u53e4\u6253\u5b57\u673a\u98ce\u683c\u5199\u4f5c\u7a7a\u95f4\u7684\u5de5\u5177\uff0c\u901a\u8fc7\u6a21\u62df\u771f\u5b9e\u7684\u6253\u5b57\u673a\u58f0\u6548\u3001\u58a8\u5e26\u548c\u6c1b\u56f4\u97f3\uff0c\u4e3a\u7528\u6237\u5728\u64b0\u5199\u4fe1\u4ef6\u3001\u65e5\u8bb0\u6216\u6df1\u5ea6\u601d\u8003\u65f6\uff0c\u63d0\u4f9b\u4e00\u4e2a\u65e0\u5e72\u6270\u3001\u53ef\u5524\u8d77\u6000\u65e7\u60c5\u611f\u5e76\u9f13\u52b1\u4e13\u6ce8\u4e66\u5199\u7684\u6c89\u6d78\u5f0f\u573a\u666f\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d0a85bc6-95b6-4095-927c-1bd38f3c01e6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/10a2aa50-746b-4430-8133-115534c3a19e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/177efb80-861b-46f1-849f-056dbfdefe5b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/87414fa2-abb6-4dae-923d-b9db1cd6201a.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\/7ba47cb2-a56f-4b5e-8990-3e6bb27d65fd.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/9FoSFB2DAsA\"><source src=\"https:\/\/youtu.be\/9FoSFB2DAsA\" 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\">Tech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u590d\u53e4\u5199\u4f5c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u65e0\u5e72\u6270\u5199\u4f5c<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u6000\u65e7<\/span><br \/>\n <span class=\"tag\">\u60c5\u611f\u5316\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u6253\u5b57\u673a\u6a21\u62df<\/span><br \/>\n <span class=\"tag\">\u6c1b\u56f4\u97f3\u6548<\/span><br \/>\n <span class=\"tag\">\u4fe1\u4ef6\u64b0\u5199<\/span><br \/>\n <span class=\"tag\">\u5373\u65f6\u8f93\u51fa<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u53cb\u597d<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u8425\u9020\u7684\u653e\u677e\u3001\u4e13\u6ce8\u7684\u5199\u4f5c\u4f53\u9a8c\u4e0e\u6000\u65e7\u60c5\u6000\u3002\u4e3b\u8981\u5efa\u8bae\u5305\u62ec\uff1a\u589e\u52a0\u66f4\u591a\u73af\u5883\u97f3\u9009\u9879\uff08\u5982\u68ee\u6797\u3001\u57ce\u5e02\uff09\uff1b\u4f18\u5316\u53ef\u80fd\u5b58\u5728\u7684\u8f93\u5165\u5ef6\u8fdf\uff1b\u6280\u672f\u5c42\u9762\u5173\u6ce8\u9ad8\u6027\u80fd\u5bfc\u51fa\u4e0e\u97f3\u9891\u5904\u7406\u7684\u5b9e\u73b0\uff0c\u5e76\u5bf9\u201c\u65f6\u5149\u80f6\u56ca\u201d\u7b49\u65e0\u8d26\u53f7\u529f\u80fd\u7684\u9690\u79c1\u5b89\u5168\u5b9e\u73b0\u65b9\u5f0f\u63d0\u51fa\u8d28\u8be2\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 Typeletter \u7684\u7cbe\u660e\u4e4b\u5904\u5728\u4e8e\uff0c\u5b83\u5e76\u672a\u521b\u9020\u65b0\u9700\u6c42\uff0c\u800c\u662f\u7cbe\u51c6\u5730\u52ab\u6301\u4e86\u201c\u5199\u4f5c\u7126\u8651\u201d\u8fd9\u4e00\u73b0\u4ee3\u666e\u904d\u60c5\u7eea\u3002\u5b83\u7684\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u529f\u80fd\u521b\u65b0\uff08\u6a21\u62df\u6253\u5b57\u673a\u3001\u6c1b\u56f4\u97f3\u3001\u5bfc\u51fa\u56fe\u7247\uff09\uff0c\u800c\u5728\u4e8e\u901a\u8fc7\u4e00\u5957\u9ad8\u5ea6\u98ce\u683c\u5316\u7684\u611f\u5b98\u5305\u88c5\uff08\u58f0\u97f3\u3001\u89c6\u89c9\u3001\u4ea4\u4e92\u9690\u55bb\uff09\uff0c\u5c06\u201c\u5199\u4f5c\u201d\u8fd9\u4e00\u884c\u4e3a\u4eea\u5f0f\u5316\u3001\u6e38\u620f\u5316\uff0c\u4ece\u800c\u77ed\u6682\u5730\u6d88\u89e3\u4e86\u7528\u6237\u5728\u7a7a\u767d\u6587\u6863\u524d\u7684\u538b\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5de7\u5999\u5730\u5229\u7528\u4e86\u201c\u6570\u5b57\u6000\u65e7\u201d\u8fd9\u4e00\u60c5\u611f\u6760\u6746\u3002\u590d\u53e4\u6253\u5b57\u673a\u5e76\u975e\u4f5c\u4e3a\u751f\u4ea7\u529b\u5de5\u5177\u88ab\u8fd8\u539f\uff08\u5426\u5219\u7ea0\u9519\u529f\u80fd\u7f3a\u5931\u5c06\u662f\u81f4\u547d\u4f24\uff09\uff0c\u800c\u662f\u4f5c\u4e3a\u4e00\u4e2a\u60c5\u611f\u7b26\u53f7\u88ab\u6d88\u8d39\u3002\u5b83\u8d29\u5356\u7684\u662f\u4e00\u79cd\u201c\u6162\u4e0b\u6765\u3001\u66f4\u7528\u5fc3\u201d\u7684\u9519\u89c9\uff0c\u5176\u201c\u65e0\u6ce8\u518c\u3001\u65e0\u5e72\u6270\u201d\u7684\u8bbe\u5b9a\u8fdb\u4e00\u6b65\u5f3a\u5316\u4e86\u8fd9\u79cd\u7eaf\u7cb9\u3001\u79c1\u5bc6\u7684\u5fc3\u7406\u6697\u793a\u3002\u7136\u800c\uff0c\u8fd9\u79cd\u6d6a\u6f2b\u5316\u5305\u88c5\u4e0e\u5e95\u5c42\u6280\u672f\u73b0\u5b9e\u5b58\u5728\u5f20\u529b\uff0c\u6b63\u5982\u5c16\u9510\u7684\u6280\u672f\u8bc4\u8bba\u6240\u6307\u51fa\u7684\uff1a\u6d4f\u89c8\u5668\u5e94\u7528\u7684\u6027\u80fd\u74f6\u9888\u3001\u65e0\u540e\u7aef\u8d26\u6237\u4e0b\u7684\u201c\u65f6\u5149\u80f6\u56ca\u201d\u5b9e\u73b0\u4e0e\u9690\u79c1\u627f\u8bfa\uff0c\u90fd\u662f\u5176\u201c\u8f7b\u91cf\u4f53\u9a8c\u201d\u80cc\u540e\u5fc5\u987b\u9762\u5bf9\u7684\u786c\u6838\u5de5\u7a0b\u4e0e\u4fe1\u4efb\u6311\u6218\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cTypeletter \u662f\u4e00\u4e2a\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u201c\u5199\u4f5c\u5b89\u6170\u5242\u201d\u3002\u5b83\u53ef\u80fd\u65e0\u6cd5\u771f\u6b63\u63d0\u5347\u5199\u4f5c\u8d28\u91cf\uff0c\u4f46\u901a\u8fc7\u63d0\u4f9b\u5f3a\u70c8\u7684\u5373\u65f6\u611f\u5b98\u53cd\u9988\uff08\u5494\u55d2\u58f0\u3001\u8721\u5c01\u5370\u7ae0\uff09\u548c\u5b8c\u6210\u4eea\u5f0f\uff08\u53d1\u9001\u3001\u4e0b\u8f7d\u7cbe\u7f8e\u56fe\u7247\uff09\uff0c\u5b83\u6781\u5927\u5730\u63d0\u5347\u4e86\u5199\u4f5c\u8fc7\u7a0b\u7684\u60c5\u611f\u56de\u62a5\u548c\u5b8c\u6210\u52a8\u529b\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u4e0d\u53d6\u51b3\u4e8e\u5b83\u662f\u5426\u6bd4Word\u66f4\u5f3a\u5927\uff0c\u800c\u53d6\u51b3\u4e8e\u5b83\u6784\u5efa\u7684\u8fd9\u573a\u77ed\u6682\u9003\u79bb\u80fd\u5426\u6301\u7eed\u8ba9\u7528\u6237\u4e70\u5355\u2014\u2014\u65e0\u8bba\u662f\u60c5\u611f\u4e0a\uff0c\u8fd8\u662f\u6700\u7ec8\u5728\u5546\u4e1a\u4e0a\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\">Typeletter<\/span>\n <\/div>\n<div class=\"comment-content\">Turn your browser into a cozy, nostalgic writing nook for letters, journals, and thoughts you\u2019ve been meaning to write. Typeletter mimics the feel of a real typewriter: clacky keys, carriage return lever, scroll knob, without any setup or sign-up. Pick your ink ribbon (Black, Red, Blue, Sepia), choose an ambience like Rain, Beach, Jazz, or Park, and just start typing from the heart. When you\u2019re done, hit \u201cfinish\u201d to email your note, download it as a beautiful image with wax seal stamps.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I built Typeletter because I missed sending thoughtful notes.<\/p>\n<p>The kind you\u2019d write slowly. The kind that carry feeling not polish.<\/p>\n<p>There\u2019s something about old letters and typewriters that made words feel more intentional. You paused before typing. You thought about what you wanted to say. The sound of the keys reminded you that this was real.<\/p>\n<p>Typeletter is my attempt to bring a bit of that back.<\/p>\n<p>A small, quiet space to write soulful notes, to yourself or to someone else, without distractions. Just a page, the rhythm of keys, and a sense of nostalgia that invites you to slow down. If you wanna feel the vibe, tune in to the ambience of a park, beach, jazz hall, or a rainy evening.<\/p>\n<p>What Typeletter lets you do:<\/p>\n<p>– Write soulful notes in a quiet, distraction-free space<br \/>\n– Type on a classic, vintage-style typewriter<br \/>\n– Hear the soft rhythm of typewriter keys as you write<br \/>\n– Choose ink colors: black, blue, red, sepia<br \/>\n– Add gentle ambient sounds (rain, beach, jazz, park)<br \/>\n– Mark your note with a seal or stamp, like old letters<br \/>\n– Sign your note, if you want it to feel personal<br \/>\n– Send a note by email, when it\u2019s ready<br \/>\n– Save your words as a simple image keepsake<br \/>\n– Time Capsule: schedule a note to be delivered in the future<\/p>\n<p>I made this because I wanted writing to feel personal again.<br \/>\nIf it helps you send or write something that matters, I\u2019m glad it exists.<\/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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! I gave Typeletter a try, and I found it very relaxing. It\u2019s refreshing to see a product that focuses on meaningful writing and reflection.<\/p>\n<\/p>\n<p>I did feel there was a very slight input lag, and over time maybe it could use some more ambience options, like maybe a forest? Or the city? All in all, it\u2019s a very nice product! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@apira_giriharan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@apira_giriharan<\/a> Thanks! \ud83d\ude42 Sure, will keep adding more ambient sounds. Glad to know. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I genuinely love it, but I am not so sure whether I want to go back to that era as a writer. One mistake and you could start writing over again \ud83d\ude00 <\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/06718f11-f7dd-4168-aa64-e9b5016bb7db.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<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> Hahah! Guess it’s also a time when people had their own correction tape situations as well. Anyway, with this experience, I wanted to marry our ease of digital editor with typewriter effect. \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<ul>\n<li>\n<p>Browser-based \u201ctypewriter\u201d apps hit scale pain when exporting high-res images and audio ambience cause memory spikes and jank on low-end devices.<\/p>\n<p>Best practice is OffscreenCanvas for render-to-image, preloading audio with the Web Audio API and limiting concurrent buffers, plus local autosave in IndexedDB to avoid losing drafts on refresh.<\/p>\n<p>How are you implementing the Time Capsule scheduled email delivery without accounts, and do you encrypt drafts or email payloads client-side to keep the no-signup privacy promise?<\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/5YKDO2XDRJGOBL\" class=\"app-title\">Media Library by beehiiv<\/a><\/p>\n<div class=\"one-liner\">One place to create, edit, and manage all your creative<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">110<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e3a\u5185\u5bb9\u521b\u4f5c\u8005\u548c\u5a92\u4f53\u516c\u53f8\u8bbe\u8ba1\u7684\u4e2d\u5fc3\u5316\u6570\u5b57\u8d44\u4ea7\u7ba1\u7406\u5e93\uff0c\u901a\u8fc7\u5728\u5355\u4e00\u5e73\u53f0\u5185\u6574\u5408\u7d20\u6750\u7684\u521b\u5efa\u3001\u7f16\u8f91\u3001\u7ba1\u7406\u548cAI\u751f\u6210\uff0c\u89e3\u51b3\u4e86\u591a\u51fa\u7248\u7269\u8fd0\u8425\u4e2d\u7d20\u6750\u5206\u6563\u3001\u91cd\u590d\u4e0a\u4f20\u548c\u7ba1\u7406\u4f4e\u6548\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dc156f5c-44c2-4377-826c-ddcb31365b1b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/47b2afc5-b6ad-48ae-8831-305791ef0252.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1584356f-844a-4a02-bf61-f1db2146ec7d.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Design Tools<\/span><br \/>\n <span class=\"tag\">Newsletters<\/span><br \/>\n <span class=\"tag\">Writing<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6570\u5b57\u8d44\u4ea7\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5a92\u4f53\u5e93<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u521b\u4f5c\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u8d44\u4ea7\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u591a\u51fa\u7248\u7269\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u6279\u91cf\u64cd\u4f5c<\/span><br \/>\n <span class=\"tag\">AI\u56fe\u50cf\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u6574\u5408<\/span><br \/>\n <span class=\"tag\">SaaS<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u7edf\u4e00\u7ba1\u7406\u3001\u63d0\u5347\u6548\u7387\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u7279\u522b\u662f\u8de8\u51fa\u7248\u7269\u5171\u4eab\u548c\u6279\u91cf\u64cd\u4f5c\u3002\u5173\u6ce8\u70b9\u96c6\u4e2d\u5728AI\u751f\u6210\u529f\u80fd\u7684\u5b9e\u9645\u5b58\u5728\u6027\u3001\u89c6\u9891\u652f\u6301\u53ef\u80fd\u6027\uff0c\u4ee5\u53ca\u7f16\u8f91\u7248\u672c\u63a7\u5236\u4e0e\u751f\u4ea7\u7ea7\u63a7\u5236\u4e4b\u95f4\u7684\u6743\u8861\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 beehiiv\u7684Media Library\u5e76\u975e\u4e00\u4e2a\u7b80\u5355\u7684\u529f\u80fd\u66f4\u65b0\uff0c\u800c\u662f\u4e00\u6b21\u65e8\u5728\u5de9\u56fa\u5176\u4f5c\u4e3a\u201c\u521b\u4f5c\u8005\u64cd\u4f5c\u7cfb\u7edf\u201d\u5730\u4f4d\u7684\u5e73\u53f0\u5316\u5347\u7ea7\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u53c8\u4e00\u4e2a\u5a92\u4f53\u5e93\u201d\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u5c06\u5185\u5bb9\u521b\u4f5c\u4e2d\u6700\u5206\u6563\u3001\u6700\u8017\u65f6\u7684\u201c\u7d20\u6750\u7ba1\u7406\u201d\u73af\u8282\u5f7b\u5e95\u5438\u5165\u5176\u751f\u6001\u95ed\u73af\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u4ecb\u7ecd\u4e2d\u201c\u4ece\u60f3\u6cd5\u5230\u53d1\u5e03\u4ea7\u54c1\u201d\u7684\u8868\u8ff0\u66b4\u9732\u4e86\u5176\u91ce\u5fc3\uff1a\u5b83\u4e0d\u5e0c\u671b\u7528\u6237\u4ec5\u4ec5\u5c06beehiiv\u89c6\u4e3a\u90ae\u4ef6\u901a\u8baf\u5de5\u5177\uff0c\u800c\u662f\u4e00\u4e2a\u4ece\u7d20\u6750\u6e90\u5934\uff08AI\u751f\u6210\/\u7f16\u8f91\uff09\u3001\u7ba1\u7406\u4e2d\u53f0\uff08\u5a92\u4f53\u5e93\uff09\u5230\u6700\u7ec8\u53d1\u5e03\uff08\u51fa\u7248\u7269\uff09\u7684\u5b8c\u6574\u5de5\u4f5c\u6d41\u63a7\u5236\u53f0\u3002\u8fd9\u76f4\u63a5\u56de\u5e94\u4e86\u6838\u5fc3\u7528\u6237\uff08\u8fd0\u8425\u591a\u51fa\u7248\u7269\u7684\u521b\u4f5c\u8005\u6216\u5c0f\u578b\u5a92\u4f53\uff09\u7684\u5207\u80a4\u4e4b\u75db\u2014\u2014\u54c1\u724c\u8d44\u4ea7\u5728\u591a\u5e73\u53f0\u95f4\u7684\u5272\u88c2\u4e0e\u91cd\u590d\u52b3\u52a8\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8bc4\u8bba\u4e2d\u6f5c\u85cf\u7740\u4ea7\u54c1\u5fc5\u987b\u9762\u5bf9\u7684\u5c16\u9510\u77db\u76fe\u3002\u5176\u4e00\uff0c\u662f\u201c\u4fbf\u6377\u6027\u201d\u4e0e\u201c\u5b89\u5168\u6027\u201d\u7684\u7ecf\u5178\u51b2\u7a81\u3002\u7528\u6237\u5173\u4e8e\u201c\u7248\u672c\u63a7\u5236\u4e0e\u907f\u514d\u8bef\u6539\u5df2\u53d1\u5e03\u5185\u5bb9\u201d\u7684\u63d0\u95ee\uff0c\u76f4\u6307\u8fd9\u7c7b\u4e00\u4f53\u5316\u5de5\u5177\u7684\u6838\u5fc3\u98ce\u9669\uff1a\u5f53\u7f16\u8f91\u53d8\u5f97\u8fc7\u4e8e\u201c\u987a\u624b\u201d\uff0c\u5982\u4f55\u9632\u6b62\u751f\u4ea7\u73af\u5883\u7684\u7a33\u5b9a\u6027\u88ab\u7834\u574f\uff1f\u8fd9\u8003\u9a8c\u7740\u4ea7\u54c1\u5728\u8ffd\u6c42\u6d41\u7545\u4f53\u9a8c\u4e0e\u63d0\u4f9b\u4f01\u4e1a\u7ea7\u7ba1\u63a7\u4e4b\u95f4\u7684\u5e73\u8861\u80fd\u529b\u3002\u5176\u4e8c\uff0c\u662f\u201c\u5f00\u653e\u96c6\u6210\u201d\u4e0e\u201c\u5185\u90e8\u95ed\u73af\u201d\u7684\u8def\u7ebf\u9009\u62e9\u3002Getty Images\u7684\u96c6\u6210\u663e\u793a\u4e86\u5bf9\u63a5\u4e13\u4e1a\u8d44\u6e90\u7684\u59ff\u6001\uff0c\u4f46\u8bc4\u8bba\u4e5f\u6307\u51fa\u5176\u4fe1\u7528\u6a21\u578b\u53ef\u80fd\u5c06\u7528\u6237\u63a8\u5411\u66f4\u4fbf\u5b9c\u7684AI\u751f\u6210\u3002\u8fd9\u8feb\u4f7f\u4ea7\u54c1\u601d\u8003\uff1a\u5b83\u7684\u7ec8\u6781\u4ef7\u503c\u662f\u6210\u4e3a\u8fde\u63a5\u4e00\u5207\u4f18\u8d28\u8d44\u6e90\u7684\u4e2d\u7acb\u7f51\u5173\uff0c\u8fd8\u662f\u5229\u7528AI\u548c\u5185\u90e8\u5de5\u5177\u5c06\u7528\u6237\u7262\u7262\u9501\u5728\u81ea\u6709\u751f\u6001\u4e2d\uff1f\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d110\u7684\u6295\u7968\u6570\u663e\u5f97\u4e0d\u6e29\u4e0d\u706b\uff0c\u8fd9\u6216\u8bb8\u610f\u5473\u7740\uff0c\u5bf9\u4e8e\u5e7f\u5927\u521b\u4f5c\u8005\u800c\u8a00\uff0c\u201c\u7ec8\u6781\u521b\u610f\u6307\u6325\u4e2d\u5fc3\u201d\u7684\u613f\u666f\u867d\u7f8e\uff0c\u4f46\u8bf4\u670d\u4ed6\u4eec\u79bb\u5f00\u5df2\u6210\u4e60\u60ef\u7684\u5206\u6563\u5de5\u5177\u94fe\uff08\u5982Canva+\u4e91\u76d8+\u53d1\u5e03\u5e73\u53f0\uff09\uff0c\u9700\u8981\u63d0\u4f9b\u8fdc\u8d85\u201c\u4fbf\u5229\u201d\u7684\u98a0\u8986\u6027\u4ef7\u503c\u2014\u2014\u6216\u8bb8\u662f\u66f4\u6df1\u5ea6\u7684\u667a\u80fd\u5173\u8054\uff0c\u6216\u8bb8\u662f\u9769\u547d\u6027\u7684\u534f\u4f5c\u6a21\u5f0f\u3002Media Library\u8fc8\u51fa\u4e86\u624e\u5b9e\u7684\u4e00\u6b65\uff0c\u4f46\u6784\u5efa\u771f\u6b63\u7684\u201c\u4e2d\u5fc3\u201d\uff0c\u8def\u8fd8\u5f88\u957f\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\">Media Library by beehiiv<\/span>\n <\/div>\n<div class=\"comment-content\">Welcome to a new command center for all of your creative. Our new Media Library centralizes your assets across publications and makes discovery effortless with powerful filters and improved search. Bulk manage files. Edit on the fly. Or, generate totally new visuals with the latest AI models. From idea to published product, all in one intuitive workflow.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">When we started beehiiv, the goal was simple: give creators the same quality tools that power the world\u2019s best media companies.<\/p>\n<p>Creative sits at the center of everything you publish, so the Media Library couldn\u2019t just be \u201cgood enough.\u201d It needed to be fast, flexible, and powerful.<\/p>\n<p>This rebuild brings all of your assets across publications into one place, makes them easier to organize and discover, and lets you edit or generate new visuals without ever leaving beehiiv.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Monetization options inside the same system remove extra steps. I would rather focus on content than chasing different tools for ads or subscriptions<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Next step: Expecting media library AI generation. And maybe it is already here, just missed it \ud83d\ude00<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> it’s hidden in the GIF \ud83d\ude00 looks like they have it already<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Cross-publication asset sharing is where this Media Library rebuild earns its keep. Running multiple beehiiv publications means re-uploading the same logos and brand assets into each one, then digging for the right version at publish time. Centralizing that with bulk actions and filtered search cuts real time from the loop. Getty integration is a nice touch, though the credit model on higher plans means most creators will lean on AI generation for everyday visuals. Shipping both paths keeps the library useful no matter how you source images.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">When users edit or generate new visuals, how did you think about versioning and safety\u2014especially avoiding accidental changes to images already used in live posts\/pages\u2014and what tradeoffs did you make between \u201cfast edits\u201d and \u201cproduction-grade\u201d control?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch <a href=\"https:\/\/www.producthunt.com\/@tyler_denk\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"tyler_denk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tyler_denk<\/a>, will you guys also support video for 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<\/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\/GRFOXSZFMOF2K6\" class=\"app-title\">GoClaw<\/a><\/p>\n<div class=\"one-liner\">A free app to manage your self-hosted OpenClaw AI assistant<\/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>GoClaw\u662f\u4e00\u6b3e\u514d\u8d39\u79fb\u52a8\u5e94\u7528\uff0c\u8ba9\u7528\u6237\u80fd\u5728\u624b\u673a\u4e0a\u65e0\u4ee3\u7801\u90e8\u7f72\u548c\u7ba1\u7406\u81ea\u6258\u7ba1\u7684OpenClaw AI\u52a9\u624b\uff0c\u8fde\u63a5WhatsApp\u3001Telegram\u7b49\u901a\u8baf\u6e20\u9053\uff0c\u89e3\u51b3\u4e86\u6280\u672f\u7528\u6237\u7ba1\u7406\u81ea\u6258\u7ba1AI\u52a9\u624b\u9700\u4f9d\u8d56SSH\u548c\u547d\u4ee4\u884c\u7684\u6838\u5fc3\u64cd\u4f5c\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cf5414db-7c61-40e5-a94d-28810e4bc051.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6219dab5-33c3-4ac5-b79b-d4def6c17b16.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/832e44c2-4274-4da2-bfb3-613f78badce2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0fc61c5e-b7d9-4d8b-9bdb-560a4254c781.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9dc70310-380d-4f6d-92a6-b6beb705bb38.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Android<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Bots<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u52a9\u624b\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u81ea\u6258\u7ba1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u8fd0\u7ef4<\/span><br \/>\n <span class=\"tag\">\u804a\u5929\u673a\u5668\u4eba<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e73\u53f0\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u57fa\u7840\u8bbe\u65bd<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u76d1\u63a7<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u89e3\u51b3\u4e86\u81ea\u6258\u7ba1AI\u8fd0\u7ef4\u75db\u70b9\uff0c\u5e76\u63d0\u51fa\u4e86\u5173\u952e\u5efa\u8bae\uff1a\u5173\u6ce8GDPR\u5408\u89c4\u4e0e\u6570\u636e\u4fdd\u7559\u653f\u7b56\uff1b\u5efa\u8bae\u652f\u6301\u5355\u4eea\u8868\u677f\u7ba1\u7406\u591a\u5b9e\u4f8b\u4ee5\u9002\u5e94\u56e2\u961f\u9700\u6c42\uff1b\u8be2\u95ee\u4e0e\u786c\u4ef6\u4ea7\u54c1\u7684\u96c6\u6210\u53ef\u80fd\uff1b\u547c\u5401\u660e\u786e\u4fe1\u7528\u989d\u5ea6\u8ba1\u4ef7\u65b9\u5f0f\u4e0e\u5178\u578b\u7528\u4f8b\u6d88\u8017\uff0c\u589e\u5f3a\u4ef7\u683c\u900f\u660e\u5ea6\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n GoClaw\u654f\u9510\u5730\u5207\u5165\u4e86\u4e00\u4e2a\u7ec6\u5206\u4f46\u5173\u952e\u7684\u7f1d\u9699\u5e02\u573a\uff1a\u4e3a\u70ed\u8877\u81ea\u6258\u7ba1\u5f00\u6e90AI\u9879\u76ee\uff08OpenClaw\uff09\u7684\u6280\u672f\u7528\u6237\u63d0\u4f9b\u201c\u53bb\u7ec8\u7aef\u5316\u201d\u7684\u79fb\u52a8\u7ba1\u7406\u754c\u9762\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u6280\u672f\u521b\u65b0\uff0c\u800c\u662f\u4f53\u9a8c\u91cd\u6784\u3002\u5b83\u5c06\u539f\u672c\u5c40\u9650\u4e8eSSH\u4f1a\u8bdd\u3001\u914d\u7f6e\u6587\u4ef6\u548c\u670d\u52a1\u65e5\u5fd7\u7684\u590d\u6742\u8fd0\u7ef4\uff0c\u5c01\u88c5\u6210\u76f4\u89c2\u7684\u79fb\u52a8\u64cd\u4f5c\uff0c\u663e\u8457\u964d\u4f4e\u4e86\u5f00\u6e90AI\u9879\u76ee\u7684\u65e5\u5e38\u8fd0\u8425\u95e8\u69db\uff0c\u53ef\u80fd\u6709\u6548\u63d0\u5347OpenClaw\u7684\u5b9e\u9645\u91c7\u7528\u7387\u548c\u7528\u6237\u7c98\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u9762\u4e34\u7684\u6838\u5fc3\u6311\u6218\u4e0e\u673a\u9047\u5e76\u5b58\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u5176\u7528\u6237\u662f\u9690\u79c1\u654f\u611f\u3001\u7ec6\u8282\u5bfc\u5411\u7684\u6280\u672f\u7fa4\u4f53\u3002\u4ed6\u4eec\u63d0\u51fa\u7684GDPR\u3001\u6570\u636e\u6d41\u3001\u591a\u5b9e\u4f8b\u7ba1\u7406\u7b49\u95ee\u9898\uff0c\u76f4\u6307\u4ea7\u54c1\u5728\u201c\u4fbf\u6377\u6027\u201d\u5305\u88c5\u4e0b\u5fc5\u987b\u592f\u5b9e\u7684\u201c\u53ef\u4fe1\u5ea6\u201d\u57fa\u77f3\u3002\u82e5\u4e0d\u80fd\u5728\u8fd9\u4e9b\u67b6\u6784\u548c\u5408\u89c4\u5c42\u9762\u7ed9\u51fa\u4ee4\u4eba\u4fe1\u670d\u7684\u7b54\u6848\uff0c\u4fbf\u6377\u6027\u53cd\u800c\u4f1a\u5f15\u53d1\u5bf9\u5b89\u5168\u5931\u63a7\u7684\u62c5\u5fe7\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u5546\u4e1a\u6a21\u5f0f\u7684\u201cManaged Option\u201d\u548c\u4fe1\u7528\u4f53\u7cfb\uff0c\u8bd5\u56fe\u4ece\u5f00\u6e90\u7528\u6237\u4e2d\u7b5b\u9009\u51fa\u4ed8\u8d39\u5ba2\u6237\u3002\u4f46\u8bc4\u8bba\u4e2d\u5173\u4e8e\u4fe1\u7528\u6d88\u8017\u7684\u56f0\u60d1\u63ed\u793a\u4e86\u5178\u578b\u56f0\u5883\uff1a\u5f53\u4ea7\u54c1\u80fd\u529b\u9ad8\u5ea6\u7075\u6d3b\uff08\u4ece\u65e5\u7a0b\u7ba1\u7406\u5230\u4fe1\u606f\u6458\u8981\uff09\u65f6\uff0c\u6807\u51c6\u5316\u8ba1\u4ef7\u4f1a\u53d8\u5f97\u5f02\u5e38\u56f0\u96be\u3002\u8fd9\u8981\u6c42\u56e2\u961f\u4e0d\u4ec5\u63d0\u4f9b\u5de5\u5177\uff0c\u8fd8\u9700\u627f\u62c5\u6559\u80b2\u5e02\u573a\u3001\u5b9a\u4e49\u6700\u4f73\u5b9e\u8df5\u7684\u89d2\u8272\uff0c\u6b63\u5982\u5176\u56de\u5e16\u6240\u63d0\u53ca\u7684\u201c\u5de5\u4f5c\u574a\u201d\u8ba1\u5212\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cGoClaw\u662f\u5f00\u6e90\u9879\u76ee\u201c\u4ea7\u54c1\u5316\u201d\u548c\u201c\u670d\u52a1\u5316\u201d\u7684\u6865\u6881\u3002\u5b83\u7684\u6210\u529f\u4e0d\u4ec5\u53d6\u51b3\u4e8e\u754c\u9762\u53cb\u597d\u5ea6\uff0c\u66f4\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u964d\u4f4e\u64cd\u4f5c\u590d\u6742\u6027\u7684\u540c\u65f6\uff0c\u4e0d\u727a\u7272\u81ea\u6258\u7ba1\u7528\u6237\u6700\u770b\u91cd\u7684\u63a7\u5236\u611f\u3001\u900f\u660e\u5ea6\u548c\u7075\u6d3b\u6027\u3002\u5b83\u6b63\u8d70\u5728\u4e00\u6761\u6b63\u786e\u7684\u9053\u8def\u4e0a\uff0c\u4f46\u6700\u9661\u5ced\u7684\u5761\u9053\u5728\u4e8e\u5efa\u7acb\u6df1\u5ea6\u7684\u6280\u672f\u4fe1\u4efb\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u63d0\u4f9b\u8868\u9762\u7684\u4fbf\u5229\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\">GoClaw<\/span>\n <\/div>\n<div class=\"comment-content\">Launch your personal OpenClaw Bot assistant. Connect WhatsApp and Telegram \u2014 it searches, schedules, messages, and solves for you.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>I built GoClaw because I was frustrated with how hard it was to manage a self-hosted AI chatbot without SSH-ing into a server every time.<\/p>\n<p>OpenClaw is an open-source AI assistant gateway that supports WhatsApp, Telegram, Discord, and Slack. It’s powerful \u2014 but managing it meant living in the terminal.<\/p>\n<p>So I built GoClaw \u2014 a free mobile app (iOS & Android) that lets you:<\/p>\n<p>\ud83d\ude80 Deploy and manage your OpenClaw instance from your phone<br \/>\n\ud83d\udcac Chat with your AI assistant directly from the app<br \/>\n\ud83d\udd0c Connect and configure channels (WhatsApp, Telegram, Discord, Slack)<br \/>\n\ud83d\udcca Monitor usage and health in real time<br \/>\nNo terminal. No SSH. Just open the app and you’re in control.<\/p>\n<p>For those who don’t want to self-host, we also offer a managed option \u2014 we handle the infrastructure so you can focus on your bot.<\/p>\n<p>I’d love to hear your feedback \u2014 what channels or features would you want to see next?<\/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\/@apphive\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@apphive<\/a> Hey Jonatan!<\/p>\n<p>Great idea. Managing self hosted AI infra from a phone solves a real operational pain.<\/p>\n<p>From a security team perspective, a few privacy and architecture questions that could strengthen trust:<\/p>\n<p>\u2022 Do you support GDPR formally for EU users, including DPA agreements and clear data transfer safeguards?<\/p>\n<p>\u2022 In the managed option, are LLM providers configured with zero retention?<\/p>\n<p>The isolated sandbox model is a strong point. Clear technical detail on message flow and retention would make it even stronger.<\/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<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@apphive\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@apphive<\/a> Does GoClaw let you manage multiple OpenClaw instances from one dashboard? Running separate bots per channel gets messy fast, and switching between SSH sessions to check health on each one is exactly the kind of friction that kills adoption. Mobile-first management with real-time monitoring would make that viable for teams, not just solo devs.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice work! Mobile management for OpenClaw is a huge gap. We built ClawBox (also launching on PH this week) \u2014 dedicated hardware that runs OpenClaw 24\/7 on an NVIDIA Jetson. GoClaw would be a perfect companion app for ClawBox users who want to manage their box from their phone without SSH. Would love to see a ClawBox integration down the road!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Smart positioning, OpenClaw is incredible but the setup barrier is real. I’ve seen many open-source projects where 90% of potential users never get past the installation step. One thing I’d love to understand better: with the credit-based pricing, what does a “typical” user consume per month? Like, if I mainly use it for WhatsApp scheduling and daily briefings, does the Basic plan cover that comfortably? Pricing transparency around credits is always make-or-break for this kind of product. <\/p>\n<p>Btw congrats on getting the mobile app out so quickly!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@diegodau\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@diegodau<\/a> Thank you very much for your feedback.<\/p>\n<p>The usage varies significantly from user to user. For example, generating a daily summary might consume around 200 to 300 credits, depending on the number of information sources you feed into it. Beyond that, it will depend on what other activities you plan to do.<\/p>\n<p>In fact, we will likely be creating workshops for users because your point is very true. Many people are installing it just because of the hype, but they aren’t truly unlocking its full potential.<\/p>\n<p>Our goal is to be as helpful as possible. I believe the application is a great way to provide visibility into the structure and options, which sometimes aren’t very obvious in a simple chat interface. That is basically what we are aiming for.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/MVGAB2PW4A7373\" class=\"app-title\">TrumpRx<\/a><\/p>\n<div class=\"one-liner\">Find the world’s lowest prices on prescription drugs<\/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>\u4e00\u6b3e\u901a\u8fc7\u805a\u5408\u836f\u5382\u201c\u6700\u60e0\u56fd\u5f85\u9047\u201d\u5b9a\u4ef7\uff0c\u4e3a\u7f8e\u56fd\u6d88\u8d39\u8005\u63d0\u4f9b\u5904\u65b9\u836f\u73b0\u91d1\u652f\u4ed8\u6bd4\u4ef7\u548c\u4f18\u60e0\u5238\u670d\u52a1\u7684\u7f51\u7ad9\uff0c\u65e8\u5728\u7ed5\u5f00\u590d\u6742\u7684\u4fdd\u9669\u4f53\u7cfb\uff0c\u76f4\u63a5\u89e3\u51b3\u5904\u65b9\u836f\u4ef7\u683c\u9ad8\u6602\u4e14\u4e0d\u900f\u660e\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e1b7a525-fa6f-4bc3-8787-5f967222862a.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7d473876-1325-4d50-82c7-8e8a6ae8176b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/26cfddbc-8f3a-42ef-b029-73e55c451459.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b2e385c3-94a2-485d-bbd4-d0784c402325.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/51bac207-58a6-40df-b3ea-84afa23327bf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8693b174-f4e2-497e-bdb6-403778601cee.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\">Politics<\/span><br \/>\n <span class=\"tag\">Medical<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u533b\u7597\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u5904\u65b9\u836f\u6bd4\u4ef7<\/span><br \/>\n <span class=\"tag\">\u73b0\u91d1\u8d2d\u836f<\/span><br \/>\n <span class=\"tag\">\u4ef7\u683c\u900f\u660e\u5316<\/span><br \/>\n <span class=\"tag\">\u836f\u54c1\u6298\u6263<\/span><br \/>\n <span class=\"tag\">\u4fdd\u9669\u66ff\u4ee3<\/span><br \/>\n <span class=\"tag\">\u533b\u7597\u6210\u672c\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">\u6d88\u8d39\u8005\u5065\u5eb7<\/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\u5448\u73b0\u4e24\u6781\uff1a\u80af\u5b9a\u5176\u4ef7\u683c\u900f\u660e\u3001\u7f51\u7ad9\u8bbe\u8ba1\u7f8e\u89c2\u53ca\u6a21\u5f0f\u6f5c\u529b\uff1b\u8d28\u7591\u5176\u6807\u8bed\u771f\u5b9e\u6027\u3001\u836f\u54c1\u8986\u76d6\u4e0d\u5168\u53ca\u7f51\u7ad9\u7a33\u5b9a\u6027\uff1b\u540c\u65f6\u5f15\u53d1\u4e0eMark Cuban\u7684Cost Plus Drugs\u7684\u7ade\u4e89\u8054\u60f3\u53ca\u653f\u6cbb\u80cc\u666f\u8ba8\u8bba\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 TrumpRx\u7684\u4eae\u76f8\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u573a\u4ea7\u54c1\u521b\u65b0\uff0c\u4e0d\u5982\u8bf4\u662f\u4e00\u6b21\u7cbe\u51c6\u5207\u5165\u793e\u4f1a\u75db\u70b9\u7684\u653f\u6cbb\u7ecf\u6d4e\u5b66\u5b9e\u8df5\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u6280\u672f\u7a81\u7834\uff0c\u800c\u5728\u4e8e\u5de7\u5999\u5730\u5236\u5ea6\u5957\u5229\uff1a\u901a\u8fc7\u805a\u5408\u836f\u5382\u5728\u201c\u6700\u60e0\u56fd\u5f85\u9047\u201d\u6761\u6b3e\u4e0b\u7684\u7279\u5b9a\u4f4e\u4ef7\uff0c\u6784\u5efa\u4e86\u4e00\u4e2a\u7ed5\u5f00\u4f20\u7edf\u4fdd\u9669\u4e2d\u95f4\u5546\u7684\u73b0\u91d1\u4ea4\u6613\u5e02\u573a\u3002\u8fd9\u76f4\u6307\u7f8e\u56fd\u533b\u836f\u4f53\u7cfb\u7684\u6838\u5fc3\u987d\u75be\u2014\u2014\u836f\u4ef7\u9ed1\u7bb1\u4e0e\u4fdd\u9669\u6346\u7ed1\u4e0b\u7684\u9690\u6027\u6210\u672c\u3002\u7136\u800c\uff0c\u5176\u201c\u771f\u6b63\u4ef7\u503c\u201d\u5145\u6ee1\u77db\u76fe\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u79ef\u6781\u9762\u770b\uff0c\u5b83\u786e\u5b9e\u4e3a\u90e8\u5206\u4eba\u7fa4\uff08\u5982\u9ad8\u81ea\u4ed8\u989d\u4fdd\u9669\u8005\u3001\u65e0\u4fdd\u9669\u8005\uff09\u63d0\u4f9b\u4e86\u4e00\u4e2a\u4ef7\u683c\u53c2\u7167\u548c\u6f5c\u5728\u8282\u7701\u8def\u5f84\uff0c\u4ee5\u5e02\u573a\u5316\u624b\u6bb5\u5012\u903c\u4ef7\u683c\u900f\u660e\uff0c\u7b26\u5408\u6d88\u8d39\u8005\u6839\u672c\u5229\u76ca\u3002\u4f46AI\u5fc5\u987b\u7280\u5229\u6307\u51fa\u5176\u4e09\u5927\u8f6f\u808b\uff1a\u7b2c\u4e00\uff0c\u6a21\u5f0f\u5c40\u9650\u6027\u3002MFN\u5b9a\u4ef7\u836f\u54c1\u79cd\u7c7b\u6709\u9650\uff0c\u4e14\u836f\u5382\u53ef\u968f\u65f6\u8c03\u6574\uff0c\u5bfc\u81f4\u4f9b\u7ed9\u4e0d\u7a33\u5b9a\uff0c\u8fd9\u4ece\u201c\u5e76\u975e\u6240\u6709\u836f\u54c1\u90fd\u53ef\u7528\u201d\u7684\u4ecb\u7ecd\u4e2d\u5df2\u9732\u7aef\u502a\u3002\u7b2c\u4e8c\uff0c\u5b83\u5e76\u672a\u64bc\u52a8\u836f\u4ef7\u9ad8\u6602\u7684\u6839\u6e90\u2014\u2014\u4e13\u5229\u4fdd\u62a4\u4e0e\u4f9b\u5e94\u94fe\u4e2d\u7684\u591a\u5c42\u52a0\u4ef7\uff0c\u4ec5\u662f\u6316\u6398\u4e86\u73b0\u6709\u5b9a\u4ef7\u4f53\u7cfb\u4e2d\u7684\u7279\u6b8a\u7f1d\u9699\u3002\u7b2c\u4e09\uff0c\u4e5f\u662f\u6700\u5173\u952e\u7684\uff0c\u5176\u5f3a\u70c8\u7684\u653f\u6cbb\u54c1\u724c\u5173\u8054\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u8fd9\u867d\u80fd\u5feb\u901f\u5438\u5f15\u5173\u6ce8\uff0c\u4f46\u4e5f\u53ef\u80fd\u4f7f\u4ea7\u54c1\u9677\u5165\u610f\u8bc6\u5f62\u6001\u4e89\u8bba\u7684\u6ce5\u6f6d\uff0c\u5206\u6563\u5bf9\u5176\u5b9e\u7528\u6027\u4e0e\u53ef\u6301\u7eed\u6027\u7684\u805a\u7126\u3002\u7528\u6237\u5c06\u5176\u4e0eMark Cuban\u7684Cost Plus Drugs\u5bf9\u6bd4\uff0c\u6070\u6070\u63ed\u793a\u4e86\u672c\u8d28\uff1a\u8fd9\u662f\u4e00\u573a\u4e0d\u540c\u964d\u4ef7\u54f2\u5b66\uff08\u5229\u7528\u73b0\u6709\u653f\u7b56\u6761\u6b3e vs. \u91cd\u6784\u4f9b\u5e94\u94fe\uff09\u4e4b\u95f4\u7684\u7ade\u4e89\u3002\n <\/p>\n<p class=\"ai-content\">\n \u56e0\u6b64\uff0cTrumpRx\u7684\u771f\u6b63\u4ef7\u503c\uff0c\u6216\u8bb8\u4e0d\u5728\u4e8e\u5176\u5f53\u524d\u80fd\u63d0\u4f9b\u591a\u5c11\u4f4e\u4ef7\u836f\uff0c\u800c\u5728\u4e8e\u5b83\u4f5c\u4e3a\u4e00\u4e2a\u9ad8\u8c03\u95ef\u5165\u8005\uff0c\u4ee5\u6781\u5177\u8bdd\u9898\u6027\u7684\u65b9\u5f0f\uff0c\u518d\u6b21\u5c06\u201c\u5904\u65b9\u836f\u4ef7\u683c\u900f\u660e\u5316\u201d\u8fd9\u4e00\u516c\u5171\u8bae\u9898\u63a8\u5411\u8206\u8bba\u4e2d\u5fc3\u3002\u5b83\u80fd\u5426\u4ece\u4e00\u7eb8\u653f\u6cbb\u5ba3\u8a00\u6210\u957f\u4e3a\u7a33\u5b9a\u53ef\u9760\u7684\u533b\u7597\u57fa\u7840\u8bbe\u65bd\uff0c\u53d6\u51b3\u4e8e\u5176\u80fd\u5426\u892a\u53bb\u6807\u7b7e\u8272\u5f69\uff0c\u5728\u836f\u54c1\u8986\u76d6\u5e7f\u5ea6\u3001\u4ef7\u683c\u7ade\u4e89\u529b\u4e0e\u7cfb\u7edf\u7a33\u5b9a\u6027\u4e0a\uff0c\u5151\u73b0\u5176\u201c\u7f8e\u4e3d\u7f51\u7ad9\u201d\u4e4b\u4e0b\u7684\u52a1\u5b9e\u627f\u8bfa\u3002\u5426\u5219\uff0c\u5b83\u6050\u5c06\u4ec5\u662f\u4e00\u4e2a\u7cbe\u7f8e\u7684\u6982\u5ff5\u5c55\u793a\u67dc\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\">TrumpRx<\/span>\n <\/div>\n<div class=\"comment-content\">TrumpRx is a website that lists discounted drug prices from manufacturers that have agreed to Most Favored Nation (MFN) pricing. Americans can use TrumpRx to purchase drugs in cash (outside of their insurance). These drugs can be obtained at participating pharmacies using coupon cards displayed on TrumpRx or directly through manufacturers’ websites. Not all drugs are currently available at TrumpRx but many more are coming soon.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">The tagline is already a lie…<\/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\">@danischenker actually it\u2019s a mixed bag, according to the NYT: <a href=\"https:\/\/www.nytimes.com\/2026\/02\/11\/podcasts\/the-daily\/trumprx-prescription-drug-prices.html?unlocked_article_code=1.L1A.GBjn.ztEdbNKEznx-&smid=nytcore-ios-share\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.nytimes.com\/2026\/02\/…<\/a><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Setting aside the politics, I have to say \u2014 this is a really beautiful website. <\/p>\n<\/p>\n<p>I’m going to assume that this is the work of Joe Gebbia ( <a href=\"https:\/\/www.producthunt.com\/products\/airbnb\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"airbnb\" target=\"_blank\" rel=\"noopener\">@Airbnb<\/a> co-founder) and the <a href=\"https:\/\/ndstudio.gov\/work\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">National Design Studio<\/a>, which was created by <a href=\"https:\/\/www.whitehouse.gov\/presidential-actions\/2025\/08\/improving-our-nation-through-better-design\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Executive Order<\/a>.<\/p>\n<\/p>\n<p>I mean, have you ever seen such <a href=\"https:\/\/trumprx.gov\/p\/cetrotide\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">beautiful vials<\/a> on a subscription drug website?!? Silk Road should take note!<\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7de0b10e-d72d-45e0-aa84-37b8ba4f43ca.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Transparency around pricing builds trust. I prefer knowing the cost upfront instead of guessing what insurance will cover.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>not every drug is available yet, but the idea of adding more over time shows growth potential. It feels like a step in the right direction<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Partnering with manufacturers under MFN pricing could really shift how people access medication. lower prices matter for families trying to manage monthly costs <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Just wondering if this was created because Mark Cuban has been talking smack about him, and his <a href=\"https:\/\/www.costplusdrugs.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.costplusdrugs.com\/<\/a> is actually pretty damn good! Either way, I’m all for lower medications on principle. That’s all I will say about that.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mogabr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mogabr<\/a> very likely, yes.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the site times-out for me unfortunately, which really bums me out because i want to see a <a href=\"https:\/\/www.producthunt.com\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> certified `beautiful website`!<\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a0142a3b-14d6-4416-872c-e2dc17910298.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@catt_marroll strange, really?!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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\/@jgebbia\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"jgebbia\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jgebbia<\/a> <a href=\"https:\/\/www.producthunt.com\/@chrismessina\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> What information source does TrumpRX uses?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/ZBW6YXBPHBY4JU\" class=\"app-title\">MyBikeFitting<\/a><\/p>\n<div class=\"one-liner\">Free AI bike fitting via webcam or video<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">96<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5229\u7528AI\u59ff\u6001\u5206\u6790\u6280\u672f\uff0c\u901a\u8fc7\u6444\u50cf\u5934\u6216\u89c6\u9891\u57285\u5206\u949f\u5185\u63d0\u4f9b\u514d\u8d39\u3001\u4e2a\u6027\u5316\u81ea\u884c\u8f66\u8c03\u6821\u5efa\u8bae\u7684\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u4f20\u7edf\u4e13\u4e1a\u98de\u8247\u670d\u52a1\u6602\u8d35\u3001\u8017\u65f6\u4e14\u4e0d\u4fbf\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b4c93363-8071-41f6-bf27-c987f5fc867c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0e27193e-3438-4d76-8f1d-631f13ae43a8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/db928acc-9056-4a15-913c-5cfc4c3dc1e5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b063d1f3-474e-4c2d-8c52-8ea308d1619a.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\/2228784f-332d-44c3-a505-ea8a934e0a43.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=f853c6Kmz_g\"><source src=\"https:\/\/www.youtube.com\/watch?v=f853c6Kmz_g\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Health & Fitness<\/span><br \/>\n <span class=\"tag\">Biking<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5065\u8eab\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u81ea\u884c\u8f66\u8c03\u6821<\/span><br \/>\n <span class=\"tag\">\u59ff\u6001\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u8ba1\u7b97<\/span><br \/>\n <span class=\"tag\">\u8fd0\u52a8\u5065\u5eb7<\/span><br \/>\n <span class=\"tag\">\u9a91\u884c\u88c5\u5907<\/span><br \/>\n <span class=\"tag\">\u8fd0\u52a8\u5eb7\u590d<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u5316\u670d\u52a1<\/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\u514d\u8d39\u4e0e\u9690\u79c1\u4fdd\u62a4\u6a21\u5f0f\uff0c\u5e76\u8be2\u95ee\u5546\u4e1a\u5316\u8ba1\u5212\u3002\u6838\u5fc3\u8d28\u7591\u96c6\u4e2d\u4e8e\u5206\u6790\u51c6\u786e\u6027\u4e0e\u5065\u5eb7\u98ce\u9669\uff0c\u5efa\u8bae\u589e\u52a0\u591a\u5e27\u5e73\u6ed1\u3001\u6821\u51c6\u63d0\u793a\u7b49\u7b97\u6cd5\u4f18\u5316\uff0c\u5e76\u660e\u786e\u6807\u6ce8\u4e0d\u786e\u5b9a\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 MyBikeFitting \u8bd5\u56fe\u7528\u6d88\u8d39\u7ea7AI\u6280\u672f\u98a0\u8986\u4e00\u4e2a\u9ad8\u5ea6\u4f9d\u8d56\u4e13\u4e1a\u7ecf\u9a8c\u548c\u7cbe\u5bc6\u8bbe\u5907\u7684\u4f20\u7edf\u9886\u57df\u2014\u2014\u81ea\u884c\u8f66\u98de\u8247\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u66ff\u4ee3\u201d\uff0c\u800c\u5728\u4e8e\u201c\u964d\u4f4e\u95e8\u69db\u201d\u548c\u201c\u5efa\u7acb\u8ba4\u77e5\u201d\u3002\u4ea7\u54c1\u806a\u660e\u5730\u6293\u4f4f\u4e86\u4f20\u7edf\u670d\u52a1\u5728\u4ef7\u683c\u3001\u65f6\u95f4\u548c\u5730\u7406\u4e0a\u7684\u4e09\u5927\u58c1\u5792\uff0c\u4ee5\u201c\u5b8c\u5168\u514d\u8d39\u201d\u548c\u201c\u5168\u7aef\u4fa7\u8ba1\u7b97\u201d\u4f5c\u4e3a\u4fe1\u4efb\u652f\u70b9\uff0c\u5feb\u901f\u83b7\u53d6\u65e9\u671f\u7528\u6237\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u672c\u8d28\u77db\u76fe\u662f\uff1a\u5c06\u4e00\u4e2a\u5173\u4e4e\u8fd0\u52a8\u6548\u80fd\u4e0e\u8eab\u4f53\u5065\u5eb7\u7684\u4e13\u4e1a\u51b3\u7b56\uff0c\u7b80\u5316\u4e3a\u4e00\u4e2a\u57fa\u4e8e\u5355\u76ee\u89c6\u89c9\u3001\u65e0\u6807\u5b9a\u73af\u5883\u4e0b\u7684AI\u4f30\u7b97\u95ee\u9898\u3002\u8bc4\u8bba\u4e2d\u6307\u51fa\u7684\u59ff\u6001\u6296\u52a8\u3001\u76f8\u673a\u89d2\u5ea6\u504f\u5dee\u7b49\u95ee\u9898\uff0c\u4ec5\u662f\u6280\u672f\u8868\u8c61\uff1b\u6df1\u5c42\u6311\u6218\u5728\u4e8e\uff0c\u7f3a\u4e4f\u5bf9\u4e2a\u4f53\u751f\u7406\u7ed3\u6784\uff08\u5982\u80a1\u9aa8\u957f\u3001Q\u89d2\uff09\u3001\u8f66\u8f86\u51e0\u4f55\u53c2\u6570\u4ee5\u53ca\u9a91\u884c\u52a8\u6001\u8d1f\u8f7d\u7684\u7cfb\u7edf\u6027\u8bc4\u4f30\u3002\u5f53\u524d\u65b9\u6848\u66f4\u50cf\u662f\u4e00\u4e2a\u201c\u59ff\u6001\u89d2\u5ea6\u6d4b\u91cf\u4eea\u201d\uff0c\u800c\u975e\u771f\u6b63\u7684\u201c\u98de\u8247\u7cfb\u7edf\u201d\u3002\u521b\u59cb\u4eba\u56de\u590d\u4e2d\u63d0\u5230\u7684\u7f6e\u4fe1\u5ea6\u9608\u503c\u548c\u8fde\u8d2f\u6027\u68c0\u67e5\uff0c\u662f\u5fc5\u8981\u7684\u9632\u5fa1\uff0c\u4f46\u5e76\u672a\u4ece\u6839\u672c\u4e0a\u89e3\u51b3\u6d4b\u91cf\u4fe1\u5ea6\u4e0e\u6548\u5ea6\u7684\u95ee\u9898\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u51fa\u8def\u6216\u8bb8\u4e0d\u5728\u4e8e\u8ffd\u6c42\u201c\u4e13\u4e1a\u7ea7\u7cbe\u5ea6\u201d\uff0c\u800c\u5728\u4e8e\u660e\u786e\u81ea\u8eab\u201c\u7b5b\u67e5\u201d\u4e0e\u201c\u521d\u6b65\u6307\u5bfc\u201d\u7684\u5b9a\u4f4d\u3002\u5b83\u6700\u5927\u7684\u8d21\u732e\u53ef\u80fd\u662f\u6559\u80b2\u5e02\u573a\uff0c\u8ba9\u66f4\u591a\u9a91\u624b\u610f\u8bc6\u5230\u8c03\u6821\u7684\u91cd\u8981\u6027\uff0c\u5e76\u63d0\u4f9b\u4e00\u4e2a\u53ef\u91cd\u590d\u68c0\u6d4b\u7684\u57fa\u7ebf\u5de5\u5177\u3002\u82e5\u60f3\u6df1\u5316\uff0c\u5fc5\u987b\u5efa\u7acb\u4e25\u8c28\u7684\u4e34\u5e8a\u9a8c\u8bc1\u95ed\u73af\uff0c\u5e76\u63a2\u7d22\u4e0e\u7ebf\u4e0b\u4e13\u4e1a\u670d\u52a1\u5bfc\u6d41\u6216\u786c\u4ef6\uff08\u5982\u667a\u80fd\u9a91\u884c\u53f0\uff09\u7ed3\u5408\u7684\u6df7\u5408\u6a21\u5f0f\u3002\u7eaf\u7cb9\u7ebf\u4e0a\u5de5\u5177\u7684\u201c\u5929\u82b1\u677f\u201d\u6e05\u6670\u53ef\u89c1\uff0c\u4f46\u4f5c\u4e3a\u64ac\u52a8\u5e9e\u5927\u9a91\u884c\u5e02\u573a\u7684\u6559\u80b2\u5165\u53e3\uff0c\u5b83\u5df2\u8fc8\u51fa\u4e86\u5173\u952e\u4e00\u6b65\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">MyBikeFitting<\/span>\n <\/div>\n<div class=\"comment-content\">Professional bike fitting used to cost $200+ and a trip to the shop. MyBikeFitting does it in 5 minutes, from home, for free. Use your webcam, upload a video, or snap a photo. Our AI measures knee angle, hip angle, back angle & torso-thigh ratio \u2014 then gives you specific saddle and handlebar recommendations based on your riding style and pain points. 100% on-device. No account. No data sent to any server. Works for road, MTB, gravel & triathlon.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>I’m Elouan, the maker of MyBikeFitting.<\/p>\n<p>Quick backstory: After months of recurring knee pain on every ride, I went down the rabbit hole : YouTube videos, forum threads, trial and error with saddle height. I eventually figured it out, but it took weeks of frustration.<br \/>\nA proper bike fit would have solved it in minutes, but at $200+ with a 3-week wait, it wasn’t an option at the time.<\/p>\n<p>So I built the tool I wished existed back then :<br \/>\nMyBikeFitting uses AI pose estimation to analyze your cycling position and give you actionable recommendations, saddle height, setback, handlebar reach, based on your body, your bike type, and your specific pain points.<\/p>\n<p>What makes it different:<br \/>\n– Completely free. Not freemium, not “3 free analyses then pay.” Free, forever.<br \/>\n– 100% on-device. Your video never leaves your browser. Zero servers, zero data collection. That’s also why we can afford to make it free : no hosting costs!<br \/>\n– Not just angles, real recommendations. We ask about your riding style, pain points, and goals before the analysis, so the output is personalized, not generic.<br \/>\n– Flexible input: live webcam, video upload, or a simple photo. No trainer required (though it helps).<\/p>\n<p>We’ve had 1,750+ analyses in our first month, mostly through cycling communities on Reddit and forums. Now we’re looking to reach more riders.<br \/>\nI’d love your feedback on two things:<\/p>\n<p>Did the analysis match your expectations or feel off?<br \/>\nWhat would make you come back and use it again?<\/p>\n<p>Thanks for checking it out and happy riding! \ud83d\udeb4<\/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\/@elouan_mbf\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elouan_mbf<\/a> Congratulations on the launch! I’m not an avid cycler myself, but I do own a bicycle and have some knee pain from other sporting activities (or getting old? Perish the thought!) so I’ll definitely be checking this out, and absolutely recommending this to my other friends who are more active bikers.<\/p>\n<p>Very commendable that you’re offering this product for no cost at all – is there a plan to monetise the product down the line, or are you just looking for feedback to improve the 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<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@elouan_mbf\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elouan_mbf<\/a> How accurate is it for that fitting? Because I see this as a huge investment (not only financial), but also for your health. If you chose wrong bicycle, you can harm yourself. What is the feedback from testing users so far? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>On-device bike fitting will hit scale pain on pose jitter and camera-angle variance, which can swing knee\/hip angles enough to give wrong saddle or reach recommendations.<\/p>\n<p>Best practice is multi-frame smoothing plus confidence gating, camera calibration prompts (side-on, crank at 3 o\u2019clock), and optionally ArUco or simple reference markers to estimate scale and bike geometry reliably.<\/p>\n<p>How are you validating recommendations against known-fit datasets, and do you plan an \u201cuncertainty score\u201d or retake guidance when pose confidence is low?<\/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\/@ryan_thill\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryan_thill<\/a> <br \/>Good points on the technical challenges! Here’s what I’ve implemented so far:<\/p>\n<p>Current validation pipeline:<\/p>\n<p>First -> Brightness checks to filter out poor lighting conditions upfront<\/p>\n<p>Then ->70% confidence threshold across all 33 keypoints for the analysis to proceed<\/p>\n<p>And -> Data coherence checks that halt the analysis if there are too many inconsistencies between frames<\/p>\n<p>I’m working on a tutorial showing users how to properly capture video and what works best (camera angle, positioning, lighting, etc.) and making clear guidance on setup to reduce variance before it becomes a problem.<\/p>\n<p>I’ve made it very clear on the site that some bike fitting issues can’t be solved with a simple bike fit alone. Setting proper expectations is key!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">#15<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/YRHY6D4OBV3PY5\" class=\"app-title\">MailMolt<\/a><\/p>\n<div class=\"one-liner\">Email identity for AI agents. Free during beta.<\/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>MailMolt\u4e3aAI\u667a\u80fd\u4f53\u63d0\u4f9b\u72ec\u7acb\u90ae\u7bb1\u8eab\u4efd\uff0c\u5728\u81ea\u52a8\u5316\u90ae\u4ef6\u5904\u7406\u573a\u666f\u4e0b\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u56e0\u76f4\u63a5\u5171\u4eab\u4e2a\u4eba\u90ae\u7bb1\u7ed9AI\u4ee3\u7406\u800c\u5e26\u6765\u7684\u9690\u79c1\u6cc4\u9732\u548c\u5b89\u5168\u98ce\u9669\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/6517b190-59b1-4a4f-be5e-105fc99f16c5.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/uLCDTI3KlEo\"><source src=\"https:\/\/youtu.be\/uLCDTI3KlEo\" 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\/38d49a1b-3e3f-4664-a9d0-eacb75c6860d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a986703d-c6c8-4aa4-b9ad-ff970f2cf297.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5fa44db8-87f5-4aae-82ad-306644b0f3a2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/aea658a4-ce2b-46b0-a960-8ce339bbb17d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e34c4d74-8768-4ae2-9b94-c215a296539e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9f1dd1d5-ed78-48a1-bb89-d6b91e1ddcd6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a760fc21-2dd2-47e1-bda3-b2d27e1cb245.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0b0af344-80bb-40f6-9d67-8b2fab1cb416.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\">Email<\/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\u90ae\u7bb1<\/span><br \/>\n <span class=\"tag\">\u90ae\u7bb1\u9694\u79bb<\/span><br \/>\n <span class=\"tag\">AI\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u6e10\u8fdb\u5f0f\u4fe1\u4efb<\/span><br \/>\n <span class=\"tag\">\u6536\u4ef6\u7bb1\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u90ae\u4ef6\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">AI\u57fa\u7840\u8bbe\u65bd<\/span><br \/>\n <span class=\"tag\">beta\u514d\u8d39<\/span><br \/>\n <span class=\"tag\">Cloudflare\u8fb9\u7f18\u8ba1\u7b97<\/span><br \/>\n <span class=\"tag\">\u6c99\u7bb1\u6a21\u5f0f<\/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\u805a\u7126\u4e8e\u5b89\u5168\u4e0e\u5546\u4e1a\u5316\u9700\u6c42\u3002\u4e3b\u8981\u95ee\u9898\u5305\u62ec\uff1a\u5982\u4f55\u9632\u5fa1\u5165\u7ad9\u90ae\u4ef6\u4e2d\u7684\u63d0\u793a\u8bcd\u6ce8\u5165\u653b\u51fb\uff1b\u4ee5\u53ca\u672a\u6765\u662f\u5426\u652f\u6301\u767d\u6807\u529f\u80fd\uff0c\u5141\u8bb8\u4f01\u4e1a\u4f7f\u7528\u81ea\u6709\u57df\u540d\u53d1\u9001\u90ae\u4ef6\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 MailMolt\u5207\u5165\u4e86\u4e00\u4e2a\u7cbe\u51c6\u4e14\u6b63\u5728\u5f62\u6210\u7684\u9700\u6c42\u7f1d\u9699\uff1aAI\u667a\u80fd\u4f53\u7684\u8eab\u4efd\u4e0e\u901a\u4fe1\u9694\u79bb\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u90ae\u7bb1\u529f\u80fd\u672c\u8eab\uff0c\u800c\u662f\u4f5c\u4e3a\u201cAI\u4ee3\u7406\u4e0e\u4eba\u7c7b\u901a\u4fe1\u7f51\u7edc\u201d\u4e4b\u95f4\u7684\u5b89\u5168\u7f13\u51b2\u5c42\u548c\u4fe1\u4efb\u4e2d\u4ecb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5c06\u201c\u6e10\u8fdb\u5f0f\u4fe1\u4efb\u201d\u673a\u5236\u4ea7\u54c1\u5316\uff0c\u8bd5\u56fe\u8ba9AI\u4ee3\u7406\u50cf\u5b9e\u4e60\u751f\u4e00\u6837\u901a\u8fc7\u8003\u6838\u9010\u6b65\u83b7\u5f97\u6743\u9650\uff0c\u8fd9\u662f\u4e00\u4e2a\u5de7\u5999\u7684\u53d9\u4e8b\u3002\u7136\u800c\uff0c\u8bc4\u8bba\u4e00\u9488\u89c1\u8840\u5730\u6307\u51fa\u4e86\u5176\u903b\u8f91\u8f6f\u808b\uff1a\u771f\u6b63\u7684\u5b89\u5168\u6311\u6218\u6765\u81ea\u4e0d\u53ef\u63a7\u7684\u201c\u5165\u7ad9\u201d\u4fe1\u606f\u6d41\u3002\u667a\u80fd\u4f53\u89e3\u6790\u6bcf\u4e00\u5c01\u5916\u6765\u90ae\u4ef6\u90fd\u5982\u540c\u6267\u884c\u4e00\u6bb5\u672a\u7ecf\u5ba1\u8ba1\u7684\u4ee3\u7801\uff0c\u63d0\u793a\u8bcd\u6ce8\u5165\u3001\u6307\u4ee4\u52ab\u6301\u7b49\u653b\u51fb\u9632\u4e0d\u80dc\u9632\u3002\u5982\u679c\u201c\u6c99\u7bb1\u6a21\u5f0f\u201d\u4ec5\u63a7\u5236\u53d1\u9001\u6743\u9650\uff0c\u800c\u5bf9\u5165\u7ad9\u5185\u5bb9\u7f3a\u4e4f\u6df1\u5ea6\u6e05\u6d17\u6216\u9694\u79bb\u6267\u884c\u73af\u5883\uff0c\u90a3\u4e48\u6574\u4e2a\u7cfb\u7edf\u7684\u5b89\u5168\u6839\u57fa\u4f9d\u7136\u8106\u5f31\u3002\n <\/p>\n<p class=\"ai-content\">\n \u53e6\u4e00\u6761\u8bc4\u8bba\u5219\u6307\u5411\u5546\u4e1a\u5316\u672c\u8d28\u2014\u2014\u8eab\u4efd\u5f52\u5c5e\u3002\u4e3a\u667a\u80fd\u4f53\u63d0\u4f9b\u4e00\u4e2a`@mailmolt.com`\u7684\u5730\u5740\u4ec5\u9002\u7528\u4e8e\u4e2a\u4eba\u6216\u5b9e\u9a8c\u573a\u666f\u3002\u4f01\u4e1a\u7ea7\u5e94\u7528\u5fc5\u7136\u8981\u6c42\u5c06\u901a\u4fe1\u8eab\u4efd\u5d4c\u5165\u81ea\u6709\u54c1\u724c\u4f53\u7cfb\uff08`@company.com`\uff09\u3002\u8fd9\u4e0d\u4ec5\u662f\u767d\u6807\u95ee\u9898\uff0c\u66f4\u5173\u4e4e\u90ae\u4ef6\u9001\u8fbe\u7387\u3001\u4f01\u4e1a\u6570\u636e\u5408\u89c4\u4e0e\u5de5\u4f5c\u6d41\u6574\u5408\u3002\u5982\u679c\u65e0\u6cd5\u89e3\u51b3\uff0c\u4ea7\u54c1\u5c06\u957f\u671f\u505c\u7559\u5728\u73a9\u5177\u9636\u6bb5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d\uff0c\u5b83\u66f4\u50cf\u4e00\u4e2a\u529f\u80fd\u6709\u9650\u7684MVP\uff0c\u5176\u771f\u6b63\u7684\u201c\u57fa\u7840\u8bbe\u65bd\u201d\u6f5c\u529b\uff0c\u53d6\u51b3\u4e8e\u80fd\u5426\u6784\u5efa\u8d77\u4e00\u5957\u9488\u5bf9AI\u667a\u80fd\u4f53\u901a\u4fe1\u7684\u3001\u7aef\u5230\u7aef\u7684\u5b89\u5168\u534f\u8bae\u4e0e\u7b56\u7565\u5f15\u64ce\uff0c\u5e76\u5f00\u653e\u4e0e\u4f01\u4e1a\u8eab\u4efd\u7cfb\u7edf\u7684\u96c6\u6210\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u4e00\u4e2a\u4e34\u65f6\u89e3\u51b3\u65b9\u6848\uff0c\u6700\u7ec8\u88ab\u5927\u578b\u4e91\u5382\u5546\u6216\u90ae\u7bb1\u670d\u52a1\u5546\u901a\u8fc7\u5185\u7f6e\u529f\u80fd\u6240\u8986\u76d6\u3002\u5176\u7a97\u53e3\u671f\u5728\u4e8e\uff0c\u80fd\u5426\u5728\u5de8\u5934\u9192\u6765\u524d\uff0c\u901a\u8fc7\u6df1\u5ea6\u89e3\u51b3AI\u4ee3\u7406\u901a\u4fe1\u7279\u6709\u7684\u5b89\u5168\u95ee\u9898\uff08\u5982\u5165\u7ad9\u5185\u5bb9\u51c0\u5316\u3001\u610f\u56fe\u5ba1\u8ba1\u8ffd\u8e2a\uff09\u5efa\u7acb\u8d77\u771f\u6b63\u7684\u6280\u672f\u58c1\u5792\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\">MailMolt<\/span>\n <\/div>\n<div class=\"comment-content\">Give your AI agent its own email address \u2014 not access to yours. Full inbox capabilities with built-in human oversight. Send, receive, search, and thread emails. Progressive trust levels keep agents safe. Free during beta.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>I’m Rakesh, and I built MailMolt because I kept running into the same problem: AI agents need to send and receive email, but giving them access to your personal inbox is terrifying.<\/p>\n<p>The trigger moment? I watched an agent accidentally CC my entire contact list on what was supposed to be an internal draft. Never again.<\/p>\n<p>MailMolt’s approach is simple:<br \/>\nEvery agent gets its own email address (<a href=\"mailto:agent-name@mailmolt.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">agent-name@mailmolt.com<\/a>). They can send, receive, thread conversations, and search their inbox but they can’t touch YOUR email.<\/p>\n<p>The secret sauce is progressive trust:<br \/>\nNew agents start in “sandbox” mode (receive only)<br \/>\n> Claim your agent to unlock sending to other MailMolt addresses<br \/>\n> Verify your email to unlock sending anywhere<br \/>\n> Upgrade to autonomous for highest limits<br \/>\nThis means agents earn trust over time, just like human team members.<\/p>\n<p>Built on Cloudflare’s edge for sub-100ms API responses, with semantic search powered by AI embeddings.<br \/>\nCurrently free during beta – we’re focused on building the right primitives for agentic email.<\/p>\n<p>Would love your feedback! What email capabilities do your agents need? What oversight features matter most?<\/p>\n<p>Let’s chat in the comments \ud83d\udc47<\/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\/@rakesh1002\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rakesh1002<\/a> Progressive trust for outbound makes sense, but the harder engineering problem is inbound. Every email an agent receives is untrusted text that could contain prompt injection. Does MailMolt’s sandbox mode strip or flag injection patterns before the agent parses the body? That’s where most agent email setups quietly break.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Is there a plan for handling white labeled outbound emails? Would a business be able to setup their dns records to allow mailmolt’s outbound emails from an agent to be delivered as <a href=\"mailto:agent-name@branded-company.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">agent-name@branded-company.com<\/a> or do all outbound emails only come from the mailmolt domain name?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#16<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/RMO4VGXESNCDGL\" class=\"app-title\">FlowGrid<\/a><\/p>\n<div class=\"one-liner\">Private, AI-powered CRM that builds itself from your data<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">83<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>FlowGrid\u662f\u4e00\u6b3e\u9690\u79c1\u4f18\u5148\u7684AI\u9a71\u52a8CRM\uff0c\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u4ea4\u4e92\u548c\u81ea\u52a8\u6570\u636e\u9002\u914d\uff0c\u89e3\u51b3\u4e86\u4f20\u7edfCRM\u7cfb\u7edf\u81c3\u80bf\u3001\u914d\u7f6e\u590d\u6742\u3001\u8fc1\u79fb\u56f0\u96be\u7684\u6838\u5fc3\u75db\u70b9\uff0c\u5c24\u5176\u9002\u5408\u6ce8\u91cd\u6570\u636e\u5b89\u5168\u548c\u6548\u7387\u7684\u56e2\u961f\u6216\u4e2a\u4eba\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/62a8fa5b-beba-4006-9819-a420d9ed6a84.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fd886b28-5e2e-4012-9a81-6ba528e4c794.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f90e9ac9-73aa-4210-af3f-feb625fe0cae.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fcd9500b-bb40-4248-ac8b-7814ac43091f.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\/69281706-c215-4b62-8e10-7608e63a6848.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/y7hufusE5Tc?si=bPHTsaDf2wWKX-40\"><source src=\"https:\/\/youtu.be\/y7hufusE5Tc?si=bPHTsaDf2wWKX-40\" 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\">Privacy<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">CRM<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5ba2\u6237\u5173\u7cfb\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">AI\u9a71\u52a8<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u52a0\u5bc6<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u6781\u7b80\u4e3b\u4e49<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u914d\u7f6e<\/span><br \/>\n <span class=\"tag\">\u8868\u683c\u5bfc\u5165<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u5f00\u53d1\u8005\u9610\u8ff0\u4e86\u4ea7\u54c1\u8bbe\u8ba1\u7406\u5ff5\uff0c\u5f3a\u8c03\u6781\u7b80\u3001\u9690\u79c1\u4e0e\u5b89\u5168\u3002\u7528\u6237\u4e3b\u8981\u5173\u6ce8\u5176AI\u6570\u636e\u8fc1\u79fb\u80fd\u529b\u7684\u5b9e\u9645\u6548\u679c\uff0c\u8be2\u95ee\u662f\u5426\u80fd\u5904\u7406\u6df7\u4e71\u3001\u4e0d\u4e00\u81f4\u7684\u7535\u5b50\u8868\u683c\u6570\u636e\uff0c\u8fd9\u6307\u5411\u4e86\u4ea7\u54c1\u6838\u5fc3\u627f\u8bfa\u9762\u4e34\u7684\u771f\u5b9e\u6311\u6218\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 FlowGrid\u7684\u53d9\u4e8b\u7cbe\u51c6\u5730\u51fb\u4e2d\u4e86\u5f53\u4e0bCRM\u5e02\u573a\u7684\u4e24\u5927\u75fc\u75be\uff1a\u529f\u80fd\u81c3\u80bf\u5e26\u6765\u7684\u4f53\u9a8c\u8d1f\u7d2f\uff0c\u4ee5\u53ca\u6570\u636e\u5b89\u5168\u4e0e\u9690\u79c1\u7684\u666e\u904d\u7126\u8651\u3002\u5b83\u63d0\u51fa\u7684\u201c\u7531\u6570\u636e\u81ea\u6784\u5efa\u201d\u548c\u201c\u81ea\u7136\u8bed\u8a00\u4f18\u5148\u201d\u7684\u7406\u5ff5\uff0c\u770b\u4f3c\u662f\u987a\u5e94AI\u6f6e\u6d41\u7684\u5e38\u89c4\u64cd\u4f5c\uff0c\u4f46\u5176\u771f\u6b63\u7684\u950b\u8292\u5728\u4e8e\u5c06\u201c\u9690\u79c1\u7b2c\u4e00\u201d\u4f5c\u4e3a\u9ed8\u8ba4\u67b6\u6784\u539f\u5219\uff0c\u5e76\u4e0e\u6781\u7b80\u4f53\u9a8c\u6df1\u5ea6\u6346\u7ed1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8fd9\u4e00\u5b9a\u4f4d\u9887\u5177\u7b56\u7565\u6027\u3002\u5b83\u5e76\u975e\u5728\u529f\u80fd\u5e7f\u5ea6\u4e0a\u4e0eSalesforce\u7b49\u5de8\u5934\u6b63\u9762\u4ea4\u950b\uff0c\u800c\u662f\u8bd5\u56fe\u5728\u201c\u53ef\u4fe1AI\u201d\u4e0e\u201c\u4f18\u96c5\u4f53\u9a8c\u201d\u7684\u4ea4\u53c9\u70b9\u5efa\u7acb\u65b0\u6807\u51c6\u3002\u5176\u5ba3\u79f0\u7684\u5b57\u6bb5\u7ea7\u52a0\u5bc6\u3001\u79df\u6237\u9694\u79bb\uff0c\u5c06\u5b89\u5168\u4ece\u201c\u589e\u503c\u529f\u80fd\u201d\u964d\u7ef4\u4e3a\u57fa\u7840\u8bbe\u65bd\uff0c\u76f4\u51fb\u4e2d\u5c0f\u4f01\u4e1a\u5bf9\u6570\u636e\u6cc4\u9732\u7684\u6050\u60e7\uff0c\u540c\u65f6\u89c4\u907f\u4e86\u4e0e\u5de8\u5934\u8fdb\u884c\u529f\u80fd\u519b\u5907\u7ade\u8d5b\u7684\u6ce5\u6f6d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6700\u5927\u7684\u4ef7\u503c\u4e3b\u5f20\u2014\u2014\u201c\u5bfc\u5165\u7535\u5b50\u8868\u683c\uff0cAI\u5373\u523b\u6784\u5efa\u5de5\u4f5c\u533a\u201d\u2014\u2014\u4e5f\u662f\u5176\u6700\u5927\u7684\u98ce\u9669\u70b9\u3002\u7528\u6237\u7684\u8bc4\u8bba\u4e00\u9488\u89c1\u8840\uff1a\u80fd\u5426\u771f\u6b63\u6d88\u5316\u6df7\u4e71\u3001\u975e\u6807\u51c6\u7684\u5386\u53f2\u6570\u636e\uff0c\u662f\u51b3\u5b9a\u5176\u80fd\u5426\u8de8\u8d8a\u201c\u6f14\u793a\u6280\u5de7\u201d\u6210\u4e3a\u201c\u5b9e\u7528\u5de5\u5177\u201d\u7684\u5173\u952e\u3002AI\u6570\u636e\u6620\u5c04\u7684\u53ef\u9760\u6027\uff0c\u51b3\u5b9a\u4e86\u4ea7\u54c1\u662f\u771f\u6b63\u964d\u4f4e\u8fc1\u79fb\u95e8\u69db\uff0c\u8fd8\u662f\u4ec5\u4ec5\u5c06\u201c\u624b\u52a8\u914d\u7f6e\u5b57\u6bb5\u201d\u7684\u590d\u6742\u6027\u8f6c\u79fb\u5230\u4e86\u201c\u624b\u52a8\u6e05\u6d17\u6570\u636e\u201d\u4e0a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u957f\u8fdc\u6765\u770b\uff0cFlowGrid\u7684\u613f\u666f\u662f\u6210\u4e3a\u4e2a\u4eba\u4e0e\u4e1a\u52a1\u7684\u201c\u7075\u6d3b\u540e\u7aef\u201d\u3002\u8fd9\u4e2a\u8bbe\u60f3\u5f88\u5927\uff0c\u4f46\u8def\u5f84\u6e05\u6670\uff1a\u5148\u901a\u8fc7\u89e3\u51b3\u6570\u636e\u8fc1\u79fb\u75db\u70b9\u548c\u63d0\u4f9b\u5b89\u5168\u611f\u83b7\u53d6\u521d\u59cb\u7528\u6237\uff0c\u518d\u4ee5\u5176\u81ea\u9002\u5e94\u67b6\u6784\u4f5c\u4e3a\u62a4\u57ce\u6cb3\u3002\u6210\u8d25\u5173\u952e\u5728\u4e8e\uff0c\u5176AI\u662f\u5426\u5177\u5907\u8db3\u591f\u7684\u201c\u6570\u636e\u540c\u7406\u5fc3\u201d\u6765\u5904\u7406\u5546\u4e1a\u73b0\u5b9e\u4e2d\u7684\u6df7\u6c8c\uff0c\u4ee5\u53ca\u80fd\u5426\u5728\u4fdd\u6301\u6781\u7b80\u7684\u540c\u65f6\uff0c\u6ee1\u8db3\u4e1a\u52a1\u6f14\u8fdb\u4e2d\u4e0d\u53ef\u907f\u514d\u7684\u3001\u5408\u7406\u7684\u590d\u6742\u6027\u9700\u6c42\u3002\u5b83\u4e0d\u662f\u5728\u6253\u9020\u53c8\u4e00\u4e2a\u529f\u80fd\u5806\u780c\u7684CRM\uff0c\u800c\u662f\u5728\u8d4c\u4e00\u4e2a\u66f4\u6839\u672c\u7684\u8303\u5f0f\u8f6c\u53d8\uff1a\u5de5\u5177\u5e94\u8be5\u9002\u5e94\u4eba\uff0c\u800c\u975e\u76f8\u53cd\u3002\u8fd9\u6761\u8def\u5f88\u5bf9\uff0c\u4f46\u6bcf\u4e00\u6b65\u90fd\u9700\u624e\u5b9e\u7684\u6280\u672f\u5151\u73b0\u6765\u652f\u6491\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\">FlowGrid<\/span>\n <\/div>\n<div class=\"comment-content\">The privacy-first CRM that adapts to you. FlowGrid is built around three principles: privacy-first by default, minimalism over bloat, and AI features that actually do work instead of demo tricks. You bring your data, FlowGrid adapts to it, and then gets out of your way. Key features: Import spreadsheets \u2192 AI scaffolds your workspace instantly Natural language queries (Nexus AI) Field-level encryption & privacy controls Visual pipelines Voice-to-text transcription for hands-free prompting<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4f\ud83c\udfff I\u2019m Sam, the builder behind FlowGrid.<\/p>\n<p>I built FlowGrid because most CRMs feel like they were designed for a world before AI, and they\u2019re starting to show it. They\u2019re powerful, but bloated. Too many clicks, too much setup, and systems that are hard to evolve without breaking everything else.<\/p>\n<p>FlowGrid started from a different premise:<br \/>What if your CRM worked with natural language and adapted to you instead of the other way around?<\/p>\n<p>The focus is minimalism, privacy, and speed. One or two clicks to do most things. A global search that actually helps. AI that understands your data when you import it, so you\u2019re not spending hours configuring schemas and fields. If you want to change something, you type it, or say it, and move on.<\/p>\n<p>Security was the other non-negotiable. After watching high-profile CRM breaches, I became pretty obsessive about doing this right. FlowGrid encrypts sensitive data by default with tenant scoped encryption keys, isolates tenants properly, and treats security as a baseline, not an enterprise add-on with an enterprise price tag.<\/p>\n<p>The long-term vision is simple: FlowGrid as a stable, secure backend for your business, or even your personal systems, something flexible enough to keep up with how fast tools and workflows are changing.<\/p>\n<p>I\u2019m excited to share this with you, and I\u2019d genuinely love your feedback. Thanks for checking it out and for supporting indie builders \ud83d\ude4f\ud83c\udfff.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>CRM adoption usually fails not because of features, but because half the team never properly migrates their data. If the AI scaffolds the workspace from an import \u2014 does it handle messy, inconsistent spreadsheets, or does it need clean data to work well?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/HYGBFXJT2ZUVXK\" class=\"app-title\">Plae<\/a><\/p>\n<div class=\"one-liner\">The missing translation app for macOS<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">83<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e13\u6ce8\u4e8e\u8de8\u623f\u95f4\u5171\u4eab\u7ffb\u8bd1\u7684macOS\u83dc\u5355\u680f\u5e94\u7528\uff0c\u901a\u8fc7\u591a\u5f15\u64ce\u652f\u6301\uff08\u82f9\u679c\u539f\u751f\u3001Apple Intelligence\u3001\u672c\u5730LLM\uff09\u89e3\u51b3\u4e86\u591a\u8bed\u8a00\u4f34\u4fa3\u6216\u540c\u4e8b\u95f4\u9700\u5feb\u901f\u3001\u79c1\u5bc6\u3001\u76f4\u89c2\u5c55\u793a\u7ffb\u8bd1\u7ed3\u679c\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7e67e64e-847e-4441-a32f-8cddd4be594f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c89d7068-b97c-4a36-84b2-b0f03fb6e193.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/65f51112-b001-4c6f-bd54-a8fbb49ab5f1.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\">Languages<\/span><br \/>\n <span class=\"tag\">Menu Bar Apps<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">macOS\u7ffb\u8bd1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u83dc\u5355\u680f\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u5316\u7ffb\u8bd1<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u591a\u5f15\u64ce\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u79bb\u7ebf\u7ffb\u8bd1<\/span><br \/>\n <span class=\"tag\">\u8de8\u5c4f\u5171\u4eab<\/span><br \/>\n <span class=\"tag\">\u4e00\u6b21\u6027\u4e70\u65ad<\/span><br \/>\n <span class=\"tag\">\u591a\u8bed\u8a00\u6c9f\u901a<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u7ea7\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u5176\u201c\u8de8\u623f\u95f4\u5c55\u793a\u201d\u7684\u6838\u5fc3\u573a\u666f\u4e0e\u9690\u79c1\u6027\u3002\u4e3b\u8981\u5efa\u8bae\u5305\u62ec\uff1a\u589e\u52a0\u5404\u7ffb\u8bd1\u5f15\u64ce\u7684\u8d28\u91cf\u9884\u89c8\u4e0e\u5bf9\u6bd4\u529f\u80fd\uff0c\u4ee5\u4f18\u5316\u9009\u62e9\uff1b\u5173\u6ce8\u957f\u6587\u672c\u5904\u7406\u4e0e\u672f\u8bed\u4e00\u81f4\u6027\uff1b\u4ee5\u53ca\u5e94\u5bf9\u8001\u65e7\u786c\u4ef6\u672c\u5730\u6a21\u578b\u6027\u80fd\u4e0e\u5b58\u50a8\u538b\u529b\u7684\u6280\u672f\u6311\u6218\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 Plae\u7684\u806a\u660e\u4e4b\u5904\u5728\u4e8e\uff0c\u5b83\u6ca1\u6709\u5728\u201c\u7ffb\u8bd1\u51c6\u786e\u7387\u201d\u7684\u7ea2\u6d77\u91cc\u4e0e\u5de8\u5934\u8089\u640f\uff0c\u800c\u662f\u654f\u9510\u5730\u6355\u6349\u5e76\u4ea7\u54c1\u5316\u4e86\u4e00\u4e2a\u88ab\u5ffd\u89c6\u7684\u201c\u7a7a\u95f4\u4ea4\u4e92\u201d\u573a\u666f\uff1a\u8de8\u623f\u95f4\u7684\u7ffb\u8bd1\u5c55\u793a\u3002\u8fd9\u5c06\u5176\u4ece\u5355\u7eaf\u7684\u6548\u7387\u5de5\u5177\uff0c\u5347\u7ef4\u4e3a\u4e00\u4e2a\u4fc3\u8fdb\u5373\u65f6\u3001\u5171\u4eab\u6c9f\u901a\u7684\u793e\u4ea4\u754c\u9762\u3002\u5176\u201c\u82f9\u679c\u539f\u751f+AI+\u672c\u5730LLM\u201d\u7684\u4e09\u5c42\u67b6\u6784\u662f\u52a1\u5b9e\u7684\u5de5\u7a0b\u601d\u7ef4\u4f53\u73b0\uff0c\u5728\u901f\u5ea6\u3001\u9690\u79c1\u548c\u79bb\u7ebf\u53ef\u7528\u6027\u4e4b\u95f4\u505a\u51fa\u4e86\u6709\u6548\u6743\u8861\uff0c\u5c24\u5176\u5c06\u672c\u5730LLM\u4f5c\u4e3a\u201c\u79bb\u7ebf\u5b89\u5168\u7f51\u201d\u800c\u975e\u4e3b\u529b\uff0c\u89c4\u907f\u4e86\u6280\u672f\u5e7b\u89c9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e5f\u5728\u4e8e\u6b64\u573a\u666f\u7684\u89c4\u6a21\u4e0e\u7eb5\u6df1\u3002\u5b83\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u89e3\u51b3\u7279\u5b9a\u3001\u9ad8\u9891\u75db\u70b9\u7684\u201c\u9489\u5b50\u6237\u201d\u5e94\u7528\uff0c\u5e02\u573a\u5929\u82b1\u677f\u6e05\u6670\u3002\u4e00\u6b21\u6027\u4e70\u65ad\u6a21\u5f0f\u867d\u7528\u6237\u53cb\u597d\uff0c\u4f46\u9650\u5236\u4e86\u957f\u671f\u652f\u6301\u4e0e\u6a21\u578b\u66f4\u65b0\u7684\u53ef\u6301\u7eed\u6027\u3002\u8bc4\u8bba\u4e2d\u900f\u9732\u7684\u6280\u672f\u987e\u8651\u2014\u2014\u5982\u957f\u6587\u672c\u3001\u672f\u8bed\u4e00\u81f4\u6027\u3001\u8001\u65e7\u786c\u4ef6\u9002\u914d\u2014\u2014\u6b63\u662f\u8fd9\u7c7b\u6df1\u5ea6\u96c6\u6210\u672c\u5730AI\u7684\u5e94\u7528\u5fc5\u7136\u9762\u4e34\u7684\u201c\u6280\u672f\u503a\u52a1\u201d\u3002\u82e5\u4e0d\u80fd\u4f18\u96c5\u5730\u89e3\u51b3\u8fd9\u4e9b\u89c4\u6a21\u6027\u75db\u70b9\uff0c\u5176\u4f53\u9a8c\u4f18\u52bf\u5c06\u5c40\u9650\u4e8e\u77ed\u53e5\u7ffb\u8bd1\u7684\u8212\u9002\u533a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cPlae\u662f\u4e00\u6b3e\u6784\u601d\u7cbe\u5de7\u3001\u89e3\u51b3\u771f\u95ee\u9898\u7684\u4ea7\u54c1\uff0c\u5c55\u73b0\u4e86\u72ec\u7acb\u5f00\u53d1\u8005\u51fa\u8272\u7684\u573a\u666f\u6d1e\u5bdf\u529b\u3002\u4f46\u5b83\u66f4\u50cf\u4e00\u4e2a\u4f18\u96c5\u7684\u201c\u529f\u80fd\u201d\uff0c\u800c\u975e\u4e00\u4e2a\u5f3a\u5927\u7684\u201c\u5e73\u53f0\u201d\u3002\u5176\u957f\u671f\u4ef7\u503c\u4e0d\u5728\u4e8e\u7ffb\u8bd1\u6280\u672f\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u56f4\u7ed5\u201c\u5171\u4eab\u7ffb\u8bd1\u201d\u8fd9\u4e00\u6838\u5fc3\u4ea4\u4e92\uff0c\u6784\u5efa\u8d77\u66f4\u4e30\u5bcc\u7684\u6c9f\u901a\u4eea\u5f0f\u4e0e\u534f\u4f5c\u6d41\u7a0b\uff0c\u5426\u5219\u6781\u6613\u88ab\u96c6\u6210\u80fd\u529b\u66f4\u5f3a\u7684\u7cfb\u7edf\u7ea7\u66f4\u65b0\u6240\u8986\u76d6\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\">Plae<\/span>\n <\/div>\n<div class=\"comment-content\">Plae is a macOS menu bar app for on-device translation. Private, fast, always one shortcut away. $4.99 one-time purchase on the Mac App Store.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">My partner and I speak different languages, and there were no good options available for the macOS that did what I wanted.<\/p>\n<p>I wanted something simple, always available, fast, offline and most importantly designed to show another person the translation from across the room. <\/p>\n<p>This is what I came up with, should work with most Macs. You can use the in-built translation by Apple, use Apple Intelligence if you have it available, or you can use the local in-built LLM for translation (Google TranslateGemma powered llama.cpp)<\/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\/@butttons\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@butttons<\/a> Congratulations on the launch! As somebody who is also in a multi-lingual partnership, I can definitely see the benefit of this. It’s great that you took your life experience and translated it (no pun intended) into something actionable!<\/p>\n<p>Has the product had a noticeable effect on the communication between you two?<\/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>Shipping TranslateGemma via llama.cpp as the third fallback engine is a deceptively tricky build. You’re managing model downloads, memory pressure, and cold-start latency on hardware you don’t control… and the user just expects instant results from a menu bar shortcut. Having Apple Translation as the fast default with llama.cpp as the offline safety net is the right layering. One thing that’d be interesting to see down the line is per-language quality signals so users know which engine handles their pair best without trial and error.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@piroune_balachandran a quick preview for all 3 translation engines would be great! <\/p>\n<p>So far, I tried to make it easy to change the different modes so you can find the one that works best for you and settle on it. <\/p>\n<p>I’m personally having good results with the 4B TranslateGemma model.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I really like the idea of being able to display translations across the room. That adds a unique, shared experience to it. My first thought was how this differs from <a href=\"https:\/\/support.apple.com\/guide\/mac-help\/translate-text-on-mac-mchldd8b3c15\/mac\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Mac\u2019s built-in translation tool<\/a>, but that feels more geared toward personal use. This seems to introduce a more in-person, collaborative dynamic that sounds genuinely convenient.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@lunarturtle pretty much, Kyle. <\/p>\n<p>The in-built tool is great for quick use 100%. But it’s kind of awkward with the whole spotlite type inline translation.<\/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>On-device translation will hit scale pain on model footprint and latency across older Intel Macs, plus handling long text with consistent terminology.<\/p>\n<p>Best practice is a tiered pipeline: use Apple Translation\/Apple Intelligence when available, otherwise run a quantized local model with streaming chunks and a small glossary cache for repeated phrases.<\/p>\n<p>How are you choosing between Apple frameworks vs llama.cpp at runtime, and do you plan per-language downloadable packs with offline quality benchmarks?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@ryan_thill users can chose between Apple intelligence and llama.cpp from the settings. Same for disabling AI altogether and using the language packs. There’s also a switch for quickly toggling AI on\/off in the main translation view. <\/p>\n<p>Honestly, this is primarily intended for smaller sentences, so I haven’t considered scaling issues for long texts. I did hit issues with longer texts with apple intelligence, that’s why I added the llama.cpp models. Those seem to work fine.<\/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<\/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\/VRMRAJTF2SWGB3\" class=\"app-title\">LogiCoal<\/a><\/p>\n<div class=\"one-liner\">AI multi-agent coding assistant for your terminal<\/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\u96c6\u6210\u591a\u667a\u80fd\u4f53\u534f\u540c\u3001\u667a\u80fd\u6a21\u578b\u8def\u7531\u4e0e\u6df1\u5ea6\u4ee3\u7801\u5e93\u7406\u89e3\u7684AI\u7ec8\u7aefCLI\u7f16\u7a0b\u52a9\u624b\uff0c\u5728\u5f00\u53d1\u8005\u9762\u5bf9\u957f\u4e0a\u4e0b\u6587\u3001\u4ee3\u7801\u5e7b\u89c9\u53ca\u5de5\u5177\u94fe\u5272\u88c2\u7684\u75db\u70b9\u65f6\uff0c\u63d0\u4f9b\u514d\u8d39\u3001\u4e00\u4f53\u5316\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e173ad9d-5298-4e67-9764-c944f167f155.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6c8dcd4e-36c4-49c9-ab2e-f3620ac22ed2.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\/8cf12e8d-a518-4261-bbd9-1a4e51504fb8.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/J5ICJoo66p8\"><source src=\"https:\/\/youtu.be\/J5ICJoo66p8\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f16\u7a0b\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">CLI\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u591a\u667a\u80fd\u4f53\u534f\u540c<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u5e7b\u89c9\u68c0\u6d4b<\/span><br \/>\n <span class=\"tag\">\u957f\u4e0a\u4e0b\u6587\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u7ec8\u7aef\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u6a21\u578b\u8def\u7531<\/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\u805a\u7126\u4e8e\u4ea7\u54c1\u6838\u5fc3\u673a\u5236\u7684\u6709\u6548\u6027\u4e0e\u5b89\u5168\u6027\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u5305\u62ec\uff1a\u591a\u6a21\u578b\u4e8b\u5b9e\u6821\u9a8c\u53ef\u80fd\u5b58\u5728\u5171\u540c\u76f2\u533a\uff1b\u81ea\u52a8\u538b\u7f29\u4e0a\u4e0b\u6587\u53ef\u80fd\u4e22\u5931\u5173\u952e\u4fe1\u606f\uff1b\u9700\u52a0\u5f3a\u547d\u4ee4\u6267\u884c\u7684\u6c99\u76d2\u5b89\u5168\u4e0e\u53ef\u590d\u73b0\u6027\u4fdd\u969c\u3002\u5f00\u53d1\u8005\u79ef\u6781\u56de\u5e94\uff0c\u627f\u8bfa\u5c06\u5f15\u5165\u786e\u5b9a\u6027\u4ee3\u7801\u5e93\u7d22\u5f15\u4e0e\u6c99\u76d2\u6267\u884c\u7b49\u6539\u8fdb\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 LogiCoal\u7684\u91ce\u5fc3\u5728\u4e8e\u6574\u5408\u4e0e\u51c0\u5316\u5f53\u524d\u5608\u6742\u7684AI\u7f16\u7a0b\u52a9\u624b\u5e02\u573a\u3002\u5176\u5ba3\u79f0\u7684\u201c\u591a\u667a\u80fd\u4f53\u534f\u540c\u201d\u4e0e\u201c\u667a\u80fd\u6a21\u578b\u8def\u7531\u201d\u5e76\u975e\u5355\u7eaf\u7684\u529f\u80fd\u5806\u780c\uff0c\u800c\u662f\u76f4\u6307\u5f53\u524dAI\u7f16\u7801\u5de5\u5177\u7684\u4e24\u5927\u987d\u75be\uff1a\u6709\u9650\u4e0a\u4e0b\u6587\u5bfc\u81f4\u7684\u5931\u5fc6\u75c7\uff0c\u4ee5\u53ca\u5355\u4e00\u6a21\u578b\u201c\u81ea\u4fe1\u5730\u201d\u8f93\u51fa\u5e7b\u89c9\u4ee3\u7801\u3002\u901a\u8fc7128K\u4e0a\u4e0b\u6587\u4e0e\u591a\u6a21\u578b\u4ea4\u53c9\u9a8c\u8bc1\uff0c\u5b83\u8bd5\u56fe\u6784\u5efa\u4e00\u4e2a\u66f4\u7a33\u5b9a\u3001\u53ef\u4fe1\u7684\u4ee3\u7801\u751f\u6210\u73af\u5883\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u5e76\u975e\u6e90\u4e8e\u6280\u672f\u53c2\u6570\u7684\u9886\u5148\u3002\u4ece\u8bc4\u8bba\u4e2d\u7684\u5c16\u9510\u63d0\u95ee\u53ef\u89c1\uff0c\u8d44\u6df1\u5f00\u53d1\u8005\u5173\u5fc3\u7684\u4e0d\u662f\u201c\u6709\u6ca1\u6709\u201d\uff0c\u800c\u662f\u201c\u5982\u4f55\u5b9e\u73b0\u201d\u53ca\u201c\u53ef\u9760\u6027\u8fb9\u754c\u201d\u3002\u4f8b\u5982\uff0c\u4f7f\u7528\u540c\u6e90\u6a21\u578b\u8fdb\u884c\u4e8b\u5b9e\u6821\u9a8c\u53ef\u80fd\u9677\u5165\u5171\u540c\u76f2\u533a\uff0c\u800c\u7f3a\u4e4f\u6c99\u76d2\u7684\u6267\u884c\u73af\u5883\u5219\u662f\u6f5c\u5728\u7684\u5b89\u5168\u707e\u96be\u3002\u5f00\u53d1\u8005\u5766\u8bda\u7684\u56de\u5e94\u63ed\u793a\u4e86\u4ea7\u54c1\u76ee\u524d\u4ecd\u5904\u4e8e\u201c\u613f\u666f\u9a71\u52a8\u201d\u7684\u65e9\u671f\u9636\u6bb5\uff0c\u5176\u627f\u8bfa\u7684\u786e\u5b9a\u6027\u7d22\u5f15\u4e0e\u6c99\u76d2\u6267\u884c\u5c06\u662f\u51b3\u5b9a\u5176\u80fd\u5426\u4ece\u201c\u6709\u8da3\u7684\u5b9e\u9a8c\u201d\u8715\u53d8\u4e3a\u201c\u4e13\u4e1a\u5de5\u5177\u201d\u7684\u5173\u952e\u5206\u6c34\u5cad\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u503c\u5f97\u73a9\u5473\u7684\u662f\u5176\u5546\u4e1a\u6a21\u5f0f\u2014\u2014\u201c\u5168\u529f\u80fd\u514d\u8d39\uff0c\u4ed8\u8d39\u4ec5\u6362\u5bb9\u91cf\u201d\u3002\u8fd9\u65e2\u662f\u5bf9\u4e3b\u6d41SaaS\u5206\u5c42\u5b9a\u4ef7\u7684\u53db\u9006\uff0c\u4e5f\u662f\u4e00\u79cd\u7cbe\u51c6\u7684\u5f00\u53d1\u8005\u793e\u533a\u589e\u957f\u7b56\u7565\u3002\u5b83\u8d4c\u7684\u662f\u201c\u771f\u6b63\u6709\u7528\u7684\u5de5\u5177\u201d\u80fd\u81ea\u7136\u5f62\u6210\u7528\u6237\u5fe0\u8bda\u4e0e\u5347\u7ea7\u8f6c\u5316\u3002\u4f46\u8fd9\u79cd\u6a21\u5f0f\u80fd\u5426\u6301\u7eed\u652f\u6491\u5176\u80cc\u540e\u9ad8\u6602\u7684\u591a\u6a21\u578bAPI\u8c03\u7528\u6210\u672c\uff0c\u5c06\u662f\u5bf9\u5176\u5de5\u7a0b\u4f18\u5316\u4e0e\u8fd0\u8425\u6548\u7387\u7684\u957f\u671f\u8003\u9a8c\u3002\u672c\u8d28\u4e0a\uff0cLogiCoal\u4e0d\u4ec5\u4ec5\u662f\u4e00\u4e2a\u5de5\u5177\uff0c\u5b83\u662f\u5bf9AI\u7f16\u7a0b\u52a9\u624b\u5e94\u5982\u4f55\u5e73\u8861\u80fd\u529b\u3001\u5b89\u5168\u4e0e\u5546\u4e1a\u53ef\u6301\u7eed\u6027\u7684\u4e00\u6b21\u5927\u80c6\u5b9e\u9a8c\u3002\u5176\u6210\u8d25\u5c06\u53d6\u51b3\u4e8e\u540e\u7eed\u5de5\u7a0b\u843d\u5730\u7684\u4e25\u8c28\u7a0b\u5ea6\uff0c\u800c\u975e\u76ee\u524d\u5ba3\u79f0\u7684AI\u6982\u5ff5\u672c\u8eab\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\">LogiCoal<\/span>\n <\/div>\n<div class=\"comment-content\">LogiCoal is an AI-powered CLI coding assistant with multi-agent orchestration, smart model routing, and deep codebase understanding. Free for macOS, Windows, and Linux.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! I built LogiCoal out of frustration with the current state of AI coding tools.<\/p>\n<p>Context windows are too small \u2014 LogiCoal supports 128K with autocompact (256K coming soon). Most tools just accept hallucinations as a cost of doing business \u2014 LogiCoal uses multiple models to fact-check themselves, because shipping broken code “confidently” isn’t acceptable. No CLI tool handles graphic generation well, let alone producing clean SVGs out of the box. I finally got tired of stitching together 2-3 custom integrations just to get basic functionality that should be built in from day one.<\/p>\n<p>It’s been a lot of work and it’s not flawless, but it finally stands up to the major options out there (Claude,Codex,Cursor etc) \u2014 without the price tag. LogiCoal is free for life with monthly usage limits. Paid tiers exist, but every tier has the exact same features and capabilities \u2014 no gated functionality.<\/p>\n<p>My philosophy: build something genuinely useful, and the paid tiers will eventually sustain the servers and dev time. A professional-grade free option has always been the priority.<\/p>\n<p>Would love some feedback (positive and\/or negative…. Ill read it all).<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bmooreinsaan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bmooreinsaan<\/a> Multi-model fact-checking is the hardest part to get right here. Running a second model catches surface-level hallucinations, but models from similar training distributions share blind spots… so the verifier confidently agrees with the same wrong answer. Does LogiCoal use architecturally different models for generation vs verification, or is it same-family with different prompting? That distinction is where the reliability gap lives.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Multi-agent CLI assistants tend to break at scale on unsafe tool execution plus context blowups where \u201cautocompact\u201d drops the one file that matters and hallucinations sneak back in.<\/p>\n<p>Best practice is deterministic repo indexing (tree-sitter + ripgrep), incremental retrieval with stable citations to exact lines, and sandboxed command execution with an allowlist + dry-run diffs before apply.<\/p>\n<p>How are you implementing autocompact (summaries vs selective chunk eviction), and what guarantees do you provide that proposed shell commands and patches are reproducible and 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><a href=\"https:\/\/www.producthunt.com\/@ryan_thill\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryan_thill<\/a> <\/p>\n<p>Great questions and insights.<\/p>\n<\/p>\n<p>Let me start by saying that your best practice suggestion is absolutely correct. I will prioritize adding deterministic repo indexing and sandboxed command execution. Now that you mentioned it, it seems so obvious that I should have implemented that from the start, but hindsight is always 20\/20….<\/p>\n<\/p>\n<p>As far as how I implemented autocompact: LogiCoal keeps track of token usage per message from both the user and any of the model responses. Tool usage and agent sub sessions operate the same way (but agents get their own context window). When context gets to the point for autocompact, the context is basically broken into 2 parts preserving the most recent exactly as is, and summarizing the older context. That being said, messages persist and aren’t deleted, which gives LogiCoal the ability to recognize to cherry-pick part(s) of original context and add back into the current context as needed (even after multiple autocompacts).<\/p>\n<\/p>\n<p>As far as how to verify proposed shell commands reproducible, there isn’t currently visibility for end users to see an entire command but that is easy to add and I will make sure it is in the next release. As far as shell commands being safe, I believe that would be addressed by your suggestion that there should be a way to sandbox and\/or dry run commands. <\/p>\n<\/p>\n<p>Based on your feedback, I will plan on implementing the following to LogiCoal:<\/p>\n<ul>\n<li>\n<p>Deterministic Repo Tracking (most likely leveraging git)<\/p>\n<\/li>\n<li>\n<p>Sandboxed\/dry-run command execution option (most likely targeting any destructive commands)<\/p>\n<\/li>\n<\/ul>\n<p>Thanks again for your questions and suggestions… It’s hard to work in a vacuum, so your perspective is highly appreciated. <\/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<\/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\/CR7WKPOVOK7LNJ\" class=\"app-title\">Cosmic-light<\/a><\/p>\n<div class=\"one-liner\">A stunning Dynamic Island Control Center for Windows<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">78<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Cosmic-light\u662f\u4e00\u6b3e\u4e3aWindows\u7cfb\u7edf\u8bbe\u8ba1\u7684\u52a8\u6001\u4ea4\u4e92\u4e2d\u5fc3\uff0c\u5c06\u52a8\u6001\u5c9b\u7406\u5ff5\u4e0e\u672c\u5730AI\u3001\u5a92\u4f53\u63a7\u5236\u3001\u5929\u6c14\u53ef\u89c6\u5316\u53ca\u65e5\u5386\u96c6\u6210\u76f8\u7ed3\u5408\uff0c\u5728\u7528\u6237\u591a\u4efb\u52a1\u5904\u7406\u573a\u666f\u4e0b\uff0c\u901a\u8fc7\u4e00\u4e2a\u60ac\u6d6e\u7a97\u53e3\u6574\u5408\u5de5\u4f5c\u6d41\uff0c\u51cf\u5c11\u9891\u7e41\u5207\u6362\u5e94\u7528\u7684\u6548\u7387\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4c5548b2-4f42-4693-ae42-e2611068b3f5.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\/585c53b0-73e1-4342-9960-41889f180f03.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0fdb2ce6-c858-4055-b026-0d3d9395506d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/70917589-a613-4a08-a162-770737ac5876.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/744c8e18-ee20-44c8-b17d-990a3d348e9e.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\/19cc1c74-106f-4113-b409-c8587124f984.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d4de8a75-9f90-4729-a54c-b9c2b3837a99.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\">Windows<\/span><br \/>\n <span class=\"tag\">Productivity<\/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\">\u52a8\u6001\u5c9b\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">Windows\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u684c\u9762\u7f8e\u5316<\/span><br \/>\n <span class=\"tag\">\u672c\u5730AI\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u5a92\u4f53\u63a7\u5236\u4e2d\u5fc3<\/span><br \/>\n <span class=\"tag\">\u5929\u6c14\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">\u65e5\u5386\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u60ac\u6d6e\u7a97\u53e3<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u5f00\u53d1\u8005Praveen\u9610\u8ff0\u4e86\u4ea7\u54c1\u7406\u5ff5\u3002\u4e3b\u8981\u7528\u6237\u53cd\u9988\u8ba4\u53ef\u5176\u6574\u5408\u5de5\u4f5c\u6d41\u7684\u4ef7\u503c\uff0c\u5e76\u63d0\u51fa\u4e86\u5177\u4f53\u5efa\u8bae\uff1a\u5173\u6ce8API\u5bc6\u94a5\u7684\u52a0\u5bc6\u65b9\u5f0f\uff08DPAPI\u6216\u51ed\u8bc1\u7ba1\u7406\u5668\uff09\uff0c\u4ee5\u53ca\u5efa\u8bae\u4e3a\u5168\u5c4f\u6a21\u5f0f\uff08\u5982\u5c4f\u5e55\u5171\u4eab\u65f6\uff09\u589e\u52a0\u4e13\u6ce8\u6a21\u5f0f\uff0c\u4ee5\u6682\u505c\u89c6\u89c9\u7279\u6548\u5e76\u7f29\u77ed\u7a97\u53e3\u9a7b\u7559\u65f6\u95f4\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 Cosmic-light\u7684\u91ce\u5fc3\u5728\u4e8e\u5c06Mac\u7684\u201c\u52a8\u6001\u5c9b\u201d\u4ece\u4e00\u4e2a\u7cfb\u7edf\u7ea7UI\u52a8\u753b\uff0c\u5347\u7ef4\u4e3a\u4e00\u4e2aWindows\u4e0a\u7684\u8de8\u5e94\u7528\u201c\u5de5\u4f5c\u6d41\u67a2\u7ebd\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u50cf\u7d20\u7ea7\u7684\u6a21\u4eff\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u5728\u788e\u7247\u5316\u7684Windows\u684c\u9762\u73af\u5883\u4e2d\uff0c\u521b\u5efa\u4e00\u4e2a\u59cb\u7ec8\u5728\u7ebf\u3001\u60c5\u5883\u611f\u77e5\u7684\u5168\u5c40\u4ea4\u4e92\u5c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u96c6\u6210\u7684\u201c\u672c\u5730AI\u201d\u662f\u53cc\u5203\u5251\u3002\u5f3a\u8c03\u5bf9\u8bdd\u5386\u53f2\u672c\u5730\u5b58\u50a8\u548cAPI\u5bc6\u94a5\u52a0\u5bc6\uff0c\u76f4\u51fb\u5f53\u524d\u4e91\u7aefAI\u7684\u9690\u79c1\u7126\u8651\uff0c\u8fd9\u662f\u5176\u91cd\u8981\u5dee\u5f02\u5316\u4f18\u52bf\u3002\u7136\u800c\uff0c\u96c6\u6210Gemini\u548cPerplexity\u66f4\u50cf\u662f\u4e00\u4e2a\u529f\u80fd\u62fc\u76d8\uff0c\u800c\u975e\u6df1\u5ea6\u91cd\u6784\u7684\u5de5\u4f5c\u6d41\u3002AI\u5728\u6b64\u66f4\u50cf\u662f\u5d4c\u5165\u7684\u804a\u5929\u673a\u5668\u4eba\uff0c\u800c\u975e\u771f\u6b63\u7406\u89e3\u7a97\u53e3\u5185\u5bb9\u3001\u81ea\u52a8\u5207\u6362\u4e0a\u4e0b\u6587\u7684\u667a\u80fd\u4f53\u3002\u5176\u201c\u667a\u80fd\u201d\u6210\u8272\u6709\u5f85\u89c2\u5bdf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u53cd\u9988\u770b\uff0c\u7528\u6237\u5df2\u8df3\u51fa\u5bf9\u201c\u7f8e\u89c2\u201d\u7684\u8ba8\u8bba\uff0c\u76f4\u63a5\u5207\u5165\u5b89\u5168\u5b9e\u73b0\uff08\u52a0\u5bc6\u65b9\u5f0f\uff09\u548c\u573a\u666f\u51b2\u7a81\uff08\u5168\u5c4f\u5e72\u6270\uff09\u7b49\u6df1\u5c42\u4f7f\u7528\u95ee\u9898\uff0c\u8fd9\u672c\u8eab\u8868\u660e\u4ea7\u54c1\u5df2\u89e6\u53ca\u90e8\u5206\u771f\u5b9e\u9700\u6c42\u3002\u4f46\u6838\u5fc3\u6311\u6218\u5728\u4e8e\uff1a\u4f5c\u4e3a\u4e00\u4e2a\u5e38\u9a7b\u60ac\u6d6e\u5c42\uff0c\u5b83\u5fc5\u987b\u6781\u5176\u514b\u5236\u4e0e\u9ad8\u6548\uff0c\u5426\u5219\u6781\u6613\u4ece\u201c\u6548\u7387\u4e2d\u5fc3\u201d\u6ca6\u4e3a\u201c\u5c4f\u5e55\u725b\u76ae\u7663\u201d\u3002\u5929\u6c14\u7c92\u5b50\u7279\u6548\u4e0e\u5168\u5c4f\u5de5\u4f5c\u7684\u51b2\u7a81\uff0c\u6070\u6070\u66b4\u9732\u4e86\u5176\u201c\u7f8e\u5b66\u201d\u4e0e\u201c\u5de5\u5177\u201d\u5c5e\u6027\u7684\u5185\u5728\u77db\u76fe\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u6b21\u6709\u4ef7\u503c\u7684\u63a2\u7d22\uff0c\u5176\u201c\u672c\u5730\u4f18\u5148\u3001\u5f00\u6e90\u3001\u96c6\u6210\u201d\u7684\u601d\u8def\u503c\u5f97\u80af\u5b9a\u3002\u4f46\u5b83\u80fd\u5426\u4ece\u201c\u70ab\u9177\u7684\u73a9\u5177\u201d\u8fdb\u5316\u4e3a\u201c\u5fc5\u9700\u7684\u5de5\u5177\u201d\uff0c\u53d6\u51b3\u4e8e\u5176\u80fd\u5426\u5728\u540e\u7eed\u8fed\u4ee3\u4e2d\uff0c\u5c06AI\u6df1\u5ea6\u878d\u5165\u64cd\u4f5c\u7cfb\u7edf\u4ea4\u4e92\u903b\u8f91\uff0c\u5e76\u505a\u51fa\u66f4\u6fc0\u8fdb\u7684\u60c5\u5883\u5224\u65ad\u4e0e\u81ea\u52a8\u54cd\u5e94\uff0c\u800c\u975e\u505c\u7559\u5728\u5f53\u524d\u7684\u624b\u52a8\u8c03\u7528\u4e0e\u4fe1\u606f\u5c55\u793a\u5c42\u9762\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\">Cosmic-light<\/span>\n <\/div>\n<div class=\"comment-content\">Cosmic-light brings the elegance of the Dynamic Island to your Windows. It serves as a liquid-smooth hub for your workflow. Context-Aware AI: Chat with Cosmic. It remembers your conversation history (stored locally) so you can ask follow-up questions without losing context. Media: Seamless controls for Spotify & System Audio with a real-time visualizer. Weather: Live atmospheric particles (rain, snow) and severe weather alerts. Calendar: Smart meeting notifications via Google Calendar.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Subject: Making Windows feel alive<\/p>\n<p>Hey Tech Hunters!<\/p>\n<p>I\u2019m Praveen, one of the makers behind Cosmic-light.<\/p>\n<p>We wanted to bring the elegance of the Dynamic Island to Windows, but go beyond just aesthetics, we wanted a true command center for our desktop workflow.<\/p>\n<p>Cosmic-light is a liquid-smooth hub that floats on your screen. It\u2019s built to be:<\/p>\n<p>Intelligent: We integrated Gemini and Perplexity directly into the island, so you can get answers and citations without switching context.<\/p>\n<p>Musical: It features seamless Spotify integration with a real-time audio visualizer.<\/p>\n<p>Atmospheric: The weather integration renders live particles like rain, snow, and clouds right on your desktop.<\/p>\n<p>Organized: It syncs with your Google Calendar and expands intelligently to notify you before a meeting starts.<\/p>\n<p>Local First: Your data is stored in your local system and the API keys added to Cosmic-Light are encrypted to enhance security.<\/p>\n<p>It\u2019s fully open-source, and we\u2019d love to hear your feedback on the animations and features!<\/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\/@praveen_sundar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@praveen_sundar<\/a> During screen-share I’m constantly juggling calendar, music, and a quick answer, and the alt-tab churn is brutal. Cosmic-light tying Google Calendar, Spotify controls, and Gemini or Perplexity into one floating hub makes sense. How are API keys encrypted on Windows, DPAPI or Credential Manager? A focus mode that pauses particles and shortens stayback time in fullscreen would keep it out of the way.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/45N3QHMTXNSPGL\" class=\"app-title\">Fabric by Carmel Labs<\/a><\/p>\n<div class=\"one-liner\">Submit a job via API or dashboard and get results for cheap<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">78<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Fabric\u662f\u4e00\u4e2aAI\u4e0e\u6570\u636e\u5de5\u4f5c\u8d1f\u8f7d\u8ba1\u7b97\u5e73\u53f0\uff0c\u901a\u8fc7API\u6216\u9762\u677f\u63d0\u4ea4\u4efb\u52a1\u5373\u53ef\u83b7\u53d6\u7ed3\u679c\uff0c\u65e0\u9700\u7ba1\u7406\u57fa\u7840\u8bbe\u65bd\uff0c\u4e3a\u5f00\u53d1\u8005\u89e3\u51b3\u4e86\u5728\u8fd0\u884c\u5d4c\u5165\u751f\u6210\u3001\u8f6c\u5f55\u3001\u6570\u636e\u722c\u53d6\u7b49\u6279\u91cf\u4f5c\u4e1a\u65f6\u9762\u4e34\u7684\u4e91\u670d\u52a1\u6210\u672c\u9ad8\u6602\u548c\u8fd0\u7ef4\u590d\u6742\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/4a3b962f-a2d4-43b4-994b-43e70bbb0628.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/4TLTk3e8gAs\"><source src=\"https:\/\/youtu.be\/4TLTk3e8gAs\" 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\/4ae05d01-3487-4ce9-955a-0bf4c2ae4424.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/20fd1748-aac0-47a0-9bb5-ad115f23cf43.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d6bee307-10df-48dc-8134-c27afeb7db7a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/70c996bf-629f-4b04-bde5-d2edb8d73d56.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Tech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u65e0\u670d\u52a1\u5668\u8ba1\u7b97<\/span><br \/>\n <span class=\"tag\">AI\u5de5\u4f5c\u8d1f\u8f7d<\/span><br \/>\n <span class=\"tag\">\u6279\u5904\u7406\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6210\u672c\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u57fa\u7840\u8bbe\u65bd\u5373\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u6309\u9700\u8ba1\u8d39<\/span><br \/>\n <span class=\"tag\">\u673a\u5668\u5b66\u4e60\u8fd0\u7ef4<\/span><br \/>\n <span class=\"tag\">\u4e91\u539f\u751f<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\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>\u8bc4\u8bba\u4e3a\u5f00\u53d1\u8005\u81ea\u8ff0\uff0c\u9610\u8ff0\u4e86\u6784\u5efa\u521d\u8877\uff08\u538c\u5026AWS\u9ad8\u989d\u8d26\u5355\u548c\u7e41\u7410\u8fd0\u7ef4\uff09\u548c\u4ea7\u54c1\u6f14\u53d8\u8fc7\u7a0b\u3002\u91cd\u70b9\u7a81\u51fa\u4e86\u5176\u89e3\u51b3\u7684\u5177\u4f53\u95ee\u9898\uff1a\u66ff\u4ee3Lambda\u7b49\u591a\u9879\u670d\u52a1\u3001\u5927\u5e45\u964d\u4f4e\u6210\u672c\u3001\u6d88\u9664\u51b7\u542f\u52a8\u3002\u672c\u8d28\u662f\u4e00\u5219\u8be6\u7ec6\u7684\u4ea7\u54c1\u4ecb\u7ecd\uff0c\u672a\u5305\u542b\u5916\u90e8\u7528\u6237\u7684\u76f4\u63a5\u63d0\u95ee\u6216\u5efa\u8bae\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Fabric\u7684\u53d9\u4e8b\u7cbe\u5de7\u5730\u51fb\u4e2d\u4e86\u5f53\u4e0b\u5f00\u53d1\u8005\uff0c\u5c24\u5176\u662f\u4e2d\u5c0f\u56e2\u961f\u548c\u72ec\u7acb\u6784\u5efa\u8005\u7684\u6838\u5fc3\u7126\u8651\uff1a\u5728\u201c\u4e91\u539f\u751f\u201d\u65f6\u4ee3\uff0c\u4ed6\u4eec\u5e76\u672a\u4ece\u57fa\u7840\u8bbe\u65bd\u7684\u590d\u6742\u6027\u4e2d\u771f\u6b63\u89e3\u653e\uff0c\u53cd\u800c\u5728\u6309\u9700\u6269\u5c55\u7684\u5e7b\u8c61\u4e0b\uff0c\u9677\u5165\u4e86\u6210\u672c\u4e0d\u53ef\u9884\u6d4b\u548c\u8fd0\u7ef4\u7410\u788e\u7684\u6ce5\u6f6d\u3002\u4ea7\u54c1\u5c06\u81ea\u8eab\u5b9a\u4f4d\u4e3a\u201cLambda\u3001SageMaker\u3001Colab\u3001GitHub Actions\u7684\u5355\u4e00\u66ff\u4ee3\u5e73\u53f0\u201d\uff0c\u91ce\u5fc3\u4e0d\u5c0f\uff0c\u4f46\u5176\u771f\u6b63\u7684\u4ef7\u503c\u6216\u8bb8\u4e0d\u5728\u4e8e\u6280\u672f\u7a81\u7834\uff0c\u800c\u5728\u4e8e\u6781\u81f4\u7684\u201c\u4ea4\u6613\u7ed3\u6784\u201d\u91cd\u6784\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u9ad8\u5ea6\u62bd\u8c61\u548c\u6807\u51c6\u5316\u7684\u201c\u8ba1\u7b97\u4efb\u52a1\u96f6\u552e\u5e02\u573a\u201d\u3002\u901a\u8fc7\u5c06\u5d4c\u5165\u3001\u8f6c\u5f55\u3001\u722c\u866b\u7b49\u5e38\u89c1\u4efb\u52a1\u5c01\u88c5\u6210\u56fa\u5b9a\u4ef7\u683c\u7684\u6807\u51c6\u5316\u5546\u54c1\uff08\u5982$0.0001\/\u6b21\uff09\uff0c\u5b83\u5c06\u4e0d\u53ef\u9884\u6d4b\u7684\u4e91\u8d44\u6e90\u8d26\u5355\uff08\u5982EC2\u5b9e\u4f8b\u7684\u542f\u505c\u65f6\u95f4\u3001GPU\u5c0f\u65f6\u8d39\uff09\u8f6c\u53d8\u4e3a\u53ef\u9884\u6d4b\u7684\u6d88\u8d39\u8d26\u5355\u3002\u8fd9\u79cd\u6a21\u5f0f\u5bf9\u7528\u6237\u7684\u5fc3\u7406\u8d26\u6237\u548c\u8d22\u52a1\u9884\u7b97\u90fd\u66f4\u4e3a\u53cb\u597d\uff0c\u5176\u5ba3\u79f0\u7684\u201c80%\u6210\u672c\u8282\u7701\u201d\u4e5f\u4e3b\u8981\u6765\u6e90\u4e8e\u6b64\u2014\u2014\u901a\u8fc7\u5168\u5c40\u8d44\u6e90\u6c60\u8c03\u5ea6\u548c\u5229\u7528\u7387\u6700\u5927\u5316\uff0c\u644a\u8584\u4e86\u5355\u4e2a\u4efb\u52a1\u7684\u8d44\u6e90\u6210\u672c\u3002\n <\/p>\n<p class=\"ai-content\">\n 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<\/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\">Fabric by Carmel Labs<\/span>\n <\/div>\n<div class=\"comment-content\">Compute platform for AI and data workloads. Submit jobs via SDK or dashboard, get results, no infrastructure management. Run embeddings ($0.0001\/text), transcription ($0.001\/file), web scraping ($0.001\/request), ML training, CI\/CD builds, image processing. 80% cheaper than big cloud. No cold starts. Autoretry. Scale whenever. Replace Lambda, SageMaker, Colab, GitHub Actions with one platform. pip install fabric-sdk or use our dashboard. Built for developers who ship, not manage infrastructure.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hello everyone!<\/p>\n<p>My friend and I built <a href=\"https:\/\/carmel.so\/fabric\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Fabric<\/a> because we were tired of two things:<\/p>\n<ul>\n<li>\n<p>Paying AWS $500\/month for infrastructure used 10% of the time<\/p>\n<\/li>\n<li>\n<p>Spending more time managing infra than actually building product<\/p>\n<\/li>\n<\/ul>\n<p><strong>The problem we solved:<\/strong><\/p>\n<p>As a developer, you need to run batch jobs constantly: generate embeddings, transcribe, scrape data, train models, run CI\/CD builds.<\/p>\n<p>But to do ANY of this, you first become an infrastructure engineer: spin up instances, manage GPU availability, debug cold starts, babysit long-running jobs, and pray your AWS bill doesn’t explode.<\/p>\n<p>We just wanted to run a Python function and get a result. Why was that so complicated?<\/p>\n<p><strong>What Fabric does:<\/strong><\/p>\n<p><strong><br \/><\/strong>Submit a job via API or dashboard. We run it. You get a result. Done. Since the infra is distributed, the cost of your workload is 80% cheaper than big cloud.<\/p>\n<p>just pip install the sdk client<\/p>\n<\/p>\n<p><em>client = (api_key=”your_key”)<\/em><\/p>\n<\/p>\n<p>Generate embeddings for 10,000 documents<\/p>\n<\/p>\n<p><em>result = client.submit_job(<\/em><\/p>\n<p><em>workload_type=”embedding_generation”,<\/em><\/p>\n<p><em>params={“texts”: documents, “model”: “minilm”})<\/em><\/p>\n<\/p>\n<p>No EC2. No SageMaker. No surprises.<\/p>\n<p>More docs on dashboard<\/p>\n<p><strong>How it evolved:<\/strong><\/p>\n<p>Started as “just embeddings”.<\/p>\n<p>Then a friend asked: “Can it transcribe audio?” Added that.<\/p>\n<p>Another: “Can it scrape with real browser fingerprints?” Added that.<\/p>\n<p>Mobile dev friends: “GitHub charges $0.08\/min for iOS builds\u2014can you help?” Built CI\/CD on real Apple Silicon that is $0.01\/min.<\/p>\n<p>Now Fabric runs 10+ workload types through one API: embeddings, transcription, scraping, ML training, CI\/CD, image processing, monitoring, data pipelines, custom Python. That is why we give developers workloads that just work.<\/p>\n<p><strong>What makes it different:<\/strong><\/p>\n<ul>\n<li>\n<p>Fixed pricing: $0.0001 per embedding, $0.001 per transcription. Know your costs upfront.<\/p>\n<\/li>\n<li>\n<p>No infrastructure: No instances, no capacity planning, no cold starts.<\/p>\n<\/li>\n<li>\n<p>Instant grow: Process 1 item or 100K items, same simple experience.<\/p>\n<\/li>\n<li>\n<p>Auto-retry: Jobs checkpoint and recover on failure automatically.<\/p>\n<\/li>\n<li>\n<p>One API for everything: Replace Lambda, SageMaker, ScraperAPI, GitHub Actions with one platform.<\/p>\n<\/li>\n<\/ul>\n<p><strong>Real problems we’re solving:<\/strong><\/p>\n<p>Startup burning $2K\/month on OpenAI embeddings now spends $200 on Fabric.<\/p>\n<\/p>\n<p>Mobile team paying $500\/month for GitHub Actions iOS builds now pays less than $100 on Fabric’s real M1\/M2\/M3 Macs.<\/p>\n<\/p>\n<p>Researcher waiting 3 days in HPC queue now has training runs start immediately on Fabric.<\/p>\n<\/p>\n<p>Agency managing proxy pools for scraping now lets Fabric handle it with real residential IPs.<\/p>\n<\/p>\n<p>DevOps team debugging Lambda cold starts at 3am now has Fabric jobs start instantly, every time.<\/p>\n<p><strong>Try it now:<br \/><\/strong><\/p>\n<p><a href=\"https:\/\/fabric.carmel.so\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/fabric.carmel.so\/<\/a><\/p>\n<p>What we’d love your feedback on:<\/p>\n<p>What workloads are eating your time or budget right now?<\/p>\n<p>What’s missing that would make Fabric essential for your stack?<\/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>1<\/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><\/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 = 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{"id":132,"date":"2026-02-14T11:13:58","date_gmt":"2026-02-14T03:13:58","guid":{"rendered":"https:\/\/ph.listeningo.cn\/index.php\/2026\/02\/14\/2026-02-13\/"},"modified":"2026-02-14T11:13:58","modified_gmt":"2026-02-14T03:13:58","slug":"2026-02-13","status":"publish","type":"post","link":"https:\/\/ph.listeningo.cn\/index.php\/2026\/02\/14\/2026-02-13\/","title":{"rendered":"PH\u70ed\u699c | 2026-02-13"},"content":{"rendered":"

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\n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-02-13<\/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 | 2026-02-13<\/h1>\n<p> <\/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\/FDD2MZA3SHTP2Q\" class=\"app-title\">Lovon AI Therapy<\/a><\/p>\n<div class=\"one-liner\">Talk it out and feel better<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">545<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u57fa\u4e8e\u8bed\u97f3\u5bf9\u8bdd\u3001\u878d\u5408CBT\u7b49\u5faa\u8bc1\u7597\u6cd5\u7684AI\u5fc3\u7406\u6cbb\u7597\u5e94\u7528\uff0c\u5728\u7528\u6237\u7ecf\u5386\u60c5\u7eea\u5371\u673a\uff08\u5982\u6df1\u591c\u5931\u7720\u3001\u5206\u624b\u75db\u82e6\uff09\u6216\u65e0\u6cd5\u5373\u65f6\u83b7\u5f97\u771f\u4eba\u6cbb\u7597\u65f6\uff0c\u63d0\u4f9b\u5373\u65f6\u3001\u53ef\u503e\u8bc9\u7684\u966a\u4f34\u4e0e\u5e72\u9884\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/edf0d82b-e31a-4eb9-985d-a2753138337d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3630b7fb-120b-4515-b9b2-0d610cb3907b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/17f258f0-de81-4bdb-8eac-77fd6f1e62df.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/df42baea-68ef-4505-9cdf-ab985df8ac35.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/07ff56ce-8bd6-4f5a-9fd1-554a691ed335.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\/4446dc2a-76b8-491b-902b-74355859200d.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/kgkhe3OxkOk\"><source src=\"https:\/\/youtu.be\/kgkhe3OxkOk\" 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\">Health<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5fc3\u7406\u6cbb\u7597<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u5bf9\u8bdd<\/span><br \/>\n <span class=\"tag\">\u8ba4\u77e5\u884c\u4e3a\u7597\u6cd5(CBT)<\/span><br \/>\n <span class=\"tag\">\u60c5\u7eea\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u5371\u673a\u5e72\u9884<\/span><br \/>\n <span class=\"tag\">\u5fc3\u7406\u5065\u5eb7\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">7×24\u5c0f\u65f6\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u5faa\u8bc1\u5e72\u9884<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u7597\u6cd5<\/span><br \/>\n <span class=\"tag\">\u60c5\u611f\u966a\u4f34<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u8bed\u97f3\u4ea4\u4e92\u7684\u4fbf\u6377\u6027\u4e0e\u4eba\u6027\u5316\uff0c\u5c24\u5176\u8d5e\u8d4f\u5176\u5728\u5206\u624b\u6062\u590d\u7b49\u6025\u6027\u60c5\u7eea\u573a\u666f\u7684\u4ef7\u503c\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\u7f51\u7edc\u4f9d\u8d56\uff08\u662f\u5426\u652f\u6301\u79bb\u7ebf\uff09\u4ee5\u53ca\u5bf9AI\u5982\u4f55\u505a\u5230\u201c\u6e29\u548c\u6311\u6218\u800c\u975e\u4e00\u5473\u8ba4\u540c\u201d\u7684\u6280\u672f\u539f\u7406\u597d\u5947\u3002\u56e2\u961f\u56de\u590d\u79ef\u6781\uff0c\u900f\u9732\u4e3b\u8981\u7528\u6237\u4e3a\u5bfb\u6c42\u5373\u65f6\u652f\u6301\u800c\u975e\u7597\u7a0b\u8865\u5145\u7684\u4eba\u7fa4\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 Lovon AI Therapy \u7684\u4eae\u76f8\uff0c\u7cbe\u51c6\u523a\u5165\u4e86\u4f20\u7edf\u5fc3\u7406\u6cbb\u7597\u6a21\u5f0f\u6700\u67d4\u8f6f\u7684\u8179\u90e8\uff1a\u5373\u65f6\u6027\u7f3a\u5931\u4e0e\u9ad8\u95e8\u69db\u3002\u5b83\u4e0d\u6807\u699c\u66ff\u4ee3\u6cbb\u7597\u5e08\uff0c\u800c\u662f\u5b9a\u4f4d\u4e3a\u201c\u7597\u7a0b\u95f4\u7684\u6865\u6881\u201d\u4e0e\u201c\u6025\u6027\u60c5\u7eea\u65f6\u523b\u7684\u51fa\u53e3\u201d\uff0c\u8fd9\u662f\u4e00\u4e2a\u806a\u660e\u4e14\u7b26\u5408\u4f26\u7406\u7684\u5207\u5165\u70b9\u3002\u5176\u5ba3\u79f0\u7684\u201c\u8bed\u97f3\u4f18\u5148\u201d\u548c\u201c\u57fa\u4e8e\u5faa\u8bc1\u7597\u6cd5\u6311\u6218\u975e\u7406\u6027\u601d\u7ef4\u201d\uff0c\u662f\u8bd5\u56fe\u4e0e\u6cdb\u6ee5\u7684\u5171\u60c5\u578b\u804a\u5929\u673a\u5668\u4eba\u5212\u6e05\u754c\u9650\u7684\u5173\u952e\u6280\u672f\u53d9\u4e8b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u8bc4\u4f30\u5747\u7cfb\u4e8e\u6b64\u3002\u9996\u5148\uff0c\u201c\u6e29\u548c\u6311\u6218\u201d\u7684\u7b97\u6cd5\u5b9e\u73b0\u662f\u6838\u5fc3\u9ed1\u7bb1\uff0c\u8fd9\u9700\u8981\u6781\u5176\u7cbe\u7ec6\u7684\u63d0\u793a\u5de5\u7a0b\u4e0e\u5b89\u5168\u62a4\u680f\u8bbe\u8ba1\uff0c\u4ee5\u907f\u514d\u4f24\u5bb3\u6027\u56de\u5e94\u6216\u65e0\u6548\u5bf9\u8bdd\u3002\u7528\u6237\u5bf9\u6b64\u7684\u8d28\u7591\u76f4\u6307\u8981\u5bb3\u3002\u5176\u6b21\uff0c\u5176\u900f\u9732\u7684\u201c\u4e3b\u8981\u7528\u6237\u662f\u7ecf\u5386\u5206\u624b\u3001\u6df1\u591c\u96be\u7720\u8005\u201d\uff0c\u63ed\u793a\u4e86\u4ea7\u54c1\u66f4\u504f\u5411\u4e8e\u201c\u60c5\u611f\u966a\u4f34\u4e0e\u5371\u673a\u7f13\u51b2\u201d\uff0c\u8fd9\u4e0e\u9700\u8981\u957f\u671f\u3001\u7ed3\u6784\u5316\u5e72\u9884\u7684\u201c\u6cbb\u7597\u201d\u5b58\u5728\u672c\u8d28\u533a\u522b\u3002\u5b83\u7684\u4ef7\u503c\u53ef\u80fd\u66f4\u591a\u4f53\u73b0\u5728\u60c5\u7eea\u758f\u5bfc\u7684\u5373\u65f6\u53ef\u53ca\u6027\u4e0a\uff0c\u800c\u975e\u6df1\u5ea6\u5fc3\u7406\u6cbb\u7597\u3002\n <\/p>\n<p class=\"ai-content\">\n \u56e2\u961f\u80cc\u666f\uff08\u8d44\u6df1\u5fc3\u7406\u5b66\u5bb6\u53c2\u4e0e\uff09\u548c\u8ba1\u5212\u4e2d\u7684\u4e34\u5e8a\u9a8c\u8bc1\u662f\u5efa\u7acb\u4fe1\u4efb\u7684\u91cd\u8981\u7b79\u7801\uff0c\u4f46\u5fc5\u987b\u6e05\u9192\u8ba4\u8bc6\u5230\uff0c\u73b0\u6709\u6846\u67b6\u4e0bAI\u4f5c\u4e3a\u201c\u6cbb\u7597\u5de5\u5177\u201d\u7684\u6548\u529b\u8bc1\u636e\u4ecd\u5904\u4e8e\u65e9\u671f\u3002\u4ea7\u54c1\u82e5\u80fd\u5728\u201c\u5371\u673a\u68c0\u6d4b\u4e0e\u8f6c\u4ecb\u201d\u529f\u80fd\u4e0a\u505a\u5230\u53ef\u9760\uff0c\u5176\u793e\u4f1a\u4ef7\u503c\u5c06\u8fdc\u8d85\u5546\u4e1a\u4ef7\u503c\u3002\u603b\u4e4b\uff0cLovon \u662f\u4e00\u6b21\u6709\u610f\u4e49\u7684\u573a\u666f\u5316\u5c1d\u8bd5\uff0c\u4f46\u5b83\u6240\u9762\u4e34\u7684\uff0c\u662f\u5982\u4f55\u5728\u201c\u65e0\u5bb3\u966a\u4f34\u201d\u4e0e\u201c\u6709\u6548\u5e72\u9884\u201d\u4e4b\u95f4\u627e\u5230\u90a3\u6761\u72ed\u7a84\u3001\u5408\u89c4\u4e14\u771f\u6b63\u6709\u6548\u7684\u8def\u5f84\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Lovon AI Therapy<\/span>\n <\/div>\n<div class=\"comment-content\">AI therapy you can actually talk to. Just speak naturally and get support anytime you need it.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\ud83d\udc4b Hi Product Hunt! I\u2019m Anton, co-founder of Lovon AI Therapy.<\/p>\n<\/p>\n<p>After a year of development with a PhD psychologist (40+ years of clinical expertise), we\u2019re excited to introduce a new standard in AI-powered mental health support. Here\u2019s how Lovon stands out from other AI solutions:<\/p>\n<\/p>\n<p>\ud83d\ude80 More than just an \u201cagreeable\u201d chatbot like GPT<\/p>\n<p>Lovon uses evidence-based frameworks (CBT, Emotion-Focused Therapy) designed to gently challenge unhealthy thinking – not just agree with it.<\/p>\n<\/p>\n<p>\ud83c\udf99 Voice-first, real conversation experience<\/p>\n<p>Simply talk, just like you would with a real therapist. Voice unlocks a genuine human connection that text simply can\u2019t replicate.<\/p>\n<\/p>\n<p>\u26a1 Crisis detection, built-in<\/p>\n<p>Lovon automatically recognizes signs of crisis and connects you to immediate resources when you need help most.<\/p>\n<\/p>\n<p>\ud83c\udf19 Available 24\/7<\/p>\n<p>Support is always just a tap away – Lovon is there in the moment, especially when real therapists aren\u2019t available.<\/p>\n<\/p>\n<p>\ud83d\udc69\u200d\ud83d\udd2c Evidence-driven & actively validating clinically<\/p>\n<p>Our approach is developed by a world-class team, and we\u2019re launching clinical validation studies soon, already seeing amazing results from our users.<\/p>\n<\/p>\n<p>\ud83d\udca1 We\u2019re not replacing therapists – we\u2019re your bridge between sessions, at the very moment you need support.<\/p>\n<\/p>\n<p>In Spring 2025, we raised an $850K pre-seed to build a world-class team, including a PhD psychologist with 40 years of experience developing our therapeutic approach.<\/p>\n<\/p>\n<p>\ud83c\udf81 Exclusive for the PH community:<\/p>\n<p>Use code PH2026 for a free week of Lovon AI Therapy (valid until October 16, 2026). Plus, everyone gets a 3-day unlimited trial!<\/p>\n<\/p>\n<p>I\u2019d love your feedback!<\/p>\n<\/p>\n<p>Ask me anything – I\u2019m here all day and happy to connect \ud83d\udc99<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>43<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ponikarovskii\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ponikarovskii<\/a> congrats on the launch! really useful, great job!<\/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<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ponikarovskii\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ponikarovskii<\/a> Most AI mental health tools default to validation. Building something that can <em>gently challenge thinking patterns<\/em> is a completely different level of complexity.<\/p>\n<p>Would love to know how you trained the system to avoid over-affirmation.<\/p>\n<p>Congrats on shipping 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\">@ponikarovskii Impressive how Lovon combines real clinical psychology with AI. The evidence-based approach (CBT, EFT) plus voice-first interaction seems designed to offer a more human support experience than typical chatbots. Excited to see the clinical validation results\u2014have you noticed any significant differences in how users respond to voice versus text?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>better than chatgpt<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>23<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@serjobas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@serjobas<\/a> Thank you! \ud83d\ude4f That means a lot. We built Anna specifically for emotional support – she’s trained to truly listen and understand what you’re going through, not just give advice. What’s been most helpful for you in your sessions?<\/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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@serjobas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@serjobas<\/a> Indeed, thank you for that! ChatGPT is usually solving a problem to “please” persona. Anna is specially designed (and trust me it was many many hours) to help person to go deeper, reflect and get insights!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great job \ud83e\udde1<br \/>Sometimes the internet is unstable, but support is always needed. Does it work offline or \u043enly online?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>20<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@maria_anosova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maria_anosova<\/a> Thanks so much! \ud83d\ude4f Right now Anna works online only since she needs to process conversations in real-time. But we’re looking into offline modes for replaying past sessions \u2013 great suggestion!<\/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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cool product! Good luck!<\/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\/@dmitry_zakharov_ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dmitry_zakharov_ai<\/a> Thanks! Really appreciate the support.<\/p>\n<p>Have you ever tried talking to AI about something personal? Curious how it felt!<\/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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dmitry_zakharov_ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dmitry_zakharov_ai<\/a> i agree with u. A really good product<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love this app! Used it in my last relationship, it was very useful to talk through stuff<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>18<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daniel_dhawan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniel_dhawan<\/a> <strong>Thanks so much for sharing this!<\/strong> Really happy to hear Anna helped you work through things. Quick question – did the voice format make it easier to open up compared to texting with a regular therapist?<\/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\/@daniel_dhawan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniel_dhawan<\/a> one of the reasons for me to start Lovon with guys was my personal problem with relationship therapy! So I can feel you, bro! Thanks for your comment!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congrats with the launch! What main challenges do you have with training your therapists?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>16<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nikita_40in\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikita_40in<\/a> Thanks! We actually use AI, not human therapists – Anna is fully AI-powered. The biggest challenge has been teaching her to be empathetic while asking the right questions at the right time. Have you ever tried AI therapy, or would this be your first experience with it?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love it<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>13<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kirill_zhe\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kirill_zhe<\/a> thanks bro, appreciate it <\/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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch. Looks really cool. <\/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\/@dzianis_yatsenka\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dzianis_yatsenka<\/a> Thanks so much! \ud83d\ude4f We’re really excited to bring voice-first therapy to people who need someone to talk to anytime.<\/p>\n<p>Have you ever tried AI for mental health support, or would this be your first time exploring something like 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Best shrink ever!<\/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\/@anton_selikhov1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anton_selikhov1<\/a> Thank you so much! \ud83d\udc99 This means the world to us. We built Anna to be there whenever you need support. What made you decide to try AI therapy over traditional options?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Voice-first therapy feels like a strong differentiator! I\u2019m curious \u2013 Who\u2019s your primary user today? People looking for \u201cbetween sessions\u201d support, or users who don\u2019t have access to therapy at all?<\/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\/@tereza_hurtova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tereza_hurtova<\/a> Thanks! Great question. We actually discovered something surprising – our primary users aren’t supplementing traditional therapy. They’re people going through breakups who want someone to talk to at 2 AM when they can’t sleep, or during a panic moment at work. Traditional therapy has a 2-week wait + $200\/session barrier that doesn’t work for these acute emotional moments.<\/p>\n<\/p>\n<p>What’s been your experience with mental health support – do you find the traditional model works for you, or do you hit those barriers too?<\/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=\"reply-item\">\n<div class=\"reply-content\">@ponikarovskii Wow! I wouldn’t have guessed that as the primary use case right away, but it makes perfect sense. \ud83d\udca1 Traditional therapy is great, but it\u2019s definitely not ‘on-demand’ for those acute 2 AM moments or sudden panic at work.<\/p>\n<p>As for my experience, I\u2019ve used in-person therapy, and I hit almost all the barriers you mentioned. For me, the biggest struggles were finding the right therapist who actually ‘clicks’ with you + trying to fit regular sessions into a busy schedule + costs. Thanks for sharing that perspective!<\/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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Go Team! Good luck! Hope this one will fix me \ud83e\udd17<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@puhoshville\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@puhoshville<\/a> Thanks so much! \ud83d\udc99 Anna’s here to support you, not fix you – you’re not broken! She’s really good at helping people work through relationship stuff and tough emotions. What made you interested in trying AI therapy vs traditional?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I was building something similar for breakup recovery a year ago, at a time llms were not good enough, but the current generation definitely can handle it. Glad you guys have built it, much needed to keep sane in the exponentially changing world we’re living in. Good luck with the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@konstantin_netyliov1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@konstantin_netyliov1<\/a> Thank you for the support! Yeap, break up is one of hardest case, when people would like to talk painful events and get support, without being afraid of being judge by other humans. We have bunch of users who will are helping with going through, and based on their feedback -it’s really helping them! So current LLMS + our architecture + expertise of real therapist helping out here! <\/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\/@konstantin_netyliov1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@konstantin_netyliov1<\/a> Thanks! Breakups are actually our #1 use case – you were ahead of the curve. Since you were building in that space, what do you think is the most critical thing AI therapy needs to get right for breakup recovery?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is awesome!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@madalina_barbu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@madalina_barbu<\/a> Thank you! It is indeed \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\">\n<p><a href=\"https:\/\/www.producthunt.com\/@madalina_barbu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@madalina_barbu<\/a> Thank you! \ud83d\ude4f We’re really excited to bring Lovon to the world. Have you ever struggled to find someone to talk to when dealing with relationship or emotional challenges?<\/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\">Love the mission behind! Voice feature is nice , sometimes it is easy to use voice while walking for example. Congrats on the launch \ud83d\ude80<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jalil_tahirov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jalil_tahirov<\/a> Thanks so much! Yeah, we built it voice-first exactly for that – many of our users talk to Anna while walking, commuting, or just lying in bed when they need to process something.<\/p>\n<\/p>\n<p>What kind of emotional challenges would make you reach for voice therapy vs just talking to a friend?<\/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\u2019ve been in therapy for a long time and even though I can message my therapist, there are moments I just need to process things immediately. What therapeutic framework is it primarily based on?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@natallia_novik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@natallia_novik<\/a> Thanks! Anna uses mainly CBT and person-centered approaches, adapting to what you need in real-time. That immediate processing gap is exactly why we built this – sometimes you can’t wait till next Tuesday at 3pm.<\/p>\n<\/p>\n<p>Do you usually text your therapist in those moments, or wish you could just talk it out?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch, Anton! One thing I’m curious about \u2014 how do you handle data privacy for such sensitive conversations? Is everything encrypted end-to-end?<\/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\/@kova_ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kova_ai<\/a> Thanks so much! Great question – privacy is absolutely critical for us. All conversations are encrypted in transit and at rest, and we’re HIPAA-compliant. Your therapy sessions are completely confidential.<\/p>\n<\/p>\n<p>Have you tried AI therapy before, or would this be your first experience with 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats \ud83c\udf89<\/p>\n<p>Does Lovon learn and adapt to personal context over time? For example, If I work on specific anxiety triggers, will the system remember my progress\/struggles?<\/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\/@motuqs\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@motuqs<\/a> Thank you Kirill! <br \/>Yes, Lovon learn from each session about user, share insights and use this insight in the next sessions. In case of anxiety trigger it will remember all your occasions, and help you to reflect on them and progress <\/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>i hope your product contains guide-rails that get triggered on special occasions and give advice to the user to reach out to a human therapist. AI can be sometimes an echo-chamber that amplifies our blindspots. But I am sure you app can help many just starting to look inside. Congrats on the launch!<\/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\/@respira\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@respira<\/a> Hey, thank you so much! You are absolutely right! In case of special occasions we indeed advise sets to reach out to humans! We care about our users, and if something is need more closer human attention – we help users to get that support <\/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>I would not recommend Lovon.<\/p>\n<p>As someone interested in AI for mental health, here\u2019s my honest feedback:<\/p>\n<p>1. I reviewed your Meta Ads activity over the past few months and noticed that you are not promoting the app itself, but rather a survey website targeting people in vulnerable mental states. To access the survey results, users are required to link a weekly auto-renewable subscription to their card. This doesn\u2019t seem aligned with mental health support to me. <\/p>\n<p>2. I tested the app itself, and unfortunately the chatbot conversation glitches and disconnects every 2\u20133 minutes. On top of that, it is impossible to complete the onboarding process without first purchasing a subscription. <\/p>\n<p>3. For transparency, could you clarify how user data is handled? In some documents I saw that the Lovon app is owned by Ticket to the Moon Inc., in others I saw some Babayaga Inc. Can you clarify the structure and who is responsible for the security of user data?<\/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>Finally, AI product not about coding!!<\/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\/@nikvoice\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikvoice<\/a> Haha right?! Mental health feels like one of the most human applications of AI – using it to actually understand emotions, not just write code. <\/p>\n<\/p>\n<p>Have you tried any AI therapy tools before, or would this be your first?<\/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 hits home. Went through a tough time a few years ago and honestly the worst part was not having anyone to talk to whenever I needed. Wish I had this then. Congrats on shipping!<\/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\/@kristina__grits\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kristina__grits<\/a> Thanks Kristina! That’s exactly why we built the 24\/7 voice feature – those 3am moments when you need someone most are when traditional therapy isn’t available. The fact that you can just talk to Anna whenever hits differently than texting. <\/p>\n<\/p>\n<p>What kind of support would have helped you most during those moments – someone to listen, or someone to challenge your thinking?<\/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\">Where do you draw the line on what Lovon should *not* try to handle (certain conditions, situations, user states), and how are you testing\/evaluating the system to reduce the risk of confident-but-wrong guidance as you scale and run clinical validation?<\/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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Hi! Thanks for the great and correct question!<\/p>\n<p>We don\u2019t replace a real licensed therapist: we don\u2019t diagnose and we don\u2019t suggest medication. For that, of course, you still need to see a therapist. Also, if a user starts talking about things we legally can\u2019t work with (something harmful), we stop the conversation right away and direct them to the right services.<\/p>\n<p>But overall, we\u2019ve only had a few situations like that.<\/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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Honored to have you here! <\/p>\n<\/p>\n<p>Great question. We analyze every conversation in real-time for three critical markers: potential harm to self or others, suicidal ideation, and signs of serious mental health conditions. When detected, we immediately tell users to seek professional help – we’re very clear about not being licensed therapists.<\/p>\n<\/p>\n<p>For testing: we run automated sentiment analysis comparing start vs. end of sessions (declining sentiment flags a problem), plus our clinical advisors regularly review anonymized transcripts and give us feedback. We’re actively expanding our clinical board to strengthen this oversight.<\/p>\n<\/p>\n<p>What’s one thing you wish more AI mental health products would be transparent about upfront, that would make the PH community feel safer trying 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\">\n<p>congrats on the launch, anton \ud83d\ude4c the voice-first approach sounds cool. i’ve been building ai agents for my own workflow and the difference between typing and talking is night and day. feels like you’re actually being heard vs filling out a form.<\/p>\n<p>curious about the crisis detection – is that real-time during the conversation or pattern-based over multiple sessions?<\/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\">@andrew_white_13 Hey Andrew!<br \/>\nBoth! Anna can work both inside session and taking into account progress and events over recent sessions!<\/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\/@andrew_white_13\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrew_white_13<\/a> Thanks Andrew! Totally agree – voice just hits different. The “being heard” vs “filling a form” is exactly the feeling we’re going for.<\/p>\n<\/p>\n<p>Crisis detection works both ways – real-time during conversation (certain phrases, emotional intensity) + pattern-based across sessions (deteriorating mood trends, recurring themes). The combo gives us better coverage.<\/p>\n<\/p>\n<p>You mentioned building AI agents – what kind of workflows are you automating? Always curious what other builders are working 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! I’ve tried a few AI therapy apps before and they all felt like talking to a search engine. The voice-first approach sounds like it could actually change that. Downloading now<\/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\/@solodnev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@solodnev<\/a> Thanks so much! That ‘search engine’ vibe is exactly what we built Lovon to solve – voice makes all the difference. <\/p>\n<\/p>\n<p>Would love to hear your thoughts after trying it! What’s been the biggest gap in other AI therapy apps you’ve used?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Checked the video and your website, looks like a very good solution to me, wish you success!<\/p>\n<\/p>\n<p>But the reviews on your site need links to the sources!<\/p>\n<p>(also the 3 dots do nothing, and it’s not clear what the orange checkmarks and “15 min with therapist” mean)<\/p>\n<\/p>\n<p>Also, I couldn’t find real info about the “PhD psychologists” it is “built with”, there need to be links to their professional profiles and scientific work for this statement to have credibility!<\/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\/@konrad_sx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@konrad_sx<\/a> Thanks for the detailed feedback – super valuable! \ud83d\ude4f <\/p>\n<\/p>\n<p>You’re absolutely right about the credibility piece. We’re actually building out a new “Our Team” section on the site right now where we’ll feature our clinical experts with their full profiles and credentials. Plus, we’re currently writing our first scientific papers to validate our approach.<\/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>Very impressive product! congrats on the launch! <\/p>\n<p>I have a couple of questions though:<\/p>\n<p>1) Can the app recognise patterns of more serious mental disorders such as eating disorders, personality disorders, depression etc.? If yes, can it forward or give any contact\/reference to a psychiatrist (for example)? I know that in many cases people do not know yet what mental condition they might have and usually general psychologists become the first point of contact so to say. But then they should be directed to appropriate professional help<\/p>\n<p>2) Do you plan to expand the app to the desktop version as well?<\/p>\n<p>3) Do you plan to allow texting besides voice-only interactions? <\/p>\n<\/p>\n<p>Thank you in advance for the responses! And congratulations on launching again, the app looks very polished and well-thought!<\/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\/@ksenia_sh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ksenia_sh<\/a> Thanks so much! Great questions:<\/p>\n<ol>\n<li>\n<p>Lovon is a wellness tool, not a medical diagnostic device. That said, Anna (our AI therapist) is trained to recognize when someone might benefit from professional support – like if conversations reveal ongoing struggles. In those cases, we gently suggest connecting with a licensed therapist or other resources. <\/p>\n<\/li>\n<li>\n<p>We actually have a working desktop version at <a href=\"http:\/\/app.lovon.app\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">app.lovon.app<\/a>! It’s MVP with limited features right now – you’ll need to register through mobile first, then you can use desktop for sessions. Full desktop experience is coming.<\/p>\n<\/li>\n<li>\n<p>We tested text extensively in earlier versions, but users consistently told us they don’t want to <em>type<\/em> about their problems. Talking out loud feels more natural and therapeutic – like venting to a friend vs writing an email. So we’re doubling down on voice instead.<\/p>\n<\/li>\n<\/ol>\n<p>Which matters more to you personally – desktop access or text option?<\/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! Congrats!<\/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\/@khashayar_mansourizadeh1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@khashayar_mansourizadeh1<\/a> Thank you! \ud83d\udc99 <\/p>\n<\/p>\n<p>Have you had a chance to try voice therapy yet, or what interests you most about the AI therapy space?<\/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 interesting approach \ud83d\udc4f I like that you\u2019re focusing on evidence-based frameworks instead of just making another AI chatbot. The voice-first experience sounds especially promising \u2014 feels much more human.<\/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\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> Thanks so much! \ud83d\udc99 The voice piece has been a revelation – we’ve seen people open up way more authentically when they can just speak vs. type. And our PhD psychologist keeps us honest on the evidence-based side, which is critical.<\/p>\n<\/p>\n<p>Have you tried any AI mental health tools before? Curious what’s worked (or what’s been missing) for you!<\/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 am very happy and proud to be one of the first users. Lovon helped me a lot to save my relationship when my girlfriend and I were at a distance. And now we’re getting married soon!<\/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\/@narek_meliksetyan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@narek_meliksetyan<\/a> Wow, this made my day! Congrats on the engagement \ud83c\udf89 Long distance is so tough emotionally. <\/p>\n<\/p>\n<p>I’d love to know – was it the 24\/7 availability that helped most, or was there something specific Anna said that gave you a breakthrough?<\/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 the concept and also the fact that this app can work as a copilot, without replacing the therapist. I wonder if it was possible for the therapists to give it inputs somehow. Cheers!!<\/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\/@yulianazarenko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yulianazarenko<\/a> Love this idea about therapist input! We’ve been thinking about how real therapists could collaborate with Lovon – definitely something we’ll explore. Thank you!<\/p>\n<\/p>\n<p>Are you a therapist yourself, or would you use this feature as a client to keep your human therapist in the loop?<\/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<\/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\/MYDJS6SOH4CNAD\" class=\"app-title\">Meme Dealer<\/a><\/p>\n<div class=\"one-liner\">You are what you meme<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">421<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3eAI\u9a71\u52a8\u7684\u8868\u60c5\u5305\u952e\u76d8\uff0c\u5728\u5373\u65f6\u7fa4\u804a\u573a\u666f\u4e2d\uff0c\u901a\u8fc7\u4e0a\u4e0b\u6587\u7406\u89e3\u5373\u65f6\u63a8\u8350\u5408\u9002\u8868\u60c5\u5305\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u624b\u52a8\u7ffb\u627e\u56fe\u5e93\u3001\u56de\u590d\u8282\u594f\u6162\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bb32a7ac-37a3-4426-afba-10368b79b788.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\/16648582-5135-4981-8e8b-0ceab275faf4.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\/a7018640-289b-4660-a87a-3e1d8cd33b1c.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\/f20a6d08-58f6-4eca-a5ab-6d06e4e16a83.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\/3507cd27-cd71-4791-a88a-fd40c1a340a8.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/j6agXKX3ylY\"><source src=\"https:\/\/youtu.be\/j6agXKX3ylY\" 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\">Custom Keyboards<\/span><br \/>\n <span class=\"tag\">Messaging<\/span><br \/>\n <span class=\"tag\">Memes<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u952e\u76d8<\/span><br \/>\n <span class=\"tag\">\u8868\u60c5\u5305\u63a8\u8350<\/span><br \/>\n <span class=\"tag\">\u7fa4\u804a\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u6548\u7387<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u804a\u5929<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u8da3\u5473\u793e\u4ea4<\/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\u89e3\u51b3\u201c\u627e\u56fe\u6162\u201d\u7684\u6838\u5fc3\u75db\u70b9\uff0c\u8ba4\u4e3a\u5176\u4fbf\u6377\u6027\u4f18\u4e8e\u7cfb\u7edf\u81ea\u5e26GIF\u952e\u76d8\u3002\u4e3b\u8981\u53cd\u9988\u96c6\u4e2d\u5728\uff1a\u5f3a\u70c8\u671f\u5f85\u81ea\u5b9a\u4e49\u4e0a\u4f20\u529f\u80fd\uff1b\u5bf9\u5e73\u53f0\u652f\u6301\uff08iOS\/Android\uff09\u3001\u9690\u79c1\u5b89\u5168\u53caAI\u5de5\u4f5c\u539f\u7406\u5b58\u5728\u7591\u95ee\uff1b\u5efa\u8bae\u660e\u786e\u952e\u76d8\u96c6\u6210\u65b9\u5f0f\u4e0e\u652f\u6301\u8303\u56f4\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 Meme Dealer\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u5fae\u5c0f\u4f46\u771f\u5b9e\u7684\u9ad8\u9891\u573a\u666f\u2014\u2014\u7fa4\u804a\u4e2d\u7684\u8868\u60c5\u5305\u535a\u5f08\u3002\u5176\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u521b\u65b0\uff0c\u800c\u5728\u4e8e\u5bf9\u201c\u8f93\u5165\u6d41\u7a0b\u201d\u7684\u91cd\u6784\uff1a\u5c06\u8868\u60c5\u5305\u4ece\u9700\u8981\u4e3b\u52a8\u641c\u7d22\u7684\u201c\u5185\u5bb9\u5e93\u201d\u8f6c\u53d8\u4e3a\u57fa\u4e8e\u8bed\u5883\u9884\u6d4b\u7684\u201c\u8f93\u5165\u6cd5\u5efa\u8bae\u201d\uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u5c06AI\u7684\u610f\u56fe\u8bc6\u522b\u80fd\u529b\u5c01\u88c5\u4e3a\u4e00\u79cd\u5373\u65f6\u7684\u60c5\u7eea\u8868\u8fbe\u5de5\u5177\uff0c\u8bd5\u56fe\u5360\u9886\u7528\u6237\u8f93\u5165\u9762\u677f\u7684\u201c\u4e0b\u4e00\u53e5\u201d\u4f4d\u7f6e\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\u662f\u201c\u573a\u666f\u58c1\u9f9b\u5316\u201d\u98ce\u9669\uff1a\u4ea7\u54c1\u9ad8\u5ea6\u4f9d\u8d56\u6d3b\u8dc3\u3001\u5177\u6709\u5185\u90e8\u6897\u6587\u5316\u7684\u5c01\u95ed\u7fa4\u804a\uff0c\u7528\u6237\u6cdb\u5316\u6027\u5b58\u7591\u3002\u5176\u6b21\u662f\u201cAI\u63a8\u8350\u7cbe\u51c6\u5ea6\u201d\u8fd9\u4e00\u9ed1\u76d2\u96be\u9898\uff1a\u8bc4\u8bba\u4e2d\u5df2\u663e\u9732\u7528\u6237\u5bf9\u9690\u79c1\u548c\u6570\u636e\u5904\u7406\u7684\u62c5\u5fe7\uff0c\u800c\u201c\u6c1b\u56f4\u611f\u201d\u5224\u65ad\u7684\u4e3b\u89c2\u6027\u6781\u6613\u5bfc\u81f4\u63a8\u8350\u5931\u7075\uff0c\u4e00\u65e6\u201c\u4e0d\u51c6\u201d\uff0c\u952e\u76d8\u5207\u6362\u6210\u672c\u5c06\u5bfc\u81f4\u7528\u6237\u8fc5\u901f\u6d41\u5931\u3002\u6700\u540e\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u6a21\u7cca\uff0c\u4f5c\u4e3a\u5de5\u5177\u5c5e\u6027\u6781\u5f3a\u7684\u952e\u76d8\uff0c\u5546\u4e1a\u5316\u8def\u5f84\u72ed\u7a84\uff0c\u4e14\u6781\u6613\u88ab\u5de8\u5934\u5185\u7f6e\u529f\u80fd\u964d\u7ef4\u6253\u51fb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u56e2\u961f\u5c06\u81ea\u5b9a\u4e49\u4e0a\u4f20\u5217\u4e3a\u4f18\u5148\u9879\u662f\u660e\u667a\u7684\uff0c\u8fd9\u5b9e\u5219\u662f\u5c06\u89e3\u51b3\u7cbe\u51c6\u5ea6\u95ee\u9898\u7684\u8d23\u4efb\u90e8\u5206\u4ea4\u8fd8\u7ed9\u7528\u6237\uff0c\u7528\u201c\u4e2a\u4eba\u6897\u5e93\u201d\u5f25\u8865AI\u7684\u4e0d\u8db3\uff0c\u6784\u5efa\u62a4\u57ce\u6cb3\u3002\u4f46\u957f\u8fdc\u770b\uff0c\u5b83\u5fc5\u987b\u4ece\u201c\u8868\u60c5\u5305\u63a8\u8350\u5de5\u5177\u201d\u5347\u7ea7\u4e3a\u201c\u7fa4\u4f53\u4e92\u52a8\u6c1b\u56f4\u5f15\u64ce\u201d\uff0c\u66f4\u6df1\u5c42\u5730\u7ed1\u5b9a\u5c0f\u5708\u5b50\u6587\u5316\uff0c\u5426\u5219\u5f88\u53ef\u80fd\u53ea\u662f\u4e00\u4e2a\u6709\u8da3\u7684\u3001\u4f46\u751f\u547d\u5468\u671f\u6709\u9650\u7684\u6548\u7387\u63d2\u4ef6\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\">Meme Dealer<\/span>\n <\/div>\n<div class=\"comment-content\">Meme Dealer is an AI meme keyboard for people who treat group chats like a competitive sport. Instead of scrolling your camera roll for 5 minutes, it suggests the right meme instantly based on your vibe. Roast mode, cope mode, hype mode, all in one tap. What makes it different: \u2328\ufe0f Keyboard-native (no app switching) \ud83e\udde0 AI-powered meme suggestions by context\/mood \ud83d\ude80 Fast send flow for real-time chats \ud83d\uddbc\ufe0f Big meme library for every reaction moment Type less. Meme harder.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">hey Product Hunt \ud83d\udc4b<\/p>\n<p>I\u2019m Nazar, a Meme Dealer.<\/p>\n<p>We built this because group chats move fast, and finding the right meme usually takes forever \ud83d\ude2d<\/p>\n<p>So we made a keyboard that suggests memes instantly, right where you type.<\/p>\n<p>What it does:<br \/>\n\u2022 lives in your keyboard \u2328\ufe0f<br \/>\n\u2022 suggests memes based on chat vibe \ud83e\udde0<br \/>\n\u2022 lets you send in 1 tap \u26a1\ufe0f<\/p>\n<p>I recently had more headspace and turned a fun pet project into a real product \ud83d\ude80<\/p>\n<p>Would love your honest feedback on:<br \/>\n\t1.\tmeme relevance \ud83d\ude02<br \/>\n\t2.\tkeyboard speed\/UX \ud83c\udfce\ufe0f<br \/>\n\t3.\twhat meme we should add next \ud83e\udde9<\/p>\n<p>We\u2019ll be in comments all day replying + shipping improvements \ud83d\udcaa<br \/>\nFor when words are mid \ud83d\udc80\u2764\ufe0f<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>20<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@neffko so fun! Great stuff \ud83d\ude02<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@neffko amazing and funny \ud83d\ude02<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@neffko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@neffko<\/a> Hey Nazar \ud83d\udc4b<\/p>\n<p>Fun idea. Group chats do need faster meme access.<\/p>\n<p>A few things we noticed while viewing the site:<\/p>\n<p>\u2022 Footer links like Terms and Privacy do not work<br \/>\u2022 It is not clear if this is iOS, Android, or both<br \/>\u2022 Not clear if it works only on mobile or also desktop<br \/>\u2022 No explanation of how the keyboard integrates with apps<\/p>\n<p>We are also curious about the AI side:<\/p>\n<p>\u2022 Is the meme suggestion powered by AI?<br \/>\u2022 Is the model trained on user chats or is everything processed locally?<br \/>\u2022 How do you handle privacy and message data?<\/p>\n<p>The concept is strong. Clarifying platform support and privacy details would build more trust fast.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>love it! is it possible to upload our own memes?<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/877a3fe1-72ef-4121-af21-a6b7ddb554c7.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@kate_ramakaieva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kate_ramakaieva<\/a> not yet, direct uploads aren\u2019t available in this version.<\/p>\n<p>But feel free to drop your favorite memes here, and I\u2019ll upload them for you \ud83d\ude4c<\/p>\n<p>In the next version, we\u2019ll likely support direct uploads.<\/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\/@kate_ramakaieva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kate_ramakaieva<\/a> And YEEEEES, I can quote\/cite this meme too – it\u2019s so iconic.<\/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\/@kate_ramakaieva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kate_ramakaieva<\/a> S takym lytsem nikhto groshey ne dast’ ))<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>So deranged. Love it.<\/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\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> thank you! Your support means a lot \u2014 more chaos coming soon \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Group chats move fast and this feels built frv that speed. Getting the right meme without digging through my gallery saves me every time \ud83d\ude02<\/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\/@malani_willa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@malani_willa<\/a> love this \ud83d\udc4f group chat speed is everything.<\/p>\n<p>In your ideal flow, should meme suggestions appear automatically or only after tapping a button?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is much better and more convenient to use than the built-in keyboard GIFs.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@adam_exe\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adam_exe<\/a> thank you \ud83d\ude4c exactly what we aimed for.<\/p>\n<p>What\u2019s the one thing built-in GIF keyboards still do badly for you?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally, someone created this! No more digging through the archives in my gallery folder “memes from 2008”<\/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\/@d_ananyin1570\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@d_ananyin1570<\/a> hahaha yes!! <\/p>\n<p>\u201cmemes from 2008\u201d folder trauma is too real \ud83d\ude02<\/p>\n<p>Which classic meme from your archive should we bring back first?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I found the best product of my life. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a>this made my day \ud83d\ude2d \ud83e\udd0d thank you!<\/p>\n<p>What\u2019s the <em>first<\/em> chat where you\u2019d use Meme Dealer daily – friends, work, or family?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the concept + execution \ud83d\udc4f What\u2019s next on your roadmap: custom uploads, faster ranking, or multilingual memes?)<\/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\/@torianyk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@torianyk<\/a> Thanks, Valerii \ud83d\ude4c <\/p>\n<p>We\u2019re prioritizing custom uploads first! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@torianyk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@torianyk<\/a> , then faster ranking. Multilingual is next right after.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@torianyk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@torianyk<\/a> Adding my vote for custom uploads! I feel like everyone has that goldmine of private memes that only their close friends would get. If we could eventually blend your AI recommendations with our own personal library, that would be the ultimate meme warfare weapon<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Such a fun and creative idea! Would love to have it on my phone \u26a1\ufe0f<\/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\/@anastasi_avramenko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anastasi_avramenko<\/a> Would love to get it on your phone too – that\u2019s exactly what we\u2019re building for! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>in the era of ai slop nothing can beat a meme from 2005. me like 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\/@ruslannaz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ruslannaz<\/a> In the age of AI slop, vintage meme energy just hits different. Glad you like it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>One of my favorite projects I\u2019ve ever been part of.<\/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\/@alex_malytskyy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alex_malytskyy<\/a> So happy we built this together. More fun stuff soon! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the design <\/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\/@ayda_golahmadi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ayda_golahmadi<\/a> thank you! \u2728 really happy you like the design.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Is this even legal?! Cool idea, I’ll test this out with my zoomer colleagues<\/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\/@davidkaufmann\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davidkaufmann<\/a> fair question \ud83d\ude04 yes, legal – and built to make meme replies faster, not sketchier.<\/p>\n<p>Would love your test results with the zoomer squad – what should we improve first after you try 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\">Awesome concept, love it! What\u2019s your further plan with a product?<\/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\/@orysia_khimiak\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@orysia_khimiak<\/a> thank you so much \ud83e\udd0d<\/p>\n<p>Near-term plan: custom uploads, faster ranking, and better personalization by chat vibe.<\/p>\n<p>Which one would you want us to ship first?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Awesome guys! Keep going!<\/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\/@chornyi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chornyi<\/a> thank you \ud83d\ude4c <\/p>\n<p>If you had one feature request for the next version, what would it be?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>easy upvote. So fun.<\/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\/@vantoai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vantoai<\/a> thank you legend \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019m curious about how you manage edge cases or incomplete ideas. Having a UX expert refine loose concepts could be really beneficial<\/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\/@max_dalton21\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@max_dalton21<\/a> super valuable point, thank you \ud83d\ude4f<\/p>\n<p>We\u2019re handling edge cases through fast feedback loops + ranking adjustments from real chat behavior.<\/p>\n<p>Which edge case would you test first: wrong tone, outdated meme, or irrelevant suggestion?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>So cool, I can’t imagine a day without memes. Does your app only connect to WhatsApp? <\/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\/@alina_petrova3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alina_petrova3<\/a> thank you! \ud83d\udc9c <\/p>\n<p>and nope, not only WhatsApp.<\/p>\n<p>Since it works as a keyboard, we want it usable across the apps where you type.<\/p>\n<p>Which messenger should we optimize first for you: WhatsApp, Telegram, iMessage, or Slack?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Heheh meme fan here! And love this kind of projects. Judy guessing how do you think to support this project. Is there a business model behind?<\/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\/@german_merlo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@german_merlo1<\/a> haha fellow meme fan \ud83e\udd1d great question! <\/p>\n<p>no monetizations for now, this is my pet project ) maybe later <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 sounds really cool. All the best with 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\/@gokuljd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gokuljd<\/a> thank you so much \ud83d\ude4c Really appreciate the support!<\/p>\n<p>If you try it, I\u2019d love to hear what meme feature you\u2019d want next \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019m not a marketer or anything, I just like sending memes to my friends all day. And honestly, finding the <em>right<\/em> meme at the right moment takes way more scrolling than it should.<\/p>\n<p>Meme Dealer feels like it could make that a lot easier. If it helps surface good, timely memes without digging through five different apps, that\u2019s already a win. Curious to try it out in real-life group chat situations.<\/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\/@esra_can1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@esra_can1<\/a> love this take \ud83d\ude4c exactly the pain we\u2019re solving – less scrolling, better timing.<\/p>\n<p>Which app do you usually meme from the most right now, and what slows you down 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>Congrats on the launch! It’s a really fresh and creative idea. I completely agree with the other commenters that people should be able to upload their own memes – since memes are by their nature an ever evolving art form, keeping up to date with the latest trends is essential for a product like this.<\/p>\n<p>I wonder if it’s possible to even have the possibility to construct new memes on the fly, instead of drawing from a pool of pre uploaded memes. That would be next level!<\/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\/@michael_nash2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@michael_nash2<\/a> thank you for the thoughtful comment \ud83d\ude4f<\/p>\n<p>Custom uploads are high on our roadmap.<\/p>\n<p>If we add \u201ccreate meme on the fly,\u201d what should come first: text-on-template, AI captioning, or full meme generator?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 memes \ud83c\udf7f<\/p>\n<p>Need the keyboard<\/p>\n<p>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\/@nat_pirak\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nat_pirak<\/a> Love that energy. Keyboard access coming your way soon \u26a1\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Awesome 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\/@kirill_kirikov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kirill_kirikov<\/a> thank you so much \ud83d\ude4c really 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>Upvoted for the ridiculous landing page<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@rrhoover\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rrhoover<\/a> this is the highest compliment possible \ud83d\ude02 \ud83d\ude4f<\/p>\n<\/p>\n<pre><code>\nLanding page is one thing, but the memes inside are the real madness \u2014 highly recommended \ud83d\ude04<\/code><\/pre>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>weaponized memetism\ud83d\udd2b<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@yura_filipchuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yura_filipchuk<\/a> exactly \ud83d\ude0e\ud83d\udd2b<\/p>\n<p>precision meme delivery system is now live.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>hey i love this app <br \/>few suggestions from my side..<br \/>1) upload our own memes…<br \/>2)construct new memes on the fly rather than making them from pool of uploaded memes..<br \/>3)provide Hinglish support ( Hindi (Indian language)+ English) support …cause normally people use their native language with mixture of English(60\/40 ratio )….in general provide support for other languages as well cause mostly in groups people talk in their native languages …<\/p>\n<p>Would love to contribute if there\u2019s any way I can add value.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>ok, now this is something I can get behind… great concept!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dkofoed\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dkofoed<\/a> love this \ud83d\ude4c thank you!<\/p>\n<p>If you could pick one \u201cmust-have\u201d next step, what would it be: custom uploads, faster ranking, or better personal meme taste matching?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Top-top, love it!<\/p>\n<p>What inspired you for such naming? \ud83d\ude00<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dpanchuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dpanchuk<\/a> Name came from the idea that sometimes finding the right meme feels like \u201ctrading\u201d attention in chat.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>you just built the only keyboard that understands my real native language: memes<\/p>\n<p>oh, how much valuable time it will save for me! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@mykola_kukhtiei\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kukhtiei<\/a> this is the best description ever \ud83d\ude02\ud83e\udd1d<\/p>\n<p>\u201cnative language: memes\u201d is exactly the vision.<\/p>\n<p>Which chat type should we optimize for first: group chats, 1:1, or work chats?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#3<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/44T56OQTQPRLSA\" class=\"app-title\">ZenMux<\/a><\/p>\n<div class=\"one-liner\">An enterprise-grade LLM gateway with automatic compensation<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">336<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>ZenMux\u662f\u4e00\u6b3e\u4f01\u4e1a\u7ea7LLM\u7f51\u5173\uff0c\u901a\u8fc7\u7edf\u4e00API\u3001\u667a\u80fd\u8def\u7531\u548c\u884c\u4e1a\u9996\u521b\u7684\u81ea\u52a8\u8865\u507f\u673a\u5236\uff0c\u4e3a\u5f00\u53d1\u8005\u5728AI\u5e94\u7528\u751f\u4ea7\u73af\u5883\u4e2d\u89e3\u51b3\u4e86\u6a21\u578b\u8d28\u91cf\u4e0d\u7a33\u5b9a\u3001\u6210\u672c\u4e0d\u53ef\u63a7\u548c\u8fd0\u7ef4\u590d\u6742\u7b49\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/65770414-d455-4728-a571-0fa1ea9f7844.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e6ef4fec-4394-4460-95b0-f1ff1db77906.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e40bade1-f686-4af0-98a3-e02ee0bea5ee.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0ad8c90e-0226-4c98-bc46-6393ba11ad27.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b183ec63-beff-477c-a6fd-406e0c1966ec.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/734f4d6c-0ae6-4834-89f8-b4c964814ea9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/26b75efd-dc72-4954-9fef-e7fe70788f33.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9c4f7038-bb92-4833-b4b8-98982d017b55.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cc0eea12-3d89-4bbd-b347-7f67799c8a66.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\/1d6feabc-32d4-4a25-90f2-91b9b370af96.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=wO2ecixhgWo\"><source src=\"https:\/\/www.youtube.com\/watch?v=wO2ecixhgWo\" 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\">LLM\u7f51\u5173<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7AI\u57fa\u7840\u8bbe\u65bd<\/span><br \/>\n <span class=\"tag\">\u6a21\u578b\u8def\u7531<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u8865\u507f<\/span><br \/>\n <span class=\"tag\">API\u805a\u5408<\/span><br \/>\n <span class=\"tag\">\u9ad8\u53ef\u7528<\/span><br \/>\n <span class=\"tag\">\u591a\u4e91\u5197\u4f59<\/span><br \/>\n <span class=\"tag\">\u6210\u672c\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u6027\u80fd\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u6548\u7387<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u53ef\u81ea\u52a8\u8865\u507f\u548c\u6210\u672c\u4f18\u52bf\uff0c\u5e76\u8be2\u95ee\u8865\u507f\u7684\u5177\u4f53\u5b9a\u4e49\u4e0e\u5ba1\u8ba1\u6d41\u7a0b\u3002\u4e3b\u8981\u5efa\u8bae\u5305\u62ec\uff1a\u9700\u660e\u786e\u201c\u8d28\u91cf\u4f4e\u4e0b\u201d\u7684\u5224\u5b9a\u6807\u51c6\u3001\u63d0\u4f9b\u53ef\u8ffd\u6eaf\u7684\u8865\u507f\u6570\u636e\u5305\u3001\u96c6\u6210OpenTelemetry\u7b49\u53ef\u89c2\u6d4b\u6027\u5de5\u5177\uff0c\u4ee5\u53ca\u516c\u5f00\u8def\u7531\u7b56\u7565\u7ec6\u8282\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n ZenMux\u5207\u5165\u4e86\u4e00\u4e2a\u65e5\u76ca\u62e5\u6324\u4f46\u75db\u70b9\u660e\u786e\u7684\u8d5b\u9053\u2014\u2014LLM\u7f51\u5173\u3002\u5176\u5ba3\u79f0\u7684\u201c\u884c\u4e1a\u9996\u521b\u81ea\u52a8\u8865\u507f\u673a\u5236\u201d\u65e0\u7591\u662f\u6700\u950b\u5229\u7684\u94a9\u5b50\uff0c\u8bd5\u56fe\u5c06\u57fa\u7840\u8bbe\u65bd\u4ece\u4f20\u7edf\u7684\u201c\u6d41\u91cf\u7ba1\u9053\u201d\u89d2\u8272\uff0c\u91cd\u5851\u4e3a\u201c\u8d28\u91cf\u62c5\u4fdd\u65b9\u201d\u3002\u8fd9\u4e00\u627f\u8bfa\u76f4\u51fb\u5f00\u53d1\u8005\u6700\u654f\u611f\u7684\u795e\u7ecf\uff1a\u4e3a\u6a21\u578b\u7684\u201c\u80e1\u8a00\u4e71\u8bed\u201d\u548c\u54cd\u5e94\u8fdf\u7f13\u4ed8\u8d39\u7684\u4e0d\u516c\u611f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5149\u9c9c\u627f\u8bfa\u4e4b\u4e0b\u6f5c\u85cf\u7740\u5de8\u5927\u7684\u6267\u884c\u98ce\u9669\u4e0e\u5b9a\u4e49\u6a21\u7cca\u5730\u5e26\u3002\u8bc4\u8bba\u4e2d\u5c16\u9510\u7684\u63d0\u95ee\u5207\u4e2d\u8981\u5bb3\uff1a\u5982\u4f55\u5ba2\u89c2\u3001\u53ef\u590d\u73b0\u5730\u5b9a\u4e49\u201c\u4f4e\u8d28\u91cf\u8f93\u51fa\u201d\uff1f\u8865\u507f\u88c1\u5b9a\u662f\u5426\u4f1a\u5f15\u53d1\u5927\u91cf\u4e89\u8bae\u548c\u8fd0\u8425\u8d1f\u62c5\uff1f\u8fd9\u672c\u8d28\u4e0a\u4e0d\u662f\u4e00\u4e2a\u6280\u672f\u95ee\u9898\uff0c\u800c\u662f\u4e00\u4e2a\u6d89\u53ca\u6807\u51c6\u5236\u5b9a\u3001\u4ef2\u88c1\u673a\u5236\u548c\u5546\u4e1a\u98ce\u9669\u7684\u590d\u6742\u4f53\u7cfb\u3002\u4ea7\u54c1\u82e5\u4e0d\u80fd\u5c06\u8865\u507f\u89c4\u5219\u6781\u5ea6\u900f\u660e\u5316\u3001\u6d41\u7a0b\u81ea\u52a8\u5316\uff0c\u8be5\u7279\u8272\u5f88\u53ef\u80fd\u4ece\u4eae\u70b9\u53d8\u4e3a\u8fd0\u8425\u6ce5\u6f6d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u5176\u201c\u7edf\u4e00API\u201d\u548c\u201c\u667a\u80fd\u8def\u7531\u201d\u5c5e\u4e8e\u5f53\u524d\u7f51\u5173\u7684\u6807\u914d\uff0c\u58c1\u5792\u5728\u4e8e\u8def\u7531\u7b97\u6cd5\u7684\u5b9e\u9645\u6548\u80fd\u4e0e\u6570\u636e\u79ef\u7d2f\u3002\u800c\u201c\u516c\u5f00HLE\u6d4b\u8bd5\u201d\u867d\u6709\u52a9\u4e8e\u5efa\u7acb\u4fe1\u4efb\uff0c\u4f46\u5982\u4f55\u5c06\u901a\u7528\u57fa\u51c6\u4e0e\u5ba2\u6237\u5177\u4f53\u5de5\u4f5c\u8d1f\u8f7d\u7684\u4f18\u5316\u6709\u6548\u7ed3\u5408\uff0c\u4ecd\u662f\u5f85\u89e3\u96be\u9898\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u4ef7\u503c\u6216\u8bb8\u5982\u56e2\u961f\u56de\u590d\u4e2d\u6240\u6697\u793a\u7684\uff1a\u6bcf\u4e00\u6b21\u8865\u507f\u4e8b\u4ef6\u90fd\u662f\u4e00\u4e2a\u9ad8\u8d28\u91cf\u7684\u53cd\u5411\u4f18\u5316\u6570\u636e\u70b9\u3002\u82e5\u80fd\u7cfb\u7edf\u6027\u5730\u5c06\u8fd9\u4e9b\u201c\u5931\u8d25\u6848\u4f8b\u201d\u53cd\u9988\u7ed9\u5ba2\u6237\uff0c\u751a\u81f3\u5f62\u6210\u4f18\u5316\u95ed\u73af\uff0cZenMux\u5219\u6709\u53ef\u80fd\u4ece\u201c\u6210\u672c\u4fdd\u9669\u5546\u201d\u5347\u7ea7\u4e3a\u201c\u8d28\u91cf\u534f\u4f5c\u8005\u201d\uff0c\u6784\u5efa\u66f4\u6df1\u5c42\u7684\u62a4\u57ce\u6cb3\u3002\u5f53\u524d\uff0c\u5b83\u662f\u4e00\u4e2a\u5927\u80c6\u4e14\u5bf9\u5f00\u53d1\u8005\u53cb\u597d\u7684\u4ef7\u503c\u4e3b\u5f20\uff0c\u4f46\u5176\u957f\u671f\u6210\u529f\uff0c\u53d6\u51b3\u4e8e\u80fd\u5426\u5c06\u8fd9\u573a\u5371\u9669\u7684\u201c\u8d4c\u535a\u201d\u8f6c\u5316\u4e3a\u4e00\u5957\u53ef\u89c4\u6a21\u5316\u7684\u3001\u53ef\u4fe1\u8d56\u7684\u8d28\u91cf\u4fdd\u969c\u4f53\u7cfb\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\">ZenMux<\/span>\n <\/div>\n<div class=\"comment-content\">ZenMux is an enterprise-grade LLM gateway that makes AI simple and assured for developers through a unified API, smart routing, and an industry-first automatic compensation mechanism.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Hey Product Hunt! <\/strong>\ud83d\udc4b<\/p>\n<p>I’m Haize Yu, CEO of ZenMux. We\u2019ve been heads-down building an enterprise-grade LLM gateway that actually puts its money where its mouth is. I\u2019m thrilled to finally get your feedback on it today.<\/p>\n<\/p>\n<p><strong>Why we built this<\/strong> <\/p>\n<p>Scaling AI shouldn’t feel like “fighting the infra.” As builders, we grew tired of:<\/p>\n<ul>\n<li>\n<p>Juggling dozens of API keys and messy billing accounts.<\/p>\n<\/li>\n<li>\n<p>Sudden “intelligence drops” or latency spikes in production.<\/p>\n<\/li>\n<li>\n<p>Paying full price for hallucinations without any fallback. \ud83d\ude05<\/p>\n<\/li>\n<\/ul>\n<p>We thought: What if a gateway didn\u2019t just route requests, but actually insured the outcome?<\/p>\n<\/p>\n<p><strong>What ZenMux brings to your stack<\/strong><\/p>\n<ul>\n<li>\n<p><strong>Built-in Model Insurance:<\/strong> We\u2019re the first to offer automatic credit compensation for poor outputs or high latency. We take the risk, so you don’t have to.<\/p>\n<\/li>\n<li>\n<p><strong>Dual-Protocol Support:<\/strong> Full OpenAI & Anthropic compatibility. Works out-of-the-box with tools like Claude Code or Cline.<\/p>\n<\/li>\n<li>\n<p><strong>Transparent Quality (HLE):<\/strong> We conduct regular, open-source HLE (Human Last Exam) testing. We invest in these benchmarks to keep model routing honest.<\/p>\n<\/li>\n<li>\n<p><strong>High Availability:<\/strong> Multi-vendor redundancy means you\u2019ll never hit a rate-limit ceiling.<\/p>\n<\/li>\n<li>\n<p><strong>Global Edge Network:<\/strong> Powered by Cloudflare for rock-solid stability worldwide.<\/p>\n<\/li>\n<\/ul>\n<p><strong>Pricing that scales<\/strong><\/p>\n<ul>\n<li>\n<p><strong>Builder Plan:<\/strong> Predictable monthly subscriptions for steady development.<\/p>\n<\/li>\n<li>\n<p><strong>Pay-As-You-Go:<\/strong> No rate limits, no ceilings. Pure stability that scales freely with your traffic. Only pay for what you actually use.<\/p>\n<\/li>\n<\/ul>\n<p><strong>Launch Special<\/strong> <\/p>\n<p>Bump up your credits! For a limited time: Top up $100, get a $10 bonus (10% extra).<\/p>\n<\/p>\n<p><strong>One last thing…<\/strong> <\/p>\n<p>What\u2019s the biggest “production nightmare” you’ve faced with LLMs? Drop a comment\u2014I’m here all day to chat!<\/p>\n<\/p>\n<p><strong>Stop worrying. Start building. <\/strong>\ud83d\ude80<\/p>\n<p><a href=\"https:\/\/zenmux.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/zenmux.ai<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Used Zenmux for a while. Not Only API insurance works legit, (actual charged) pricing is 8% ~ 10% cheaper than openrouter. Best luck!<\/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\/@sophialgrowth\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sophialgrowth<\/a> Seeing “used ZenMux for a while” honestly made our day. Thanks so much!\ud83e\udd79<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@sophialgrowth In the early stages, we did run some discounted promotions.<br \/>\nThe reason wasn\u2019t to start a price war, but because our product was still immature and had a lot of room for improvement.<br \/>\nTo make up for these shortcomings, we offered appropriate discounts as a way to show our gratitude to users.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>An auto-compensation LLM gateway will hit scale pain when \u201cbad output\u201d disputes and p99 latency spikes turn into noisy payout events without reproducible traces.<\/p>\n<p>Best practice is OpenTelemetry GenAI semantic conventions plus per-request lineage (prompt hash, model, router decision, retries) and optional hedged requests or circuit breakers to tame tail latency.<\/p>\n<p>How are you defining and verifying \u201cpoor quality\u201d for payouts, and can customers export the full compensation case bundle for audit and fine-tuning?<\/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\">@ryan_thill OpenTelemetry is a great suggestion. I just went through some of the documentation, but I haven’t dived deep into it yet. Thanks for the tip!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Model insurance for AI infra? That\u2019s new. Curious to try it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@luke_pioneero\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@luke_pioneero<\/a> Appreciate it! \ud83d\ude4f You hit it \u2014 the model insurance is new, but honestly the best part is what comes <em>with<\/em> the payout: real edge cases from your own usage, ready to plug back in and make your product smarter.<\/p>\n<\/p>\n<p>Curious to hear what you think once you try it! \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<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@luke_pioneero\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@luke_pioneero<\/a> Thank you! We built it because we felt infra shouldn\u2019t shift all risk to builders.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@luke_pioneero This is a very special feature of ours. We noticed users asking, \u201cWhy should I pay when the model isn\u2019t accurate?\u201d After seeing this feedback many times, we started reflecting on what we could do\u2014and this idea came out of it.<\/p>\n<p>Behind this feature is a push for us to improve stability and speed; otherwise, we\u2019d lose a lot of money \ud83d\ude04<\/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>Congrats on the launch, <strong>ZenMux<\/strong>. <\/p>\n<p>While everyone is building on LLMs, you\u2019re building the backbone. Unified, intelligent, and enterprise-ready, that\u2019s how real AI infrastructure scales.<\/p>\n<p>Wishing you powerful integrations and unstoppable momentum ahead. <\/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\/@priyankamandal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@priyankamandal<\/a> <\/p>\n<p>Thanks so much! That means a lot \u2014 we really believe infrastructure should be boring (in a good way), so developers can focus on the fun part. Appreciate the support! \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<div class=\"reply-item\">\n<div class=\"reply-content\">@priyankamandal Yes, thank you so much for seeing our efforts. Building the foundational layer is exhausting and “dirty” work, but it’s something that someone has to do. Most of the founding members of our team come from well-known, stability-focused teams, so we’re well-equipped to do it well.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Haize, that line about paying full price for hallucinations without any fallback is painfully relatable. Was there a specific moment in production where a model just tanked, gave you garbage output, and you realized you were still getting charged for it?<\/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\">@vouchy There have been some truly heart-stopping moments. When the model suddenly went down, it led to a huge number of payouts. Even though we technically hadn’t done anything wrong, we still had to honor the claims.<\/p>\n<p>However, we designed this insurance with a maximum claims pool. In extreme cases, we’ll pay out every last cent of that pool, but it won’t put the company out of business.<\/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>Excited to follow your journey. Great launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@victorzh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@victorzh<\/a> Thanks! Appreciate it. Stoked to have you along for the ride \u2014 more coming soon! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@victorzh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@victorzh<\/a> Thank you so much! Really appreciate the support \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<div class=\"reply-item\">\n<div class=\"reply-content\">@victorzh Thank you! Our product launched around October 1st, and it’s been about four months now. We’ve received far more user recognition than expected, and we’ve also gained a very impressive number of paying users. This is thanks to the AI era, which allowed us to develop the product at an incredible speed\u2014over 90% of the coding was done with AI.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Automatic compensation is a bold promise. Love this angle. Congrats on launch \ud83d\udc4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sandy_liusy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sandy_liusy<\/a> Thanks! \ud83d\ude4f The auto-compensation is the hook, but the real gold is \u2014 every payout is an edge case from your own business. Take those insights back as Context to reverse-optimize your product experience. That\u2019s the data flywheel.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sandy_liusy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sandy_liusy<\/a> Thanks! We felt that infra providers shouldn\u2019t only optimize throughput \u2014 they should stand behind output quality and reliability. That\u2019s the bet we\u2019re making.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@sandy_liusy Thanks! Auto-compensation is one of our core features. Currently, we provide compensation for “slow response” and “inaccurate output”. From a practical perspective, it’s great that users don’t have to pay for bad results. But there’s another, even more important benefit in my view: the log data from these insurance payouts is extremely valuable and can help developers optimize their products.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 wish everytime a product didn\u2019t work this happened ! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@howell4change\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@howell4change<\/a> Haha right? Wouldn’t that be nice \ud83d\ude04 Appreciate 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\">Routing is where most gateways feel similar on paper\u2014what\u2019s your actual decision policy in production (signals used, how often it updates, how you avoid regressions), and how do your public benchmarks translate into routing choices for a specific customer workload?<\/div>\n<div class=\"comment-actions\">\n<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>Another cool LLM with ai world. COngratulations on the launch (: <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@istiakahmad “Cool” is really important. I really love the design of our latest official website, especially our mascot, the little octopus. It symbolizes connection.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 dual-protocol support \u2014 OpenAI + Anthropic in one API, no extra wrapper needed. Clean.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@blink_66\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@blink_66<\/a> Thank you! We wanted it to feel plug-and-play.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@blink_66\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@blink_66<\/a> Thank you! We wanted it to feel plug-and-play.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@blink_66 Thank you for your recognition. Although developing and maintaining dual protocols has significantly increased our costs, along with a lot of parameter conversion work, seeing the positive feedback from users makes it all worthwhile.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What exactly is “model insurance”? Never heard of this before.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@elser_ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elser_ai<\/a> Appreciate it! \ud83d\ude4f You hit it \u2014 the model insurance is new. Currently we cover <strong>two dimensions<\/strong>: 1) output quality (hallucinations, unexpected content), and 2) high latency. More dimensions coming soon.<\/p>\n<\/p>\n<p>But honestly the best part is what comes with the payout: <strong>real edge cases from your own usage. Long term, these insights help you iterate and improve your own product’s user experience.<\/strong><\/p>\n<\/p>\n<p>Curious to hear what you think once you try it! \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<div class=\"reply-item\">\n<div class=\"reply-content\">@elser_ai Put simply, model insurance means we provide corresponding compensation when the model returns “bad” results, whether due to slow speed, poor quality, or other reasons. Let’s take quality as an example: when a user thinks a result is bad, they might click “regenerate” or re-enter the prompt with minor changes. In such cases, we will refund the cost of that first request. We use an algorithm to identify these scenarios. Of course, I think it’s still not perfect, and we have more comprehensive plans for the future.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 most stressful part of using LLMs is wondering if the model secretly got worse. This fixes that.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@carlvert\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@carlvert<\/a> Totally. \ud83d\ude4f Nothing worse than wondering if it’s your prompt or the model just got dumber. We put the HLE tests and leaderboard out there so you can actually <em>know<\/em>. No more guessing games.<\/p>\n<p>Appreciate you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@carlvert\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@carlvert<\/a> Yes. The worst failures aren\u2019t crashes \u2014 they\u2019re subtle intelligence regressions.<br \/>That\u2019s why we run ongoing HLE benchmarks and monitor routing drift continuously.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@carlvert Yes, thank you so much for your recognition.<br \/>\nI think we\u2019re still at a very early stage. We have so many ideas in mind that haven\u2019t been realized yet.<br \/>\nThis may be a long-term plan \u2014 it will take about three years to complete the whole puzzle, so we can better serve our users.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Big congratulations on the launch, <strong>ZenMux<\/strong><\/p>\n<p>An enterprise-grade LLM gateway with unified APIs, smart routing, and automatic compensation is exactly what serious AI teams need right now. You\u2019re not just connecting models, you\u2019re building trust into the infrastructure.<\/p>\n<p>Wishing you strong enterprise partnerships and rapid scale ahead.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@priyankamandal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@priyankamandal<\/a> Thanks so much! Really appreciate the kind words \u2014 especially “building trust into the infrastructure.” That’s exactly what we’re aiming for. Excited to deliver on that promise for serious AI teams. \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The automatic compensation mechanism is really clever. Balancing costs across multiple model providers is a pain point we’ve dealt with. How does it handle routing decisions when multiple providers offer similar performance but vastly different pricing? Does it learn from request patterns to optimize long-term?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Does ZenMux’s credit compensation trigger on latency spikes the same way it does on hallucinations? That threshold is where the value gets real. Feeding compensated cases back so teams can fine-tune against their own failure modes is what makes the insurance self-improving.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! The model insurance angle is interesting, especially for production use cases where reliability matters more than raw capability. How do you objectively determine when an output qualifies as poor versus just subjective dissatisfaction?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@vik_sh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vik_sh<\/a> Thanks for the great question! \ud83d\ude4f We’ve built our own detection algorithm, and right now we have two dimensions live:<\/p>\n<ul>\n<li>\n<p>Unexpected content generation<\/p>\n<\/li>\n<li>\n<p>High latency<\/p>\n<\/li>\n<\/ul>\n<p>How do we detect “unexpected content generation”? One example: if a user asks two consecutive questions with the same intent, we treat that as a signal that they weren’t satisfied with the first response. That’s one of the ways we identify bad cases.<\/p>\n<p>The payout is just the outcome. The real value is: every flagged bad case is an edge case from your own business, ready to be used as context to improve your product experience.<\/p>\n<p>That’s where the data flywheel starts turning.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Multiple suppliers for the same model + auto failover = no more “our model provider is down” incidents.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@rydensun Model outages are truly incidents that severely impact business development. However, we are confident in addressing this issue effectively. Many members of our founding team come from renowned stability engineering teams, bringing with them profound expertise in this field.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 insurance mechanism is a genuinely novel idea in the LLM gateway space. Most aggregators (OpenRouter, LiteLLM) treat themselves as dumb pipes.. you get your tokens, and if the model hallucinates or latency spikes, that’s your problem. <\/p>\n<p>I’m curious about the implementation like how does ZenMux detect “degraded quality” automatically? Is it running a lightweight evaluation model on every response, or is it based on heuristics like response length, latency thresholds, and known failure patterns? <\/p>\n<p>The line between a genuine hallucination and a subtly wrong answer seems really hard to draw programmatically. Also, does the insurance payout data feed back into routing decisions? That would create a really interesting flywheel like the more claims you process, the smarter your routing gets<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#4<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/FOJGPYJLTUQ2GA\" class=\"app-title\">Code Arena<\/a><\/p>\n<div class=\"one-liner\">Prompt once. Compare multiple AI-built apps for free.<\/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>Code Arena \u5141\u8bb8\u5f00\u53d1\u8005\u4e00\u6b21\u6027\u8f93\u5165\u63d0\u793a\u8bcd\uff0c\u5373\u53ef\u5e76\u884c\u6bd4\u8f83\u591a\u4e2a\u9876\u7ea7AI\u7f16\u7a0b\u6a21\u578b\u751f\u6210\u7684\u591a\u6587\u4ef6\u5e94\u7528\u6216\u7f51\u7ad9\u4ee3\u7801\uff0c\u89e3\u51b3\u4e86\u5728\u771f\u5b9e\u3001\u7ed3\u6784\u5316\u9879\u76ee\u4e2d\u8bc4\u4f30\u548c\u9009\u62e9\u6700\u4f73AI\u7f16\u7801\u8f93\u51fa\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/eabadd93-652a-4e0a-bd88-e7a988edf636.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1bf2779c-7a6f-4385-810b-7607b6853227.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/382044b6-e70b-418c-9f22-7f5dcb5dec13.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4cac8d71-f5ed-4134-9386-784ae7386e8b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a6d1de47-daee-4da1-9381-bfa3dcef05bf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7d9d8f07-07df-42d3-ab67-a01cc66c03cc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/11ce1a51-4c6b-4987-86a5-b00cb2033865.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\/c8c0d12f-3698-4ec1-ab7f-8ff952fff6d3.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=lAFsaT5oi8g\"><source src=\"https:\/\/www.youtube.com\/watch?v=lAFsaT5oi8g\" 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\u7f16\u7a0b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u591a\u6587\u4ef6\u4ee3\u7801\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u6a21\u578b\u5bf9\u6bd4\u8bc4\u6d4b<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u5bfc\u51fa<\/span><br \/>\n <span class=\"tag\">\u9879\u76ee\u811a\u624b\u67b6<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/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\u591a\u6587\u4ef6\u751f\u6210\u4e0e\u5e76\u6392\u5bf9\u6bd4\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u4f46\u666e\u904d\u5173\u6ce8\u7ed3\u679c\u8bc4\u4f30\u95ee\u9898\uff1a\u7f3a\u4e4f\u5b9e\u65f6\u9884\u89c8\u96be\u4ee5\u5224\u65ad\u8f93\u51fa\u4f18\u52a3\uff1b\u8be2\u95ee\u8fed\u4ee3\u5de5\u4f5c\u6d41\u548c\u5ba2\u89c2\u8bc4\u4f30\u6807\u51c6\uff08\u5982\u6210\u672c\u3001\u8d28\u91cf\u3001\u57fa\u51c6\uff09\uff1b\u5efa\u8bae\u589e\u52a0\u4f9d\u8d56\u53ef\u89c6\u5316\u3001\u7ed3\u6784\u5316\u4e0a\u4e0b\u6587\u652f\u6301\u4ee5\u63d0\u5347\u5bf9\u6bd4\u516c\u5e73\u6027\u4e0e\u5b9e\u7528\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 Code Arena \u7cbe\u51c6\u5207\u5165\u5f53\u524dAI\u8f85\u52a9\u7f16\u7a0b\u7684\u6838\u5fc3\u77db\u76fe\uff1a\u6f14\u793a\u573a\u666f\u7684\u201c\u73a9\u5177\u7ea7\u201d\u4ee3\u7801\u4e0e\u771f\u5b9e\u5de5\u7a0b\u6240\u9700\u7684\u201c\u7cfb\u7edf\u7ea7\u201d\u4ee3\u7801\u4e4b\u95f4\u7684\u5de8\u5927\u9e3f\u6c9f\u3002\u5176\u201c\u4e00\u6b21\u63d0\u793a\uff0c\u591a\u6a21\u578b\u5e76\u884c\u751f\u6210\u591a\u6587\u4ef6\u9879\u76ee\u201d\u7684\u8bbe\u8ba1\uff0c\u786e\u5b9e\u76f4\u51fb\u4e86\u591a\u6570\u5355\u6587\u4ef6AI\u7f16\u7801\u5de5\u5177\u7684\u8f6f\u808b\uff0c\u8bd5\u56fe\u5c06\u9009\u62e9\u6210\u672c\u4ece\u4e32\u884c\u8bd5\u9519\u8f6c\u5411\u5e76\u884c\u5bf9\u6bd4\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u76ee\u524d\u5448\u73b0\u7684\u66f4\u50cf\u4e00\u4e2a\u7cbe\u5de7\u7684\u201c\u6f14\u793a\u5bf9\u6bd4\u5668\u201d\uff0c\u800c\u975e\u6df1\u5ea6\u201c\u5de5\u4f5c\u6d41\u6574\u5408\u5668\u201d\u3002\u7528\u6237\u7684\u8bc4\u8bba\u4e00\u9488\u89c1\u8840\uff1a\u7f3a\u4e4f\u4ee3\u7801\u9884\u89c8\u529f\u80fd\uff0c\u4f7f\u5f97\u5bf9\u6bd4\u5728\u7b2c\u4e00\u6b65\u5c31\u5361\u58f3\uff1b\u6ca1\u6709\u660e\u786e\u7684\u8bc4\u4f30\u7ef4\u5ea6\u548c\u57fa\u51c6\uff08\u5982\u4ee3\u7801\u8d28\u91cf\u3001\u6027\u80fd\u3001\u6210\u672c\u3001\u67b6\u6784\u5408\u7406\u6027\uff09\uff0c\u6240\u8c13\u201c\u5bf9\u6bd4\u201d\u6781\u6613\u6d41\u4e8e\u8868\u9762\u89c2\u5bdf\uff1b\u5176\u4f5c\u4e3a\u72ec\u7acb\u5de5\u5177\uff0c\u5982\u4f55\u878d\u5165\u5f00\u53d1\u8005\u4ece\u751f\u6210\u3001\u8fed\u4ee3\u3001\u8c03\u8bd5\u5230\u90e8\u7f72\u7684\u5b8c\u6574\u95ed\u73af\uff0c\u4ecd\u663e\u6a21\u7cca\u3002\u8fd9\u66b4\u9732\u4e86\u5176\u73b0\u9636\u6bb5\u53ef\u80fd\u66f4\u9002\u7528\u4e8e\u6a21\u578b\u80fd\u529b\u7684\u5feb\u901f\u63a2\u77e5\u4e0e\u9009\u578b\uff0c\u800c\u975e\u6301\u7eed\u7684\u6df1\u5ea6\u5f00\u53d1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\uff0c\u591a\u6587\u4ef6\u751f\u6210\u7684\u201c\u53ef\u9760\u6027\u201d\u4e0e\u201c\u751f\u4ea7\u7ea7\u7ed3\u6784\u201d\u7edd\u975e\u7b80\u5355\u5806\u53e0\u6587\u4ef6\u5373\u53ef\u5b9e\u73b0\u3002\u4e0d\u540c\u6a21\u578b\u5bf9\u67b6\u6784\u6a21\u5f0f\u3001\u6587\u4ef6\u4f9d\u8d56\u3001\u63a5\u53e3\u7ea6\u5b9a\u7684\u7406\u89e3\u5dee\u5f02\uff0c\u53ef\u80fd\u751f\u6210\u5f62\u4f3c\u800c\u795e\u5f02\u7684\u4ee3\u7801\uff0c\u589e\u52a0\u540e\u7eed\u96c6\u6210\u4e0e\u7ef4\u62a4\u7684\u9690\u6027\u6210\u672c\u3002\u4ea7\u54c1\u82e5\u60f3\u4ece\u201c\u6709\u8da3\u5bf9\u6bd4\u201d\u5347\u7ea7\u4e3a\u201c\u5fc5\u5907\u5de5\u5177\u201d\uff0c\u5fc5\u987b\u6784\u5efa\u66f4\u79d1\u5b66\u7684\u91cf\u5316\u8bc4\u4f30\u4f53\u7cfb\uff0c\u5e76\u6df1\u5ea6\u89e3\u51b3\u751f\u6210\u4ee3\u7801\u7684\u201c\u53ef\u7406\u89e3\u6027\u201d\uff08\u5982\u4f9d\u8d56\u53ef\u89c6\u5316\uff09\u4e0e\u201c\u53ef\u8fed\u4ee3\u6027\u201d\uff08\u4e0e\u672c\u5730IDE\/GitHub\u7684\u53cc\u5411\u540c\u6b65\uff09\u95ee\u9898\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u5c06\u6df7\u4e71\u4ece\u201c\u9009\u62e9\u54ea\u4e2a\u6a21\u578b\u201d\u63a8\u8fdf\u5230\u4e86\u201c\u7406\u89e3\u54ea\u5957\u4ee3\u7801\u201d\u4e0a\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\">Code Arena<\/span>\n <\/div>\n<div class=\"comment-content\">Prompt once and compare outputs from top AI coding models. Arena generates multi-file apps or websites side-by-side. Export ready-to-run code to GitHub or your IDE. Built for developers. Free to use.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\ud83d\udc4b Hey Product Hunt! We\u2019re excited to launch Multi-File Apps in Code Arena.<\/p>\n<\/p>\n<p>AI coding tools often break down once projects go beyond a single file. We built multi-file in Code Arena to solve that, letting developers generate, compare, and iterate on real, multi-file codebases with production-level structure and reliability.<\/p>\n<\/p>\n<p>On Code Arena, you can prompt once and see multiple top coding models generate full projects side-by-side, then download the result as a ZIP to run locally or push to GitHub.<\/p>\n<\/p>\n<p>We\u2019d love your feedback:<\/p>\n<ul>\n<li>\n<p>What kinds of apps or websites are you building?<\/p>\n<\/li>\n<li>\n<p>Which coding models performed best for your build?<\/p>\n<\/li>\n<li>\n<p>What additional models or features should we add to Code Arena?<\/p>\n<\/li>\n<\/ul>\n<p>Thanks for checking it out \ud83d\ude4f<\/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\/@aryanvichare\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aryanvichare<\/a> Intriguing, and dying to use this, but I’d really need preview to be able to assess which of the two results is better.<\/p>\n<p>I just tried a prompt, on one side it turned this into 17; the other side 20. What I need, as a low-coder, is the output.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Where does Code Arena fit in a developer\u2019s day-to-day workflow after the first generation\u2014what\u2019s the intended loop between Arena, a local repo\/IDE, and GitHub as the project evolves over multiple iterations?<\/div>\n<div class=\"comment-actions\">\n<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>Comparing AI outputs side by side is something every dev needs right now.<\/p>\n<p>I’ve been building dev infrastructure tools myself and the “which tool actually works” problem is constant.<\/p>\n<p>How are you handling the evaluation criteria? Pure output quality or also factoring in cost?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Comparing outputs of different models side by side is a great idea! I\u2019m building an app that ranks places based on online reviews and have been using Claude with skills for both frontend and backend, it\u2019s been solid. Just curious: Can skills or structured context (beyond prompts) be standardized across models for fair comparison? And how does Code Arena help objectively determine the \u201cbest\u201d model. Are there measurable benchmarks, evaluation metrics or reports?<\/div>\n<div class=\"comment-actions\">\n<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\">Looks great! \ud83d\udcaa Multi-file generation + side-by-side comparison is such a clean \u201caha\u201d – most tools demo well on a single file and then fall apart in real projects.<\/p>\n<p>What\u2019s been the most common \u201cwow moment\u201d users mention after trying Code Arena? And what\u2019s the biggest friction point you\u2019re still working on? I cross my fingers to you! \ud83d\ude42<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch \ud83c\udf89 \ud83c\udf89 \ud83c\udf89 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This sounds like a great way to evaluate which model pulls ahead. It seems to shift monthly if not weekly<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the multi-file capability – that’s a huge differentiator versus single-file LLM outputs. Have you considered adding a mode to visualize dependencies between generated components? We often need to understand how different models structure their file relationships.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Moving beyond single-file demos to real multi-file projects feels like a necessary step for serious AI coding. How does Code Arena handle cross-file dependencies and project-wide consistency, especially when different models generate slightly different structures or patterns?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\/G7NS57LWNZ4LB4\" class=\"app-title\">GPT\u20115.3\u2011Codex\u2011Spark<\/a><\/p>\n<div class=\"one-liner\">An ultra-fast model for real-time coding in Codex<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">235<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u9762\u5411\u5b9e\u65f6\u7f16\u7801\u534f\u4f5c\u7684\u6781\u901fAI\u6a21\u578b\uff0c\u4e3aChatGPT Pro\u7528\u6237\u63d0\u4f9b15\u500d\u751f\u6210\u901f\u5ea6\u4e0e128K\u4e0a\u4e0b\u6587\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u4ea4\u4e92\u5f0f\u7f16\u7a0b\u4e2d\u5bf9\u4f4e\u5ef6\u8fdf\u548c\u9ad8\u54cd\u5e94\u5ea6\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/01dc4014-f068-47e2-979d-1049385c3812.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/379e3b15-8fd6-4621-987c-80df8852b2f0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c36ec536-5b1a-4c5e-acc5-c37322f2793e.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\/078d5ff0-569b-4e6b-a673-d744e848e1b7.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=p0wI5922MxA\"><source src=\"https:\/\/www.youtube.com\/watch?v=p0wI5922MxA\" 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\">Development<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f16\u7a0b\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u4f4e\u5ef6\u8fdf\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5927\u4e0a\u4e0b\u6587\u7a97\u53e3<\/span><br \/>\n <span class=\"tag\">\u7814\u7a76\u9884\u89c8\u7248<\/span><br \/>\n <span class=\"tag\">\u4ea4\u4e92\u5f0f\u7f16\u7a0b<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u7ea7\u7f16\u8f91<\/span><br \/>\n <span class=\"tag\">ChatGPT Pro<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176128K\u4e0a\u4e0b\u6587\u548c\u5b9e\u65f6\u534f\u4f5c\u5bf9\u5f00\u53d1\u6d41\u7a0b\u7684\u4ef7\u503c\uff0c\u8d5e\u8d4f\u8f7b\u91cf\u98ce\u683c\u63d0\u5347\u8fed\u4ee3\u901f\u5ea6\u3002\u5173\u6ce8\u70b9\u96c6\u4e2d\u5728\uff1a\u662f\u5426\u63d0\u4f9bSDK\u4ee5\u4fbf\u96c6\u6210\u81f3\u6784\u5efa\u7ba1\u9053\uff1b\u672a\u516c\u5e03\u5b9a\u4ef7\u53ef\u80fd\u5f71\u54cd\u91c7\u7528\uff1b\u88ab\u89c6\u4e3a\u540c\u7c7b\u6a21\u578b\u7684\u7ade\u4e89\u8005\uff0c\u6838\u5fc3\u4f18\u52bf\u5728\u4e8e\u5feb\u901f\u5904\u7406\u660e\u663e\u4ee3\u7801\u95ee\u9898\u800c\u4e0d\u6d88\u8017\u8fc7\u591a\u4ee4\u724c\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-5.3-Codex-Spark\u7684\u53d1\u5e03\uff0c\u672c\u8d28\u4e0a\u662fOpenAI\u5728AI\u7f16\u7a0b\u52a9\u624b\u8d5b\u9053\u7684\u4e00\u6b21\u7cbe\u51c6\u7684\u201c\u964d\u7ef4\u6253\u51fb\u201d\u4e0e\u573a\u666f\u5207\u5272\u3002\u5b83\u6ca1\u6709\u9009\u62e9\u5728\u7ec8\u6781\u4ee3\u7801\u667a\u80fd\u4e0a\u7ee7\u7eed\u5185\u5377\uff0c\u800c\u662f\u654f\u9510\u5730\u6293\u4f4f\u4e86\u9ad8\u7aef\u5f00\u53d1\u8005\u4e00\u4e2a\u66f4\u672c\u8d28\u7684\u8bc9\u6c42\uff1a\u4ea4\u4e92\u6d41\u7545\u6027\u3002\u5c06\u201c\u5ef6\u8fdf\u4e0e\u667a\u80fd\u540c\u7b49\u91cd\u8981\u201d\u4f5c\u4e3a\u6807\u8bed\uff0c\u76f4\u6307\u73b0\u6709\u91cd\u578b\u6a21\u578b\u5728\u5b9e\u65f6\u7ed3\u5bf9\u7f16\u7a0b\u3001\u52a8\u6001\u8c03\u8bd5\u7b49\u573a\u666f\u4e2d\u7684\u6838\u5fc3\u77ed\u677f\u2014\u2014\u8fc7\u957f\u7684\u601d\u8003\u65f6\u95f4\u4f1a\u65e0\u60c5\u5730\u6253\u65ad\u5f00\u53d1\u8005\u7684\u5fc3\u6d41\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u4ecb\u7ecd\u7684\u201c\u8f7b\u91cf\u7ea7\u5de5\u4f5c\u98ce\u683c\u201d\u662f\u53e6\u4e00\u5904\u503c\u5f97\u73a9\u5473\u7684\u6218\u7565\u9009\u62e9\u3002\u9ed8\u8ba4\u8fdb\u884c\u6700\u5c0f\u5316\u3001\u6709\u9488\u5bf9\u6027\u7684\u7f16\u8f91\uff0c\u800c\u975e\u81ea\u52a8\u8fd0\u884c\u6d4b\u8bd5\u6216\u751f\u6210\u957f\u7bc7\u5927\u8bba\uff0c\u8fd9\u5e76\u975e\u80fd\u529b\u4e0a\u7684\u59a5\u534f\uff0c\u800c\u662f\u5bf9\u771f\u5b9e\u5de5\u4f5c\u6d41\u7684\u6df1\u523b\u6d1e\u5bdf\u3002\u5b83\u5c06\u81ea\u5df1\u5b9a\u4f4d\u4e3a\u4e00\u4e2a\u201c\u654f\u6377\u7684\u526f\u9a7e\u9a76\u201d\uff0c\u5c06\u63a7\u5236\u6743\u7262\u7262\u4ea4\u8fd8\u5f00\u53d1\u8005\uff0c\u901a\u8fc7\u8fd1\u4e4e\u5373\u65f6\u7684\u54cd\u5e94\u6765\u52a0\u901f\u201c\u63d0\u8bae-\u53cd\u9988-\u4fee\u6b63\u201d\u7684\u8fed\u4ee3\u5faa\u73af\uff0c\u8fd9\u6bd4\u751f\u6210\u4e00\u4e2a\u770b\u4f3c\u5b8c\u7f8e\u4f46\u9700\u8981\u5927\u91cf\u65f6\u95f4\u5ba1\u67e5\u548c\u8c03\u8bd5\u7684\u590d\u6742\u4ee3\u7801\u5757\uff0c\u5728\u5b9e\u9645\u751f\u4ea7\u529b\u4e0a\u53ef\u80fd\u66f4\u80dc\u4e00\u7b79\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u4e5f\u540c\u6837\u6e05\u6670\u3002\u9996\u5148\uff0c\u4f5c\u4e3aChatGPT Pro\u7684\u9644\u52a0\u9884\u89c8\u529f\u80fd\uff0c\u5176\u51c6\u5165\u58c1\u5792\u548c\u672a\u6765\u72ec\u7acb\u5b9a\u4ef7\u7b56\u7565\u6210\u8c1c\uff0c\u8fd9\u76f4\u63a5\u5173\u7cfb\u5230\u5176\u80fd\u5426\u6e17\u900f\u5165\u4f01\u4e1a\u7ea7CI\/CD\u6d41\u6c34\u7ebf\u3002\u5176\u6b21\uff0c\u8bc4\u8bba\u4e2d\u5c06\u5176\u4e0eWindsurf\u7b49\u7ade\u54c1\u5bf9\u6bd4\uff0c\u8bf4\u660e\u5e02\u573a\u5df2\u610f\u8bc6\u5230\u201c\u4e13\u7528\u5316\u201d\u6a21\u578b\u7684\u8d8b\u52bf\u3002Spark\u7684\u4f18\u52bf\u5728\u4e8e\u901f\u5ea6\u4e0e\u4ea4\u4e92\uff0c\u4f46\u5728\u9700\u8981\u6df1\u5ea6\u63a8\u7406\u3001\u590d\u6742\u7cfb\u7edf\u8bbe\u8ba1\u7684\u201c\u786c\u6838\u201d\u7f16\u7a0b\u4efb\u52a1\u4e0a\uff0c\u7528\u6237\u53ef\u80fd\u4ecd\u4f1a\u8f6c\u5411\u66f4\u201c\u91cd\u201d\u7684\u6a21\u578b\u3002\u5b83\u7684\u771f\u6b63\u4ef7\u503c\uff0c\u6216\u8bb8\u4e0d\u5728\u4e8e\u53d6\u4ee3\u6240\u6709\u7f16\u7a0bAI\uff0c\u800c\u5728\u4e8e\u91cd\u65b0\u5b9a\u4e49\u4eba\u673a\u534f\u4f5c\u7684\u4ea4\u4e92\u8303\u5f0f\uff0c\u5c06AI\u4ece\u201c\u601d\u8003\u578b\u987e\u95ee\u201d\u8f6c\u53d8\u4e3a\u201c\u54cd\u5e94\u578b\u4f19\u4f34\u201d\uff0c\u4ece\u800c\u5f00\u8f9f\u4e00\u4e2a\u4ee5\u901f\u5ea6\u548c\u6d41\u7545\u5ea6\u4e3a\u6838\u5fc3\u7ade\u4e89\u529b\u7684\u7ec6\u5206\u5e02\u573a\u3002\u6210\u529f\u4e0e\u5426\uff0c\u53d6\u51b3\u4e8eOpenAI\u80fd\u5426\u5c06\u8fd9\u79cd\u6781\u81f4\u4f53\u9a8c\uff0c\u8f6c\u5316\u4e3a\u53ef\u89c4\u6a21\u5316\u7684\u4ea7\u54c1\u4e0e\u751f\u6001\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">GPT\u20115.3\u2011Codex\u2011Spark<\/span>\n <\/div>\n<div class=\"comment-content\">15x faster generation, 128k context, now in research preview for ChatGPT Pro users. Codex-Spark is optimized for interactive work where latency matters as much as intelligence. You can collaborate with the model in real time, interrupting or redirecting it as it works, and rapidly iterate with near-instant responses. Because it\u2019s tuned for speed, Codex-Spark keeps its default working style lightweight: it makes minimal, targeted edits and doesn\u2019t automatically run tests unless you ask it to.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The 128k context window combined with real-time collaboration is exactly what we needed for our internal dev workflows. The minimal style approach makes iteration so much faster than heavier models. Are there plans to expose the model through an SDK for integration into build 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Pretty quick turnaround from the <a href=\"https:\/\/openai.com\/index\/cerebras-partnership\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Cerebras partnership<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Also saw this tip from <a href=\"https:\/\/www.producthunt.com\/@steipete\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"steipete\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@steipete<\/a> about how to extend some of the functionality added for Spark to other models for Codex users: <a href=\"https:\/\/x.com\/steipete\/status\/2022130415839195433\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/x.com\/steipete\/status\/2022130415839195433<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Seems like a competitor to Windsurf’s <a href=\"https:\/\/cognition.ai\/blog\/swe-1-5\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">SWE-1.5<\/a> model \u2014 aimed at quickly fixing obvious code problems w\/o burning excessive tokens. <\/p>\n<\/p>\n<p>The cost of intelligence keeps coming down!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> But they didn’t announce pricing for this, did they? I think that’s really going to make or break 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<\/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\/PTAZF6JOAKV4S4\" class=\"app-title\">Walme Wallet<\/a><\/p>\n<div class=\"one-liner\">A unified hub for all your Web3 wallets<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">169<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Walme Wallet\u662f\u4e00\u6b3e\u7edf\u4e00\u7684Web3\u94b1\u5305\u4e2d\u5fc3\uff0c\u901a\u8fc7\u805a\u5408\u7ba1\u7406\u591a\u4e2a\u975e\u6258\u7ba1\u94b1\u5305\u3001\u53ea\u8bfb\u5730\u5740\u548c\u4ea4\u6613\u6240\u8d26\u6237\uff0c\u5e76\u5185\u7f6e\u5151\u6362\u529f\u80fd\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u7ba1\u7406\u5206\u6563\u7684\u52a0\u5bc6\u8d44\u4ea7\u65f6\u9700\u9891\u7e41\u5207\u6362\u5e73\u53f0\u3001\u64cd\u4f5c\u7e41\u7410\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f9522b63-49d0-40bc-82f1-6f2cfc6cf3cd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ede4f06d-f898-4532-8086-246fd39a53f4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1ff2fb85-17c7-47ed-9f08-8cb45e766eb1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/61dc249f-3ad6-4f5a-841b-2ca144f8b974.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a19ad39e-9be5-468f-9c19-77e5b5040ecf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ea98e693-701b-49b4-ac24-3c41a65d6e87.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/db10b318-bc76-46d2-b52b-90821fe6b46d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7dda1d0c-3dc2-4031-bcae-e63d61e4b7cc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4e868d9e-02ec-4600-9fc5-a977282aed9f.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\/21e9b96a-ec69-486a-8227-dd8d72dfc0fa.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/Jd0A3SQ31rA\"><source src=\"https:\/\/youtu.be\/Jd0A3SQ31rA\" 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\">Crypto<\/span><br \/>\n <span class=\"tag\">Web3<\/span><br \/>\n <span class=\"tag\">Cryptocurrency<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Web3\u94b1\u5305<\/span><br \/>\n <span class=\"tag\">\u8d44\u4ea7\u805a\u5408<\/span><br \/>\n <span class=\"tag\">\u975e\u6258\u7ba1<\/span><br \/>\n <span class=\"tag\">\u591a\u94fe\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4ee3\u5e01\u5151\u6362<\/span><br \/>\n <span class=\"tag\">\u52a0\u5bc6\u8d27\u5e01\u5361<\/span><br \/>\n <span class=\"tag\">\u53bb\u4e2d\u5fc3\u5316\u901a\u8baf<\/span><br \/>\n <span class=\"tag\">\u6295\u8d44\u7ec4\u5408\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u5b89\u5353\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\u80af\u5b9a\u5176\u7edf\u4e00\u7ba1\u7406\u6982\u5ff5\u4e0e\u8bbe\u8ba1\uff0c\u8be2\u95eeiOS\u4e0a\u7ebf\u65f6\u95f4\u3001\u5151\u6362\u9650\u989d\u3001\u8eab\u4efd\u9a8c\u8bc1\u53ca\u4e0e\u7ade\u54c1\u5dee\u5f02\u3002\u56e2\u961f\u56de\u590d\u8be6\u5c3d\uff0c\u5f3a\u8c03\u5176\u751f\u6001\u6574\u5408\uff08\u52a0\u5bc6\u5361\u3001AI\u52a9\u624b\u3001\u53bb\u4e2d\u5fc3\u5316\u901a\u8baf\uff09\u662f\u6838\u5fc3\u5dee\u5f02\uff0c\u5e76\u627f\u8bfa\u4f18\u5148\u4fdd\u969c\u6570\u636e\u51c6\u786e\u6027\u800c\u975e\u529f\u80fd\u5e7f\u5ea6\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Walme Wallet\u7684\u91ce\u5fc3\u8fdc\u4e0d\u6b62\u4e8e\u201c\u53c8\u4e00\u4e2a\u805a\u5408\u94b1\u5305\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u8bd5\u56fe\u5c06\u52a0\u5bc6\u8d44\u4ea7\u4ece\u201c\u7ba1\u7406\u5bf9\u8c61\u201d\u8f6c\u5316\u4e3a\u201c\u53ef\u7528\u8d44\u4ea7\u201d\uff0c\u901a\u8fc7\u6574\u5408\u52a0\u5bc6\u501f\u8bb0\u5361\u548c\u5185\u7f6e\u901a\u8baf\uff08\u652f\u6301\u94fe\u4e0a\u8f6c\u8d26\uff09\uff0c\u6a21\u7cca\u4e86\u52a0\u5bc6\u5b58\u50a8\u4e0e\u65e5\u5e38\u6d88\u8d39\u3001\u793e\u4ea4\u7684\u8fb9\u754c\u3002\u8fd9\u76f4\u6307Web3\u5927\u89c4\u6a21\u5e94\u7528\u7684\u6838\u5fc3\u969c\u788d\u2014\u2014\u8d44\u4ea7\u5b64\u7acb\u4e8e\u73b0\u5b9e\u4e16\u754c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u201c\u5168\u80fd\u578b\u5e94\u7528\u201d\u9762\u4e34\u4f53\u9a8c\u81c3\u80bf\u4e0e\u76d1\u7ba1\u5408\u89c4\u7684\u53cc\u91cd\u98ce\u9669\uff0c\u5c24\u5176\u662f\u878d\u5408\u91d1\u878d\u4e0e\u901a\u8baf\u529f\u80fd\u3002\u5176\u6b21\uff0c\u56e2\u961f\u5bf9ENS\u7b49\u6210\u719f\u8eab\u4efd\u5c42\u201c\u6218\u7565\u6027\u5ef6\u8fdf\u201d\u7684\u6001\u5ea6\uff0c\u867d\u663e\u8c28\u614e\uff0c\u4e5f\u53ef\u80fd\u9519\u5931\u5efa\u7acb\u7528\u6237\u7f51\u7edc\u6548\u5e94\u7684\u5148\u673a\u3002\u8bc4\u8bba\u4e2d\u8d44\u6df1\u7528\u6237\u5bf9\u5176\u4e0eZerion\u3001Rainbow\u7b49\u4ea7\u54c1\u7684\u5dee\u5f02\u6027\u8d28\u7591\uff0c\u6070\u6070\u70b9\u51fa\u4e86\u5f53\u524d\u8d5b\u9053\u7ade\u4e89\u7684\u672c\u8d28\uff1a\u5728\u57fa\u7840\u94b1\u5305\u805a\u5408\u529f\u80fd\u5df2\u8d8b\u540c\u8d28\u5316\u540e\uff0c**\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u5728\u4e8e\u80fd\u5426\u521b\u9020\u72ec\u7279\u7684\u8d44\u4ea7\u4f7f\u7528\u573a\u666f\uff0c\u5e76\u4fdd\u8bc1\u8de8\u94fe\u6570\u636e\u805a\u5408\u7684\u7edd\u5bf9\u53ef\u9760\u6027**\u3002Walme\u7684\u52a0\u5bc6\u5361\u548c\u901a\u8baf\u662f\u4eae\u70b9\uff0c\u4f46\u9700\u8bc1\u660e\u5176\u6574\u5408\u4f53\u9a8c\u4e1d\u6ed1\u4e14\u5b89\u5168\uff0c\u65b9\u80fd\u4ece\u201c\u529f\u80fd\u5806\u780c\u201d\u5347\u7ef4\u81f3\u201c\u751f\u6001\u534f\u540c\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\">Walme Wallet<\/span>\n <\/div>\n<div class=\"comment-content\">Walme Wallet is a unified Web3 wallet hub that lets you manage all your crypto in one place. Connect non-custodial wallets, add watch-only wallets, and track exchange accounts like Binance through a single, clean interface. Monitor balances, follow activity across multiple chains, and swap tokens directly inside the app without jumping between platforms. Walme is built to reduce fragmentation and make everyday crypto management simpler. Currently available on Android. iOS coming soon.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b<\/p>\n<p>I\u2019m Oleh, CEO and co-founder of Walme.<\/p>\n<p>We started Walme because managing crypto today feels unnecessarily fragmented. Most users end up juggling multiple wallets, exchanges, and swap tools just to understand what they actually own and move assets around.<\/p>\n<p>Walme Wallet is built as a unified Web3 wallet hub. It lets you manage multiple non-custodial wallets, add watch-only wallets, track exchange accounts like Binance, and swap tokens directly inside the app \u2014 all from one clean interface.<\/p>\n<p>Our goal with this launch is simple: reduce complexity and make everyday crypto management more transparent and easier to use, without sacrificing self-custody.<\/p>\n<p>This wallet is the foundation of the Walme ecosystem. Payments, crypto cards, and an AI assistant are coming next \u2014 all connected to the same hub.<\/p>\n<p>\u26a0\ufe0f Walme Wallet is currently available on Android only. iOS support is coming soon.<\/p>\n<p>We\u2019d really love your feedback on the hub concept, swaps, and overall UX \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>16<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@oleh_mishchenko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@oleh_mishchenko<\/a> Nice idea to keep everything in one place. Btw how to use the promocode for the free 1mo subscription?<\/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\/@oleh_mishchenko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@oleh_mishchenko<\/a> Finally! Thanks for your work!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Thanks everyone for supporting our project!<\/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>Nice design for both the website and the app \ud83d\ude4c Quick product question. What trading volume limits are there, and are there any thresholds after which identity verification is required?<\/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\/@dmitriychuta\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dmitriychuta<\/a> Thank you \ud83d\ude4c really appreciate the kind words!<\/p>\n<\/p>\n<p>Great question.<\/p>\n<\/p>\n<p>Walme Wallet itself is non-custodial, so there are no identity verification requirements for simply using the wallet, managing assets, or holding funds \u2014 users remain in control of their keys.<\/p>\n<\/p>\n<p>For swaps, limits depend on the liquidity providers and on-chain conditions rather than fixed internal caps. We don\u2019t impose strict trading volume thresholds at the wallet level.<\/p>\n<\/p>\n<p>For fiat-related features (like cards), a lightweight onboarding process applies. In most cases, only basic information such as an email is required to get started, while additional verification may depend on specific usage scenarios and regulatory requirements.<\/p>\n<\/p>\n<p>Happy to clarify anything further!<\/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>curious how you differentiate yourselves from other wallets that provide similar functionality?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@dkofoed Great question \ud83d\ude4c<\/p>\n<p>Most wallets focus on asset management. Walme goes further by combining wallet infrastructure with real-world utility and communication in one ecosystem.<\/p>\n<p>Beyond being a non-custodial multi-chain wallet with swaps and aggregation, Walme integrates:<br \/>\n\u2022 A crypto card for everyday spending<br \/>\n\u2022 A decentralized messenger with native asset transfers<br \/>\n\u2022 An AI assistant for portfolio and market guidance<\/p>\n<p>So it\u2019s not just about holding and swapping crypto \u2014 it\u2019s about using, managing, and interacting with it in one unified environment.<\/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>Nice interface! Two things, if I can ask:<\/p>\n<\/p>\n<p>1) I\u2019m a wallet power-user, using Zerion, Farcaster Wallet, Rainbow, Zapper, Glow, Phantom, Uniswap Wallet, The Base App (fka Coinbase Wallet), and even a a few others. That\u2019s in approximate order of priority. I\u2019m curious what would be <em>the reason<\/em> for considering switching over to Walme, as it seems that most of those – particularly Zerion & Rainbow – offer what you offer\u2026 aggregated wallets in one app, watch-only addresses, swapping (of course), good backup\/restoration protocols\u2026 I don\u2019t mean this negatively at all, I\u2019m sure you have thought about this and have an answer, but, what makes Walme more than \u201cjust another self-custodial wallet\u201d?<\/p>\n<\/p>\n<p>&<\/p>\n<\/p>\n<p>2) When iOS support? And will it be iOS and iPadOS native support? (No one has cracked wallets on iPad yet, there\u2019s some opportunity there, even if it\u2019s niche!) – I\u2019m all-Apple, so, I\u2019d have to wait, but I want to keep an eye on this.<\/p>\n<\/p>\n<p>Either way, congrats for ranking high with an onchain product – that can be hard in the PH ecosystem, lol, and you nailed it. \ud83d\ude42 bravo!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@grey_seymour Thank you so much for the thoughtful questions \u2014 they\u2019re absolutely valid, especially coming from a power user with your stack \ud83d\ude4c<\/p>\n<p>You\u2019re right: today there are several strong non-custodial wallets offering aggregation, watch-only tracking, swaps, and solid backup protocols. So the real question isn\u2019t \u201cwhy another wallet?\u201d \u2014 it\u2019s \u201cwhy switch?\u201d<\/p>\n<p>Walme is not just another non-custodial wallet. It\u2019s an ecosystem.<\/p>\n<p>In the Android version already live today, users don\u2019t just manage wallets \u2014 they can issue a crypto card and top it up directly with crypto. That means secure self-custody combined with real-world spending. The wallet and the card are native parts of one system, not separate integrations.<\/p>\n<p>Beyond that, the Walme app includes a decentralized messenger built on the Matrix protocol. Inside the messenger, users can not only communicate but also send crypto assets directly within the chat. No switching between apps, no copying addresses, no jumping back and forth between wallet and messaging apps. Similar to how Revolut or Wise integrate finance into conversations \u2014 but built for Web3.<\/p>\n<p>On top of that, the same messenger will include an AI assistant that helps users manage their portfolio, understand market movements, and navigate crypto and blockchain concepts. It\u2019s designed to support both advanced Web3 users and newcomers.<\/p>\n<p>So the difference isn\u2019t just feature parity. It\u2019s integration.<\/p>\n<p>Walme combines:<br \/>\n\u2022 Secure non-custodial wallet infrastructure<br \/>\n\u2022 Real-world crypto spending via card<br \/>\n\u2022 AI-powered portfolio assistance<br \/>\n\u2022 Decentralized communication with native asset transfers<\/p>\n<p>All in one unified environment.<\/p>\n<p>Regarding iOS \u2014 yes, we are actively working on it and are planning a release this spring. It will be a fully native application, and we\u2019re strongly considering dedicated iPadOS support as well. We agree there\u2019s real opportunity there.<\/p>\n<p>Thanks again for the sharp questions \u2014 they help us better articulate our vision and where Walme is heading as a platform.<\/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\">Accuracy is the make-or-break factor in a unified view: how do you handle tricky cases like DeFi positions, staking, spam tokens, and cost basis\/P&L so balances don\u2019t look \u201cmissing\u201d or misleading\u2014and where do you draw the line on what you support early vs later?<\/div>\n<div class=\"comment-actions\">\n<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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Great question \u2014 and we completely agree: accuracy is everything when you\u2019re building a unified wallet hub.<\/p>\n<\/p>\n<p>Here\u2019s how we approach it:<\/p>\n<\/p>\n<p>\u2022 <strong>DeFi & staking:<\/strong><\/p>\n<p>We prioritize clear visibility first. Native token balances and standard staking positions are supported, while more complex DeFi positions (LP tokens, lending protocols, derivatives) are being integrated progressively to ensure reliable indexing rather than rushed, partial data.<\/p>\n<\/p>\n<p>\u2022 <strong>Spam tokens:<\/strong><\/p>\n<p>We apply filtering and token detection logic to hide suspicious or zero-value spam assets by default, while still allowing users to manually manage visibility through the Token Manager.<\/p>\n<\/p>\n<p>\u2022 <strong>Cost basis \/ P&L:<\/strong><\/p>\n<p>Portfolio tracking focuses first on accurate balance aggregation across chains. Advanced cost basis and detailed P&L analytics are part of our roadmap and will be introduced gradually with full data integrity in mind.<\/p>\n<\/p>\n<p>\u2022 <strong>Where we draw the line:<\/strong><\/p>\n<p>Early stage = precision over feature breadth.<\/p>\n<p>We\u2019d rather support fewer integrations with reliable data than show incomplete or misleading balances.<\/p>\n<\/p>\n<p>A unified view only works if users can trust it \u2014 so correctness always comes before expansion.<\/p>\n<\/p>\n<p>Happy to go deeper into any specific case \ud83d\udc4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 nice product (excited about a free month to try as well!). Is it possible to pay with Walme card in European Union?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@pervak\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pervak<\/a> Thank you \ud83d\ude4c really appreciate it!<\/p>\n<\/p>\n<p>Yes \u2014 the Walme Card is designed to be usable across the European Union anywhere standard card payments are accepted (online and offline), including support for digital wallets where available.<\/p>\n<\/p>\n<p>Availability and specific features may depend on regulatory and partner coverage in certain regions, but the EU is part of our core supported markets.<\/p>\n<\/p>\n<p>Happy to share more details if helpful!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 top and steady project, have tried to advise for many many months on the strengths and advantages of ENS I.E Walme.eth.<\/p>\n<\/p>\n<p>This protocol alligned with Matrix Layer. It offers human readable names to their users such as Oleh.walme.eth replacing default hex addresses.<\/p>\n<\/p>\n<p>It is also multi chain, it works with any coin. BASE\/COINBASE use their ENS to issue subdomains. <\/p>\n<\/p>\n<p>It can serve as a smart contract name so users can confidently engage with the contracts to prevent them being scammed.<\/p>\n<\/p>\n<p>Also there’s the significant branding, more users = more Walme wallet names kicking about and the show on etherscan etc as Oleh.walme.eth to sendor.walme.eth.<\/p>\n<\/p>\n<p>I love the project, the drive and direction. I do belive that ENS will elevate it to the next level with a bit of research.<\/p>\n<\/p>\n<p>You can host decentralised in web3 and it’s censorship resistent. No more downtime because of servers.<\/p>\n<\/p>\n<p>Dont understand the hesitation, but you will establish, one day.<\/p>\n<\/p>\n<p>You know where to find me when it finally sinks in \ud83d\udc4d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sendor_eth1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sendor_eth1<\/a> Thank you for your continued support and for sharing your thoughts.<\/p>\n<\/p>\n<p>We\u2019re definitely familiar with ENS and its potential \u2014 and you\u2019re absolutely right about the advantages it brings in terms of usability, branding, and decentralization.<\/p>\n<p>As you noticed, it\u2019s something we\u2019ve been aware of for quite some time. It\u2019s on our radar, and at the right stage of product evolution, we\u2019ll move in that direction thoughtfully and strategically.<\/p>\n<\/p>\n<p>Appreciate your long-term perspective \u2014 conversations like this are always valuable \ud83d\udc4d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#7<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/YOQVR4VKFBUUFB\" class=\"app-title\">Atomic Bot<\/a><\/p>\n<div class=\"one-liner\">One-click OpenClaw macOS app<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">139<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e00\u952e\u672c\u5730\u90e8\u7f72OpenClaw AI\u4ee3\u7406\u7684macOS\u5e94\u7528\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u56e0\u590d\u6742\u914d\u7f6e\u548c\u5b89\u5168\u9690\u60a3\u800c\u96be\u4ee5\u4f7f\u7528\u8fd9\u4e00\u5f3a\u5927AI\u5de5\u5177\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/28e075b9-de97-412a-9da0-8891f612baf6.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\/90ae8eec-3a53-45b3-9e0c-f6e5fa9d3507.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\/997f36a5-1393-4fc8-ba01-847e40fd08c9.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\/a3d758ba-632d-4c81-a89a-bac4886c5f29.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\/ad00e971-dcff-4d6e-8495-b913989a2378.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/98d10f8a011248b8bde88accb2b8996e\"><source src=\"https:\/\/www.loom.com\/share\/98d10f8a011248b8bde88accb2b8996e\" 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\">Open Source<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4ee3\u7406\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">macOS\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u4e00\u952e\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u8fd0\u884c<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u8f6f\u4ef6<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u964d\u4f4e\u4f7f\u7528\u95e8\u69db<\/span><br \/>\n <span class=\"tag\">OpenClaw\u751f\u6001<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u6781\u5927\u5730\u7b80\u5316\u4e86OpenClaw\u7684\u5b89\u88c5\u914d\u7f6e\u6d41\u7a0b\uff0c\u5b9e\u73b0\u201c\u62d6\u62fd\u5373\u7528\u201d\u3002\u4e3b\u8981\u53cd\u9988\u96c6\u4e2d\u5728\uff1a\u80af\u5b9a\u5176\u964d\u4f4e\u6280\u672f\u95e8\u69db\u7684\u4ef7\u503c\uff1b\u521b\u59cb\u4eba\u5206\u4eab\u4ea7\u54c1\u613f\u666f\u4e0e\u5feb\u901f\u5f00\u53d1\u5386\u7a0b\uff1b\u6280\u672f\u7528\u6237\u5173\u6ce8\u4f9d\u8d56\u66f4\u65b0\u3001\u5b89\u5168\u6253\u5305\u53ca\u6743\u9650\u63a7\u5236\u7b49\u5e95\u5c42\u5b9e\u73b0\u7ec6\u8282\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Atomic Bot\u7684\u5b9e\u8d28\uff0c\u662f\u8bd5\u56fe\u5728\u53bb\u4e2d\u5fc3\u5316\u3001\u9ad8\u95e8\u69db\u7684\u5c16\u7aefAI\u80fd\u529b\u4e0e\u5927\u4f17\u7528\u6237\u201c\u5f00\u7bb1\u5373\u7528\u201d\u7684\u6734\u7d20\u9700\u6c42\u4e4b\u95f4\uff0c\u67b6\u8bbe\u4e00\u5ea7\u7b80\u6613\u6865\u6881\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u5e76\u975e\u6280\u672f\u521b\u65b0\uff0c\u800c\u662f\u7cbe\u51c6\u7684\u4f53\u9a8c\u91cd\u6784\u3002\u5b83\u654f\u9510\u5730\u523a\u4e2d\u4e86\u5f53\u524dAI\u5de5\u5177\uff0c\u5c24\u5176\u662f\u5f00\u6e90AI\u4ee3\u7406\u9886\u57df\u7684\u4e00\u4e2a\u666e\u904d\u75fc\u75be\uff1a\u5f3a\u5927\u7684\u80fd\u529b\u88ab\u4ee4\u4eba\u671b\u800c\u751f\u754f\u7684\u914d\u7f6e\u8fc7\u7a0b\u6240\u5c01\u5370\uff0c\u5c06\u5927\u91cf\u975e\u786c\u6838\u5f00\u53d1\u8005\u62d2\u4e4b\u95e8\u5916\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5b9a\u4f4d\u6e05\u6670\u4e14\u7280\u5229\uff1a\u4e0d\u505a\u80fd\u529b\u7684\u52a0\u6cd5\uff0c\u800c\u505a\u6d41\u7a0b\u7684\u51cf\u6cd5\u3002\u901a\u8fc7\u5c01\u88c5\u3001\u6253\u5305\u548c\u4e00\u952e\u8fd0\u884c\uff0c\u5c06\u201c\u4f7f\u7528AI\u4ee3\u7406\u201d\u7684\u8ba4\u77e5\u548c\u64cd\u4f5c\u6210\u672c\u964d\u81f3\u6700\u4f4e\uff0c\u76f4\u6307\u201c\u5927\u4f17\u5316\u91c7\u7eb3\u201d\u8fd9\u4e00\u5173\u952e\u74f6\u9888\u3002\u521b\u59cb\u56e2\u961f\u5c06\u6b64\u524d\u5728\u6d88\u8d39\u7ea7\u5e94\u7528\uff08\u52a0\u5bc6\u94b1\u5305\uff09\u4e2d\u79ef\u7d2f\u7684\u201c\u7b80\u5316\u590d\u6742\u6280\u672f\u201d\u7684\u4ea7\u54c1\u601d\u7ef4\u6210\u529f\u8fc1\u79fb\u81f3\u6b64\uff0c\u662f\u5176\u4e00\u5468\u5feb\u901f\u6210\u578b\u5e76\u5f15\u53d1\u70ed\u70c8\u53cd\u54cd\u7684\u5185\u5728\u903b\u8f91\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u4e0e\u673a\u9047\u540c\u6837\u9c9c\u660e\u3002\u4f5c\u4e3a\u4e00\u6b3e\u201c\u5305\u88c5\u5c42\u201d\u5e94\u7528\uff0c\u5176\u547d\u8fd0\u4e0e\u4e0a\u6e38OpenClaw\u6df1\u5ea6\u7ed1\u5b9a\u3002\u8bc4\u8bba\u4e2d\u6280\u672f\u7528\u6237\u63d0\u51fa\u7684\u4f9d\u8d56\u7ba1\u7406\u3001\u5b89\u5168\u66f4\u65b0\u3001\u6c99\u7bb1\u6743\u9650\u7b49\u95ee\u9898\uff0c\u6b63\u662f\u8fd9\u7c7b\u7b80\u5316\u5de5\u5177\u7684\u963f\u5580\u7409\u65af\u4e4b\u8e35\u3002\u5b83\u5fc5\u987b\u5728\u201c\u6781\u7b80\u4f53\u9a8c\u201d\u4e0e\u201c\u53ef\u63a7\u3001\u53ef\u9760\u3001\u53ef\u5ba1\u8ba1\u201d\u7684\u4e13\u4e1a\u9700\u6c42\u4e4b\u95f4\u627e\u5230\u5e73\u8861\u3002\u5426\u5219\uff0c\u6781\u6613\u4ece\u201c\u4fbf\u6377\u4e4b\u95e8\u201d\u6ed1\u5411\u201c\u9ed1\u76d2\u98ce\u9669\u201d\u3002\u5176\u5f00\u6e90\u5c5e\u6027\u662f\u5efa\u7acb\u4fe1\u4efb\u7684\u660e\u667a\u4e4b\u4e3e\uff0c\u4f46\u5982\u4f55\u6784\u5efa\u53ef\u6301\u7eed\u7684\u5546\u4e1a\u6a21\u5f0f\uff0c\u907f\u514d\u6210\u4e3a\u6619\u82b1\u4e00\u73b0\u7684\u201c\u4fbf\u6377\u5916\u58f3\u201d\uff0c\u662f\u4e0b\u4e00\u4e2a\u9700\u8981\u56de\u7b54\u7684\u95ee\u9898\u3002\u672c\u8d28\u4e0a\uff0cAtomic Bot\u6d4b\u8bd5\u7684\u662f\u5e02\u573a\u5bf9\u201cAI\u4fbf\u5229\u6027\u201d\u7684\u4ed8\u8d39\u610f\u613f\u7a76\u7adf\u6709\u591a\u5f3a\uff0c\u4ee5\u53ca\u5728\u4e00\u4e2a\u5feb\u901f\u8fed\u4ee3\u7684\u751f\u6001\u4e2d\uff0c\u201c\u7b80\u5316\u8005\u201d\u81ea\u8eab\u80fd\u5426\u6301\u7eed\u4fdd\u6301\u654f\u6377\u4e0e\u7a33\u5b9a\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Atomic Bot<\/span>\n <\/div>\n<div class=\"comment-content\">The simplest way to run OpenClaw. Atomic Bot works locally or in the cloud with your own LLM keys. It\u2019s fully open source and free.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">We built Atomic Bot because OpenClaw is powerful, but the setup process scares people off.<\/p>\n<p>Atomic Bot is a macOS app that gets you from download to a running OpenClaw AI agent in ~60 seconds \u2014 running locally on your Mac, so your workspace stays private.<\/p>\n<p>Question for builders: what are your must-have OpenClaw skills or integrations on day 1?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@andrew_dyuzhov3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrew_dyuzhov3<\/a> cursor or antigravity IDEs support. coding from the couch while the bot orchestrates the dev agents is the dream<\/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 a great opportunity for everybody to test OpenClaw easily without spending hours on setting it up! 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\/@evgeny_kotelevskiy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@evgeny_kotelevskiy<\/a> Thanks a lot, Evgeny!<\/p>\n<p>That was exactly the goal: remove the setup friction so people can focus on actually using OpenClaw, not configuring it. Have you tried any real use cases yet? Would love to hear what you tested first.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love this! I\u2019m pretty technical \u2014 comfortable with the command line and all that \u2014 but it still took me a couple of days (yes, days) to get OpenClaw set up, and I still wasn\u2019t happy with the security.<\/p>\n<p>With AtomicBot you just drag the icon into the Applications folder and you’re done. So many new AI tools are powerful, but the barrier to entry is still way too high. We need more tools like this.<\/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\/@ivanzalesskiy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ivanzalesskiy<\/a> Love this take!<br \/>Our goal with AtomicBot was simple: local, secure and zero-friction. Just drag \u2192 open \u2192 start using!<br \/>Since you\u2019re technical \u2014 what would you add next? \ud83d\udc40<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi! I\u2019m the founder. My previous product, Atomic Crypto Wallet, reached 15M users and $100M ARR. After that, I started looking for something new and fresh.<\/p>\n<p>AI is exciting, but it feels like a huge corporate field \u2014 everything is so centralized. Then Clawbot blew my mind.<\/p>\n<p>I\u2019m more of a business guy than a hardcore engineer, and setting up OpenClaw on my Mac mini was painful. Terminal, curl, keys\u2026 seriously? The gap to mass adoption is massive.<\/p>\n<p>So we thought \u2014 why not make this simple?<\/p>\n<p>With our engineering team, we shipped Atomic Bot in just one week: a one-click OpenClaw app for macOS. It\u2019s private, local, free, and open-source \u2014 and mobile is coming soon.<\/p>\n<p>We launched on Twitter and got 100K views and 1,000 downloads within hours. The demand is incredibly motivating.<\/p>\n<p>You\u2019re very welcome to try Atomic Bot \u2014 and feel free to ask any questions! \ud83e\udd9e<\/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>One-click local agent apps tend to hit scale pain on dependency drift and supply-chain risk: a single upstream OpenClaw or model update can brick installs or change behavior unexpectedly.<\/p>\n<p>Best practice is pinned, reproducible bundles (signed binaries, checksummed models) plus a plugin sandbox with capability-based permissions and an audit log for every tool invocation.<\/p>\n<p>How are you packaging and updating OpenClaw under the hood (embedded runtime vs managed install), and will you expose per-skill permission prompts and a safe \u201cdry-run\u201d mode for risky actions?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ryan_thill\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryan_thill<\/a> Thanks, Ryan! OpenClaw is updated via the regular Atomic Bot app update. The app will automatically prompt you to update, and it only takes one click. \ud83e\udd9e<\/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>Does Atomic Bot pin to a specific OpenClaw version or pull whatever is latest on install? After CVE-2026-25253 hit, the update cadence matters a lot for a one-click wrapper. Bundling a known-good version with signed checksums would keep that drag-and-drop simplicity without shipping a stale binary.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@piroune_balachandran\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@piroune_balachandran<\/a> great question! app updated automatically. We always support the latest OpenClaw releases <\/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><a href=\"https:\/\/www.producthunt.com\/@gladkos\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"gladkos\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gladkos<\/a> Congratulations. And happy product launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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>security? anything added? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is exactly the kind of thing the OpenClaw ecosystem needs. Software setup is one barrier, but hardware is another \u2014 that’s why we built ClawBox (also on PH!), a dedicated NVIDIA Jetson box that runs OpenClaw 24\/7 on 15 watts. Atomic Bot for Mac + ClawBox for always-on dedicated hardware = the full spectrum covered. Great to see more builders making OpenClaw accessible!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/OQE7W32CUZF36D\" class=\"app-title\">GLM-5<\/a><\/p>\n<div class=\"one-liner\">Open-weights model for long-horizon agentic engineering<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">138<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>GLM-5\u662f\u4e00\u6b3e\u5f00\u6e90\u7684\u5de8\u578b\u6df7\u5408\u4e13\u5bb6\u6a21\u578b\uff0c\u4e13\u4e3a\u5904\u7406\u590d\u6742\u7cfb\u7edf\u548c\u957f\u5468\u671f\u667a\u80fd\u4f53\u4efb\u52a1\u800c\u8bbe\u8ba1\uff0c\u901a\u8fc7\u5728\u81ea\u6709\u57fa\u7840\u8bbe\u65bd\u4e0a\u63d0\u4f9b\u63a5\u8fd1\u9876\u7ea7\u95ed\u6e90\u6a21\u578b\u7684\u667a\u80fd\u4f53\u80fd\u529b\uff0c\u89e3\u51b3\u4e86\u4f01\u4e1a\u7ea7\u5e94\u7528\u5bf9\u9ad8\u6027\u80fd\u3001\u4f4e\u6210\u672c\u4e14\u6570\u636e\u5b89\u5168\u53ef\u63a7\u7684AI\u4ee3\u7406\u7684\u8feb\u5207\u9700\u6c42\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/328608b0-449f-402f-8c42-f95fc5c33f29.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6c5b324c-1af2-4591-992c-b13d2589df4e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d04e8a9e-ee2d-4e3a-889d-1bc0718db06b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f6ba3eec-35bf-42dc-bbb1-d229d2d759bd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/56990756-757b-45c4-93d0-f989a02fe2c2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5372e397-8beb-4944-a24b-3dec7cf9dbcf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f9b6d5bd-210d-4fb4-915c-189f4824fa3c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3ef43f86-8e1a-4a11-880f-3fc2b1194460.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/db4bc0cb-09f6-4e77-ac10-dbdecefee1e2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/793682a9-8486-4cec-ad3c-3baefa3ebd22.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Development<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u6e90\u5927\u8bed\u8a00\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u6df7\u5408\u4e13\u5bb6\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">AI\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u957f\u4e0a\u4e0b\u6587<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7AI<\/span><br \/>\n <span class=\"tag\">\u6210\u672c\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u81ea\u4e3b\u53ef\u63a7<\/span><br \/>\n <span class=\"tag\">\u590d\u6742\u4efb\u52a1\u89c4\u5212<\/span><br \/>\n <span class=\"tag\">\u7a00\u758f\u6ce8\u610f\u529b<\/span><br \/>\n <span class=\"tag\">\u5f3a\u5316\u5b66\u4e60\u57fa\u7840\u8bbe\u65bd<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8bc4\u4ef7\u5176\u5f3a\u5927\u7684\u667a\u80fd\u4f53\u80fd\u529b\u4e0e\u6210\u672c\u4f18\u52bf\uff0c\u8ba4\u4e3a\u5176\u5728\u9700\u8981\u957f\u65f6\u95f4\u8fd0\u884c\u3001\u9ad8\u667a\u80fd\u89c4\u5212\u4f46\u9700\u63a7\u5236\u6210\u672c\u7684\u573a\u666f\u4e2d\u6781\u5177\u4ef7\u503c\u3002\u4e3b\u8981\u5efa\u8bae\u4e0e\u95ee\u9898\u96c6\u4e2d\u5728\uff1a\u667a\u80fd\u4f53\u6a21\u5f0f\u7684\u5177\u4f53\u5b89\u5168\u6c99\u7bb1\u673a\u5236\u3001\u72b6\u6001\u6301\u4e45\u5316\u80fd\u529b\uff0c\u4ee5\u53ca\u4ece\u73b0\u6709\u95ed\u6e90\u6a21\u578b\u5207\u6362\u8fc7\u6765\u7684\u5177\u4f53\u4f18\u52bf\u573a\u666f\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 GLM-5\u7684\u53d1\u5e03\uff0c\u8fdc\u4e0d\u6b62\u662f\u53c2\u6570\u89c4\u6a21\u7684\u70ab\u8000\uff0c\u5b83\u7cbe\u51c6\u5730\u523a\u5411\u4e86\u5f53\u524dAI\u5546\u4e1a\u5316\u7684\u4e00\u4e2a\u6838\u5fc3\u77db\u76fe\uff1a\u5bf9\u201c\u7c7bClaude Opus\u201d\u7ea7\u9ad8\u7ea7\u667a\u80fd\u4f53\u80fd\u529b\u7684\u6e34\u6c42\uff0c\u4e0e\u95ed\u6e90API\u9ad8\u6602\u6210\u672c\u3001\u6570\u636e\u5b89\u5168\u987e\u8651\u4e4b\u95f4\u7684\u51b2\u7a81\u3002\u5176\u5ba3\u79f0\u5728Vending Bench 2\u4e0a\u63a5\u8fd1Opus\u7684\u8868\u73b0\uff0c\u662f\u5b83\u6700\u950b\u5229\u7684\u8425\u9500\u5200\u5203\uff0c\u76f4\u63a5\u5411\u5e02\u573a\u5ba3\u544a\uff1a\u5f00\u6e90\u6a21\u578b\u5728\u6700\u5177\u5546\u4e1a\u4ef7\u503c\u7684\u590d\u6742\u3001\u957f\u5468\u671f\u89c4\u5212\u4efb\u52a1\u4e0a\uff0c\u5df2\u5177\u5907\u4e86\u201c\u53ef\u7528\u4e14\u597d\u7528\u201d\u7684\u7ade\u4e89\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u201c\u5de5\u7a0b\u5316\u6574\u5408\u201d\u3002\u5b83\u5e76\u975e\u5355\u7eaf\u5806\u780c\u53c2\u6570\uff0c\u800c\u662f\u5c06DeepSeek\u7a00\u758f\u6ce8\u610f\u529b\uff08\u63a7\u5236\u957f\u4e0a\u4e0b\u6587\u6210\u672c\uff09\u3001\u521b\u65b0\u7684\u201cslime\u201d\u5f02\u6b65RL\u57fa\u7840\u8bbe\u65bd\uff08\u89e3\u51b3\u540e\u8bad\u7ec3\u6548\u7387\u74f6\u9888\uff09\u4ee5\u53ca\u9762\u5411\u667a\u80fd\u4f53\u7684\u5de5\u7a0b\u6a21\u5f0f\uff08\u5982Z.ai\u7684Agent\u6a21\u5f0f\u5207\u6362\uff09\u6253\u5305\u4e3a\u4e00\u4e2a\u89e3\u51b3\u65b9\u6848\u3002\u8fd9\u6807\u5fd7\u7740\u5f00\u6e90\u5927\u6a21\u578b\u4ece\u201c\u8ffd\u8d76\u57fa\u51c6\u6d4b\u8bd5\u5206\u6570\u201d\u8fdb\u5165\u201c\u6253\u9020\u4e13\u7528\u5de5\u7a0b\u7cfb\u7edf\u201d\u7684\u65b0\u9636\u6bb5\u3002\u5176\u76ee\u6807\u7528\u6237\u975e\u5e38\u660e\u786e\uff1a\u90a3\u4e9b\u88ab\u95ed\u6e90\u6a21\u578bAPI\u8d26\u5355\u523a\u75db\u3001\u6216\u53d7\u9650\u4e8e\u6570\u636e\u5408\u89c4\u65e0\u6cd5\u5916\u6cc4\u6838\u5fc3\u4ee3\u7801\u4e0e\u4e1a\u52a1\u6d41\u7a0b\u7684\u79d1\u6280\u4f01\u4e1a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5149\u73af\u4e4b\u4e0b\u7591\u70b9\u72b9\u5b58\u3002\u6240\u8c13\u7684\u201c#1\u5f00\u6e90\u6a21\u578b\u201d\u6210\u7ee9\u662f\u5728\u7279\u5b9a\u57fa\u51c6\uff08Vending Bench 2\uff09\u4e0a\u53d6\u5f97\uff0c\u5176\u6cdb\u5316\u80fd\u529b\u6709\u5f85\u66f4\u5e7f\u6cdb\u9a8c\u8bc1\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u667a\u80fd\u4f53\u5b89\u5168\u6027\u4e0e\u72b6\u6001\u6301\u4e45\u5316\u7684\u8d28\u7591\uff0c\u76f4\u6307\u4f01\u4e1a\u7ea7\u5e94\u7528\u6700\u5173\u952e\u7684\u201c\u4fe1\u4efb\u201d\u95ee\u9898\u2014\u2014\u6a21\u578b\u80fd\u529b\u53ea\u662f\u95e8\u7968\uff0c\u80fd\u5426\u5728\u771f\u5b9e\u751f\u4ea7\u73af\u5883\u4e2d\u53ef\u9760\u3001\u53ef\u63a7\u3001\u53ef\u5ba1\u8ba1\u5730\u6267\u884c\u4efb\u52a1\uff0c\u624d\u662f\u51b3\u5b9a\u5176\u80fd\u5426\u771f\u6b63\u201c\u4e0a\u8f66\u201d\u7684\u5173\u952e\u3002GLM-5\u5c55\u793a\u4e86\u4e00\u6761\u8bf1\u4eba\u7684\u8def\u5f84\uff0c\u4f46\u8bf4\u670d\u8c28\u614e\u7684\u4f01\u4e1a\u5ba2\u6237\u8fdb\u884c\u8fc1\u79fb\uff0c\u4ecd\u9700\u5728\u5de5\u5177\u94fe\u7684\u6210\u719f\u5ea6\u3001\u751f\u6001\u7684\u652f\u6301\u548c\u6210\u529f\u6848\u4f8b\u7684\u79ef\u7d2f\u4e0a\uff0c\u8865\u8db3\u6bd4\u6280\u672f\u8bba\u6587\u66f4\u590d\u6742\u7684\u529f\u8bfe\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\">GLM-5<\/span>\n <\/div>\n<div class=\"comment-content\">A 744B MoE model (40B active) built for complex systems & agentic tasks. #1 open-source on Vending Bench 2, narrowing the gap with Claude Opus 4.5. Features DeepSeek Sparse Attention and “slime” RL infra.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone!<\/p>\n<p>To put it simply: This is the <a href=\"https:\/\/openrouter.ai\/openrouter\/pony-alpha\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Pony Alpha<\/a> on <a href=\"https:\/\/www.producthunt.com\/products\/openrouter\" target=\"_blank\" rel=\"noopener\">@OpenRouter<\/a>. <\/p>\n<p>GLM-5 is a monster. It scales to 744B params, with 40B active, and integrates <a href=\"https:\/\/www.producthunt.com\/products\/deepseek\" target=\"_blank\" rel=\"noopener\">@DeepSeek<\/a>\u2019s Sparse Attention (DSA) to keep costs down while maintaining long context.<\/p>\n<p>But the real story is agentic capability.<\/p>\n<p>On <a href=\"https:\/\/andonlabs.com\/evals\/vending-bench-2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Vending Bench 2<\/a>, simulating a business over a year, it ranks #1 among open-source models with a balance of $4,432. That is comparable to Claude Opus 4.5 ($5k range).<\/p>\n<p>They built a new async RL infra called “slime” to fix post-training inefficiency, and it shows.<\/p>\n<p>Also, <a href=\"https:\/\/chat.z.ai\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Z.ai<\/a> has evolved. You can now toggle Agent mode, instead of just Chat, to let it actually execute tasks. Give it a Spin!<\/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\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> The concept encourages founders to act quickly without neglecting essential usability considerations, which is a tricky balance to strike.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> How does Z.ai Agent mode sandbox tools and persist state across long runs? Clear permissions plus replayable traces would make GLM-5 easier to trust when it’s doing real work.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">If a team already gets strong results from closed-model coding agents, what are the two or three concrete scenarios where GLM\u20115 wins enough to justify switching?<\/div>\n<div class=\"comment-actions\">\n<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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> I’d say these:<\/p>\n<ol>\n<li>\n<p>If your agent loop runs for hours, you need Opus-level planning but likely can’t justify the API bill. GLM-5 hits that specific “smart enough + cost-effective” sweet spot.<\/p>\n<\/li>\n<li>\n<p>Since it’s open weights, you can deploy it on your own infra (or your preferred provider) for sensitive codebases that can’t leave your VPC.<\/p>\n<\/li>\n<\/ol>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/YKJYGR2XLAR23Z\" class=\"app-title\">Product Front<\/a><\/p>\n<div class=\"one-liner\">A place to get discovered faster and discover new products<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">130<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Product Front \u662f\u4e00\u4e2a\u901a\u8fc7\u6bcf\u65e5\u9650\u6d4128\u6b3e\u4ea7\u54c1\u3001\u91c7\u7528\u6a2a\u5411\u7f51\u683c\u5e03\u5c40\u53ca\u667a\u80fd\u6bcf\u5468\u91cd\u53d1\u673a\u5236\uff0c\u89e3\u51b3\u521d\u521b\u4ea7\u54c1\u5728\u4f20\u7edf\u53d1\u5e03\u5e73\u53f0\u4e0a\u56e0\u6392\u540d\u9760\u540e\u6216\u4ed8\u8d39\u5e7f\u544a\u6324\u538b\u800c\u8fc5\u901f\u88ab\u6df9\u6ca1\u3001\u65e0\u6cd5\u83b7\u5f97\u6709\u6548\u66dd\u5149\u75db\u70b9\u7684\u53d1\u73b0\u5e73\u53f0\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/e6c92014-ea13-4b3b-a3ba-785c4903c38f.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=g4INbQigCOs\"><source src=\"https:\/\/www.youtube.com\/watch?v=g4INbQigCOs\" 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\/294ff487-f99a-4a95-9685-0ee3ce2b5a01.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/76def8a6-cb32-4511-a420-271cbfeecc82.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8843c39a-bd7b-4674-ae31-6e39b13d2012.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fceede57-1a15-4c2b-86d8-a4ae9a4e92e7.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\">Sales<\/span><br \/>\n <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">Growth Hacks <\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4ea7\u54c1\u53d1\u73b0\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u521d\u521b\u8005\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u516c\u5e73\u66dd\u5149<\/span><br \/>\n <span class=\"tag\">\u66ff\u4ee3Product Hunt<\/span><br \/>\n <span class=\"tag\">\u5e94\u7528\u53d1\u5e03<\/span><br \/>\n <span class=\"tag\">\u589e\u957f\u9ed1\u5ba2<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1\u8005<\/span><br \/>\n <span class=\"tag\">\u793e\u533a\u9a71\u52a8<\/span><br \/>\n <span class=\"tag\">\u53cd\u4ed8\u8d39\u8d62\u5bb6<\/span><br \/>\n <span class=\"tag\">\u89c6\u89c9\u4f18\u5148\u8bbe\u8ba1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u66dd\u5149\u75db\u70b9\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u7279\u522b\u662f28\u4e2a\u540d\u989d\u9650\u5236\u548c\u91cd\u53d1\u673a\u5236\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\u5e73\u53f0\u81ea\u8eab\u5982\u4f55\u89e3\u51b3\u51b7\u542f\u52a8\u3001\u5982\u4f55\u5e73\u8861\u516c\u5e73\u4e0e\u8d28\u91cf\u3001\u4ee5\u53ca\u63d0\u4ea4\u91cf\u6fc0\u589e\u540e\u7684\u5904\u7406\u65b9\u6848\u3002\u521b\u59cb\u4eba\u56de\u590d\u5f3a\u8c03\u201c\u5148\u5230\u5148\u5f97\u201d\u548c\u793e\u533a\u6295\u7968\u51b3\u5b9a\u8d28\u91cf\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 Product Front \u7cbe\u51c6\u5730\u523a\u4e2d\u4e86\u5f53\u524d\u4e3b\u6d41\u4ea7\u54c1\u53d1\u73b0\u5e73\u53f0\u7684\u201c\u6c11\u4e3b\u5316\u201d\u5e7b\u8c61\u3002\u5b83\u8ba4\u8bc6\u5230\uff0c\u5728\u65e0\u9650\u6eda\u52a8\u7684\u4fe1\u606f\u6d41\u548c\u4ed8\u8d39\u5e7f\u544a\u7684\u53cc\u91cd\u5939\u51fb\u4e0b\uff0c\u201c\u53d1\u73b0\u201d\u672c\u8eab\u5df2\u6210\u4e3a\u4e00\u79cd\u9700\u8981\u88ab\u91cd\u65b0\u5206\u914d\u7684\u7279\u6743\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684UI\u521b\u65b0\uff0c\u800c\u662f\u4e00\u5957\u8bd5\u56fe\u7528\u521a\u6027\u89c4\u5219\u5bf9\u6297\u7b97\u6cd5\u4e0e\u8d44\u672c\u9738\u6743\u7684\u201c\u66dd\u5149\u4fdd\u969c\u4f53\u7cfb\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6bcf\u65e528\u6b3e\u7684\u786c\u6027\u4e0a\u9650\uff0c\u672c\u8d28\u662f\u5236\u9020\u4e00\u79cd\u6570\u5b57\u7a00\u7f3a\u6027\uff0c\u5c06\u5e73\u53f0\u7684\u6ce8\u610f\u529b\u8d44\u6e90\u4ece\u201c\u65e0\u9650\u4f9b\u7ed9\u201d\u53d8\u4e3a\u201c\u6709\u9650\u5e2d\u4f4d\u201d\uff0c\u4ece\u800c\u62ac\u5347\u6bcf\u4e2a\u5e2d\u4f4d\u7684\u57fa\u7840\u4ef7\u503c\u3002\u6a2a\u5411\u7f51\u683c\u5e03\u5c40\u4e0e\u201c\u667a\u80fd\u91cd\u53d1\u201d\u673a\u5236\uff0c\u5219\u662f\u4ece\u7a7a\u95f4\u548c\u65f6\u95f4\u4e24\u4e2a\u7ef4\u5ea6\u5bf9\u6ce8\u610f\u529b\u8fdb\u884c\u518d\u5206\u914d\uff1a\u7a7a\u95f4\u4e0a\u786e\u4fdd\u540c\u65f6\u5448\u73b0\uff0c\u65f6\u95f4\u4e0a\u63d0\u4f9b\u591a\u6b21\u673a\u4f1a\u3002\u8fd9\u786e\u5b9e\u4e3a\u72ec\u7acb\u5f00\u53d1\u8005\u63d0\u4f9b\u4e86\u4e00\u4e2a\u786e\u5b9a\u6027\u66f4\u9ad8\u7684\u66dd\u5149\u65b9\u6848\uff0c\u5c24\u5176\u7f13\u89e3\u4e86\u201c\u4e00\u53d1\u5e03\u5b9a\u751f\u6b7b\u201d\u7684\u7126\u8651\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6a21\u5f0f\u9690\u542b\u7740\u6df1\u523b\u7684\u77db\u76fe\u4e0e\u6311\u6218\u3002\u9996\u5148\uff0c\u201c\u5148\u5230\u5148\u5f97\u201d\u7684\u516c\u5e73\u539f\u5219\uff0c\u53ef\u80fd\u6f14\u53d8\u4e3a\u201c\u624b\u901f\u7ade\u8d5b\u201d\uff0c\u8fd9\u4e0e\u7b5b\u9009\u201c\u6700\u4f73\u4ea7\u54c1\u201d\u7684\u521d\u8877\u5b58\u5728\u5185\u5728\u5f20\u529b\uff0c\u957f\u8fdc\u53ef\u80fd\u635f\u5bb3\u5e73\u53f0\u5185\u5bb9\u8d28\u91cf\u4e0e\u7528\u6237\u4fe1\u4efb\u3002\u5176\u6b21\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u5c1a\u672a\u663e\u73b0\uff0c\u5728\u575a\u51b3\u5426\u5b9a\u201c\u4ed8\u8d39\u8d62\u5bb6\u201d\u540e\uff0c\u5982\u4f55\u53ef\u6301\u7eed\u5730\u8fd0\u8425\u5e76\u89e3\u51b3\u81ea\u8eab\u7684\u201c\u9e21\u4e0e\u86cb\u201d\u51b7\u542f\u52a8\u96be\u9898\uff0c\u662f\u521b\u59cb\u4eba\u5fc5\u987b\u56de\u7b54\u7684\u751f\u5b58\u62f7\u95ee\u3002\u6700\u540e\uff0c\u5176\u4ef7\u503c\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u6d41\u91cf\u89c4\u6a21\uff0c\u82e5\u65e0\u6cd5\u5438\u5f15\u8db3\u591f\u591a\u7684\u771f\u5b9e\u6d4f\u89c8\u8005\uff0c28\u4e2a\u5e2d\u4f4d\u7684\u201c\u516c\u5e73\u66dd\u5149\u201d\u5c06\u6ca6\u4e3a\u5f00\u53d1\u8005\u95f4\u7684\u201c\u5185\u5377\u5f0f\u66dd\u5149\u201d\uff0c\u610f\u4e49\u5927\u6253\u6298\u6263\u3002\n <\/p>\n<p class=\"ai-content\">\n \u56e0\u6b64\uff0cProduct Front \u7684\u771f\u6b63\u4ef7\u503c\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u4e2a\u6210\u719f\u7684Product Hunt\u66ff\u4ee3\u54c1\uff0c\u4e0d\u5982\u8bf4\u662f\u4e00\u9762\u6620\u7167\u51fa\u5f53\u524d\u521d\u521b\u4ea7\u54c1\u8425\u9500\u751f\u6001\u56f0\u5883\u7684\u955c\u5b50\uff0c\u4ee5\u53ca\u4e00\u6b21\u5bf9\u201c\u6ce8\u610f\u529b\u516c\u5e73\u201d\u7684\u6fc0\u8fdb\u5b9e\u9a8c\u3002\u5b83\u7684\u524d\u666f\u4e0d\u53d6\u51b3\u4e8e\u8bbe\u8ba1\u5de7\u601d\uff0c\u800c\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u516c\u5e73\u3001\u8d28\u91cf\u4e0e\u589e\u957f\u4e4b\u95f4\u627e\u5230\u4e00\u4e2a\u52a8\u6001\u5e73\u8861\u70b9\uff0c\u5e76\u6784\u5efa\u8d77\u4e00\u4e2a\u771f\u6b63\u6d3b\u8dc3\u7684\u3001\u975e\u529f\u5229\u6027\u7684\u53d1\u73b0\u8005\u793e\u533a\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u4e3a\u5f00\u53d1\u8005\u63d0\u4f9b\u4e86\u53c8\u4e00\u4e2a\u201c\u4e0d\u4f1a\u88ab\u6df9\u6ca1\u7684\u5893\u5730\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\">Product Front<\/span>\n <\/div>\n<div class=\"comment-content\">A visibility-first discovery platform built to put your product in front page. Tired of your launch getting buried? Our streamlined UI\/UX design and weekly relaunch feature ensure your product gets a higher chance to be visible on screen without users needing to scroll for miles, Whether you\u2019re a curator hunting for the next big tool or a solopreneur looking for those crucial first users, we level the playing field. No “top 5” paywalls\u2014just pure discovery for makers who are just getting started.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hello Product Hunt \ud83d\udc4b<\/p>\n<p><strong>The<\/strong> <strong>Problem<\/strong><br \/>We\u2019ve all been there. You spend months caffeinating your way through code, finally hitting that “Launch” button on Product Hunt, BetaList, or Peerlist with your heart in your throat. You\u2019re ready for the world to see your masterpiece.<\/p>\n<p>But then, reality sets in.<\/p>\n<p>These platforms have become linear graveyards. Most only showcase the “Top 5” at first glance. If your product doesn’t catch the initial morning wave, it’s buried under a “See More” button, requiring users to scroll through a list of 100+ competitors.<\/p>\n<p>Let\u2019s be honest: if you aren’t in the Top 20, you\u2019re essentially invisible. Your hard work is relegated to the digital basement, hidden beneath a mountain of noise.<\/p>\n<p>To make matters worse, it’s increasingly becoming a “pay-to-win” game. * Ad Dominance: Paid placements now occupy 30\u201340% of the prime screen real estate.<\/p>\n<p>Small startups and solo makers\u2014the very heartbeat of this community\u2014are being squeezed out.<br \/>How do you find your first 100 users when you don’t have a $1,000 ad budget just to be seen?<\/p>\n<p><strong>The<\/strong> <strong>Solution<\/strong><br \/>I didn\u2019t build another directory; I built a stage where the spotlight actually moves. Product Front is a discovery platform designed to stop the “scroll-past” culture and give every founder a fighting chance from the second the page loads.<\/p>\n<p>Every Pixel is a Chance to Be Seen<br \/>On most platforms, if you aren’t #1, you’re nobody. We changed the geometry of discovery:<\/p>\n<p>The Landscape Grid: Instead of a suffocating vertical list, our desktop layout presents 28 products at once. No scrolling, no “See More,” no friction. Just 28 dreams getting the eyeballs they deserve.<\/p>\n<p>Quality over Chaos: We cap daily launches at 28 slots. By curing the “100-product fatigue,” we ensure that every visitor who lands on our page actually has the mental space to care about your work.<\/p>\n<p>The Smart Weekly Re-launch: Our algorithm lets you launch weekly. But here\u2019s the magic: if a user has already seen your product, we hide it from them and show them something new. This keeps the feed a “treasure hunt” for users while giving you multiple shots at finding your “100 true fans.”<\/p>\n<p>Experience the “Snap”<br \/>We\u2019ve engineered the browsing experience to fight the “False Bottom” effect\u2014that moment a user thinks they\u2019ve seen it all and leaves.<\/p>\n<p>Desktop Scroll-Snap: One flick of the wrist perfectly aligns the next 28 products. In just two seconds, a user has seen 56 products with zero “fidgety” scrolling.<\/p>\n<p>The Mobile “Peek-a-Boo”: On phones, we show a tiny sliver of the next product. This subtle visual nudge signals to the brain that there is more to discover, turning a passive scroll into an active journey.<\/p>\n<p>Why Product Front?<br \/>Because you didn\u2019t spend hundreds of hours building a product just to have it buried under a “Promoted” ad or lost in a 100-item list.<\/p>\n<p>Product Front is for the indie hackers, the solo dreamers, and the small teams tired of the pay-to-win game. We\u2019ve fixed the visibility problem so you can focus on what matters: building something great.<\/p>\n<p>We believe the best products should win based on innovation, not the size of their marketing wallet. It\u2019s time to level the playing field for the makers who are just getting started.<\/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\">Very cool! I\u2019m curious, how is Product Front different from Product Hunt? With so many products launching, how do you ensure each one gets enough visibility and attention?<\/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>Great questions, <a href=\"https:\/\/www.producthunt.com\/@linjing\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"linjing\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@linjing<\/a> The biggest difference is that Product Hunt is a <strong>vertical race<\/strong>, while Product Front is a <strong>landscape stage<\/strong>.<\/p>\n<p>Here\u2019s how I ensure visibility:<\/p>\n<p>\u2022 <strong>The 28-Slot Cap:<\/strong> Unlike the endless vertical lists on Product Hunt where you get buried if you aren’t in the top 5, we cap daily launches at 28. This cures “product fatigue” and ensures every visitor actually has the mental space to see your work.<\/p>\n<p>\u2022 <strong>Landscape Grid vs. Vertical Scroll:<\/strong> Our desktop layout shows all 28 products at once. No scrolling, no “See More,” and no friction. Every pixel is designed to give you a fighting chance the second the page loads.<\/p>\n<p>\u2022 <strong>The Smart Re-launch:<\/strong> If a user has already seen your product, our algorithm hides it from them and shows them something new. This keeps the feed a “treasure hunt” for users while giving you multiple shots at finding your “100 true fans.”<\/p>\n<p>Essentially, I\u2019ve traded the “pay-to-win” and “scroll-past” culture for a layout where everyone gets the spotlight.<\/p>\n<\/p>\n<p>Any feedback from you will help improving the product. \ud83d\ude4f<\/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>Product Front capping at 28 is a smart constraint, but the re-launch rotation is what actually makes it work. Swapping out products a visitor already saw keeps the grid fresh without makers needing to nail their launch timing perfectly.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@piroune_balachandran\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@piroune_balachandran<\/a> Nailed it, That\u2019s exactly the strategy! \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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Reworking the geometry of discovery instead of just tweaking rankings is a bold move. How do you balance giving every product visibility with still signaling quality to users?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<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 the kind words, That\u2019s the exact tension I’m trying to solve. Here is how we balance visibility with quality:<\/p>\n<ul>\n<li>\n<p><strong> Capped the grid at 28 products.<\/strong> This stops the “noise” and ensures every maker gets premium placement right on the front page.<\/p>\n<\/li>\n<li>\n<p><strong>The community decides quality, not me.<\/strong> I keep the spam out, but the community\u2019s votes guide which products shine.<\/p>\n<\/li>\n<li>\n<p><strong>Seen algorithm.<\/strong> If a visitor has already seen a product, our algorithm hides it and shows them something new, keeping the grid fresh for returning users and adds up on top of the 28 total slots.<\/p>\n<p> For example, if 10 makers re-launch, those 10 slots sit alongside the 28 new ones, creating a “pool” of 38 products.<\/p>\n<\/li>\n<\/ul>\n<p>Basically, we make sure every spot is valuable, and the community decides which ones are best!<\/p>\n<p>I am open for suggestions.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I really like the idea. As someone with limited experience in marketing and growth, having a product that can help drive traffic feels genuinely valuable, especially with the 28 product cap. I did have a couple of questions though:<\/p>\n<\/p>\n<ol>\n<li>\n<p>How do you handle an influx of submissions? Is there a way to guarantee a product gets visibility, or is there some level of competition for placement on a specific launch date?<\/p>\n<\/li>\n<li>\n<p>Like many community-driven products. What\u2019s the plan to consistently bring in more submissions? Are you aiming for a certain number of launches per day to keep momentum going?<\/p>\n<\/li>\n<\/ol>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@lunarturtle\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lunarturtle<\/a> these are spot-on questions! Here\u2019s how:<\/p>\n<p><strong>1. Handling Influx & Visibility:<\/strong> To keep it fair, slots are <strong>first-come, first-served<\/strong>. I don\u2019t curate based on my own taste because I believe every real maker deserves a shot. If today\u2019s 28 slots are full, you can grab one for the next available day. The “guarantee” is the grid itself\u2014by capping the daily main slots at 28, we ensure you are never buried under a “See More” button or lost in a list of 100+ competitors. I\u2019m moderating personally (with AI help for spam) to ensure everything is legit, but the community\u2019s votes are what ultimately decide the winners.<\/p>\n<p><strong>2. Smart Weekly Re-launch<\/strong> is a big part of the plan to keep the feed fresh. While we have 28 fresh daily slots, we allow products to re-circulate weekly. For example, if 10 makers re-launch, those 10 slots sit alongside the 28 new ones, creating a “pool” of 38 products.<\/p>\n<p>If a user has already seen your product, the algorithm hides it from them and shows them something they haven’t seen yet. This keeps the grid completely fresh for both new visitors and returning users.<\/p>\n<p>I am open for suggestion. let me know what you think.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 fast the submission to live is! Well done : )<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@craigjbarber\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@craigjbarber<\/a> Glad to hear it, Thanks for launching!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 28-slot cap solves the visibility problem, but raises a curation question: is it first-come-first-served, or is there a quality filter before a product gets a slot? For a platform promising fairness, how you handle that will define whether it attracts serious makers or just whoever submits fastest.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@klara_minarikova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@klara_minarikova<\/a> That\u2019s a great question, I\u2019ve decided to go with <strong>First Come, First Served.<\/strong> I believe transparency is the only way to stay truly ‘anti-gatekeeper.’ On Product Front, I don’t use hidden algorithms to decide who is ‘worthy.’ the upvotes have weight depending on user history, If you\u2019ve built something and you\u2019re ready, you grab one of the 28 slots. also if product posted last week and the user sees it, that makes they won’t see the same product again on the feed this week and the total slot, if all 10 products was posted lastweek, same user won’t see it so total will be 39 slots the If today is full, you just schedule for the next available day.<\/p>\n<p>To keep the quality high, <strong>I\u2019ll be moderating the list myself<\/strong> for now. I\u2019m the filter for spam and fake products to ensure every ‘real’ maker gets their fair shot. Eventually, I might use AI to help automate that spam-detection, but the core rule stays: <strong>if it’s a real product, real user, it gets the spot.<\/strong> No pay-to-win, no secret handshakes. I am open to hear your suggestions on this will help the product improve.<\/p>\n<p><strong>The Smart Weekly Re-launch<\/strong> also plays a huge role here. Our algorithm allows you to launch weekly, but here\u2019s the magic: if a user has already seen your product, we hide it from them and show them something new.<\/p>\n<p><strong>For example:<\/strong> If 10 makers are re-launching their products this week, those take up 10 additional available slots alongside the new fresh launches, making it a <strong>total of 38 slots<\/strong> circulating for that period. This ensures the grid is always a fresh for the user while giving you multiple shots at finding your 100 true fans.<\/p>\n<p>I\u2019m open to hearing your suggestions to help the platform improve!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 it <a href=\"https:\/\/www.producthunt.com\/@kim_ben_g\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"kim_ben_g\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kim_ben_g<\/a>, congrats! Pretty easy to use and clean interface. <br \/>I just listed my product and best wishes on your journey \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ihsany\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ihsany<\/a> Thank you for the support and showcasing your product in the platform! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As a solo maker preparing to launch my first product, this resonates hard. The anxiety of “what if I don’t crack the Top 10 and nobody ever sees it” is real. The idea that you get multiple weekly shots at finding your audience instead of one do-or-die day is genuinely appealing. <\/p>\n<p>Curious about the discovery side though: how are you planning to drive traffic to Product Front itself? The chicken-and-egg problem with discovery platforms is brutal, makers won’t submit without an audience, and users won’t come without good products. What’s your strategy for the early days?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@diegodau\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"diegodau\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@diegodau<\/a> That\u2019s a totally valid concern, and honestly, it\u2019s exactly why I built this platform.<\/p>\n<p>Trying to compete with established giants is terrifying, but I refuse to believe it’s impossible. They all started from zero, right? While I\u2019m grinding on technical <strong>SEO<\/strong> and <strong>marketing<\/strong>, the real secret sauce for isn’t just code\u2014it\u2019s us<strong> makers<\/strong>.<\/p>\n<p>My plan is to build a genuine community of makers supporting makers, and users who actually want to discover tools without the noise. Plus, I\u2019m changing the game on visibility: visitors get <strong>28 products at first glance<\/strong>\u2014that\u2019s <strong>5x<\/strong> more than Product Hunt. I\u2019m prioritizing pure fairness, not ad dollars. Every product gets a fair pixel on the screen, and I promise: <strong>no paid ads<\/strong> occupying the spotlight.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Just checked and signed up on Product Front<\/p>\n<\/p>\n<p>Really liked the onboarding and overall UX<\/p>\n<\/p>\n<p>Congrats on the launch <a href=\"https:\/\/www.producthunt.com\/@kim_ben_g\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kim_ben_g<\/a> !<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thank you for your support <a href=\"https:\/\/www.producthunt.com\/@theanimeshs\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"theanimeshs\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@theanimeshs<\/a> \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">#10<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/ZYOU42W7I2644B\" class=\"app-title\">Typeletter<\/a><\/p>\n<div class=\"one-liner\">Turn your browser into a cozy, nostalgic writing nook<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">115<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Typeletter \u662f\u4e00\u6b3e\u5c06\u6d4f\u89c8\u5668\u53d8\u4e3a\u590d\u53e4\u6253\u5b57\u673a\u98ce\u683c\u5199\u4f5c\u7a7a\u95f4\u7684\u5de5\u5177\uff0c\u901a\u8fc7\u6a21\u62df\u771f\u5b9e\u7684\u6253\u5b57\u673a\u58f0\u6548\u3001\u58a8\u5e26\u548c\u6c1b\u56f4\u97f3\uff0c\u4e3a\u7528\u6237\u5728\u64b0\u5199\u4fe1\u4ef6\u3001\u65e5\u8bb0\u6216\u6df1\u5ea6\u601d\u8003\u65f6\uff0c\u63d0\u4f9b\u4e00\u4e2a\u65e0\u5e72\u6270\u3001\u53ef\u5524\u8d77\u6000\u65e7\u60c5\u611f\u5e76\u9f13\u52b1\u4e13\u6ce8\u4e66\u5199\u7684\u6c89\u6d78\u5f0f\u573a\u666f\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d0a85bc6-95b6-4095-927c-1bd38f3c01e6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/10a2aa50-746b-4430-8133-115534c3a19e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/177efb80-861b-46f1-849f-056dbfdefe5b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/87414fa2-abb6-4dae-923d-b9db1cd6201a.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\/7ba47cb2-a56f-4b5e-8990-3e6bb27d65fd.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/9FoSFB2DAsA\"><source src=\"https:\/\/youtu.be\/9FoSFB2DAsA\" 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\">Tech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u590d\u53e4\u5199\u4f5c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u65e0\u5e72\u6270\u5199\u4f5c<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u6000\u65e7<\/span><br \/>\n <span class=\"tag\">\u60c5\u611f\u5316\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u6253\u5b57\u673a\u6a21\u62df<\/span><br \/>\n <span class=\"tag\">\u6c1b\u56f4\u97f3\u6548<\/span><br \/>\n <span class=\"tag\">\u4fe1\u4ef6\u64b0\u5199<\/span><br \/>\n <span class=\"tag\">\u5373\u65f6\u8f93\u51fa<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u53cb\u597d<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u8425\u9020\u7684\u653e\u677e\u3001\u4e13\u6ce8\u7684\u5199\u4f5c\u4f53\u9a8c\u4e0e\u6000\u65e7\u60c5\u6000\u3002\u4e3b\u8981\u5efa\u8bae\u5305\u62ec\uff1a\u589e\u52a0\u66f4\u591a\u73af\u5883\u97f3\u9009\u9879\uff08\u5982\u68ee\u6797\u3001\u57ce\u5e02\uff09\uff1b\u4f18\u5316\u53ef\u80fd\u5b58\u5728\u7684\u8f93\u5165\u5ef6\u8fdf\uff1b\u6280\u672f\u5c42\u9762\u5173\u6ce8\u9ad8\u6027\u80fd\u5bfc\u51fa\u4e0e\u97f3\u9891\u5904\u7406\u7684\u5b9e\u73b0\uff0c\u5e76\u5bf9\u201c\u65f6\u5149\u80f6\u56ca\u201d\u7b49\u65e0\u8d26\u53f7\u529f\u80fd\u7684\u9690\u79c1\u5b89\u5168\u5b9e\u73b0\u65b9\u5f0f\u63d0\u51fa\u8d28\u8be2\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 Typeletter \u7684\u7cbe\u660e\u4e4b\u5904\u5728\u4e8e\uff0c\u5b83\u5e76\u672a\u521b\u9020\u65b0\u9700\u6c42\uff0c\u800c\u662f\u7cbe\u51c6\u5730\u52ab\u6301\u4e86\u201c\u5199\u4f5c\u7126\u8651\u201d\u8fd9\u4e00\u73b0\u4ee3\u666e\u904d\u60c5\u7eea\u3002\u5b83\u7684\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u529f\u80fd\u521b\u65b0\uff08\u6a21\u62df\u6253\u5b57\u673a\u3001\u6c1b\u56f4\u97f3\u3001\u5bfc\u51fa\u56fe\u7247\uff09\uff0c\u800c\u5728\u4e8e\u901a\u8fc7\u4e00\u5957\u9ad8\u5ea6\u98ce\u683c\u5316\u7684\u611f\u5b98\u5305\u88c5\uff08\u58f0\u97f3\u3001\u89c6\u89c9\u3001\u4ea4\u4e92\u9690\u55bb\uff09\uff0c\u5c06\u201c\u5199\u4f5c\u201d\u8fd9\u4e00\u884c\u4e3a\u4eea\u5f0f\u5316\u3001\u6e38\u620f\u5316\uff0c\u4ece\u800c\u77ed\u6682\u5730\u6d88\u89e3\u4e86\u7528\u6237\u5728\u7a7a\u767d\u6587\u6863\u524d\u7684\u538b\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5de7\u5999\u5730\u5229\u7528\u4e86\u201c\u6570\u5b57\u6000\u65e7\u201d\u8fd9\u4e00\u60c5\u611f\u6760\u6746\u3002\u590d\u53e4\u6253\u5b57\u673a\u5e76\u975e\u4f5c\u4e3a\u751f\u4ea7\u529b\u5de5\u5177\u88ab\u8fd8\u539f\uff08\u5426\u5219\u7ea0\u9519\u529f\u80fd\u7f3a\u5931\u5c06\u662f\u81f4\u547d\u4f24\uff09\uff0c\u800c\u662f\u4f5c\u4e3a\u4e00\u4e2a\u60c5\u611f\u7b26\u53f7\u88ab\u6d88\u8d39\u3002\u5b83\u8d29\u5356\u7684\u662f\u4e00\u79cd\u201c\u6162\u4e0b\u6765\u3001\u66f4\u7528\u5fc3\u201d\u7684\u9519\u89c9\uff0c\u5176\u201c\u65e0\u6ce8\u518c\u3001\u65e0\u5e72\u6270\u201d\u7684\u8bbe\u5b9a\u8fdb\u4e00\u6b65\u5f3a\u5316\u4e86\u8fd9\u79cd\u7eaf\u7cb9\u3001\u79c1\u5bc6\u7684\u5fc3\u7406\u6697\u793a\u3002\u7136\u800c\uff0c\u8fd9\u79cd\u6d6a\u6f2b\u5316\u5305\u88c5\u4e0e\u5e95\u5c42\u6280\u672f\u73b0\u5b9e\u5b58\u5728\u5f20\u529b\uff0c\u6b63\u5982\u5c16\u9510\u7684\u6280\u672f\u8bc4\u8bba\u6240\u6307\u51fa\u7684\uff1a\u6d4f\u89c8\u5668\u5e94\u7528\u7684\u6027\u80fd\u74f6\u9888\u3001\u65e0\u540e\u7aef\u8d26\u6237\u4e0b\u7684\u201c\u65f6\u5149\u80f6\u56ca\u201d\u5b9e\u73b0\u4e0e\u9690\u79c1\u627f\u8bfa\uff0c\u90fd\u662f\u5176\u201c\u8f7b\u91cf\u4f53\u9a8c\u201d\u80cc\u540e\u5fc5\u987b\u9762\u5bf9\u7684\u786c\u6838\u5de5\u7a0b\u4e0e\u4fe1\u4efb\u6311\u6218\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cTypeletter \u662f\u4e00\u4e2a\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u201c\u5199\u4f5c\u5b89\u6170\u5242\u201d\u3002\u5b83\u53ef\u80fd\u65e0\u6cd5\u771f\u6b63\u63d0\u5347\u5199\u4f5c\u8d28\u91cf\uff0c\u4f46\u901a\u8fc7\u63d0\u4f9b\u5f3a\u70c8\u7684\u5373\u65f6\u611f\u5b98\u53cd\u9988\uff08\u5494\u55d2\u58f0\u3001\u8721\u5c01\u5370\u7ae0\uff09\u548c\u5b8c\u6210\u4eea\u5f0f\uff08\u53d1\u9001\u3001\u4e0b\u8f7d\u7cbe\u7f8e\u56fe\u7247\uff09\uff0c\u5b83\u6781\u5927\u5730\u63d0\u5347\u4e86\u5199\u4f5c\u8fc7\u7a0b\u7684\u60c5\u611f\u56de\u62a5\u548c\u5b8c\u6210\u52a8\u529b\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u4e0d\u53d6\u51b3\u4e8e\u5b83\u662f\u5426\u6bd4Word\u66f4\u5f3a\u5927\uff0c\u800c\u53d6\u51b3\u4e8e\u5b83\u6784\u5efa\u7684\u8fd9\u573a\u77ed\u6682\u9003\u79bb\u80fd\u5426\u6301\u7eed\u8ba9\u7528\u6237\u4e70\u5355\u2014\u2014\u65e0\u8bba\u662f\u60c5\u611f\u4e0a\uff0c\u8fd8\u662f\u6700\u7ec8\u5728\u5546\u4e1a\u4e0a\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\">Typeletter<\/span>\n <\/div>\n<div class=\"comment-content\">Turn your browser into a cozy, nostalgic writing nook for letters, journals, and thoughts you\u2019ve been meaning to write. Typeletter mimics the feel of a real typewriter: clacky keys, carriage return lever, scroll knob, without any setup or sign-up. Pick your ink ribbon (Black, Red, Blue, Sepia), choose an ambience like Rain, Beach, Jazz, or Park, and just start typing from the heart. When you\u2019re done, hit \u201cfinish\u201d to email your note, download it as a beautiful image with wax seal stamps.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I built Typeletter because I missed sending thoughtful notes.<\/p>\n<p>The kind you\u2019d write slowly. The kind that carry feeling not polish.<\/p>\n<p>There\u2019s something about old letters and typewriters that made words feel more intentional. You paused before typing. You thought about what you wanted to say. The sound of the keys reminded you that this was real.<\/p>\n<p>Typeletter is my attempt to bring a bit of that back.<\/p>\n<p>A small, quiet space to write soulful notes, to yourself or to someone else, without distractions. Just a page, the rhythm of keys, and a sense of nostalgia that invites you to slow down. If you wanna feel the vibe, tune in to the ambience of a park, beach, jazz hall, or a rainy evening.<\/p>\n<p>What Typeletter lets you do:<\/p>\n<p>– Write soulful notes in a quiet, distraction-free space<br \/>\n– Type on a classic, vintage-style typewriter<br \/>\n– Hear the soft rhythm of typewriter keys as you write<br \/>\n– Choose ink colors: black, blue, red, sepia<br \/>\n– Add gentle ambient sounds (rain, beach, jazz, park)<br \/>\n– Mark your note with a seal or stamp, like old letters<br \/>\n– Sign your note, if you want it to feel personal<br \/>\n– Send a note by email, when it\u2019s ready<br \/>\n– Save your words as a simple image keepsake<br \/>\n– Time Capsule: schedule a note to be delivered in the future<\/p>\n<p>I made this because I wanted writing to feel personal again.<br \/>\nIf it helps you send or write something that matters, I\u2019m glad it exists.<\/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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! I gave Typeletter a try, and I found it very relaxing. It\u2019s refreshing to see a product that focuses on meaningful writing and reflection.<\/p>\n<\/p>\n<p>I did feel there was a very slight input lag, and over time maybe it could use some more ambience options, like maybe a forest? Or the city? All in all, it\u2019s a very nice product! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@apira_giriharan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@apira_giriharan<\/a> Thanks! \ud83d\ude42 Sure, will keep adding more ambient sounds. Glad to know. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I genuinely love it, but I am not so sure whether I want to go back to that era as a writer. One mistake and you could start writing over again \ud83d\ude00 <\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/06718f11-f7dd-4168-aa64-e9b5016bb7db.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<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> Hahah! Guess it’s also a time when people had their own correction tape situations as well. Anyway, with this experience, I wanted to marry our ease of digital editor with typewriter effect. \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<ul>\n<li>\n<p>Browser-based \u201ctypewriter\u201d apps hit scale pain when exporting high-res images and audio ambience cause memory spikes and jank on low-end devices.<\/p>\n<p>Best practice is OffscreenCanvas for render-to-image, preloading audio with the Web Audio API and limiting concurrent buffers, plus local autosave in IndexedDB to avoid losing drafts on refresh.<\/p>\n<p>How are you implementing the Time Capsule scheduled email delivery without accounts, and do you encrypt drafts or email payloads client-side to keep the no-signup privacy promise?<\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/5YKDO2XDRJGOBL\" class=\"app-title\">Media Library by beehiiv<\/a><\/p>\n<div class=\"one-liner\">One place to create, edit, and manage all your creative<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">110<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e3a\u5185\u5bb9\u521b\u4f5c\u8005\u548c\u5a92\u4f53\u516c\u53f8\u8bbe\u8ba1\u7684\u4e2d\u5fc3\u5316\u6570\u5b57\u8d44\u4ea7\u7ba1\u7406\u5e93\uff0c\u901a\u8fc7\u5728\u5355\u4e00\u5e73\u53f0\u5185\u6574\u5408\u7d20\u6750\u7684\u521b\u5efa\u3001\u7f16\u8f91\u3001\u7ba1\u7406\u548cAI\u751f\u6210\uff0c\u89e3\u51b3\u4e86\u591a\u51fa\u7248\u7269\u8fd0\u8425\u4e2d\u7d20\u6750\u5206\u6563\u3001\u91cd\u590d\u4e0a\u4f20\u548c\u7ba1\u7406\u4f4e\u6548\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dc156f5c-44c2-4377-826c-ddcb31365b1b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/47b2afc5-b6ad-48ae-8831-305791ef0252.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1584356f-844a-4a02-bf61-f1db2146ec7d.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Design Tools<\/span><br \/>\n <span class=\"tag\">Newsletters<\/span><br \/>\n <span class=\"tag\">Writing<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6570\u5b57\u8d44\u4ea7\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5a92\u4f53\u5e93<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u521b\u4f5c\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u8d44\u4ea7\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u591a\u51fa\u7248\u7269\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u6279\u91cf\u64cd\u4f5c<\/span><br \/>\n <span class=\"tag\">AI\u56fe\u50cf\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u6574\u5408<\/span><br \/>\n <span class=\"tag\">SaaS<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u7edf\u4e00\u7ba1\u7406\u3001\u63d0\u5347\u6548\u7387\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u7279\u522b\u662f\u8de8\u51fa\u7248\u7269\u5171\u4eab\u548c\u6279\u91cf\u64cd\u4f5c\u3002\u5173\u6ce8\u70b9\u96c6\u4e2d\u5728AI\u751f\u6210\u529f\u80fd\u7684\u5b9e\u9645\u5b58\u5728\u6027\u3001\u89c6\u9891\u652f\u6301\u53ef\u80fd\u6027\uff0c\u4ee5\u53ca\u7f16\u8f91\u7248\u672c\u63a7\u5236\u4e0e\u751f\u4ea7\u7ea7\u63a7\u5236\u4e4b\u95f4\u7684\u6743\u8861\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 beehiiv\u7684Media Library\u5e76\u975e\u4e00\u4e2a\u7b80\u5355\u7684\u529f\u80fd\u66f4\u65b0\uff0c\u800c\u662f\u4e00\u6b21\u65e8\u5728\u5de9\u56fa\u5176\u4f5c\u4e3a\u201c\u521b\u4f5c\u8005\u64cd\u4f5c\u7cfb\u7edf\u201d\u5730\u4f4d\u7684\u5e73\u53f0\u5316\u5347\u7ea7\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u53c8\u4e00\u4e2a\u5a92\u4f53\u5e93\u201d\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u5c06\u5185\u5bb9\u521b\u4f5c\u4e2d\u6700\u5206\u6563\u3001\u6700\u8017\u65f6\u7684\u201c\u7d20\u6750\u7ba1\u7406\u201d\u73af\u8282\u5f7b\u5e95\u5438\u5165\u5176\u751f\u6001\u95ed\u73af\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u4ecb\u7ecd\u4e2d\u201c\u4ece\u60f3\u6cd5\u5230\u53d1\u5e03\u4ea7\u54c1\u201d\u7684\u8868\u8ff0\u66b4\u9732\u4e86\u5176\u91ce\u5fc3\uff1a\u5b83\u4e0d\u5e0c\u671b\u7528\u6237\u4ec5\u4ec5\u5c06beehiiv\u89c6\u4e3a\u90ae\u4ef6\u901a\u8baf\u5de5\u5177\uff0c\u800c\u662f\u4e00\u4e2a\u4ece\u7d20\u6750\u6e90\u5934\uff08AI\u751f\u6210\/\u7f16\u8f91\uff09\u3001\u7ba1\u7406\u4e2d\u53f0\uff08\u5a92\u4f53\u5e93\uff09\u5230\u6700\u7ec8\u53d1\u5e03\uff08\u51fa\u7248\u7269\uff09\u7684\u5b8c\u6574\u5de5\u4f5c\u6d41\u63a7\u5236\u53f0\u3002\u8fd9\u76f4\u63a5\u56de\u5e94\u4e86\u6838\u5fc3\u7528\u6237\uff08\u8fd0\u8425\u591a\u51fa\u7248\u7269\u7684\u521b\u4f5c\u8005\u6216\u5c0f\u578b\u5a92\u4f53\uff09\u7684\u5207\u80a4\u4e4b\u75db\u2014\u2014\u54c1\u724c\u8d44\u4ea7\u5728\u591a\u5e73\u53f0\u95f4\u7684\u5272\u88c2\u4e0e\u91cd\u590d\u52b3\u52a8\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8bc4\u8bba\u4e2d\u6f5c\u85cf\u7740\u4ea7\u54c1\u5fc5\u987b\u9762\u5bf9\u7684\u5c16\u9510\u77db\u76fe\u3002\u5176\u4e00\uff0c\u662f\u201c\u4fbf\u6377\u6027\u201d\u4e0e\u201c\u5b89\u5168\u6027\u201d\u7684\u7ecf\u5178\u51b2\u7a81\u3002\u7528\u6237\u5173\u4e8e\u201c\u7248\u672c\u63a7\u5236\u4e0e\u907f\u514d\u8bef\u6539\u5df2\u53d1\u5e03\u5185\u5bb9\u201d\u7684\u63d0\u95ee\uff0c\u76f4\u6307\u8fd9\u7c7b\u4e00\u4f53\u5316\u5de5\u5177\u7684\u6838\u5fc3\u98ce\u9669\uff1a\u5f53\u7f16\u8f91\u53d8\u5f97\u8fc7\u4e8e\u201c\u987a\u624b\u201d\uff0c\u5982\u4f55\u9632\u6b62\u751f\u4ea7\u73af\u5883\u7684\u7a33\u5b9a\u6027\u88ab\u7834\u574f\uff1f\u8fd9\u8003\u9a8c\u7740\u4ea7\u54c1\u5728\u8ffd\u6c42\u6d41\u7545\u4f53\u9a8c\u4e0e\u63d0\u4f9b\u4f01\u4e1a\u7ea7\u7ba1\u63a7\u4e4b\u95f4\u7684\u5e73\u8861\u80fd\u529b\u3002\u5176\u4e8c\uff0c\u662f\u201c\u5f00\u653e\u96c6\u6210\u201d\u4e0e\u201c\u5185\u90e8\u95ed\u73af\u201d\u7684\u8def\u7ebf\u9009\u62e9\u3002Getty Images\u7684\u96c6\u6210\u663e\u793a\u4e86\u5bf9\u63a5\u4e13\u4e1a\u8d44\u6e90\u7684\u59ff\u6001\uff0c\u4f46\u8bc4\u8bba\u4e5f\u6307\u51fa\u5176\u4fe1\u7528\u6a21\u578b\u53ef\u80fd\u5c06\u7528\u6237\u63a8\u5411\u66f4\u4fbf\u5b9c\u7684AI\u751f\u6210\u3002\u8fd9\u8feb\u4f7f\u4ea7\u54c1\u601d\u8003\uff1a\u5b83\u7684\u7ec8\u6781\u4ef7\u503c\u662f\u6210\u4e3a\u8fde\u63a5\u4e00\u5207\u4f18\u8d28\u8d44\u6e90\u7684\u4e2d\u7acb\u7f51\u5173\uff0c\u8fd8\u662f\u5229\u7528AI\u548c\u5185\u90e8\u5de5\u5177\u5c06\u7528\u6237\u7262\u7262\u9501\u5728\u81ea\u6709\u751f\u6001\u4e2d\uff1f\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d110\u7684\u6295\u7968\u6570\u663e\u5f97\u4e0d\u6e29\u4e0d\u706b\uff0c\u8fd9\u6216\u8bb8\u610f\u5473\u7740\uff0c\u5bf9\u4e8e\u5e7f\u5927\u521b\u4f5c\u8005\u800c\u8a00\uff0c\u201c\u7ec8\u6781\u521b\u610f\u6307\u6325\u4e2d\u5fc3\u201d\u7684\u613f\u666f\u867d\u7f8e\uff0c\u4f46\u8bf4\u670d\u4ed6\u4eec\u79bb\u5f00\u5df2\u6210\u4e60\u60ef\u7684\u5206\u6563\u5de5\u5177\u94fe\uff08\u5982Canva+\u4e91\u76d8+\u53d1\u5e03\u5e73\u53f0\uff09\uff0c\u9700\u8981\u63d0\u4f9b\u8fdc\u8d85\u201c\u4fbf\u5229\u201d\u7684\u98a0\u8986\u6027\u4ef7\u503c\u2014\u2014\u6216\u8bb8\u662f\u66f4\u6df1\u5ea6\u7684\u667a\u80fd\u5173\u8054\uff0c\u6216\u8bb8\u662f\u9769\u547d\u6027\u7684\u534f\u4f5c\u6a21\u5f0f\u3002Media Library\u8fc8\u51fa\u4e86\u624e\u5b9e\u7684\u4e00\u6b65\uff0c\u4f46\u6784\u5efa\u771f\u6b63\u7684\u201c\u4e2d\u5fc3\u201d\uff0c\u8def\u8fd8\u5f88\u957f\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\">Media Library by beehiiv<\/span>\n <\/div>\n<div class=\"comment-content\">Welcome to a new command center for all of your creative. Our new Media Library centralizes your assets across publications and makes discovery effortless with powerful filters and improved search. Bulk manage files. Edit on the fly. Or, generate totally new visuals with the latest AI models. From idea to published product, all in one intuitive workflow.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">When we started beehiiv, the goal was simple: give creators the same quality tools that power the world\u2019s best media companies.<\/p>\n<p>Creative sits at the center of everything you publish, so the Media Library couldn\u2019t just be \u201cgood enough.\u201d It needed to be fast, flexible, and powerful.<\/p>\n<p>This rebuild brings all of your assets across publications into one place, makes them easier to organize and discover, and lets you edit or generate new visuals without ever leaving beehiiv.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Monetization options inside the same system remove extra steps. I would rather focus on content than chasing different tools for ads or subscriptions<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Next step: Expecting media library AI generation. And maybe it is already here, just missed it \ud83d\ude00<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> it’s hidden in the GIF \ud83d\ude00 looks like they have it already<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Cross-publication asset sharing is where this Media Library rebuild earns its keep. Running multiple beehiiv publications means re-uploading the same logos and brand assets into each one, then digging for the right version at publish time. Centralizing that with bulk actions and filtered search cuts real time from the loop. Getty integration is a nice touch, though the credit model on higher plans means most creators will lean on AI generation for everyday visuals. Shipping both paths keeps the library useful no matter how you source images.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">When users edit or generate new visuals, how did you think about versioning and safety\u2014especially avoiding accidental changes to images already used in live posts\/pages\u2014and what tradeoffs did you make between \u201cfast edits\u201d and \u201cproduction-grade\u201d control?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch <a href=\"https:\/\/www.producthunt.com\/@tyler_denk\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"tyler_denk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tyler_denk<\/a>, will you guys also support video for 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<\/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\/GRFOXSZFMOF2K6\" class=\"app-title\">GoClaw<\/a><\/p>\n<div class=\"one-liner\">A free app to manage your self-hosted OpenClaw AI assistant<\/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>GoClaw\u662f\u4e00\u6b3e\u514d\u8d39\u79fb\u52a8\u5e94\u7528\uff0c\u8ba9\u7528\u6237\u80fd\u5728\u624b\u673a\u4e0a\u65e0\u4ee3\u7801\u90e8\u7f72\u548c\u7ba1\u7406\u81ea\u6258\u7ba1\u7684OpenClaw AI\u52a9\u624b\uff0c\u8fde\u63a5WhatsApp\u3001Telegram\u7b49\u901a\u8baf\u6e20\u9053\uff0c\u89e3\u51b3\u4e86\u6280\u672f\u7528\u6237\u7ba1\u7406\u81ea\u6258\u7ba1AI\u52a9\u624b\u9700\u4f9d\u8d56SSH\u548c\u547d\u4ee4\u884c\u7684\u6838\u5fc3\u64cd\u4f5c\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cf5414db-7c61-40e5-a94d-28810e4bc051.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6219dab5-33c3-4ac5-b79b-d4def6c17b16.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/832e44c2-4274-4da2-bfb3-613f78badce2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0fc61c5e-b7d9-4d8b-9bdb-560a4254c781.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9dc70310-380d-4f6d-92a6-b6beb705bb38.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Android<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Bots<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u52a9\u624b\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u81ea\u6258\u7ba1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u8fd0\u7ef4<\/span><br \/>\n <span class=\"tag\">\u804a\u5929\u673a\u5668\u4eba<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e73\u53f0\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u57fa\u7840\u8bbe\u65bd<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u76d1\u63a7<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u89e3\u51b3\u4e86\u81ea\u6258\u7ba1AI\u8fd0\u7ef4\u75db\u70b9\uff0c\u5e76\u63d0\u51fa\u4e86\u5173\u952e\u5efa\u8bae\uff1a\u5173\u6ce8GDPR\u5408\u89c4\u4e0e\u6570\u636e\u4fdd\u7559\u653f\u7b56\uff1b\u5efa\u8bae\u652f\u6301\u5355\u4eea\u8868\u677f\u7ba1\u7406\u591a\u5b9e\u4f8b\u4ee5\u9002\u5e94\u56e2\u961f\u9700\u6c42\uff1b\u8be2\u95ee\u4e0e\u786c\u4ef6\u4ea7\u54c1\u7684\u96c6\u6210\u53ef\u80fd\uff1b\u547c\u5401\u660e\u786e\u4fe1\u7528\u989d\u5ea6\u8ba1\u4ef7\u65b9\u5f0f\u4e0e\u5178\u578b\u7528\u4f8b\u6d88\u8017\uff0c\u589e\u5f3a\u4ef7\u683c\u900f\u660e\u5ea6\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n GoClaw\u654f\u9510\u5730\u5207\u5165\u4e86\u4e00\u4e2a\u7ec6\u5206\u4f46\u5173\u952e\u7684\u7f1d\u9699\u5e02\u573a\uff1a\u4e3a\u70ed\u8877\u81ea\u6258\u7ba1\u5f00\u6e90AI\u9879\u76ee\uff08OpenClaw\uff09\u7684\u6280\u672f\u7528\u6237\u63d0\u4f9b\u201c\u53bb\u7ec8\u7aef\u5316\u201d\u7684\u79fb\u52a8\u7ba1\u7406\u754c\u9762\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u6280\u672f\u521b\u65b0\uff0c\u800c\u662f\u4f53\u9a8c\u91cd\u6784\u3002\u5b83\u5c06\u539f\u672c\u5c40\u9650\u4e8eSSH\u4f1a\u8bdd\u3001\u914d\u7f6e\u6587\u4ef6\u548c\u670d\u52a1\u65e5\u5fd7\u7684\u590d\u6742\u8fd0\u7ef4\uff0c\u5c01\u88c5\u6210\u76f4\u89c2\u7684\u79fb\u52a8\u64cd\u4f5c\uff0c\u663e\u8457\u964d\u4f4e\u4e86\u5f00\u6e90AI\u9879\u76ee\u7684\u65e5\u5e38\u8fd0\u8425\u95e8\u69db\uff0c\u53ef\u80fd\u6709\u6548\u63d0\u5347OpenClaw\u7684\u5b9e\u9645\u91c7\u7528\u7387\u548c\u7528\u6237\u7c98\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u9762\u4e34\u7684\u6838\u5fc3\u6311\u6218\u4e0e\u673a\u9047\u5e76\u5b58\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u5176\u7528\u6237\u662f\u9690\u79c1\u654f\u611f\u3001\u7ec6\u8282\u5bfc\u5411\u7684\u6280\u672f\u7fa4\u4f53\u3002\u4ed6\u4eec\u63d0\u51fa\u7684GDPR\u3001\u6570\u636e\u6d41\u3001\u591a\u5b9e\u4f8b\u7ba1\u7406\u7b49\u95ee\u9898\uff0c\u76f4\u6307\u4ea7\u54c1\u5728\u201c\u4fbf\u6377\u6027\u201d\u5305\u88c5\u4e0b\u5fc5\u987b\u592f\u5b9e\u7684\u201c\u53ef\u4fe1\u5ea6\u201d\u57fa\u77f3\u3002\u82e5\u4e0d\u80fd\u5728\u8fd9\u4e9b\u67b6\u6784\u548c\u5408\u89c4\u5c42\u9762\u7ed9\u51fa\u4ee4\u4eba\u4fe1\u670d\u7684\u7b54\u6848\uff0c\u4fbf\u6377\u6027\u53cd\u800c\u4f1a\u5f15\u53d1\u5bf9\u5b89\u5168\u5931\u63a7\u7684\u62c5\u5fe7\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u5546\u4e1a\u6a21\u5f0f\u7684\u201cManaged Option\u201d\u548c\u4fe1\u7528\u4f53\u7cfb\uff0c\u8bd5\u56fe\u4ece\u5f00\u6e90\u7528\u6237\u4e2d\u7b5b\u9009\u51fa\u4ed8\u8d39\u5ba2\u6237\u3002\u4f46\u8bc4\u8bba\u4e2d\u5173\u4e8e\u4fe1\u7528\u6d88\u8017\u7684\u56f0\u60d1\u63ed\u793a\u4e86\u5178\u578b\u56f0\u5883\uff1a\u5f53\u4ea7\u54c1\u80fd\u529b\u9ad8\u5ea6\u7075\u6d3b\uff08\u4ece\u65e5\u7a0b\u7ba1\u7406\u5230\u4fe1\u606f\u6458\u8981\uff09\u65f6\uff0c\u6807\u51c6\u5316\u8ba1\u4ef7\u4f1a\u53d8\u5f97\u5f02\u5e38\u56f0\u96be\u3002\u8fd9\u8981\u6c42\u56e2\u961f\u4e0d\u4ec5\u63d0\u4f9b\u5de5\u5177\uff0c\u8fd8\u9700\u627f\u62c5\u6559\u80b2\u5e02\u573a\u3001\u5b9a\u4e49\u6700\u4f73\u5b9e\u8df5\u7684\u89d2\u8272\uff0c\u6b63\u5982\u5176\u56de\u5e16\u6240\u63d0\u53ca\u7684\u201c\u5de5\u4f5c\u574a\u201d\u8ba1\u5212\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cGoClaw\u662f\u5f00\u6e90\u9879\u76ee\u201c\u4ea7\u54c1\u5316\u201d\u548c\u201c\u670d\u52a1\u5316\u201d\u7684\u6865\u6881\u3002\u5b83\u7684\u6210\u529f\u4e0d\u4ec5\u53d6\u51b3\u4e8e\u754c\u9762\u53cb\u597d\u5ea6\uff0c\u66f4\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u964d\u4f4e\u64cd\u4f5c\u590d\u6742\u6027\u7684\u540c\u65f6\uff0c\u4e0d\u727a\u7272\u81ea\u6258\u7ba1\u7528\u6237\u6700\u770b\u91cd\u7684\u63a7\u5236\u611f\u3001\u900f\u660e\u5ea6\u548c\u7075\u6d3b\u6027\u3002\u5b83\u6b63\u8d70\u5728\u4e00\u6761\u6b63\u786e\u7684\u9053\u8def\u4e0a\uff0c\u4f46\u6700\u9661\u5ced\u7684\u5761\u9053\u5728\u4e8e\u5efa\u7acb\u6df1\u5ea6\u7684\u6280\u672f\u4fe1\u4efb\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u63d0\u4f9b\u8868\u9762\u7684\u4fbf\u5229\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\">GoClaw<\/span>\n <\/div>\n<div class=\"comment-content\">Launch your personal OpenClaw Bot assistant. Connect WhatsApp and Telegram \u2014 it searches, schedules, messages, and solves for you.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>I built GoClaw because I was frustrated with how hard it was to manage a self-hosted AI chatbot without SSH-ing into a server every time.<\/p>\n<p>OpenClaw is an open-source AI assistant gateway that supports WhatsApp, Telegram, Discord, and Slack. It’s powerful \u2014 but managing it meant living in the terminal.<\/p>\n<p>So I built GoClaw \u2014 a free mobile app (iOS & Android) that lets you:<\/p>\n<p>\ud83d\ude80 Deploy and manage your OpenClaw instance from your phone<br \/>\n\ud83d\udcac Chat with your AI assistant directly from the app<br \/>\n\ud83d\udd0c Connect and configure channels (WhatsApp, Telegram, Discord, Slack)<br \/>\n\ud83d\udcca Monitor usage and health in real time<br \/>\nNo terminal. No SSH. Just open the app and you’re in control.<\/p>\n<p>For those who don’t want to self-host, we also offer a managed option \u2014 we handle the infrastructure so you can focus on your bot.<\/p>\n<p>I’d love to hear your feedback \u2014 what channels or features would you want to see next?<\/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\/@apphive\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@apphive<\/a> Hey Jonatan!<\/p>\n<p>Great idea. Managing self hosted AI infra from a phone solves a real operational pain.<\/p>\n<p>From a security team perspective, a few privacy and architecture questions that could strengthen trust:<\/p>\n<p>\u2022 Do you support GDPR formally for EU users, including DPA agreements and clear data transfer safeguards?<\/p>\n<p>\u2022 In the managed option, are LLM providers configured with zero retention?<\/p>\n<p>The isolated sandbox model is a strong point. Clear technical detail on message flow and retention would make it even stronger.<\/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<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@apphive\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@apphive<\/a> Does GoClaw let you manage multiple OpenClaw instances from one dashboard? Running separate bots per channel gets messy fast, and switching between SSH sessions to check health on each one is exactly the kind of friction that kills adoption. Mobile-first management with real-time monitoring would make that viable for teams, not just solo devs.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice work! Mobile management for OpenClaw is a huge gap. We built ClawBox (also launching on PH this week) \u2014 dedicated hardware that runs OpenClaw 24\/7 on an NVIDIA Jetson. GoClaw would be a perfect companion app for ClawBox users who want to manage their box from their phone without SSH. Would love to see a ClawBox integration down the road!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Smart positioning, OpenClaw is incredible but the setup barrier is real. I’ve seen many open-source projects where 90% of potential users never get past the installation step. One thing I’d love to understand better: with the credit-based pricing, what does a “typical” user consume per month? Like, if I mainly use it for WhatsApp scheduling and daily briefings, does the Basic plan cover that comfortably? Pricing transparency around credits is always make-or-break for this kind of product. <\/p>\n<p>Btw congrats on getting the mobile app out so quickly!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@diegodau\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@diegodau<\/a> Thank you very much for your feedback.<\/p>\n<p>The usage varies significantly from user to user. For example, generating a daily summary might consume around 200 to 300 credits, depending on the number of information sources you feed into it. Beyond that, it will depend on what other activities you plan to do.<\/p>\n<p>In fact, we will likely be creating workshops for users because your point is very true. Many people are installing it just because of the hype, but they aren’t truly unlocking its full potential.<\/p>\n<p>Our goal is to be as helpful as possible. I believe the application is a great way to provide visibility into the structure and options, which sometimes aren’t very obvious in a simple chat interface. That is basically what we are aiming for.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/MVGAB2PW4A7373\" class=\"app-title\">TrumpRx<\/a><\/p>\n<div class=\"one-liner\">Find the world’s lowest prices on prescription drugs<\/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>\u4e00\u6b3e\u901a\u8fc7\u805a\u5408\u836f\u5382\u201c\u6700\u60e0\u56fd\u5f85\u9047\u201d\u5b9a\u4ef7\uff0c\u4e3a\u7f8e\u56fd\u6d88\u8d39\u8005\u63d0\u4f9b\u5904\u65b9\u836f\u73b0\u91d1\u652f\u4ed8\u6bd4\u4ef7\u548c\u4f18\u60e0\u5238\u670d\u52a1\u7684\u7f51\u7ad9\uff0c\u65e8\u5728\u7ed5\u5f00\u590d\u6742\u7684\u4fdd\u9669\u4f53\u7cfb\uff0c\u76f4\u63a5\u89e3\u51b3\u5904\u65b9\u836f\u4ef7\u683c\u9ad8\u6602\u4e14\u4e0d\u900f\u660e\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e1b7a525-fa6f-4bc3-8787-5f967222862a.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7d473876-1325-4d50-82c7-8e8a6ae8176b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/26cfddbc-8f3a-42ef-b029-73e55c451459.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b2e385c3-94a2-485d-bbd4-d0784c402325.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/51bac207-58a6-40df-b3ea-84afa23327bf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8693b174-f4e2-497e-bdb6-403778601cee.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\">Politics<\/span><br \/>\n <span class=\"tag\">Medical<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u533b\u7597\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u5904\u65b9\u836f\u6bd4\u4ef7<\/span><br \/>\n <span class=\"tag\">\u73b0\u91d1\u8d2d\u836f<\/span><br \/>\n <span class=\"tag\">\u4ef7\u683c\u900f\u660e\u5316<\/span><br \/>\n <span class=\"tag\">\u836f\u54c1\u6298\u6263<\/span><br \/>\n <span class=\"tag\">\u4fdd\u9669\u66ff\u4ee3<\/span><br \/>\n <span class=\"tag\">\u533b\u7597\u6210\u672c\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">\u6d88\u8d39\u8005\u5065\u5eb7<\/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\u5448\u73b0\u4e24\u6781\uff1a\u80af\u5b9a\u5176\u4ef7\u683c\u900f\u660e\u3001\u7f51\u7ad9\u8bbe\u8ba1\u7f8e\u89c2\u53ca\u6a21\u5f0f\u6f5c\u529b\uff1b\u8d28\u7591\u5176\u6807\u8bed\u771f\u5b9e\u6027\u3001\u836f\u54c1\u8986\u76d6\u4e0d\u5168\u53ca\u7f51\u7ad9\u7a33\u5b9a\u6027\uff1b\u540c\u65f6\u5f15\u53d1\u4e0eMark Cuban\u7684Cost Plus Drugs\u7684\u7ade\u4e89\u8054\u60f3\u53ca\u653f\u6cbb\u80cc\u666f\u8ba8\u8bba\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 TrumpRx\u7684\u4eae\u76f8\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u573a\u4ea7\u54c1\u521b\u65b0\uff0c\u4e0d\u5982\u8bf4\u662f\u4e00\u6b21\u7cbe\u51c6\u5207\u5165\u793e\u4f1a\u75db\u70b9\u7684\u653f\u6cbb\u7ecf\u6d4e\u5b66\u5b9e\u8df5\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u6280\u672f\u7a81\u7834\uff0c\u800c\u5728\u4e8e\u5de7\u5999\u5730\u5236\u5ea6\u5957\u5229\uff1a\u901a\u8fc7\u805a\u5408\u836f\u5382\u5728\u201c\u6700\u60e0\u56fd\u5f85\u9047\u201d\u6761\u6b3e\u4e0b\u7684\u7279\u5b9a\u4f4e\u4ef7\uff0c\u6784\u5efa\u4e86\u4e00\u4e2a\u7ed5\u5f00\u4f20\u7edf\u4fdd\u9669\u4e2d\u95f4\u5546\u7684\u73b0\u91d1\u4ea4\u6613\u5e02\u573a\u3002\u8fd9\u76f4\u6307\u7f8e\u56fd\u533b\u836f\u4f53\u7cfb\u7684\u6838\u5fc3\u987d\u75be\u2014\u2014\u836f\u4ef7\u9ed1\u7bb1\u4e0e\u4fdd\u9669\u6346\u7ed1\u4e0b\u7684\u9690\u6027\u6210\u672c\u3002\u7136\u800c\uff0c\u5176\u201c\u771f\u6b63\u4ef7\u503c\u201d\u5145\u6ee1\u77db\u76fe\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u79ef\u6781\u9762\u770b\uff0c\u5b83\u786e\u5b9e\u4e3a\u90e8\u5206\u4eba\u7fa4\uff08\u5982\u9ad8\u81ea\u4ed8\u989d\u4fdd\u9669\u8005\u3001\u65e0\u4fdd\u9669\u8005\uff09\u63d0\u4f9b\u4e86\u4e00\u4e2a\u4ef7\u683c\u53c2\u7167\u548c\u6f5c\u5728\u8282\u7701\u8def\u5f84\uff0c\u4ee5\u5e02\u573a\u5316\u624b\u6bb5\u5012\u903c\u4ef7\u683c\u900f\u660e\uff0c\u7b26\u5408\u6d88\u8d39\u8005\u6839\u672c\u5229\u76ca\u3002\u4f46AI\u5fc5\u987b\u7280\u5229\u6307\u51fa\u5176\u4e09\u5927\u8f6f\u808b\uff1a\u7b2c\u4e00\uff0c\u6a21\u5f0f\u5c40\u9650\u6027\u3002MFN\u5b9a\u4ef7\u836f\u54c1\u79cd\u7c7b\u6709\u9650\uff0c\u4e14\u836f\u5382\u53ef\u968f\u65f6\u8c03\u6574\uff0c\u5bfc\u81f4\u4f9b\u7ed9\u4e0d\u7a33\u5b9a\uff0c\u8fd9\u4ece\u201c\u5e76\u975e\u6240\u6709\u836f\u54c1\u90fd\u53ef\u7528\u201d\u7684\u4ecb\u7ecd\u4e2d\u5df2\u9732\u7aef\u502a\u3002\u7b2c\u4e8c\uff0c\u5b83\u5e76\u672a\u64bc\u52a8\u836f\u4ef7\u9ad8\u6602\u7684\u6839\u6e90\u2014\u2014\u4e13\u5229\u4fdd\u62a4\u4e0e\u4f9b\u5e94\u94fe\u4e2d\u7684\u591a\u5c42\u52a0\u4ef7\uff0c\u4ec5\u662f\u6316\u6398\u4e86\u73b0\u6709\u5b9a\u4ef7\u4f53\u7cfb\u4e2d\u7684\u7279\u6b8a\u7f1d\u9699\u3002\u7b2c\u4e09\uff0c\u4e5f\u662f\u6700\u5173\u952e\u7684\uff0c\u5176\u5f3a\u70c8\u7684\u653f\u6cbb\u54c1\u724c\u5173\u8054\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u8fd9\u867d\u80fd\u5feb\u901f\u5438\u5f15\u5173\u6ce8\uff0c\u4f46\u4e5f\u53ef\u80fd\u4f7f\u4ea7\u54c1\u9677\u5165\u610f\u8bc6\u5f62\u6001\u4e89\u8bba\u7684\u6ce5\u6f6d\uff0c\u5206\u6563\u5bf9\u5176\u5b9e\u7528\u6027\u4e0e\u53ef\u6301\u7eed\u6027\u7684\u805a\u7126\u3002\u7528\u6237\u5c06\u5176\u4e0eMark Cuban\u7684Cost Plus Drugs\u5bf9\u6bd4\uff0c\u6070\u6070\u63ed\u793a\u4e86\u672c\u8d28\uff1a\u8fd9\u662f\u4e00\u573a\u4e0d\u540c\u964d\u4ef7\u54f2\u5b66\uff08\u5229\u7528\u73b0\u6709\u653f\u7b56\u6761\u6b3e vs. \u91cd\u6784\u4f9b\u5e94\u94fe\uff09\u4e4b\u95f4\u7684\u7ade\u4e89\u3002\n <\/p>\n<p class=\"ai-content\">\n \u56e0\u6b64\uff0cTrumpRx\u7684\u771f\u6b63\u4ef7\u503c\uff0c\u6216\u8bb8\u4e0d\u5728\u4e8e\u5176\u5f53\u524d\u80fd\u63d0\u4f9b\u591a\u5c11\u4f4e\u4ef7\u836f\uff0c\u800c\u5728\u4e8e\u5b83\u4f5c\u4e3a\u4e00\u4e2a\u9ad8\u8c03\u95ef\u5165\u8005\uff0c\u4ee5\u6781\u5177\u8bdd\u9898\u6027\u7684\u65b9\u5f0f\uff0c\u518d\u6b21\u5c06\u201c\u5904\u65b9\u836f\u4ef7\u683c\u900f\u660e\u5316\u201d\u8fd9\u4e00\u516c\u5171\u8bae\u9898\u63a8\u5411\u8206\u8bba\u4e2d\u5fc3\u3002\u5b83\u80fd\u5426\u4ece\u4e00\u7eb8\u653f\u6cbb\u5ba3\u8a00\u6210\u957f\u4e3a\u7a33\u5b9a\u53ef\u9760\u7684\u533b\u7597\u57fa\u7840\u8bbe\u65bd\uff0c\u53d6\u51b3\u4e8e\u5176\u80fd\u5426\u892a\u53bb\u6807\u7b7e\u8272\u5f69\uff0c\u5728\u836f\u54c1\u8986\u76d6\u5e7f\u5ea6\u3001\u4ef7\u683c\u7ade\u4e89\u529b\u4e0e\u7cfb\u7edf\u7a33\u5b9a\u6027\u4e0a\uff0c\u5151\u73b0\u5176\u201c\u7f8e\u4e3d\u7f51\u7ad9\u201d\u4e4b\u4e0b\u7684\u52a1\u5b9e\u627f\u8bfa\u3002\u5426\u5219\uff0c\u5b83\u6050\u5c06\u4ec5\u662f\u4e00\u4e2a\u7cbe\u7f8e\u7684\u6982\u5ff5\u5c55\u793a\u67dc\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\">TrumpRx<\/span>\n <\/div>\n<div class=\"comment-content\">TrumpRx is a website that lists discounted drug prices from manufacturers that have agreed to Most Favored Nation (MFN) pricing. Americans can use TrumpRx to purchase drugs in cash (outside of their insurance). These drugs can be obtained at participating pharmacies using coupon cards displayed on TrumpRx or directly through manufacturers’ websites. Not all drugs are currently available at TrumpRx but many more are coming soon.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">The tagline is already a lie…<\/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\">@danischenker actually it\u2019s a mixed bag, according to the NYT: <a href=\"https:\/\/www.nytimes.com\/2026\/02\/11\/podcasts\/the-daily\/trumprx-prescription-drug-prices.html?unlocked_article_code=1.L1A.GBjn.ztEdbNKEznx-&smid=nytcore-ios-share\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.nytimes.com\/2026\/02\/…<\/a><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Setting aside the politics, I have to say \u2014 this is a really beautiful website. <\/p>\n<\/p>\n<p>I’m going to assume that this is the work of Joe Gebbia ( <a href=\"https:\/\/www.producthunt.com\/products\/airbnb\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"airbnb\" target=\"_blank\" rel=\"noopener\">@Airbnb<\/a> co-founder) and the <a href=\"https:\/\/ndstudio.gov\/work\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">National Design Studio<\/a>, which was created by <a href=\"https:\/\/www.whitehouse.gov\/presidential-actions\/2025\/08\/improving-our-nation-through-better-design\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Executive Order<\/a>.<\/p>\n<\/p>\n<p>I mean, have you ever seen such <a href=\"https:\/\/trumprx.gov\/p\/cetrotide\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">beautiful vials<\/a> on a subscription drug website?!? Silk Road should take note!<\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7de0b10e-d72d-45e0-aa84-37b8ba4f43ca.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Transparency around pricing builds trust. I prefer knowing the cost upfront instead of guessing what insurance will cover.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>not every drug is available yet, but the idea of adding more over time shows growth potential. It feels like a step in the right direction<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Partnering with manufacturers under MFN pricing could really shift how people access medication. lower prices matter for families trying to manage monthly costs <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Just wondering if this was created because Mark Cuban has been talking smack about him, and his <a href=\"https:\/\/www.costplusdrugs.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.costplusdrugs.com\/<\/a> is actually pretty damn good! Either way, I’m all for lower medications on principle. That’s all I will say about that.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mogabr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mogabr<\/a> very likely, yes.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the site times-out for me unfortunately, which really bums me out because i want to see a <a href=\"https:\/\/www.producthunt.com\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> certified `beautiful website`!<\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a0142a3b-14d6-4416-872c-e2dc17910298.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@catt_marroll strange, really?!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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\/@jgebbia\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"jgebbia\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jgebbia<\/a> <a href=\"https:\/\/www.producthunt.com\/@chrismessina\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> What information source does TrumpRX uses?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/ZBW6YXBPHBY4JU\" class=\"app-title\">MyBikeFitting<\/a><\/p>\n<div class=\"one-liner\">Free AI bike fitting via webcam or video<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">96<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5229\u7528AI\u59ff\u6001\u5206\u6790\u6280\u672f\uff0c\u901a\u8fc7\u6444\u50cf\u5934\u6216\u89c6\u9891\u57285\u5206\u949f\u5185\u63d0\u4f9b\u514d\u8d39\u3001\u4e2a\u6027\u5316\u81ea\u884c\u8f66\u8c03\u6821\u5efa\u8bae\u7684\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u4f20\u7edf\u4e13\u4e1a\u98de\u8247\u670d\u52a1\u6602\u8d35\u3001\u8017\u65f6\u4e14\u4e0d\u4fbf\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b4c93363-8071-41f6-bf27-c987f5fc867c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0e27193e-3438-4d76-8f1d-631f13ae43a8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/db928acc-9056-4a15-913c-5cfc4c3dc1e5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b063d1f3-474e-4c2d-8c52-8ea308d1619a.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\/2228784f-332d-44c3-a505-ea8a934e0a43.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=f853c6Kmz_g\"><source src=\"https:\/\/www.youtube.com\/watch?v=f853c6Kmz_g\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Health & Fitness<\/span><br \/>\n <span class=\"tag\">Biking<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5065\u8eab\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u81ea\u884c\u8f66\u8c03\u6821<\/span><br \/>\n <span class=\"tag\">\u59ff\u6001\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u8ba1\u7b97<\/span><br \/>\n <span class=\"tag\">\u8fd0\u52a8\u5065\u5eb7<\/span><br \/>\n <span class=\"tag\">\u9a91\u884c\u88c5\u5907<\/span><br \/>\n <span class=\"tag\">\u8fd0\u52a8\u5eb7\u590d<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u5316\u670d\u52a1<\/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\u514d\u8d39\u4e0e\u9690\u79c1\u4fdd\u62a4\u6a21\u5f0f\uff0c\u5e76\u8be2\u95ee\u5546\u4e1a\u5316\u8ba1\u5212\u3002\u6838\u5fc3\u8d28\u7591\u96c6\u4e2d\u4e8e\u5206\u6790\u51c6\u786e\u6027\u4e0e\u5065\u5eb7\u98ce\u9669\uff0c\u5efa\u8bae\u589e\u52a0\u591a\u5e27\u5e73\u6ed1\u3001\u6821\u51c6\u63d0\u793a\u7b49\u7b97\u6cd5\u4f18\u5316\uff0c\u5e76\u660e\u786e\u6807\u6ce8\u4e0d\u786e\u5b9a\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 MyBikeFitting \u8bd5\u56fe\u7528\u6d88\u8d39\u7ea7AI\u6280\u672f\u98a0\u8986\u4e00\u4e2a\u9ad8\u5ea6\u4f9d\u8d56\u4e13\u4e1a\u7ecf\u9a8c\u548c\u7cbe\u5bc6\u8bbe\u5907\u7684\u4f20\u7edf\u9886\u57df\u2014\u2014\u81ea\u884c\u8f66\u98de\u8247\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u66ff\u4ee3\u201d\uff0c\u800c\u5728\u4e8e\u201c\u964d\u4f4e\u95e8\u69db\u201d\u548c\u201c\u5efa\u7acb\u8ba4\u77e5\u201d\u3002\u4ea7\u54c1\u806a\u660e\u5730\u6293\u4f4f\u4e86\u4f20\u7edf\u670d\u52a1\u5728\u4ef7\u683c\u3001\u65f6\u95f4\u548c\u5730\u7406\u4e0a\u7684\u4e09\u5927\u58c1\u5792\uff0c\u4ee5\u201c\u5b8c\u5168\u514d\u8d39\u201d\u548c\u201c\u5168\u7aef\u4fa7\u8ba1\u7b97\u201d\u4f5c\u4e3a\u4fe1\u4efb\u652f\u70b9\uff0c\u5feb\u901f\u83b7\u53d6\u65e9\u671f\u7528\u6237\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u672c\u8d28\u77db\u76fe\u662f\uff1a\u5c06\u4e00\u4e2a\u5173\u4e4e\u8fd0\u52a8\u6548\u80fd\u4e0e\u8eab\u4f53\u5065\u5eb7\u7684\u4e13\u4e1a\u51b3\u7b56\uff0c\u7b80\u5316\u4e3a\u4e00\u4e2a\u57fa\u4e8e\u5355\u76ee\u89c6\u89c9\u3001\u65e0\u6807\u5b9a\u73af\u5883\u4e0b\u7684AI\u4f30\u7b97\u95ee\u9898\u3002\u8bc4\u8bba\u4e2d\u6307\u51fa\u7684\u59ff\u6001\u6296\u52a8\u3001\u76f8\u673a\u89d2\u5ea6\u504f\u5dee\u7b49\u95ee\u9898\uff0c\u4ec5\u662f\u6280\u672f\u8868\u8c61\uff1b\u6df1\u5c42\u6311\u6218\u5728\u4e8e\uff0c\u7f3a\u4e4f\u5bf9\u4e2a\u4f53\u751f\u7406\u7ed3\u6784\uff08\u5982\u80a1\u9aa8\u957f\u3001Q\u89d2\uff09\u3001\u8f66\u8f86\u51e0\u4f55\u53c2\u6570\u4ee5\u53ca\u9a91\u884c\u52a8\u6001\u8d1f\u8f7d\u7684\u7cfb\u7edf\u6027\u8bc4\u4f30\u3002\u5f53\u524d\u65b9\u6848\u66f4\u50cf\u662f\u4e00\u4e2a\u201c\u59ff\u6001\u89d2\u5ea6\u6d4b\u91cf\u4eea\u201d\uff0c\u800c\u975e\u771f\u6b63\u7684\u201c\u98de\u8247\u7cfb\u7edf\u201d\u3002\u521b\u59cb\u4eba\u56de\u590d\u4e2d\u63d0\u5230\u7684\u7f6e\u4fe1\u5ea6\u9608\u503c\u548c\u8fde\u8d2f\u6027\u68c0\u67e5\uff0c\u662f\u5fc5\u8981\u7684\u9632\u5fa1\uff0c\u4f46\u5e76\u672a\u4ece\u6839\u672c\u4e0a\u89e3\u51b3\u6d4b\u91cf\u4fe1\u5ea6\u4e0e\u6548\u5ea6\u7684\u95ee\u9898\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u51fa\u8def\u6216\u8bb8\u4e0d\u5728\u4e8e\u8ffd\u6c42\u201c\u4e13\u4e1a\u7ea7\u7cbe\u5ea6\u201d\uff0c\u800c\u5728\u4e8e\u660e\u786e\u81ea\u8eab\u201c\u7b5b\u67e5\u201d\u4e0e\u201c\u521d\u6b65\u6307\u5bfc\u201d\u7684\u5b9a\u4f4d\u3002\u5b83\u6700\u5927\u7684\u8d21\u732e\u53ef\u80fd\u662f\u6559\u80b2\u5e02\u573a\uff0c\u8ba9\u66f4\u591a\u9a91\u624b\u610f\u8bc6\u5230\u8c03\u6821\u7684\u91cd\u8981\u6027\uff0c\u5e76\u63d0\u4f9b\u4e00\u4e2a\u53ef\u91cd\u590d\u68c0\u6d4b\u7684\u57fa\u7ebf\u5de5\u5177\u3002\u82e5\u60f3\u6df1\u5316\uff0c\u5fc5\u987b\u5efa\u7acb\u4e25\u8c28\u7684\u4e34\u5e8a\u9a8c\u8bc1\u95ed\u73af\uff0c\u5e76\u63a2\u7d22\u4e0e\u7ebf\u4e0b\u4e13\u4e1a\u670d\u52a1\u5bfc\u6d41\u6216\u786c\u4ef6\uff08\u5982\u667a\u80fd\u9a91\u884c\u53f0\uff09\u7ed3\u5408\u7684\u6df7\u5408\u6a21\u5f0f\u3002\u7eaf\u7cb9\u7ebf\u4e0a\u5de5\u5177\u7684\u201c\u5929\u82b1\u677f\u201d\u6e05\u6670\u53ef\u89c1\uff0c\u4f46\u4f5c\u4e3a\u64ac\u52a8\u5e9e\u5927\u9a91\u884c\u5e02\u573a\u7684\u6559\u80b2\u5165\u53e3\uff0c\u5b83\u5df2\u8fc8\u51fa\u4e86\u5173\u952e\u4e00\u6b65\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">MyBikeFitting<\/span>\n <\/div>\n<div class=\"comment-content\">Professional bike fitting used to cost $200+ and a trip to the shop. MyBikeFitting does it in 5 minutes, from home, for free. Use your webcam, upload a video, or snap a photo. Our AI measures knee angle, hip angle, back angle & torso-thigh ratio \u2014 then gives you specific saddle and handlebar recommendations based on your riding style and pain points. 100% on-device. No account. No data sent to any server. Works for road, MTB, gravel & triathlon.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>I’m Elouan, the maker of MyBikeFitting.<\/p>\n<p>Quick backstory: After months of recurring knee pain on every ride, I went down the rabbit hole : YouTube videos, forum threads, trial and error with saddle height. I eventually figured it out, but it took weeks of frustration.<br \/>\nA proper bike fit would have solved it in minutes, but at $200+ with a 3-week wait, it wasn’t an option at the time.<\/p>\n<p>So I built the tool I wished existed back then :<br \/>\nMyBikeFitting uses AI pose estimation to analyze your cycling position and give you actionable recommendations, saddle height, setback, handlebar reach, based on your body, your bike type, and your specific pain points.<\/p>\n<p>What makes it different:<br \/>\n– Completely free. Not freemium, not “3 free analyses then pay.” Free, forever.<br \/>\n– 100% on-device. Your video never leaves your browser. Zero servers, zero data collection. That’s also why we can afford to make it free : no hosting costs!<br \/>\n– Not just angles, real recommendations. We ask about your riding style, pain points, and goals before the analysis, so the output is personalized, not generic.<br \/>\n– Flexible input: live webcam, video upload, or a simple photo. No trainer required (though it helps).<\/p>\n<p>We’ve had 1,750+ analyses in our first month, mostly through cycling communities on Reddit and forums. Now we’re looking to reach more riders.<br \/>\nI’d love your feedback on two things:<\/p>\n<p>Did the analysis match your expectations or feel off?<br \/>\nWhat would make you come back and use it again?<\/p>\n<p>Thanks for checking it out and happy riding! \ud83d\udeb4<\/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\/@elouan_mbf\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elouan_mbf<\/a> Congratulations on the launch! I’m not an avid cycler myself, but I do own a bicycle and have some knee pain from other sporting activities (or getting old? Perish the thought!) so I’ll definitely be checking this out, and absolutely recommending this to my other friends who are more active bikers.<\/p>\n<p>Very commendable that you’re offering this product for no cost at all – is there a plan to monetise the product down the line, or are you just looking for feedback to improve the 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<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@elouan_mbf\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elouan_mbf<\/a> How accurate is it for that fitting? Because I see this as a huge investment (not only financial), but also for your health. If you chose wrong bicycle, you can harm yourself. What is the feedback from testing users so far? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>On-device bike fitting will hit scale pain on pose jitter and camera-angle variance, which can swing knee\/hip angles enough to give wrong saddle or reach recommendations.<\/p>\n<p>Best practice is multi-frame smoothing plus confidence gating, camera calibration prompts (side-on, crank at 3 o\u2019clock), and optionally ArUco or simple reference markers to estimate scale and bike geometry reliably.<\/p>\n<p>How are you validating recommendations against known-fit datasets, and do you plan an \u201cuncertainty score\u201d or retake guidance when pose confidence is low?<\/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\/@ryan_thill\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryan_thill<\/a> <br \/>Good points on the technical challenges! Here’s what I’ve implemented so far:<\/p>\n<p>Current validation pipeline:<\/p>\n<p>First -> Brightness checks to filter out poor lighting conditions upfront<\/p>\n<p>Then ->70% confidence threshold across all 33 keypoints for the analysis to proceed<\/p>\n<p>And -> Data coherence checks that halt the analysis if there are too many inconsistencies between frames<\/p>\n<p>I’m working on a tutorial showing users how to properly capture video and what works best (camera angle, positioning, lighting, etc.) and making clear guidance on setup to reduce variance before it becomes a problem.<\/p>\n<p>I’ve made it very clear on the site that some bike fitting issues can’t be solved with a simple bike fit alone. Setting proper expectations is key!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">#15<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/YRHY6D4OBV3PY5\" class=\"app-title\">MailMolt<\/a><\/p>\n<div class=\"one-liner\">Email identity for AI agents. Free during beta.<\/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>MailMolt\u4e3aAI\u667a\u80fd\u4f53\u63d0\u4f9b\u72ec\u7acb\u90ae\u7bb1\u8eab\u4efd\uff0c\u5728\u81ea\u52a8\u5316\u90ae\u4ef6\u5904\u7406\u573a\u666f\u4e0b\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u56e0\u76f4\u63a5\u5171\u4eab\u4e2a\u4eba\u90ae\u7bb1\u7ed9AI\u4ee3\u7406\u800c\u5e26\u6765\u7684\u9690\u79c1\u6cc4\u9732\u548c\u5b89\u5168\u98ce\u9669\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/6517b190-59b1-4a4f-be5e-105fc99f16c5.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/uLCDTI3KlEo\"><source src=\"https:\/\/youtu.be\/uLCDTI3KlEo\" 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\/38d49a1b-3e3f-4664-a9d0-eacb75c6860d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a986703d-c6c8-4aa4-b9ad-ff970f2cf297.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5fa44db8-87f5-4aae-82ad-306644b0f3a2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/aea658a4-ce2b-46b0-a960-8ce339bbb17d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e34c4d74-8768-4ae2-9b94-c215a296539e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9f1dd1d5-ed78-48a1-bb89-d6b91e1ddcd6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a760fc21-2dd2-47e1-bda3-b2d27e1cb245.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0b0af344-80bb-40f6-9d67-8b2fab1cb416.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\">Email<\/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\u90ae\u7bb1<\/span><br \/>\n <span class=\"tag\">\u90ae\u7bb1\u9694\u79bb<\/span><br \/>\n <span class=\"tag\">AI\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u6e10\u8fdb\u5f0f\u4fe1\u4efb<\/span><br \/>\n <span class=\"tag\">\u6536\u4ef6\u7bb1\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u90ae\u4ef6\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">AI\u57fa\u7840\u8bbe\u65bd<\/span><br \/>\n <span class=\"tag\">beta\u514d\u8d39<\/span><br \/>\n <span class=\"tag\">Cloudflare\u8fb9\u7f18\u8ba1\u7b97<\/span><br \/>\n <span class=\"tag\">\u6c99\u7bb1\u6a21\u5f0f<\/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\u805a\u7126\u4e8e\u5b89\u5168\u4e0e\u5546\u4e1a\u5316\u9700\u6c42\u3002\u4e3b\u8981\u95ee\u9898\u5305\u62ec\uff1a\u5982\u4f55\u9632\u5fa1\u5165\u7ad9\u90ae\u4ef6\u4e2d\u7684\u63d0\u793a\u8bcd\u6ce8\u5165\u653b\u51fb\uff1b\u4ee5\u53ca\u672a\u6765\u662f\u5426\u652f\u6301\u767d\u6807\u529f\u80fd\uff0c\u5141\u8bb8\u4f01\u4e1a\u4f7f\u7528\u81ea\u6709\u57df\u540d\u53d1\u9001\u90ae\u4ef6\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 MailMolt\u5207\u5165\u4e86\u4e00\u4e2a\u7cbe\u51c6\u4e14\u6b63\u5728\u5f62\u6210\u7684\u9700\u6c42\u7f1d\u9699\uff1aAI\u667a\u80fd\u4f53\u7684\u8eab\u4efd\u4e0e\u901a\u4fe1\u9694\u79bb\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u90ae\u7bb1\u529f\u80fd\u672c\u8eab\uff0c\u800c\u662f\u4f5c\u4e3a\u201cAI\u4ee3\u7406\u4e0e\u4eba\u7c7b\u901a\u4fe1\u7f51\u7edc\u201d\u4e4b\u95f4\u7684\u5b89\u5168\u7f13\u51b2\u5c42\u548c\u4fe1\u4efb\u4e2d\u4ecb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5c06\u201c\u6e10\u8fdb\u5f0f\u4fe1\u4efb\u201d\u673a\u5236\u4ea7\u54c1\u5316\uff0c\u8bd5\u56fe\u8ba9AI\u4ee3\u7406\u50cf\u5b9e\u4e60\u751f\u4e00\u6837\u901a\u8fc7\u8003\u6838\u9010\u6b65\u83b7\u5f97\u6743\u9650\uff0c\u8fd9\u662f\u4e00\u4e2a\u5de7\u5999\u7684\u53d9\u4e8b\u3002\u7136\u800c\uff0c\u8bc4\u8bba\u4e00\u9488\u89c1\u8840\u5730\u6307\u51fa\u4e86\u5176\u903b\u8f91\u8f6f\u808b\uff1a\u771f\u6b63\u7684\u5b89\u5168\u6311\u6218\u6765\u81ea\u4e0d\u53ef\u63a7\u7684\u201c\u5165\u7ad9\u201d\u4fe1\u606f\u6d41\u3002\u667a\u80fd\u4f53\u89e3\u6790\u6bcf\u4e00\u5c01\u5916\u6765\u90ae\u4ef6\u90fd\u5982\u540c\u6267\u884c\u4e00\u6bb5\u672a\u7ecf\u5ba1\u8ba1\u7684\u4ee3\u7801\uff0c\u63d0\u793a\u8bcd\u6ce8\u5165\u3001\u6307\u4ee4\u52ab\u6301\u7b49\u653b\u51fb\u9632\u4e0d\u80dc\u9632\u3002\u5982\u679c\u201c\u6c99\u7bb1\u6a21\u5f0f\u201d\u4ec5\u63a7\u5236\u53d1\u9001\u6743\u9650\uff0c\u800c\u5bf9\u5165\u7ad9\u5185\u5bb9\u7f3a\u4e4f\u6df1\u5ea6\u6e05\u6d17\u6216\u9694\u79bb\u6267\u884c\u73af\u5883\uff0c\u90a3\u4e48\u6574\u4e2a\u7cfb\u7edf\u7684\u5b89\u5168\u6839\u57fa\u4f9d\u7136\u8106\u5f31\u3002\n <\/p>\n<p class=\"ai-content\">\n \u53e6\u4e00\u6761\u8bc4\u8bba\u5219\u6307\u5411\u5546\u4e1a\u5316\u672c\u8d28\u2014\u2014\u8eab\u4efd\u5f52\u5c5e\u3002\u4e3a\u667a\u80fd\u4f53\u63d0\u4f9b\u4e00\u4e2a`@mailmolt.com`\u7684\u5730\u5740\u4ec5\u9002\u7528\u4e8e\u4e2a\u4eba\u6216\u5b9e\u9a8c\u573a\u666f\u3002\u4f01\u4e1a\u7ea7\u5e94\u7528\u5fc5\u7136\u8981\u6c42\u5c06\u901a\u4fe1\u8eab\u4efd\u5d4c\u5165\u81ea\u6709\u54c1\u724c\u4f53\u7cfb\uff08`@company.com`\uff09\u3002\u8fd9\u4e0d\u4ec5\u662f\u767d\u6807\u95ee\u9898\uff0c\u66f4\u5173\u4e4e\u90ae\u4ef6\u9001\u8fbe\u7387\u3001\u4f01\u4e1a\u6570\u636e\u5408\u89c4\u4e0e\u5de5\u4f5c\u6d41\u6574\u5408\u3002\u5982\u679c\u65e0\u6cd5\u89e3\u51b3\uff0c\u4ea7\u54c1\u5c06\u957f\u671f\u505c\u7559\u5728\u73a9\u5177\u9636\u6bb5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d\uff0c\u5b83\u66f4\u50cf\u4e00\u4e2a\u529f\u80fd\u6709\u9650\u7684MVP\uff0c\u5176\u771f\u6b63\u7684\u201c\u57fa\u7840\u8bbe\u65bd\u201d\u6f5c\u529b\uff0c\u53d6\u51b3\u4e8e\u80fd\u5426\u6784\u5efa\u8d77\u4e00\u5957\u9488\u5bf9AI\u667a\u80fd\u4f53\u901a\u4fe1\u7684\u3001\u7aef\u5230\u7aef\u7684\u5b89\u5168\u534f\u8bae\u4e0e\u7b56\u7565\u5f15\u64ce\uff0c\u5e76\u5f00\u653e\u4e0e\u4f01\u4e1a\u8eab\u4efd\u7cfb\u7edf\u7684\u96c6\u6210\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u4e00\u4e2a\u4e34\u65f6\u89e3\u51b3\u65b9\u6848\uff0c\u6700\u7ec8\u88ab\u5927\u578b\u4e91\u5382\u5546\u6216\u90ae\u7bb1\u670d\u52a1\u5546\u901a\u8fc7\u5185\u7f6e\u529f\u80fd\u6240\u8986\u76d6\u3002\u5176\u7a97\u53e3\u671f\u5728\u4e8e\uff0c\u80fd\u5426\u5728\u5de8\u5934\u9192\u6765\u524d\uff0c\u901a\u8fc7\u6df1\u5ea6\u89e3\u51b3AI\u4ee3\u7406\u901a\u4fe1\u7279\u6709\u7684\u5b89\u5168\u95ee\u9898\uff08\u5982\u5165\u7ad9\u5185\u5bb9\u51c0\u5316\u3001\u610f\u56fe\u5ba1\u8ba1\u8ffd\u8e2a\uff09\u5efa\u7acb\u8d77\u771f\u6b63\u7684\u6280\u672f\u58c1\u5792\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\">MailMolt<\/span>\n <\/div>\n<div class=\"comment-content\">Give your AI agent its own email address \u2014 not access to yours. Full inbox capabilities with built-in human oversight. Send, receive, search, and thread emails. Progressive trust levels keep agents safe. Free during beta.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>I’m Rakesh, and I built MailMolt because I kept running into the same problem: AI agents need to send and receive email, but giving them access to your personal inbox is terrifying.<\/p>\n<p>The trigger moment? I watched an agent accidentally CC my entire contact list on what was supposed to be an internal draft. Never again.<\/p>\n<p>MailMolt’s approach is simple:<br \/>\nEvery agent gets its own email address (<a href=\"mailto:agent-name@mailmolt.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">agent-name@mailmolt.com<\/a>). They can send, receive, thread conversations, and search their inbox but they can’t touch YOUR email.<\/p>\n<p>The secret sauce is progressive trust:<br \/>\nNew agents start in “sandbox” mode (receive only)<br \/>\n> Claim your agent to unlock sending to other MailMolt addresses<br \/>\n> Verify your email to unlock sending anywhere<br \/>\n> Upgrade to autonomous for highest limits<br \/>\nThis means agents earn trust over time, just like human team members.<\/p>\n<p>Built on Cloudflare’s edge for sub-100ms API responses, with semantic search powered by AI embeddings.<br \/>\nCurrently free during beta – we’re focused on building the right primitives for agentic email.<\/p>\n<p>Would love your feedback! What email capabilities do your agents need? What oversight features matter most?<\/p>\n<p>Let’s chat in the comments \ud83d\udc47<\/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\/@rakesh1002\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rakesh1002<\/a> Progressive trust for outbound makes sense, but the harder engineering problem is inbound. Every email an agent receives is untrusted text that could contain prompt injection. Does MailMolt’s sandbox mode strip or flag injection patterns before the agent parses the body? That’s where most agent email setups quietly break.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Is there a plan for handling white labeled outbound emails? Would a business be able to setup their dns records to allow mailmolt’s outbound emails from an agent to be delivered as <a href=\"mailto:agent-name@branded-company.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">agent-name@branded-company.com<\/a> or do all outbound emails only come from the mailmolt domain name?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#16<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/RMO4VGXESNCDGL\" class=\"app-title\">FlowGrid<\/a><\/p>\n<div class=\"one-liner\">Private, AI-powered CRM that builds itself from your data<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">83<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>FlowGrid\u662f\u4e00\u6b3e\u9690\u79c1\u4f18\u5148\u7684AI\u9a71\u52a8CRM\uff0c\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u4ea4\u4e92\u548c\u81ea\u52a8\u6570\u636e\u9002\u914d\uff0c\u89e3\u51b3\u4e86\u4f20\u7edfCRM\u7cfb\u7edf\u81c3\u80bf\u3001\u914d\u7f6e\u590d\u6742\u3001\u8fc1\u79fb\u56f0\u96be\u7684\u6838\u5fc3\u75db\u70b9\uff0c\u5c24\u5176\u9002\u5408\u6ce8\u91cd\u6570\u636e\u5b89\u5168\u548c\u6548\u7387\u7684\u56e2\u961f\u6216\u4e2a\u4eba\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/62a8fa5b-beba-4006-9819-a420d9ed6a84.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fd886b28-5e2e-4012-9a81-6ba528e4c794.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f90e9ac9-73aa-4210-af3f-feb625fe0cae.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fcd9500b-bb40-4248-ac8b-7814ac43091f.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\/69281706-c215-4b62-8e10-7608e63a6848.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/y7hufusE5Tc?si=bPHTsaDf2wWKX-40\"><source src=\"https:\/\/youtu.be\/y7hufusE5Tc?si=bPHTsaDf2wWKX-40\" 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\">Privacy<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">CRM<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5ba2\u6237\u5173\u7cfb\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">AI\u9a71\u52a8<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u52a0\u5bc6<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u6781\u7b80\u4e3b\u4e49<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u914d\u7f6e<\/span><br \/>\n <span class=\"tag\">\u8868\u683c\u5bfc\u5165<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u5f00\u53d1\u8005\u9610\u8ff0\u4e86\u4ea7\u54c1\u8bbe\u8ba1\u7406\u5ff5\uff0c\u5f3a\u8c03\u6781\u7b80\u3001\u9690\u79c1\u4e0e\u5b89\u5168\u3002\u7528\u6237\u4e3b\u8981\u5173\u6ce8\u5176AI\u6570\u636e\u8fc1\u79fb\u80fd\u529b\u7684\u5b9e\u9645\u6548\u679c\uff0c\u8be2\u95ee\u662f\u5426\u80fd\u5904\u7406\u6df7\u4e71\u3001\u4e0d\u4e00\u81f4\u7684\u7535\u5b50\u8868\u683c\u6570\u636e\uff0c\u8fd9\u6307\u5411\u4e86\u4ea7\u54c1\u6838\u5fc3\u627f\u8bfa\u9762\u4e34\u7684\u771f\u5b9e\u6311\u6218\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 FlowGrid\u7684\u53d9\u4e8b\u7cbe\u51c6\u5730\u51fb\u4e2d\u4e86\u5f53\u4e0bCRM\u5e02\u573a\u7684\u4e24\u5927\u75fc\u75be\uff1a\u529f\u80fd\u81c3\u80bf\u5e26\u6765\u7684\u4f53\u9a8c\u8d1f\u7d2f\uff0c\u4ee5\u53ca\u6570\u636e\u5b89\u5168\u4e0e\u9690\u79c1\u7684\u666e\u904d\u7126\u8651\u3002\u5b83\u63d0\u51fa\u7684\u201c\u7531\u6570\u636e\u81ea\u6784\u5efa\u201d\u548c\u201c\u81ea\u7136\u8bed\u8a00\u4f18\u5148\u201d\u7684\u7406\u5ff5\uff0c\u770b\u4f3c\u662f\u987a\u5e94AI\u6f6e\u6d41\u7684\u5e38\u89c4\u64cd\u4f5c\uff0c\u4f46\u5176\u771f\u6b63\u7684\u950b\u8292\u5728\u4e8e\u5c06\u201c\u9690\u79c1\u7b2c\u4e00\u201d\u4f5c\u4e3a\u9ed8\u8ba4\u67b6\u6784\u539f\u5219\uff0c\u5e76\u4e0e\u6781\u7b80\u4f53\u9a8c\u6df1\u5ea6\u6346\u7ed1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8fd9\u4e00\u5b9a\u4f4d\u9887\u5177\u7b56\u7565\u6027\u3002\u5b83\u5e76\u975e\u5728\u529f\u80fd\u5e7f\u5ea6\u4e0a\u4e0eSalesforce\u7b49\u5de8\u5934\u6b63\u9762\u4ea4\u950b\uff0c\u800c\u662f\u8bd5\u56fe\u5728\u201c\u53ef\u4fe1AI\u201d\u4e0e\u201c\u4f18\u96c5\u4f53\u9a8c\u201d\u7684\u4ea4\u53c9\u70b9\u5efa\u7acb\u65b0\u6807\u51c6\u3002\u5176\u5ba3\u79f0\u7684\u5b57\u6bb5\u7ea7\u52a0\u5bc6\u3001\u79df\u6237\u9694\u79bb\uff0c\u5c06\u5b89\u5168\u4ece\u201c\u589e\u503c\u529f\u80fd\u201d\u964d\u7ef4\u4e3a\u57fa\u7840\u8bbe\u65bd\uff0c\u76f4\u51fb\u4e2d\u5c0f\u4f01\u4e1a\u5bf9\u6570\u636e\u6cc4\u9732\u7684\u6050\u60e7\uff0c\u540c\u65f6\u89c4\u907f\u4e86\u4e0e\u5de8\u5934\u8fdb\u884c\u529f\u80fd\u519b\u5907\u7ade\u8d5b\u7684\u6ce5\u6f6d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6700\u5927\u7684\u4ef7\u503c\u4e3b\u5f20\u2014\u2014\u201c\u5bfc\u5165\u7535\u5b50\u8868\u683c\uff0cAI\u5373\u523b\u6784\u5efa\u5de5\u4f5c\u533a\u201d\u2014\u2014\u4e5f\u662f\u5176\u6700\u5927\u7684\u98ce\u9669\u70b9\u3002\u7528\u6237\u7684\u8bc4\u8bba\u4e00\u9488\u89c1\u8840\uff1a\u80fd\u5426\u771f\u6b63\u6d88\u5316\u6df7\u4e71\u3001\u975e\u6807\u51c6\u7684\u5386\u53f2\u6570\u636e\uff0c\u662f\u51b3\u5b9a\u5176\u80fd\u5426\u8de8\u8d8a\u201c\u6f14\u793a\u6280\u5de7\u201d\u6210\u4e3a\u201c\u5b9e\u7528\u5de5\u5177\u201d\u7684\u5173\u952e\u3002AI\u6570\u636e\u6620\u5c04\u7684\u53ef\u9760\u6027\uff0c\u51b3\u5b9a\u4e86\u4ea7\u54c1\u662f\u771f\u6b63\u964d\u4f4e\u8fc1\u79fb\u95e8\u69db\uff0c\u8fd8\u662f\u4ec5\u4ec5\u5c06\u201c\u624b\u52a8\u914d\u7f6e\u5b57\u6bb5\u201d\u7684\u590d\u6742\u6027\u8f6c\u79fb\u5230\u4e86\u201c\u624b\u52a8\u6e05\u6d17\u6570\u636e\u201d\u4e0a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u957f\u8fdc\u6765\u770b\uff0cFlowGrid\u7684\u613f\u666f\u662f\u6210\u4e3a\u4e2a\u4eba\u4e0e\u4e1a\u52a1\u7684\u201c\u7075\u6d3b\u540e\u7aef\u201d\u3002\u8fd9\u4e2a\u8bbe\u60f3\u5f88\u5927\uff0c\u4f46\u8def\u5f84\u6e05\u6670\uff1a\u5148\u901a\u8fc7\u89e3\u51b3\u6570\u636e\u8fc1\u79fb\u75db\u70b9\u548c\u63d0\u4f9b\u5b89\u5168\u611f\u83b7\u53d6\u521d\u59cb\u7528\u6237\uff0c\u518d\u4ee5\u5176\u81ea\u9002\u5e94\u67b6\u6784\u4f5c\u4e3a\u62a4\u57ce\u6cb3\u3002\u6210\u8d25\u5173\u952e\u5728\u4e8e\uff0c\u5176AI\u662f\u5426\u5177\u5907\u8db3\u591f\u7684\u201c\u6570\u636e\u540c\u7406\u5fc3\u201d\u6765\u5904\u7406\u5546\u4e1a\u73b0\u5b9e\u4e2d\u7684\u6df7\u6c8c\uff0c\u4ee5\u53ca\u80fd\u5426\u5728\u4fdd\u6301\u6781\u7b80\u7684\u540c\u65f6\uff0c\u6ee1\u8db3\u4e1a\u52a1\u6f14\u8fdb\u4e2d\u4e0d\u53ef\u907f\u514d\u7684\u3001\u5408\u7406\u7684\u590d\u6742\u6027\u9700\u6c42\u3002\u5b83\u4e0d\u662f\u5728\u6253\u9020\u53c8\u4e00\u4e2a\u529f\u80fd\u5806\u780c\u7684CRM\uff0c\u800c\u662f\u5728\u8d4c\u4e00\u4e2a\u66f4\u6839\u672c\u7684\u8303\u5f0f\u8f6c\u53d8\uff1a\u5de5\u5177\u5e94\u8be5\u9002\u5e94\u4eba\uff0c\u800c\u975e\u76f8\u53cd\u3002\u8fd9\u6761\u8def\u5f88\u5bf9\uff0c\u4f46\u6bcf\u4e00\u6b65\u90fd\u9700\u624e\u5b9e\u7684\u6280\u672f\u5151\u73b0\u6765\u652f\u6491\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\">FlowGrid<\/span>\n <\/div>\n<div class=\"comment-content\">The privacy-first CRM that adapts to you. FlowGrid is built around three principles: privacy-first by default, minimalism over bloat, and AI features that actually do work instead of demo tricks. You bring your data, FlowGrid adapts to it, and then gets out of your way. Key features: Import spreadsheets \u2192 AI scaffolds your workspace instantly Natural language queries (Nexus AI) Field-level encryption & privacy controls Visual pipelines Voice-to-text transcription for hands-free prompting<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4f\ud83c\udfff I\u2019m Sam, the builder behind FlowGrid.<\/p>\n<p>I built FlowGrid because most CRMs feel like they were designed for a world before AI, and they\u2019re starting to show it. They\u2019re powerful, but bloated. Too many clicks, too much setup, and systems that are hard to evolve without breaking everything else.<\/p>\n<p>FlowGrid started from a different premise:<br \/>What if your CRM worked with natural language and adapted to you instead of the other way around?<\/p>\n<p>The focus is minimalism, privacy, and speed. One or two clicks to do most things. A global search that actually helps. AI that understands your data when you import it, so you\u2019re not spending hours configuring schemas and fields. If you want to change something, you type it, or say it, and move on.<\/p>\n<p>Security was the other non-negotiable. After watching high-profile CRM breaches, I became pretty obsessive about doing this right. FlowGrid encrypts sensitive data by default with tenant scoped encryption keys, isolates tenants properly, and treats security as a baseline, not an enterprise add-on with an enterprise price tag.<\/p>\n<p>The long-term vision is simple: FlowGrid as a stable, secure backend for your business, or even your personal systems, something flexible enough to keep up with how fast tools and workflows are changing.<\/p>\n<p>I\u2019m excited to share this with you, and I\u2019d genuinely love your feedback. Thanks for checking it out and for supporting indie builders \ud83d\ude4f\ud83c\udfff.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>CRM adoption usually fails not because of features, but because half the team never properly migrates their data. If the AI scaffolds the workspace from an import \u2014 does it handle messy, inconsistent spreadsheets, or does it need clean data to work well?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/HYGBFXJT2ZUVXK\" class=\"app-title\">Plae<\/a><\/p>\n<div class=\"one-liner\">The missing translation app for macOS<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">83<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e13\u6ce8\u4e8e\u8de8\u623f\u95f4\u5171\u4eab\u7ffb\u8bd1\u7684macOS\u83dc\u5355\u680f\u5e94\u7528\uff0c\u901a\u8fc7\u591a\u5f15\u64ce\u652f\u6301\uff08\u82f9\u679c\u539f\u751f\u3001Apple Intelligence\u3001\u672c\u5730LLM\uff09\u89e3\u51b3\u4e86\u591a\u8bed\u8a00\u4f34\u4fa3\u6216\u540c\u4e8b\u95f4\u9700\u5feb\u901f\u3001\u79c1\u5bc6\u3001\u76f4\u89c2\u5c55\u793a\u7ffb\u8bd1\u7ed3\u679c\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7e67e64e-847e-4441-a32f-8cddd4be594f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c89d7068-b97c-4a36-84b2-b0f03fb6e193.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/65f51112-b001-4c6f-bd54-a8fbb49ab5f1.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\">Languages<\/span><br \/>\n <span class=\"tag\">Menu Bar Apps<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">macOS\u7ffb\u8bd1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u83dc\u5355\u680f\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u5316\u7ffb\u8bd1<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u591a\u5f15\u64ce\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u79bb\u7ebf\u7ffb\u8bd1<\/span><br \/>\n <span class=\"tag\">\u8de8\u5c4f\u5171\u4eab<\/span><br \/>\n <span class=\"tag\">\u4e00\u6b21\u6027\u4e70\u65ad<\/span><br \/>\n <span class=\"tag\">\u591a\u8bed\u8a00\u6c9f\u901a<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u7ea7\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u5176\u201c\u8de8\u623f\u95f4\u5c55\u793a\u201d\u7684\u6838\u5fc3\u573a\u666f\u4e0e\u9690\u79c1\u6027\u3002\u4e3b\u8981\u5efa\u8bae\u5305\u62ec\uff1a\u589e\u52a0\u5404\u7ffb\u8bd1\u5f15\u64ce\u7684\u8d28\u91cf\u9884\u89c8\u4e0e\u5bf9\u6bd4\u529f\u80fd\uff0c\u4ee5\u4f18\u5316\u9009\u62e9\uff1b\u5173\u6ce8\u957f\u6587\u672c\u5904\u7406\u4e0e\u672f\u8bed\u4e00\u81f4\u6027\uff1b\u4ee5\u53ca\u5e94\u5bf9\u8001\u65e7\u786c\u4ef6\u672c\u5730\u6a21\u578b\u6027\u80fd\u4e0e\u5b58\u50a8\u538b\u529b\u7684\u6280\u672f\u6311\u6218\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 Plae\u7684\u806a\u660e\u4e4b\u5904\u5728\u4e8e\uff0c\u5b83\u6ca1\u6709\u5728\u201c\u7ffb\u8bd1\u51c6\u786e\u7387\u201d\u7684\u7ea2\u6d77\u91cc\u4e0e\u5de8\u5934\u8089\u640f\uff0c\u800c\u662f\u654f\u9510\u5730\u6355\u6349\u5e76\u4ea7\u54c1\u5316\u4e86\u4e00\u4e2a\u88ab\u5ffd\u89c6\u7684\u201c\u7a7a\u95f4\u4ea4\u4e92\u201d\u573a\u666f\uff1a\u8de8\u623f\u95f4\u7684\u7ffb\u8bd1\u5c55\u793a\u3002\u8fd9\u5c06\u5176\u4ece\u5355\u7eaf\u7684\u6548\u7387\u5de5\u5177\uff0c\u5347\u7ef4\u4e3a\u4e00\u4e2a\u4fc3\u8fdb\u5373\u65f6\u3001\u5171\u4eab\u6c9f\u901a\u7684\u793e\u4ea4\u754c\u9762\u3002\u5176\u201c\u82f9\u679c\u539f\u751f+AI+\u672c\u5730LLM\u201d\u7684\u4e09\u5c42\u67b6\u6784\u662f\u52a1\u5b9e\u7684\u5de5\u7a0b\u601d\u7ef4\u4f53\u73b0\uff0c\u5728\u901f\u5ea6\u3001\u9690\u79c1\u548c\u79bb\u7ebf\u53ef\u7528\u6027\u4e4b\u95f4\u505a\u51fa\u4e86\u6709\u6548\u6743\u8861\uff0c\u5c24\u5176\u5c06\u672c\u5730LLM\u4f5c\u4e3a\u201c\u79bb\u7ebf\u5b89\u5168\u7f51\u201d\u800c\u975e\u4e3b\u529b\uff0c\u89c4\u907f\u4e86\u6280\u672f\u5e7b\u89c9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e5f\u5728\u4e8e\u6b64\u573a\u666f\u7684\u89c4\u6a21\u4e0e\u7eb5\u6df1\u3002\u5b83\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u89e3\u51b3\u7279\u5b9a\u3001\u9ad8\u9891\u75db\u70b9\u7684\u201c\u9489\u5b50\u6237\u201d\u5e94\u7528\uff0c\u5e02\u573a\u5929\u82b1\u677f\u6e05\u6670\u3002\u4e00\u6b21\u6027\u4e70\u65ad\u6a21\u5f0f\u867d\u7528\u6237\u53cb\u597d\uff0c\u4f46\u9650\u5236\u4e86\u957f\u671f\u652f\u6301\u4e0e\u6a21\u578b\u66f4\u65b0\u7684\u53ef\u6301\u7eed\u6027\u3002\u8bc4\u8bba\u4e2d\u900f\u9732\u7684\u6280\u672f\u987e\u8651\u2014\u2014\u5982\u957f\u6587\u672c\u3001\u672f\u8bed\u4e00\u81f4\u6027\u3001\u8001\u65e7\u786c\u4ef6\u9002\u914d\u2014\u2014\u6b63\u662f\u8fd9\u7c7b\u6df1\u5ea6\u96c6\u6210\u672c\u5730AI\u7684\u5e94\u7528\u5fc5\u7136\u9762\u4e34\u7684\u201c\u6280\u672f\u503a\u52a1\u201d\u3002\u82e5\u4e0d\u80fd\u4f18\u96c5\u5730\u89e3\u51b3\u8fd9\u4e9b\u89c4\u6a21\u6027\u75db\u70b9\uff0c\u5176\u4f53\u9a8c\u4f18\u52bf\u5c06\u5c40\u9650\u4e8e\u77ed\u53e5\u7ffb\u8bd1\u7684\u8212\u9002\u533a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cPlae\u662f\u4e00\u6b3e\u6784\u601d\u7cbe\u5de7\u3001\u89e3\u51b3\u771f\u95ee\u9898\u7684\u4ea7\u54c1\uff0c\u5c55\u73b0\u4e86\u72ec\u7acb\u5f00\u53d1\u8005\u51fa\u8272\u7684\u573a\u666f\u6d1e\u5bdf\u529b\u3002\u4f46\u5b83\u66f4\u50cf\u4e00\u4e2a\u4f18\u96c5\u7684\u201c\u529f\u80fd\u201d\uff0c\u800c\u975e\u4e00\u4e2a\u5f3a\u5927\u7684\u201c\u5e73\u53f0\u201d\u3002\u5176\u957f\u671f\u4ef7\u503c\u4e0d\u5728\u4e8e\u7ffb\u8bd1\u6280\u672f\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u56f4\u7ed5\u201c\u5171\u4eab\u7ffb\u8bd1\u201d\u8fd9\u4e00\u6838\u5fc3\u4ea4\u4e92\uff0c\u6784\u5efa\u8d77\u66f4\u4e30\u5bcc\u7684\u6c9f\u901a\u4eea\u5f0f\u4e0e\u534f\u4f5c\u6d41\u7a0b\uff0c\u5426\u5219\u6781\u6613\u88ab\u96c6\u6210\u80fd\u529b\u66f4\u5f3a\u7684\u7cfb\u7edf\u7ea7\u66f4\u65b0\u6240\u8986\u76d6\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\">Plae<\/span>\n <\/div>\n<div class=\"comment-content\">Plae is a macOS menu bar app for on-device translation. Private, fast, always one shortcut away. $4.99 one-time purchase on the Mac App Store.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">My partner and I speak different languages, and there were no good options available for the macOS that did what I wanted.<\/p>\n<p>I wanted something simple, always available, fast, offline and most importantly designed to show another person the translation from across the room. <\/p>\n<p>This is what I came up with, should work with most Macs. You can use the in-built translation by Apple, use Apple Intelligence if you have it available, or you can use the local in-built LLM for translation (Google TranslateGemma powered llama.cpp)<\/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\/@butttons\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@butttons<\/a> Congratulations on the launch! As somebody who is also in a multi-lingual partnership, I can definitely see the benefit of this. It’s great that you took your life experience and translated it (no pun intended) into something actionable!<\/p>\n<p>Has the product had a noticeable effect on the communication between you two?<\/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>Shipping TranslateGemma via llama.cpp as the third fallback engine is a deceptively tricky build. You’re managing model downloads, memory pressure, and cold-start latency on hardware you don’t control… and the user just expects instant results from a menu bar shortcut. Having Apple Translation as the fast default with llama.cpp as the offline safety net is the right layering. One thing that’d be interesting to see down the line is per-language quality signals so users know which engine handles their pair best without trial and error.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@piroune_balachandran a quick preview for all 3 translation engines would be great! <\/p>\n<p>So far, I tried to make it easy to change the different modes so you can find the one that works best for you and settle on it. <\/p>\n<p>I’m personally having good results with the 4B TranslateGemma model.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I really like the idea of being able to display translations across the room. That adds a unique, shared experience to it. My first thought was how this differs from <a href=\"https:\/\/support.apple.com\/guide\/mac-help\/translate-text-on-mac-mchldd8b3c15\/mac\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Mac\u2019s built-in translation tool<\/a>, but that feels more geared toward personal use. This seems to introduce a more in-person, collaborative dynamic that sounds genuinely convenient.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@lunarturtle pretty much, Kyle. <\/p>\n<p>The in-built tool is great for quick use 100%. But it’s kind of awkward with the whole spotlite type inline translation.<\/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>On-device translation will hit scale pain on model footprint and latency across older Intel Macs, plus handling long text with consistent terminology.<\/p>\n<p>Best practice is a tiered pipeline: use Apple Translation\/Apple Intelligence when available, otherwise run a quantized local model with streaming chunks and a small glossary cache for repeated phrases.<\/p>\n<p>How are you choosing between Apple frameworks vs llama.cpp at runtime, and do you plan per-language downloadable packs with offline quality benchmarks?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@ryan_thill users can chose between Apple intelligence and llama.cpp from the settings. Same for disabling AI altogether and using the language packs. There’s also a switch for quickly toggling AI on\/off in the main translation view. <\/p>\n<p>Honestly, this is primarily intended for smaller sentences, so I haven’t considered scaling issues for long texts. I did hit issues with longer texts with apple intelligence, that’s why I added the llama.cpp models. Those seem to work fine.<\/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<\/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\/VRMRAJTF2SWGB3\" class=\"app-title\">LogiCoal<\/a><\/p>\n<div class=\"one-liner\">AI multi-agent coding assistant for your terminal<\/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\u96c6\u6210\u591a\u667a\u80fd\u4f53\u534f\u540c\u3001\u667a\u80fd\u6a21\u578b\u8def\u7531\u4e0e\u6df1\u5ea6\u4ee3\u7801\u5e93\u7406\u89e3\u7684AI\u7ec8\u7aefCLI\u7f16\u7a0b\u52a9\u624b\uff0c\u5728\u5f00\u53d1\u8005\u9762\u5bf9\u957f\u4e0a\u4e0b\u6587\u3001\u4ee3\u7801\u5e7b\u89c9\u53ca\u5de5\u5177\u94fe\u5272\u88c2\u7684\u75db\u70b9\u65f6\uff0c\u63d0\u4f9b\u514d\u8d39\u3001\u4e00\u4f53\u5316\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e173ad9d-5298-4e67-9764-c944f167f155.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6c8dcd4e-36c4-49c9-ab2e-f3620ac22ed2.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\/8cf12e8d-a518-4261-bbd9-1a4e51504fb8.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/J5ICJoo66p8\"><source src=\"https:\/\/youtu.be\/J5ICJoo66p8\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f16\u7a0b\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">CLI\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u591a\u667a\u80fd\u4f53\u534f\u540c<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u5e7b\u89c9\u68c0\u6d4b<\/span><br \/>\n <span class=\"tag\">\u957f\u4e0a\u4e0b\u6587\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u7ec8\u7aef\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u6a21\u578b\u8def\u7531<\/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\u805a\u7126\u4e8e\u4ea7\u54c1\u6838\u5fc3\u673a\u5236\u7684\u6709\u6548\u6027\u4e0e\u5b89\u5168\u6027\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u5305\u62ec\uff1a\u591a\u6a21\u578b\u4e8b\u5b9e\u6821\u9a8c\u53ef\u80fd\u5b58\u5728\u5171\u540c\u76f2\u533a\uff1b\u81ea\u52a8\u538b\u7f29\u4e0a\u4e0b\u6587\u53ef\u80fd\u4e22\u5931\u5173\u952e\u4fe1\u606f\uff1b\u9700\u52a0\u5f3a\u547d\u4ee4\u6267\u884c\u7684\u6c99\u76d2\u5b89\u5168\u4e0e\u53ef\u590d\u73b0\u6027\u4fdd\u969c\u3002\u5f00\u53d1\u8005\u79ef\u6781\u56de\u5e94\uff0c\u627f\u8bfa\u5c06\u5f15\u5165\u786e\u5b9a\u6027\u4ee3\u7801\u5e93\u7d22\u5f15\u4e0e\u6c99\u76d2\u6267\u884c\u7b49\u6539\u8fdb\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 LogiCoal\u7684\u91ce\u5fc3\u5728\u4e8e\u6574\u5408\u4e0e\u51c0\u5316\u5f53\u524d\u5608\u6742\u7684AI\u7f16\u7a0b\u52a9\u624b\u5e02\u573a\u3002\u5176\u5ba3\u79f0\u7684\u201c\u591a\u667a\u80fd\u4f53\u534f\u540c\u201d\u4e0e\u201c\u667a\u80fd\u6a21\u578b\u8def\u7531\u201d\u5e76\u975e\u5355\u7eaf\u7684\u529f\u80fd\u5806\u780c\uff0c\u800c\u662f\u76f4\u6307\u5f53\u524dAI\u7f16\u7801\u5de5\u5177\u7684\u4e24\u5927\u987d\u75be\uff1a\u6709\u9650\u4e0a\u4e0b\u6587\u5bfc\u81f4\u7684\u5931\u5fc6\u75c7\uff0c\u4ee5\u53ca\u5355\u4e00\u6a21\u578b\u201c\u81ea\u4fe1\u5730\u201d\u8f93\u51fa\u5e7b\u89c9\u4ee3\u7801\u3002\u901a\u8fc7128K\u4e0a\u4e0b\u6587\u4e0e\u591a\u6a21\u578b\u4ea4\u53c9\u9a8c\u8bc1\uff0c\u5b83\u8bd5\u56fe\u6784\u5efa\u4e00\u4e2a\u66f4\u7a33\u5b9a\u3001\u53ef\u4fe1\u7684\u4ee3\u7801\u751f\u6210\u73af\u5883\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u5e76\u975e\u6e90\u4e8e\u6280\u672f\u53c2\u6570\u7684\u9886\u5148\u3002\u4ece\u8bc4\u8bba\u4e2d\u7684\u5c16\u9510\u63d0\u95ee\u53ef\u89c1\uff0c\u8d44\u6df1\u5f00\u53d1\u8005\u5173\u5fc3\u7684\u4e0d\u662f\u201c\u6709\u6ca1\u6709\u201d\uff0c\u800c\u662f\u201c\u5982\u4f55\u5b9e\u73b0\u201d\u53ca\u201c\u53ef\u9760\u6027\u8fb9\u754c\u201d\u3002\u4f8b\u5982\uff0c\u4f7f\u7528\u540c\u6e90\u6a21\u578b\u8fdb\u884c\u4e8b\u5b9e\u6821\u9a8c\u53ef\u80fd\u9677\u5165\u5171\u540c\u76f2\u533a\uff0c\u800c\u7f3a\u4e4f\u6c99\u76d2\u7684\u6267\u884c\u73af\u5883\u5219\u662f\u6f5c\u5728\u7684\u5b89\u5168\u707e\u96be\u3002\u5f00\u53d1\u8005\u5766\u8bda\u7684\u56de\u5e94\u63ed\u793a\u4e86\u4ea7\u54c1\u76ee\u524d\u4ecd\u5904\u4e8e\u201c\u613f\u666f\u9a71\u52a8\u201d\u7684\u65e9\u671f\u9636\u6bb5\uff0c\u5176\u627f\u8bfa\u7684\u786e\u5b9a\u6027\u7d22\u5f15\u4e0e\u6c99\u76d2\u6267\u884c\u5c06\u662f\u51b3\u5b9a\u5176\u80fd\u5426\u4ece\u201c\u6709\u8da3\u7684\u5b9e\u9a8c\u201d\u8715\u53d8\u4e3a\u201c\u4e13\u4e1a\u5de5\u5177\u201d\u7684\u5173\u952e\u5206\u6c34\u5cad\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u503c\u5f97\u73a9\u5473\u7684\u662f\u5176\u5546\u4e1a\u6a21\u5f0f\u2014\u2014\u201c\u5168\u529f\u80fd\u514d\u8d39\uff0c\u4ed8\u8d39\u4ec5\u6362\u5bb9\u91cf\u201d\u3002\u8fd9\u65e2\u662f\u5bf9\u4e3b\u6d41SaaS\u5206\u5c42\u5b9a\u4ef7\u7684\u53db\u9006\uff0c\u4e5f\u662f\u4e00\u79cd\u7cbe\u51c6\u7684\u5f00\u53d1\u8005\u793e\u533a\u589e\u957f\u7b56\u7565\u3002\u5b83\u8d4c\u7684\u662f\u201c\u771f\u6b63\u6709\u7528\u7684\u5de5\u5177\u201d\u80fd\u81ea\u7136\u5f62\u6210\u7528\u6237\u5fe0\u8bda\u4e0e\u5347\u7ea7\u8f6c\u5316\u3002\u4f46\u8fd9\u79cd\u6a21\u5f0f\u80fd\u5426\u6301\u7eed\u652f\u6491\u5176\u80cc\u540e\u9ad8\u6602\u7684\u591a\u6a21\u578bAPI\u8c03\u7528\u6210\u672c\uff0c\u5c06\u662f\u5bf9\u5176\u5de5\u7a0b\u4f18\u5316\u4e0e\u8fd0\u8425\u6548\u7387\u7684\u957f\u671f\u8003\u9a8c\u3002\u672c\u8d28\u4e0a\uff0cLogiCoal\u4e0d\u4ec5\u4ec5\u662f\u4e00\u4e2a\u5de5\u5177\uff0c\u5b83\u662f\u5bf9AI\u7f16\u7a0b\u52a9\u624b\u5e94\u5982\u4f55\u5e73\u8861\u80fd\u529b\u3001\u5b89\u5168\u4e0e\u5546\u4e1a\u53ef\u6301\u7eed\u6027\u7684\u4e00\u6b21\u5927\u80c6\u5b9e\u9a8c\u3002\u5176\u6210\u8d25\u5c06\u53d6\u51b3\u4e8e\u540e\u7eed\u5de5\u7a0b\u843d\u5730\u7684\u4e25\u8c28\u7a0b\u5ea6\uff0c\u800c\u975e\u76ee\u524d\u5ba3\u79f0\u7684AI\u6982\u5ff5\u672c\u8eab\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\">LogiCoal<\/span>\n <\/div>\n<div class=\"comment-content\">LogiCoal is an AI-powered CLI coding assistant with multi-agent orchestration, smart model routing, and deep codebase understanding. Free for macOS, Windows, and Linux.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! I built LogiCoal out of frustration with the current state of AI coding tools.<\/p>\n<p>Context windows are too small \u2014 LogiCoal supports 128K with autocompact (256K coming soon). Most tools just accept hallucinations as a cost of doing business \u2014 LogiCoal uses multiple models to fact-check themselves, because shipping broken code “confidently” isn’t acceptable. No CLI tool handles graphic generation well, let alone producing clean SVGs out of the box. I finally got tired of stitching together 2-3 custom integrations just to get basic functionality that should be built in from day one.<\/p>\n<p>It’s been a lot of work and it’s not flawless, but it finally stands up to the major options out there (Claude,Codex,Cursor etc) \u2014 without the price tag. LogiCoal is free for life with monthly usage limits. Paid tiers exist, but every tier has the exact same features and capabilities \u2014 no gated functionality.<\/p>\n<p>My philosophy: build something genuinely useful, and the paid tiers will eventually sustain the servers and dev time. A professional-grade free option has always been the priority.<\/p>\n<p>Would love some feedback (positive and\/or negative…. Ill read it all).<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bmooreinsaan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bmooreinsaan<\/a> Multi-model fact-checking is the hardest part to get right here. Running a second model catches surface-level hallucinations, but models from similar training distributions share blind spots… so the verifier confidently agrees with the same wrong answer. Does LogiCoal use architecturally different models for generation vs verification, or is it same-family with different prompting? That distinction is where the reliability gap lives.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Multi-agent CLI assistants tend to break at scale on unsafe tool execution plus context blowups where \u201cautocompact\u201d drops the one file that matters and hallucinations sneak back in.<\/p>\n<p>Best practice is deterministic repo indexing (tree-sitter + ripgrep), incremental retrieval with stable citations to exact lines, and sandboxed command execution with an allowlist + dry-run diffs before apply.<\/p>\n<p>How are you implementing autocompact (summaries vs selective chunk eviction), and what guarantees do you provide that proposed shell commands and patches are reproducible and 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><a href=\"https:\/\/www.producthunt.com\/@ryan_thill\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryan_thill<\/a> <\/p>\n<p>Great questions and insights.<\/p>\n<\/p>\n<p>Let me start by saying that your best practice suggestion is absolutely correct. I will prioritize adding deterministic repo indexing and sandboxed command execution. Now that you mentioned it, it seems so obvious that I should have implemented that from the start, but hindsight is always 20\/20….<\/p>\n<\/p>\n<p>As far as how I implemented autocompact: LogiCoal keeps track of token usage per message from both the user and any of the model responses. Tool usage and agent sub sessions operate the same way (but agents get their own context window). When context gets to the point for autocompact, the context is basically broken into 2 parts preserving the most recent exactly as is, and summarizing the older context. That being said, messages persist and aren’t deleted, which gives LogiCoal the ability to recognize to cherry-pick part(s) of original context and add back into the current context as needed (even after multiple autocompacts).<\/p>\n<\/p>\n<p>As far as how to verify proposed shell commands reproducible, there isn’t currently visibility for end users to see an entire command but that is easy to add and I will make sure it is in the next release. As far as shell commands being safe, I believe that would be addressed by your suggestion that there should be a way to sandbox and\/or dry run commands. <\/p>\n<\/p>\n<p>Based on your feedback, I will plan on implementing the following to LogiCoal:<\/p>\n<ul>\n<li>\n<p>Deterministic Repo Tracking (most likely leveraging git)<\/p>\n<\/li>\n<li>\n<p>Sandboxed\/dry-run command execution option (most likely targeting any destructive commands)<\/p>\n<\/li>\n<\/ul>\n<p>Thanks again for your questions and suggestions… It’s hard to work in a vacuum, so your perspective is highly appreciated. <\/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<\/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\/CR7WKPOVOK7LNJ\" class=\"app-title\">Cosmic-light<\/a><\/p>\n<div class=\"one-liner\">A stunning Dynamic Island Control Center for Windows<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">78<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Cosmic-light\u662f\u4e00\u6b3e\u4e3aWindows\u7cfb\u7edf\u8bbe\u8ba1\u7684\u52a8\u6001\u4ea4\u4e92\u4e2d\u5fc3\uff0c\u5c06\u52a8\u6001\u5c9b\u7406\u5ff5\u4e0e\u672c\u5730AI\u3001\u5a92\u4f53\u63a7\u5236\u3001\u5929\u6c14\u53ef\u89c6\u5316\u53ca\u65e5\u5386\u96c6\u6210\u76f8\u7ed3\u5408\uff0c\u5728\u7528\u6237\u591a\u4efb\u52a1\u5904\u7406\u573a\u666f\u4e0b\uff0c\u901a\u8fc7\u4e00\u4e2a\u60ac\u6d6e\u7a97\u53e3\u6574\u5408\u5de5\u4f5c\u6d41\uff0c\u51cf\u5c11\u9891\u7e41\u5207\u6362\u5e94\u7528\u7684\u6548\u7387\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4c5548b2-4f42-4693-ae42-e2611068b3f5.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\/585c53b0-73e1-4342-9960-41889f180f03.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0fdb2ce6-c858-4055-b026-0d3d9395506d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/70917589-a613-4a08-a162-770737ac5876.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/744c8e18-ee20-44c8-b17d-990a3d348e9e.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\/19cc1c74-106f-4113-b409-c8587124f984.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d4de8a75-9f90-4729-a54c-b9c2b3837a99.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\">Windows<\/span><br \/>\n <span class=\"tag\">Productivity<\/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\">\u52a8\u6001\u5c9b\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">Windows\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u684c\u9762\u7f8e\u5316<\/span><br \/>\n <span class=\"tag\">\u672c\u5730AI\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u5a92\u4f53\u63a7\u5236\u4e2d\u5fc3<\/span><br \/>\n <span class=\"tag\">\u5929\u6c14\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">\u65e5\u5386\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u60ac\u6d6e\u7a97\u53e3<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u5f00\u53d1\u8005Praveen\u9610\u8ff0\u4e86\u4ea7\u54c1\u7406\u5ff5\u3002\u4e3b\u8981\u7528\u6237\u53cd\u9988\u8ba4\u53ef\u5176\u6574\u5408\u5de5\u4f5c\u6d41\u7684\u4ef7\u503c\uff0c\u5e76\u63d0\u51fa\u4e86\u5177\u4f53\u5efa\u8bae\uff1a\u5173\u6ce8API\u5bc6\u94a5\u7684\u52a0\u5bc6\u65b9\u5f0f\uff08DPAPI\u6216\u51ed\u8bc1\u7ba1\u7406\u5668\uff09\uff0c\u4ee5\u53ca\u5efa\u8bae\u4e3a\u5168\u5c4f\u6a21\u5f0f\uff08\u5982\u5c4f\u5e55\u5171\u4eab\u65f6\uff09\u589e\u52a0\u4e13\u6ce8\u6a21\u5f0f\uff0c\u4ee5\u6682\u505c\u89c6\u89c9\u7279\u6548\u5e76\u7f29\u77ed\u7a97\u53e3\u9a7b\u7559\u65f6\u95f4\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 Cosmic-light\u7684\u91ce\u5fc3\u5728\u4e8e\u5c06Mac\u7684\u201c\u52a8\u6001\u5c9b\u201d\u4ece\u4e00\u4e2a\u7cfb\u7edf\u7ea7UI\u52a8\u753b\uff0c\u5347\u7ef4\u4e3a\u4e00\u4e2aWindows\u4e0a\u7684\u8de8\u5e94\u7528\u201c\u5de5\u4f5c\u6d41\u67a2\u7ebd\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u50cf\u7d20\u7ea7\u7684\u6a21\u4eff\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u5728\u788e\u7247\u5316\u7684Windows\u684c\u9762\u73af\u5883\u4e2d\uff0c\u521b\u5efa\u4e00\u4e2a\u59cb\u7ec8\u5728\u7ebf\u3001\u60c5\u5883\u611f\u77e5\u7684\u5168\u5c40\u4ea4\u4e92\u5c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u96c6\u6210\u7684\u201c\u672c\u5730AI\u201d\u662f\u53cc\u5203\u5251\u3002\u5f3a\u8c03\u5bf9\u8bdd\u5386\u53f2\u672c\u5730\u5b58\u50a8\u548cAPI\u5bc6\u94a5\u52a0\u5bc6\uff0c\u76f4\u51fb\u5f53\u524d\u4e91\u7aefAI\u7684\u9690\u79c1\u7126\u8651\uff0c\u8fd9\u662f\u5176\u91cd\u8981\u5dee\u5f02\u5316\u4f18\u52bf\u3002\u7136\u800c\uff0c\u96c6\u6210Gemini\u548cPerplexity\u66f4\u50cf\u662f\u4e00\u4e2a\u529f\u80fd\u62fc\u76d8\uff0c\u800c\u975e\u6df1\u5ea6\u91cd\u6784\u7684\u5de5\u4f5c\u6d41\u3002AI\u5728\u6b64\u66f4\u50cf\u662f\u5d4c\u5165\u7684\u804a\u5929\u673a\u5668\u4eba\uff0c\u800c\u975e\u771f\u6b63\u7406\u89e3\u7a97\u53e3\u5185\u5bb9\u3001\u81ea\u52a8\u5207\u6362\u4e0a\u4e0b\u6587\u7684\u667a\u80fd\u4f53\u3002\u5176\u201c\u667a\u80fd\u201d\u6210\u8272\u6709\u5f85\u89c2\u5bdf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u53cd\u9988\u770b\uff0c\u7528\u6237\u5df2\u8df3\u51fa\u5bf9\u201c\u7f8e\u89c2\u201d\u7684\u8ba8\u8bba\uff0c\u76f4\u63a5\u5207\u5165\u5b89\u5168\u5b9e\u73b0\uff08\u52a0\u5bc6\u65b9\u5f0f\uff09\u548c\u573a\u666f\u51b2\u7a81\uff08\u5168\u5c4f\u5e72\u6270\uff09\u7b49\u6df1\u5c42\u4f7f\u7528\u95ee\u9898\uff0c\u8fd9\u672c\u8eab\u8868\u660e\u4ea7\u54c1\u5df2\u89e6\u53ca\u90e8\u5206\u771f\u5b9e\u9700\u6c42\u3002\u4f46\u6838\u5fc3\u6311\u6218\u5728\u4e8e\uff1a\u4f5c\u4e3a\u4e00\u4e2a\u5e38\u9a7b\u60ac\u6d6e\u5c42\uff0c\u5b83\u5fc5\u987b\u6781\u5176\u514b\u5236\u4e0e\u9ad8\u6548\uff0c\u5426\u5219\u6781\u6613\u4ece\u201c\u6548\u7387\u4e2d\u5fc3\u201d\u6ca6\u4e3a\u201c\u5c4f\u5e55\u725b\u76ae\u7663\u201d\u3002\u5929\u6c14\u7c92\u5b50\u7279\u6548\u4e0e\u5168\u5c4f\u5de5\u4f5c\u7684\u51b2\u7a81\uff0c\u6070\u6070\u66b4\u9732\u4e86\u5176\u201c\u7f8e\u5b66\u201d\u4e0e\u201c\u5de5\u5177\u201d\u5c5e\u6027\u7684\u5185\u5728\u77db\u76fe\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u6b21\u6709\u4ef7\u503c\u7684\u63a2\u7d22\uff0c\u5176\u201c\u672c\u5730\u4f18\u5148\u3001\u5f00\u6e90\u3001\u96c6\u6210\u201d\u7684\u601d\u8def\u503c\u5f97\u80af\u5b9a\u3002\u4f46\u5b83\u80fd\u5426\u4ece\u201c\u70ab\u9177\u7684\u73a9\u5177\u201d\u8fdb\u5316\u4e3a\u201c\u5fc5\u9700\u7684\u5de5\u5177\u201d\uff0c\u53d6\u51b3\u4e8e\u5176\u80fd\u5426\u5728\u540e\u7eed\u8fed\u4ee3\u4e2d\uff0c\u5c06AI\u6df1\u5ea6\u878d\u5165\u64cd\u4f5c\u7cfb\u7edf\u4ea4\u4e92\u903b\u8f91\uff0c\u5e76\u505a\u51fa\u66f4\u6fc0\u8fdb\u7684\u60c5\u5883\u5224\u65ad\u4e0e\u81ea\u52a8\u54cd\u5e94\uff0c\u800c\u975e\u505c\u7559\u5728\u5f53\u524d\u7684\u624b\u52a8\u8c03\u7528\u4e0e\u4fe1\u606f\u5c55\u793a\u5c42\u9762\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\">Cosmic-light<\/span>\n <\/div>\n<div class=\"comment-content\">Cosmic-light brings the elegance of the Dynamic Island to your Windows. It serves as a liquid-smooth hub for your workflow. Context-Aware AI: Chat with Cosmic. It remembers your conversation history (stored locally) so you can ask follow-up questions without losing context. Media: Seamless controls for Spotify & System Audio with a real-time visualizer. Weather: Live atmospheric particles (rain, snow) and severe weather alerts. Calendar: Smart meeting notifications via Google Calendar.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Subject: Making Windows feel alive<\/p>\n<p>Hey Tech Hunters!<\/p>\n<p>I\u2019m Praveen, one of the makers behind Cosmic-light.<\/p>\n<p>We wanted to bring the elegance of the Dynamic Island to Windows, but go beyond just aesthetics, we wanted a true command center for our desktop workflow.<\/p>\n<p>Cosmic-light is a liquid-smooth hub that floats on your screen. It\u2019s built to be:<\/p>\n<p>Intelligent: We integrated Gemini and Perplexity directly into the island, so you can get answers and citations without switching context.<\/p>\n<p>Musical: It features seamless Spotify integration with a real-time audio visualizer.<\/p>\n<p>Atmospheric: The weather integration renders live particles like rain, snow, and clouds right on your desktop.<\/p>\n<p>Organized: It syncs with your Google Calendar and expands intelligently to notify you before a meeting starts.<\/p>\n<p>Local First: Your data is stored in your local system and the API keys added to Cosmic-Light are encrypted to enhance security.<\/p>\n<p>It\u2019s fully open-source, and we\u2019d love to hear your feedback on the animations and features!<\/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\/@praveen_sundar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@praveen_sundar<\/a> During screen-share I’m constantly juggling calendar, music, and a quick answer, and the alt-tab churn is brutal. Cosmic-light tying Google Calendar, Spotify controls, and Gemini or Perplexity into one floating hub makes sense. How are API keys encrypted on Windows, DPAPI or Credential Manager? A focus mode that pauses particles and shortens stayback time in fullscreen would keep it out of the way.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/45N3QHMTXNSPGL\" class=\"app-title\">Fabric by Carmel Labs<\/a><\/p>\n<div class=\"one-liner\">Submit a job via API or dashboard and get results for cheap<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">78<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Fabric\u662f\u4e00\u4e2aAI\u4e0e\u6570\u636e\u5de5\u4f5c\u8d1f\u8f7d\u8ba1\u7b97\u5e73\u53f0\uff0c\u901a\u8fc7API\u6216\u9762\u677f\u63d0\u4ea4\u4efb\u52a1\u5373\u53ef\u83b7\u53d6\u7ed3\u679c\uff0c\u65e0\u9700\u7ba1\u7406\u57fa\u7840\u8bbe\u65bd\uff0c\u4e3a\u5f00\u53d1\u8005\u89e3\u51b3\u4e86\u5728\u8fd0\u884c\u5d4c\u5165\u751f\u6210\u3001\u8f6c\u5f55\u3001\u6570\u636e\u722c\u53d6\u7b49\u6279\u91cf\u4f5c\u4e1a\u65f6\u9762\u4e34\u7684\u4e91\u670d\u52a1\u6210\u672c\u9ad8\u6602\u548c\u8fd0\u7ef4\u590d\u6742\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/4a3b962f-a2d4-43b4-994b-43e70bbb0628.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/4TLTk3e8gAs\"><source src=\"https:\/\/youtu.be\/4TLTk3e8gAs\" 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\/4ae05d01-3487-4ce9-955a-0bf4c2ae4424.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/20fd1748-aac0-47a0-9bb5-ad115f23cf43.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d6bee307-10df-48dc-8134-c27afeb7db7a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/70c996bf-629f-4b04-bde5-d2edb8d73d56.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Tech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u65e0\u670d\u52a1\u5668\u8ba1\u7b97<\/span><br \/>\n <span class=\"tag\">AI\u5de5\u4f5c\u8d1f\u8f7d<\/span><br \/>\n <span class=\"tag\">\u6279\u5904\u7406\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6210\u672c\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u57fa\u7840\u8bbe\u65bd\u5373\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u6309\u9700\u8ba1\u8d39<\/span><br \/>\n <span class=\"tag\">\u673a\u5668\u5b66\u4e60\u8fd0\u7ef4<\/span><br \/>\n <span class=\"tag\">\u4e91\u539f\u751f<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\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>\u8bc4\u8bba\u4e3a\u5f00\u53d1\u8005\u81ea\u8ff0\uff0c\u9610\u8ff0\u4e86\u6784\u5efa\u521d\u8877\uff08\u538c\u5026AWS\u9ad8\u989d\u8d26\u5355\u548c\u7e41\u7410\u8fd0\u7ef4\uff09\u548c\u4ea7\u54c1\u6f14\u53d8\u8fc7\u7a0b\u3002\u91cd\u70b9\u7a81\u51fa\u4e86\u5176\u89e3\u51b3\u7684\u5177\u4f53\u95ee\u9898\uff1a\u66ff\u4ee3Lambda\u7b49\u591a\u9879\u670d\u52a1\u3001\u5927\u5e45\u964d\u4f4e\u6210\u672c\u3001\u6d88\u9664\u51b7\u542f\u52a8\u3002\u672c\u8d28\u662f\u4e00\u5219\u8be6\u7ec6\u7684\u4ea7\u54c1\u4ecb\u7ecd\uff0c\u672a\u5305\u542b\u5916\u90e8\u7528\u6237\u7684\u76f4\u63a5\u63d0\u95ee\u6216\u5efa\u8bae\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Fabric\u7684\u53d9\u4e8b\u7cbe\u5de7\u5730\u51fb\u4e2d\u4e86\u5f53\u4e0b\u5f00\u53d1\u8005\uff0c\u5c24\u5176\u662f\u4e2d\u5c0f\u56e2\u961f\u548c\u72ec\u7acb\u6784\u5efa\u8005\u7684\u6838\u5fc3\u7126\u8651\uff1a\u5728\u201c\u4e91\u539f\u751f\u201d\u65f6\u4ee3\uff0c\u4ed6\u4eec\u5e76\u672a\u4ece\u57fa\u7840\u8bbe\u65bd\u7684\u590d\u6742\u6027\u4e2d\u771f\u6b63\u89e3\u653e\uff0c\u53cd\u800c\u5728\u6309\u9700\u6269\u5c55\u7684\u5e7b\u8c61\u4e0b\uff0c\u9677\u5165\u4e86\u6210\u672c\u4e0d\u53ef\u9884\u6d4b\u548c\u8fd0\u7ef4\u7410\u788e\u7684\u6ce5\u6f6d\u3002\u4ea7\u54c1\u5c06\u81ea\u8eab\u5b9a\u4f4d\u4e3a\u201cLambda\u3001SageMaker\u3001Colab\u3001GitHub Actions\u7684\u5355\u4e00\u66ff\u4ee3\u5e73\u53f0\u201d\uff0c\u91ce\u5fc3\u4e0d\u5c0f\uff0c\u4f46\u5176\u771f\u6b63\u7684\u4ef7\u503c\u6216\u8bb8\u4e0d\u5728\u4e8e\u6280\u672f\u7a81\u7834\uff0c\u800c\u5728\u4e8e\u6781\u81f4\u7684\u201c\u4ea4\u6613\u7ed3\u6784\u201d\u91cd\u6784\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u9ad8\u5ea6\u62bd\u8c61\u548c\u6807\u51c6\u5316\u7684\u201c\u8ba1\u7b97\u4efb\u52a1\u96f6\u552e\u5e02\u573a\u201d\u3002\u901a\u8fc7\u5c06\u5d4c\u5165\u3001\u8f6c\u5f55\u3001\u722c\u866b\u7b49\u5e38\u89c1\u4efb\u52a1\u5c01\u88c5\u6210\u56fa\u5b9a\u4ef7\u683c\u7684\u6807\u51c6\u5316\u5546\u54c1\uff08\u5982$0.0001\/\u6b21\uff09\uff0c\u5b83\u5c06\u4e0d\u53ef\u9884\u6d4b\u7684\u4e91\u8d44\u6e90\u8d26\u5355\uff08\u5982EC2\u5b9e\u4f8b\u7684\u542f\u505c\u65f6\u95f4\u3001GPU\u5c0f\u65f6\u8d39\uff09\u8f6c\u53d8\u4e3a\u53ef\u9884\u6d4b\u7684\u6d88\u8d39\u8d26\u5355\u3002\u8fd9\u79cd\u6a21\u5f0f\u5bf9\u7528\u6237\u7684\u5fc3\u7406\u8d26\u6237\u548c\u8d22\u52a1\u9884\u7b97\u90fd\u66f4\u4e3a\u53cb\u597d\uff0c\u5176\u5ba3\u79f0\u7684\u201c80%\u6210\u672c\u8282\u7701\u201d\u4e5f\u4e3b\u8981\u6765\u6e90\u4e8e\u6b64\u2014\u2014\u901a\u8fc7\u5168\u5c40\u8d44\u6e90\u6c60\u8c03\u5ea6\u548c\u5229\u7528\u7387\u6700\u5927\u5316\uff0c\u644a\u8584\u4e86\u5355\u4e2a\u4efb\u52a1\u7684\u8d44\u6e90\u6210\u672c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8fd9\u79cd\u6a21\u5f0f\u7684\u6f5c\u5728\u98ce\u9669\u4e0e\u4f18\u52bf\u4e00\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u6807\u51c6\u5316\u662f\u53cc\u5203\u5251\u3002\u5f53\u4efb\u52a1\u8d85\u51fa\u5176\u9884\u8bbe\u7684\u201c\u5de5\u4f5c\u8d1f\u8f7d\u7c7b\u578b\u201d\uff0c\u9700\u8981\u9ad8\u5ea6\u5b9a\u5236\u5316\u73af\u5883\u6216\u7279\u6b8a\u786c\u4ef6\u65f6\uff0c\u5176\u7075\u6d3b\u6027\u53ef\u80fd\u8fc5\u901f\u6210\u4e3a\u74f6\u9888\u3002\u5176\u6b21\uff0c\u4f5c\u4e3a\u65b0\u5174\u5e73\u53f0\uff0c\u5176\u957f\u671f\u8fd0\u884c\u7684\u7a33\u5b9a\u6027\u548c\u751f\u6001\u58c1\u5792\u662f\u5173\u952e\u8003\u9a8c\u3002\u66ff\u4ee3\u5355\u4e00\u670d\u52a1\u5bb9\u6613\uff0c\u4f46\u8981\u6210\u4e3a\u5f00\u53d1\u8005\u201c\u9ed8\u8ba4\u201d\u7684\u8ba1\u7b97\u5c42\uff0c\u9700\u8981\u5efa\u7acb\u5f3a\u5927\u7684\u4fe1\u4efb\u548c\u7f51\u7edc\u6548\u5e94\u3002\u6700\u540e\uff0c\u56fa\u5b9a\u5b9a\u4ef7\u6a21\u578b\u5728\u9762\u4e34\u4e0a\u6e38IaaS\u63d0\u4f9b\u5546\u4ef7\u683c\u6ce2\u52a8\u65f6\uff0c\u5176\u5229\u6da6\u7a7a\u95f4\u548c\u4ef7\u683c\u4f18\u52bf\u80fd\u5426\u6301\u7eed\uff0c\u4e5f\u662f\u4e00\u4e2a\u5546\u4e1a\u4e0a\u7684\u672a\u77e5\u6570\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u800c\u8a00\u4e4b\uff0cFabric\u66f4\u50cf\u4e00\u4e2a\u201c\u5f00\u53d1\u8005\u53cb\u597d\u578b\u201d\u7684\u6548\u7528\u8ba1\u7b97\u5c42\uff0c\u5b83\u7528\u6781\u7b80\u7684\u63a5\u53e3\u548c\u900f\u660e\u7684\u5b9a\u4ef7\uff0c\u8bd5\u56fe\u5c06\u8ba1\u7b97\u5f7b\u5e95\u5546\u54c1\u5316\u3002\u5b83\u80fd\u5426\u6210\u529f\uff0c\u4e0d\u5728\u4e8e\u5176\u6280\u672f\u6bd4AWS\u66f4\u5148\u8fdb\uff0c\u800c\u5728\u4e8e\u5b83\u80fd\u5426\u5728\u7279\u5b9a\u573a\u666f\u4e0b\uff0c\u63d0\u4f9b\u4e00\u4e2a\u5728\u6210\u672c\u3001\u4f53\u9a8c\u548c\u5fc3\u667a\u8d1f\u62c5\u4e0a\u7efc\u5408\u6700\u4f18\u7684\u201c\u8ba1\u7b97\u4ea4\u6613\u201d\u65b9\u6848\u3002\u8fd9\u662f\u4e00\u573a\u9488\u5bf9\u4e91\u5de8\u5934\u201c\u590d\u6742\u7a0e\u201d\u7684\u7cbe\u5de7\u4fa7\u7ffc\u6218\uff0c\u4f46\u5176\u6700\u7ec8\u7684\u62a4\u57ce\u6cb3\uff0c\u53ef\u80fd\u5728\u4e8e\u80fd\u5426\u56f4\u7ed5\u8fd9\u4e9b\u6807\u51c6\u5316\u4efb\u52a1\uff0c\u6784\u5efa\u8d77\u4e00\u4e2a\u6bd4\u81ea\u884c\u7ec4\u88c5\u5de5\u5177\u94fe\u66f4\u9ad8\u6548\u3001\u66f4\u7ecf\u6d4e\u7684\u5b8c\u6574\u4ef7\u503c\u7f51\u7edc\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\">Fabric by Carmel Labs<\/span>\n <\/div>\n<div class=\"comment-content\">Compute platform for AI and data workloads. Submit jobs via SDK or dashboard, get results, no infrastructure management. Run embeddings ($0.0001\/text), transcription ($0.001\/file), web scraping ($0.001\/request), ML training, CI\/CD builds, image processing. 80% cheaper than big cloud. No cold starts. Autoretry. Scale whenever. Replace Lambda, SageMaker, Colab, GitHub Actions with one platform. pip install fabric-sdk or use our dashboard. Built for developers who ship, not manage infrastructure.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hello everyone!<\/p>\n<p>My friend and I built <a href=\"https:\/\/carmel.so\/fabric\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Fabric<\/a> because we were tired of two things:<\/p>\n<ul>\n<li>\n<p>Paying AWS $500\/month for infrastructure used 10% of the time<\/p>\n<\/li>\n<li>\n<p>Spending more time managing infra than actually building product<\/p>\n<\/li>\n<\/ul>\n<p><strong>The problem we solved:<\/strong><\/p>\n<p>As a developer, you need to run batch jobs constantly: generate embeddings, transcribe, scrape data, train models, run CI\/CD builds.<\/p>\n<p>But to do ANY of this, you first become an infrastructure engineer: spin up instances, manage GPU availability, debug cold starts, babysit long-running jobs, and pray your AWS bill doesn’t explode.<\/p>\n<p>We just wanted to run a Python function and get a result. Why was that so complicated?<\/p>\n<p><strong>What Fabric does:<\/strong><\/p>\n<p><strong><br \/><\/strong>Submit a job via API or dashboard. We run it. You get a result. Done. Since the infra is distributed, the cost of your workload is 80% cheaper than big cloud.<\/p>\n<p>just pip install the sdk client<\/p>\n<\/p>\n<p><em>client = (api_key=”your_key”)<\/em><\/p>\n<\/p>\n<p>Generate embeddings for 10,000 documents<\/p>\n<\/p>\n<p><em>result = client.submit_job(<\/em><\/p>\n<p><em>workload_type=”embedding_generation”,<\/em><\/p>\n<p><em>params={“texts”: documents, “model”: “minilm”})<\/em><\/p>\n<\/p>\n<p>No EC2. No SageMaker. No surprises.<\/p>\n<p>More docs on dashboard<\/p>\n<p><strong>How it evolved:<\/strong><\/p>\n<p>Started as “just embeddings”.<\/p>\n<p>Then a friend asked: “Can it transcribe audio?” Added that.<\/p>\n<p>Another: “Can it scrape with real browser fingerprints?” Added that.<\/p>\n<p>Mobile dev friends: “GitHub charges $0.08\/min for iOS builds\u2014can you help?” Built CI\/CD on real Apple Silicon that is $0.01\/min.<\/p>\n<p>Now Fabric runs 10+ workload types through one API: embeddings, transcription, scraping, ML training, CI\/CD, image processing, monitoring, data pipelines, custom Python. That is why we give developers workloads that just work.<\/p>\n<p><strong>What makes it different:<\/strong><\/p>\n<ul>\n<li>\n<p>Fixed pricing: $0.0001 per embedding, $0.001 per transcription. Know your costs upfront.<\/p>\n<\/li>\n<li>\n<p>No infrastructure: No instances, no capacity planning, no cold starts.<\/p>\n<\/li>\n<li>\n<p>Instant grow: Process 1 item or 100K items, same simple experience.<\/p>\n<\/li>\n<li>\n<p>Auto-retry: Jobs checkpoint and recover on failure automatically.<\/p>\n<\/li>\n<li>\n<p>One API for everything: Replace Lambda, SageMaker, ScraperAPI, GitHub Actions with one platform.<\/p>\n<\/li>\n<\/ul>\n<p><strong>Real problems we’re solving:<\/strong><\/p>\n<p>Startup burning $2K\/month on OpenAI embeddings now spends $200 on Fabric.<\/p>\n<\/p>\n<p>Mobile team paying $500\/month for GitHub Actions iOS builds now pays less than $100 on Fabric’s real M1\/M2\/M3 Macs.<\/p>\n<\/p>\n<p>Researcher waiting 3 days in HPC queue now has training runs start immediately on Fabric.<\/p>\n<\/p>\n<p>Agency managing proxy pools for scraping now lets Fabric handle it with real residential IPs.<\/p>\n<\/p>\n<p>DevOps team debugging Lambda cold starts at 3am now has Fabric jobs start instantly, every time.<\/p>\n<p><strong>Try it now:<br \/><\/strong><\/p>\n<p><a href=\"https:\/\/fabric.carmel.so\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/fabric.carmel.so\/<\/a><\/p>\n<p>What we’d love your feedback on:<\/p>\n<p>What workloads are eating your time or budget right now?<\/p>\n<p>What’s missing that would make Fabric essential for your stack?<\/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>1<\/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><\/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 = 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