{"id":179,"date":"2026-04-02T11:33:07","date_gmt":"2026-04-02T03:33:07","guid":{"rendered":"https:\/\/ph.listeningo.cn\/index.php\/2026\/04\/02\/2026-04-01\/"},"modified":"2026-04-02T11:33:07","modified_gmt":"2026-04-02T03:33:07","slug":"2026-04-01","status":"publish","type":"post","link":"https:\/\/ph.listeningo.cn\/index.php\/2026\/04\/02\/2026-04-01\/","title":{"rendered":"PH\u70ed\u699c | 2026-04-01"},"content":{"rendered":"


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\n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-04-01<\/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 | 2026-04-01<\/h1>\n<p> <!-- \u5c55\u793aapp\u5361\u7247 --><\/p>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#1<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/RLGNXCRT7ZEWRG\" class=\"app-title\">Noiz Easter Voice<\/a><\/p>\n<div class=\"one-liner\">Crack an Easter egg to generate an AI voice<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">377<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u901a\u8fc7\u201c\u6572\u788e\u8bed\u97f3\u5f69\u86cb\u201d\u968f\u673a\u751f\u6210\u6216\u901a\u8fc7\u63d0\u793a\u8bcd\/\u56fe\u7247\u5b9a\u5236AI\u8bed\u97f3\u7684\u5de5\u5177\uff0c\u5728\u8282\u65e5\u95ee\u5019\u3001\u793e\u4ea4\u5206\u4eab\u7b49\u573a\u666f\u4e2d\uff0c\u4e3a\u7528\u6237\u63d0\u4f9b\u4e86\u5c06\u666e\u901a\u8bed\u97f3\u4fe1\u606f\u8f6c\u5316\u4e3a\u6709\u8da3\u3001\u4e2a\u6027\u5316\u8868\u8fbe\u7684\u521b\u610f\u89e3\u51b3\u65b9\u6848\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2f120790-d141-4600-9483-ff8caa3c8b4f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/40f07e4e-07da-4a4a-9ec1-3e544742d767.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9e097f8b-1565-4441-a478-34f85c1f902d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9fd29368-3345-4456-a999-f733f50b3bb9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f06be32c-51f9-428d-96ad-8cb2d0bf6c1f.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\/7b121954-c701-4bd9-b752-47714bd14796.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/M9GpR1W6yUM?si=PJoiOvL_1RPVHXMb\"><source src=\"https:\/\/youtu.be\/M9GpR1W6yUM?si=PJoiOvL_1RPVHXMb\" 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\">Emoji<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Audio<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8bed\u97f3\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u5f69\u86cb<\/span><br \/>\n <span class=\"tag\">\u8282\u65e5\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u5a31\u4e50<\/span><br \/>\n <span class=\"tag\">UGC\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u8868\u8fbe<\/span><br \/>\n <span class=\"tag\">AIGC<\/span><br \/>\n <span class=\"tag\">\u60c5\u611f\u5316\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u6e38\u620f\u5316\u4e92\u52a8<\/span><br \/>\n <span class=\"tag\">\u58f0\u97f3\u6ee4\u955c<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u79f0\u8d5e\u201c\u8bed\u97f3\u5f69\u86cb\u201d\u6982\u5ff5\u6709\u8da3\u3001\u4f53\u9a8c\u6d41\u7545\uff0c\u80fd\u521b\u9020\u60ca\u559c\u548c\u6b22\u4e50\u3002\u4e3b\u8981\u5efa\u8bae\u5305\u62ec\uff1a\u5e0c\u671b\u4fdd\u5b58\u548c\u590d\u7528\u751f\u6210\u7684\u58f0\u97f3\u4ee5\u7528\u4e8e\u5185\u5bb9\u521b\u4f5c\uff1b\u63d0\u8bae\u589e\u52a0\u201c\u63d0\u793a\u201d\u529f\u80fd\u6765\u589e\u5f3a\u6536\u96c6\u7684\u8da3\u5473\u6027\u548c\u7528\u6237\u7c98\u6027\uff1b\u8be2\u95ee\u793e\u4ea4\u5206\u4eab\u6a21\u677f\u3002\u56e2\u961f\u56de\u590d\u79ef\u6781\uff0c\u786e\u8ba4\u5c06\u8003\u8651\u201c\u63d0\u793a\u201d\u7b49\u6df1\u5ea6\u529f\u80fd\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Noiz Easter Voice \u7684\u7cbe\u660e\u4e4b\u5904\uff0c\u5728\u4e8e\u7528\u9ad8\u5ea6\u573a\u666f\u5316\u3001\u6e38\u620f\u5316\u7684\u5305\u88c5\uff0c\u5de7\u5999\u63a9\u76d6\u4e86\u5176\u5e95\u5c42\u6280\u672f\u53ef\u80fd\u5e76\u4e0d\u65b0\u9c9c\u7684\u73b0\u5b9e\u3002\u4ea7\u54c1\u5c06\u201cAI\u8bed\u97f3\u751f\u6210\u201d\u8fd9\u4e00\u901a\u5e38\u9762\u5411\u5f00\u53d1\u8005\u6216\u4e13\u4e1a\u521b\u4f5c\u8005\u7684B\u7aef\u5de5\u5177\uff0c\u6210\u529f\u964d\u7ef4\u6210\u201c\u6572\u5f69\u86cb\u201d\u7684C\u7aef\u5a31\u4e50\u52a8\u4f5c\uff0c\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u6280\u672f\u7a81\u7834\uff0c\u800c\u662f\u7cbe\u51c6\u7684\u201c\u4f53\u9a8c\u8bbe\u8ba1\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u654f\u9510\u5730\u6293\u4f4f\u4e86\u8282\u65e5\u793e\u4ea4\u7684\u201c\u8868\u8fbe\u521a\u9700\u201d\u4e0e\u201c\u521b\u610f\u532e\u4e4f\u201d\u4e4b\u95f4\u7684\u75db\u70b9\u3002\u53d1\u9001\u4e00\u53e5\u5e72\u5df4\u5df4\u7684\u201c\u590d\u6d3b\u8282\u5feb\u4e50\u201d\u662f\u65e0\u6548\u793e\u4ea4\uff0c\u4f46\u53d1\u9001\u4e00\u4e2a\u7531\u81ea\u5df1\u58f0\u97f3\u8f6c\u5316\u6765\u7684\u3001\u5e26\u7740\u5c0f\u5154\u5b50\u8bed\u8c03\u7684\u795d\u798f\uff0c\u5219\u6210\u4e86\u80fd\u5f15\u53d1\u7b11\u58f0\u3001\u503c\u5f97\u56de\u5fc6\u7684\u6570\u5b57\u793c\u7269\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u5728\u552e\u5356\u201c\u60c5\u611f\u8d27\u5e01\u201d\u548c\u201c\u793e\u4ea4\u8c08\u8d44\u201d\u3002\u5176\u201c\u63d0\u793a\u8bcd\/\u56fe\u7247\u751f\u6210\u5b9a\u5236\u8bed\u97f3\u201d\u7684\u529f\u80fd\uff0c\u770b\u4f3c\u5f00\u653e\uff0c\u5b9e\u5219\u901a\u8fc7\u9650\u5b9a\u8282\u65e5\u4e3b\u9898\uff08\u5154\u5b50\u3001\u5c0f\u9e21\u7b49\uff09\u548c\u7b80\u6613\u64cd\u4f5c\uff0c\u5927\u5e45\u964d\u4f4e\u4e86\u7528\u6237\u51b3\u7b56\u4e0e\u521b\u4f5c\u95e8\u69db\uff0c\u786e\u4fdd\u4e86\u4ea7\u51fa\u5185\u5bb9\u5728\u8da3\u5473\u6027\u548c\u5b89\u5168\u6027\u4e0a\u7684\u53ef\u63a7\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u7684\u6f5c\u5728\u98ce\u9669\u4e5f\u57cb\u85cf\u4e8e\u6b64\u3002\u5f3a\u70c8\u7684\u8282\u65e5\u5c5e\u6027\u662f\u4e00\u628a\u53cc\u5203\u5251\uff0c\u5728\u83b7\u5f97\u7206\u53d1\u6027\u5173\u6ce8\u7684\u540c\u65f6\uff0c\u4e5f\u9762\u4e34\u7740\u201c\u8282\u540e\u6d88\u4ea1\u201d\u7684\u5178\u578b\u6311\u6218\u3002\u7528\u6237\u7684\u70ed\u60c5\u4f1a\u968f\u7740\u590d\u6d3b\u8282\u7ed3\u675f\u800c\u8fc5\u901f\u892a\u53bb\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u4fdd\u5b58\u58f0\u97f3\u201d\u3001\u201c\u589e\u52a0\u6536\u96c6\u63d0\u793a\u201d\u7684\u5efa\u8bae\uff0c\u6070\u6070\u66b4\u9732\u4e86\u4ea7\u54c1\u76ee\u524d\u4f5c\u4e3a\u201c\u4e00\u6b21\u6027\u73a9\u5177\u201d\u800c\u975e\u201c\u53ef\u6301\u7eed\u5de5\u5177\u201d\u7684\u8106\u5f31\u6027\u3002\u56e2\u961f\u867d\u6709\u610f\u5411\u201c\u521b\u610f\u793e\u4ea4\u5de5\u5177\u201d\u548c\u201c\u521b\u4f5c\u8005\u5e73\u53f0\u201d\u4e24\u4e2a\u65b9\u5411\u63a2\u7d22\uff0c\u4f46\u4e24\u8005\u5bf9\u4ea7\u54c1\u5185\u6838\u7684\u8981\u6c42\u622a\u7136\u4e0d\u540c\uff1a\u524d\u8005\u9700\u8981\u6301\u7eed\u4e0d\u65ad\u7684\u65b0\u9c9c\u73a9\u6cd5\u548c\u793e\u4ea4\u88c2\u53d8\u80fd\u529b\uff0c\u540e\u8005\u5219\u9700\u8981\u7a33\u5b9a\u3001\u53ef\u9760\u3001\u53ef\u5546\u7528\u7684\u58f0\u97f3\u8d44\u4ea7\u5e93\u548c\u7f16\u8f91\u529f\u80fd\u3002Noiz\u76ee\u524d\u8f7b\u76c8\u6709\u8da3\u7684\u5f62\u6001\uff0c\u80fd\u5426\u627f\u53d7\u5411\u4efb\u4e00\u65b9\u5411\u6df1\u5316\u6240\u9700\u7684\u91cd\u91cf\uff0c\u5c06\u662f\u5176\u80fd\u5426\u8de8\u8d8a\u8282\u65e5\u8425\u9500\u3001\u6210\u4e3a\u5e38\u9a7b\u5e94\u7528\u7684\u5173\u952e\u8003\u9a8c\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Noiz Easter Voice<\/span>\n <\/div>\n<div class=\"comment-content\">This Easter, turn your voice into something unexpected. On Noiz, crack a voice egg to unlock new AI voices, or create your own with a prompt and image. From playful characters to unique greetings, generate expressive voices in seconds.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b<\/p>\n<p>This Easter, we’d love to invite you to try something a little fun.<\/p>\n<\/p>\n<p>If you’re thinking about sending your friends a different kind of holiday surprise,<\/p>\n<p>why not turn a simple greeting into a “voice egg”?<\/p>\n<\/p>\n<p>On Noiz, you can:<\/p>\n<p>\ud83e\udd5a <strong>Open a voice egg<\/strong> and instantly unlock a randomly generated voice<\/p>\n<p>\ud83d\udc30 <strong>Apply festive transformations <\/strong>to your voice and turn it into a bunny, chick, lamb, or other Easter-inspired characters<\/p>\n<p>\ud83c\udfa8 <strong>Design your own Easter voice<\/strong> by typing a prompt or uploading an image. Describe a fluffy bunny, a playful cartoon chick, or any character you imagine, and Noiz will generate a unique voice to match<\/p>\n<\/p>\n<p><strong>You can use it for:<\/strong><\/p>\n<p>\u2022 Holiday greetings<\/p>\n<p>\u2022 Voice messages to friends<\/p>\n<p>\u2022 Social content<\/p>\n<p>\u2022 Creative experiments with AI-generated voice styles<\/p>\n<\/p>\n<p><strong>For example\uff0c<\/strong><\/p>\n<p>when you send:<\/p>\n<p>“Happy Easter!”<\/p>\n<p>It could sound like:<\/p>\n<p>\ud83d\udc25 A cheerful little chick<\/p>\n<p>\ud83d\udc30 A soft and cuddly bunny<\/p>\n<p>\ud83c\udfad Or a custom voice created from your imagination, just upload an image or describe it promptly.<\/p>\n<\/p>\n<p>Take part in our Egg Smash Event and unlock surprise rewards, from coupons and credits to exclusive voice styles and gift cards.\u2728\ud83d\udcab<\/p>\n<p>Sometimes, a tiny change in voice can make an ordinary message more fun and more memorable.<\/p>\n<p>Come try your voice egg \ud83d\udc49<a href=\"https:\/\/noiz.ai\/voice\/design?ref=producthunt&utm_source=producthunt&utm_medium=easter_event&utm_campaign=voice_design_promo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/noiz.ai\/voice\/design?ref=producthunt&utm_source=producthunt&utm_medium=easter_event&utm_campaign=voice_design_promo<\/a><\/p>\n<p>And tell us in the comments \uff1a<\/p>\n<p><strong>Which voice egg would you open first? <\/strong>\ud83d\udc30\ud83d\udc25<\/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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Thrilled to back the Noiz team on their Product Hunt launch! And the timing couldn’t be better. \ud83d\udc23<\/p>\n<p>Noiz turns a simple “Happy Easter” into something people actually remember.<\/p>\n<p>This isn’t AI voice generation for studios or developers, this is starting with the moment you want to make someone smile, and building on that.<\/p>\n<p>The unlock is a voice egg! Crack it, get a surprise AI voice, or design your own from a prompt or image. No audio experience required.<\/p>\n<p>This adds up to:<\/p>\n<p>\ud83e\udd5a Open an egg, unlock a random character voice instantly<br \/>\n\ud83d\udc30 Apply Easter transformations (bunny, chick, lamb) to any message<br \/>\n\ud83c\udfa8 Describe or upload anything and Noiz generates a voice to match<\/p>\n<p>If you’ve ever sent a boring voice note when you could’ve sent something that made someone laugh out loud, this is for you.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>17<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>The voice egg concept is really fun. I tried the random crack thing and got this weird bunny voice that honestly made me laugh out loud. Quick question though, can you save the generated voices and reuse them in other projects? Would be super useful for content creators.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>17<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@byalexai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@byalexai<\/a> Fun, creative, and memorable. The \u201cvoice egg\u201d concept is a clever way to turn simple messages into something people actually enjoy replaying. Congrats on the launch \ud83c\udf99\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@byalexai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@byalexai<\/a> Congrats. Tried the image-to-voice yet? What’s the wildest character it’s nailed for you so far?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>14<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Super cool launch! Do you guys see Noiz becoming more of a creative social tool or a creator platform?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>17<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lak7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lak7<\/a> Honestly, we see it as a bit of both \u2728We want to be the creative spark for casual social sharing, while giving serious creators the power to build unique brand voices. We\u2019re building for anyone who wants to make digital connection feel more human. Which direction are you more excited about? <\/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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Do you have any recommended social media templates for sharing these voice greetings?<\/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\/@andy2026\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andy2026<\/a> \ud83d\udca1 We\u2019re actually working on some official Story templates right now. For now, the best way to share is a simple screen recording of your Egg Smash reveal. Don’t forget to tag us so we can see what you’ve created! \ud83d\udc23\u2728<\/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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Huge congrats on the launch, Vega <a href=\"https:\/\/www.producthunt.com\/@vega_chan\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"vega_chan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vega_chan<\/a> & the Noiz team <a href=\"https:\/\/www.producthunt.com\/products\/noiz-studio\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"noiz-studio\" target=\"_blank\" rel=\"noopener\">@Noiz AI<\/a> and what a perfect time to crack this open! \ud83e\udd5a<\/p>\n<p>I\u2019ve been playing around with the \u201cEgg Smash\u201d mechanic, and honestly, it\u2019s genius. It turns a simple voice note into a delightful little surprise, like a digital Easter egg hunt. The idea of uploading an image to generate a voice is super creative \u2014 I tried it with a photo of my grumpy cat, and the result was hilariously accurate! \ud83d\ude02<\/p>\n<p>Here\u2019s a small product thought from a fellow builder: I noticed the \u201crandom egg crack\u201d is pure luck. What if you added a \u201cHint\u201d feature? For example, after cracking, you could reveal a clue like \u201cThis voice has a British accent\u201d or \u201cThis character loves carrots.\u201d It would build a bit of suspense and make people want to \u201ccollect them all\u201d to complete the set. It\u2019d be a great gamification layer to keep users coming back after the holiday buzz.<\/p>\n<p>Really excited to see where you take this! \ud83d\ude80 Which egg would you say is the most unexpectedly popular so far? The bunny or the chick? \ud83d\udc30\ud83d\udc25<\/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>Your Hint feature idea is pure gold. We\u2019ve been discussing ways to deepen the collection mechanic, and adding those character driven clues is a fantastic way to build anticipation and keep the experience fresh post-Easter. We\u2019ll definitely be bringing this back to the dev table!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>15<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Changing the emoji to switch between bunny, chick, and lamb voices worked seamlessly. The tone shifted instantly, and it sounded so natural.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>14<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The emoji metaphor for changing voices makes experimentation feel natural and fast. I lost track of time playing with it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>14<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zephyrlink_i\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zephyrlink_i<\/a> That\u2019s music to our ears! \ud83c\udfb6 We spent a lot of time refining that flow to make sure the experimentation felt like play rather than work. Hearing that you lost track of time is the ultimate compliment for us.<\/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<div>\n<table>\n<tbody>\n<tr>\n<td>\n<p>I tested it with a longer narration, and the emotional direction stayed consistent throughout. It didn’t feel disjointed at all.<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\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>Love how simple this is .No setup no complexity just crack an egg and get a fun expressive voice instantly.<\/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\/@alan_gregory\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alan_gregory<\/a> So glad you like it! That\u2019s exactly the idea!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Okay Im already hyped: what tricks the devs are up to for world cup\ud83d\ude06\ud83d\ude06\ud83d\ude06 Happy Easter!!!\ud80c\udcf9\ud80c\udcf9\ud80c\udcf9<\/div>\n<div class=\"comment-actions\">\n<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>Voice eggs make festive expression feel less technical overall.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@julie_su\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@julie_su<\/a> Glad it feels that way! We\u2019re trying to make it more about expression and less about tools \u2728<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve tested a lot of TTS tools, but Noiz AI’s Easter update is by far the most creative and fun I’ve seen. The “voice egg” concept is genius, and the ability to transform your voice into Easter characters is a game-changer. It’s not just about generating speech; it’s about creating joy and connection.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@leonliu2049\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leonliu2049<\/a> We\u2019re thrilled that you\u2019re enjoying the Egg Smash Event. We really wanted to create something that moved beyond a standard greeting and turned it into an experience.We hope your Easter messages bring a lot of laughs to your friends and family this year.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 I find most impressive about Noiz AI’s Easter edition is the seamless integration of fun and functionality. The “voice egg” is playful and engaging, while the custom voice creation is powerful and versatile. It’s a rare combination that makes this tool stand out from the crowd.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@lisa_helicopter_l\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lisa_helicopter_l<\/a> That\u2019s so great to hear! \ud83d\ude80 We worked hard to balance the fun with actual powerful tech, so it\u2019s awesome that the mix of playfulness and versatility resonated with 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>It is refreshing to see holiday joy treated as a core product goal.<\/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\/@lily_liu8\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lily_liu8<\/a> \ud83d\ude4c We really felt like the world needed more smiles this Easter, so making joy a core feature was our goal from day one.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p> This Easter, Noiz AI has given us a new way to express ourselves and connect with the people we care about. Whether you’re a creator looking to make unique social content or just someone who wants to send a fun greeting to a friend, Noiz has something for everyone. The “voice egg” feature alone is worth checking out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@candyrorae\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@candyrorae<\/a> Thanks a ton for the support! \ud83d\ude4c Honestly, seeing people use Noiz to turn a simple Happy Easter into something that actually makes their friends laugh is exactly why we built this. \ud83d\udc23<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 I love most about Noiz AI’s Easter edition is how it turns a simple “Happy Easter” into a storytelling moment. You can make your greeting sound like a playful cartoon chick, a gentle lamb, or any character you can imagine. It’s not just about sending a message; it’s about creating a memorable experience for the people you care about!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@bethany_gong\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bethany_gong<\/a> Our goal was to move beyond text and pixels to create something that feels truly alive. Hearing that you’re using it to create storytelling moments is exactly the kind of magic we hoped to see during this launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Noiz AI’s Easter update is a testament to the power of AI in making communication more expressive. The ability to generate a custom Easter voice from a prompt or image is incredible. You can describe a fluffy bunny, a playful cartoon chick, or any character you imagine, and Noiz will bring it to life with a unique voice. It’s like having a creative partner for your holiday messages.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@yuanhao1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yuanhao1<\/a> \ud83c\udfa8 Seeing Noiz as a creative partner is exactly how we envisioned it. Our goal was to build a tool that doesn’t just automate communication, but actually expands what you can express.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Easter voice eggs turn generic greetings into memorable surprises.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@janette_szeto\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@janette_szeto<\/a> We wanted to take the generic out of the equation and replace it with a moment of genuine surprise. It\u2019s amazing how a simple voice transformation can completely change the energy of a message.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Noiz AI has truly thought of everything with this Easter launch. From the fun “voice egg” concept to the practical custom voice creation tools, every feature is designed to make your holiday greetings more personal and engaging. It’s clear that they understand how important it is to connect with others in meaningful ways, even during the holidays.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@yuanchen_wang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yuanchen_wang<\/a> Thank you so much for the kind words! We believe that technology should serve as a bridge for deeper, more personal connections, and that\u2019s especially true during the holidays.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<div>\n<table>\n<tbody>\n<tr>\n<td>\n<p>I love how Noiz AI’s Easter edition encourages playful experimentation with AI-generated voices. The “voice egg” feature is a great way to discover new sounds, and the ability to design custom Easter voices opens up a world of creative possibilities. It’s not just a tool; it’s a way to have fun and connect with others in a whole new way.<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@mooyan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mooyan<\/a> We couldn\u2019t agree more! We wanted Noiz to feel less like a tool and more like a digital playground where people could experiment and surprise one another. Seeing users discover those creative possibilities through the voice eggs is exactly what we hoped 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>This AI is a game-changer for holiday greetings! I\u2019m so tired of sending the same generic \u201cHappy Easter\u201d texts to everyone. With this tool, I can make every message feel totally unique, tailored exactly to the person I\u2019m sending it to. From cute, whimsical bunny-themed lines to sweet, sincere notes, every greeting feels like a special, handwritten gift. 10\/10, would recommend!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@vermouth2333\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vermouth2333<\/a> 10\/10 back at you for such a fantastic review! \ud83d\ude80 We’re so happy that Noiz is helping you break away from those copy-paste generic texts. Our goal was to make digital messages feel as thoughtful as a handwritten card, and hearing that each greeting feels like a special gift to you is the best feedback we could ask for.<\/p>\n<p>We appreciate the recommendation!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<div>\n<table>\n<tbody>\n<tr>\n<td>\n<p>What I love most about Noiz AI’s Easter edition is how it turns a simple “Happy Easter” into a storytelling moment. You can make your greeting sound like a playful cartoon chick, a gentle lamb, or any character you can imagine. It’s not just about sending a message; it’s about creating a memorable experience for the people you care about.<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@eeeeeach\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eeeeeach<\/a> You captured the heart of Noiz AI perfectly. It was never just about the technology for us; it was about the stories and the smiles shared between people. Turning a simple greeting into a storytelling moment is exactly why we built the Easter edition.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It was simple to iterate on different emotions and character voices without touching any complicated settings.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jayzhu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jayzhu<\/a> We’re so glad you noticed! Our main goal was to strip away the complexity of traditional audio tools and put the creative power right in your hands. It\u2019s awesome to hear that you were able to jump straight into the fun part , bringing characters and emotions to life.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p> If you’re looking for a way to make your Easter greetings stand out this year, look no further than Noiz AI. The “voice egg” feature, Easter character transformations, and custom voice creation tools are all incredible, and the “Egg Smash Event” adds an extra layer of excitement. It’s the perfect tool to make this Easter one to remember.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@new_user___1282025165cc92287e7a197\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@new_user___1282025165cc92287e7a197<\/a> Thank you so much for the incredible support! We\u2019re thrilled that you\u2019re enjoying the Egg Smash Event. We really wanted to create something that moved beyond a standard greeting and turned it into an experience.<\/p>\n<p>We hope your Easter messages bring a lot of laughs to your friends and family this year!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I tried the voice egg feature earlier, and it was such a fun surprise! Unlocking a random voice made my Easter greetings feel way more special.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Heheh! Love the vibe and my kids gonna love it even more. Congrats on the launch team!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@german_merlo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@german_merlo1<\/a> Thank you so much! Hope it brings lots of smiles at home \ud83d\ude04<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I like how the output feels expressive rather than flat narration! Even a simple greeting has so much personality.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@maxine_at_acestudio_ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maxine_at_acestudio_ai<\/a> Appreciate it! We focus a lot on making voices feel lively and full of character \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>“Expressive voices in seconds” \u2014 what does expressive mean here specifically? Emotion range, character accents, speaking style? The difference between a voice that sounds “playful” and one that actually commits to a character is pretty significant. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a fun concept! How customizable are the generated AI voices – can users tweak tone, pitch, or style?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Will you be adding more prompt templates to help new users create better custom voices?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#2<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/Z7W5EBMANBJLNM\" class=\"app-title\">Ollama v0.19<\/a><\/p>\n<div class=\"one-liner\">Massive local model speedup on Apple Silicon with MLX<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">332<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Ollama v0.19\u901a\u8fc7\u5e95\u5c42\u91cd\u6784\u4e3a\u82f9\u679c\u82af\u7247\u539f\u751f\u4f18\u5316\uff0c\u5927\u5e45\u63d0\u5347\u4e86\u672c\u5730\u5927\u6a21\u578b\u7684\u8fd0\u884c\u901f\u5ea6\u4e0e\u6548\u7387\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u672c\u5730\u8fd0\u884cAI\u7f16\u7801\u52a9\u624b\u548c\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41\u65f6\u9762\u4e34\u7684\u6027\u80fd\u74f6\u9888\u548c\u5185\u5b58\u538b\u529b\u95ee\u9898\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d8169c71-fc35-4b84-b4fb-31d651a12aa6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cfae1cfa-bd80-4adc-b5e1-2885200c6de0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/14a66810-107c-41cf-87c6-4ed74ca6d150.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8095dc4c-6c71-43b6-a148-8cd95b22c785.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\">Apple<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u672c\u5730\u5927\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u82f9\u679c\u82af\u7247\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u673a\u5668\u5b66\u4e60\u6846\u67b6<\/span><br \/>\n <span class=\"tag\">\u6027\u80fd\u52a0\u901f<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u79bb\u7ebf\u63a8\u7406<\/span><br \/>\n <span class=\"tag\">\u5185\u5b58\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">macOS\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\u666e\u904d\u5bf9MLX\u96c6\u6210\u5e26\u6765\u7684\u6027\u80fd\u98de\u8dc3\u8868\u793a\u5174\u594b\uff0c\u8ba4\u4e3a\u7f13\u5b58\u590d\u7528\u529f\u80fd\u5bf9\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41\u81f3\u5173\u91cd\u8981\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\uff1aNVFP4\u4e0e\u7f13\u5b58\u4f18\u5316\u5bf9\u591a\u8f6e\u5bf9\u8bdd\u5185\u5b58\u5360\u7528\u7684\u5b9e\u9645\u5f71\u54cd\u3001\u5927\u6a21\u578b\uff08\u598270B+\uff09\u7684\u652f\u6301\u4e0e\u5185\u5b58\u7ba1\u7406\u517c\u5bb9\u6027\uff0c\u4ee5\u53ca\u73b0\u6709\u6a21\u578b\u662f\u5426\u81ea\u52a8\u9002\u914dMLX\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 Ollama v0.19\u7684\u66f4\u65b0\uff0c\u8fdc\u4e0d\u6b62\u4e00\u6b21\u7248\u672c\u8fed\u4ee3\uff0c\u800c\u662f\u4e00\u6b21\u9488\u5bf9\u7279\u5b9a\u751f\u6001\uff08Apple Silicon\uff09\u7684\u7cbe\u51c6\u6218\u7565\u5361\u4f4d\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u201c\u63d0\u901f\u201d\uff0c\u800c\u5728\u4e8e\u901a\u8fc7\u62e5\u62b1\u82f9\u679c\u539f\u751fMLX\u6846\u67b6\uff0c\u6df1\u5ea6\u7ed1\u5b9a\u786c\u4ef6\u4e0e\u64cd\u4f5c\u7cfb\u7edf\u7684\u7edf\u4e00\u5185\u5b58\u67b6\u6784\u4e0e\u795e\u7ecf\u5f15\u64ce\uff0c\u8bd5\u56fe\u91cd\u65b0\u5b9a\u4e49\u201c\u672c\u5730AI\u201d\u7684\u6027\u80fd\u57fa\u7ebf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u6b21\u5347\u7ea7\u76f4\u6307\u4e24\u4e2a\u5173\u952e\u75db\u70b9\uff1a\u4e00\u662f\u8ba9\u672c\u5730\u63a8\u7406\u901f\u5ea6\u903c\u8fd1\u751a\u81f3\u8fbe\u5230\u53ef\u7528\u7ea7\uff0c\u6311\u6218\u4e91\u7aefAPI\u7684\u6027\u4ef7\u6bd4\u4f18\u52bf\uff1b\u4e8c\u662f\u901a\u8fc7\u667a\u80fd\u5316\u7684KV\u7f13\u5b58\u7ba1\u7406\uff08\u590d\u7528\u3001\u5feb\u7167\u3001\u6dd8\u6c70\uff09\uff0c\u89e3\u51b3\u957f\u671f\u56f0\u6270\u672c\u5730\u591a\u8f6e\u5bf9\u8bdd\u4e0e\u5206\u652f\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41\u7684\u5185\u5b58\u7206\u70b8\u95ee\u9898\u3002\u8fd9\u6807\u5fd7\u7740\u672c\u5730\u5927\u6a21\u578b\u4ece\u201c\u80fd\u8dd1\u201d\u5411\u201c\u597d\u7528\u4e14\u9ad8\u6548\u201d\u7684\u5b9e\u7528\u4e3b\u4e49\u8f6c\u53d8\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5149\u9c9c\u4e4b\u4e0b\u4ea6\u6709\u9690\u5fe7\u3002\u9996\u5148\uff0c\u5176\u8fdb\u6b65\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u82f9\u679c\u5c01\u95ed\u751f\u6001\u7684\u786c\u4ef6\u7ea2\u5229\uff0c\u6784\u6210\u4e86\u5bf9\u7279\u5b9a\u7528\u6237\u7fa4\u4f53\u7684\u201c\u7279\u6743\u201d\u4f18\u5316\uff0c\u53ef\u80fd\u52a0\u5267AI\u5de5\u5177\u7684\u786c\u4ef6\u58c1\u5792\u3002\u5176\u6b21\uff0c\u8bc4\u8bba\u4e2d\u5173\u4e8e\u5927\u6a21\u578b\u652f\u6301\u4e0e\u5185\u5b58\u7ba1\u7406\u7684\u7591\u95ee\uff0c\u66b4\u9732\u51fa\u5728\u6709\u9650\u7edf\u4e00\u5185\u5b58\uff08\u5373\u4f7f\u662f32GB+\uff09\u4e2d\u5e73\u8861\u6a21\u578b\u89c4\u6a21\u3001\u6027\u80fd\u4e0e\u591a\u4efb\u52a1\u5e76\u53d1\u7684\u6311\u6218\u4f9d\u7136\u4e25\u5cfb\u3002NVFP4\u652f\u6301\u867d\u63d0\u5347\u4e86\u751f\u4ea7\u5c31\u7eea\u5ea6\uff0c\u4f46\u672c\u5730\u90e8\u7f72\u7684\u7a33\u5b9a\u6027\u548c\u53ef\u9760\u6027\u4ecd\u9700\u5927\u89c4\u6a21\u590d\u6742\u573a\u666f\u8003\u9a8c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cOllama\u6b63\u5728\u626e\u6f14\u4e00\u4e2a\u5173\u952e\u89d2\u8272\uff1a\u5b83\u5e76\u975e\u6a21\u578b\u521b\u9020\u8005\uff0c\u800c\u662f\u672c\u5730\u63a8\u7406\u7684\u201c\u4f18\u5316\u5668\u201d\u548c\u201c\u6865\u6881\u201d\u3002\u5b83\u7684\u7ade\u4e89\u58c1\u5792\u5c06\u8d8a\u6765\u8d8a\u4f9d\u8d56\u4e8e\u5176\u5bf9\u5e95\u5c42\u8ba1\u7b97\u6846\u67b6\uff08\u5982MLX\uff09\u7684\u9a7e\u9a6d\u80fd\u529b\u4ee5\u53ca\u5bf9\u5de5\u4f5c\u6d41\u75db\u70b9\u7684\u6df1\u5ea6\u7406\u89e3\u3002\u6b64\u6b21\u66f4\u65b0\u662f\u4e00\u6b21\u6f02\u4eae\u7684\u4fa7\u7ffc\u8fdb\u653b\uff0c\u4f46\u80fd\u5426\u5728\u66f4\u5e7f\u9614\u7684\u8de8\u5e73\u53f0\u6218\u573a\u548c\u6301\u7eed\u81a8\u80c0\u7684\u6a21\u578b\u89c4\u6a21\u9762\u524d\u4fdd\u6301\u4f18\u52bf\uff0c\u4ecd\u662f\u672a\u77e5\u6570\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\">Ollama v0.19<\/span>\n <\/div>\n<div class=\"comment-content\">Ollama v0.19 rebuilds Apple Silicon inference on top of MLX, bringing much faster local performance for coding and agent workflows. It also adds NVFP4 support and smarter cache reuse, snapshots, and eviction for more responsive sessions.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone!<\/p>\n<p>The engineering in Ollama v0.19 is a massive leap for anyone <strong>running local models on macOS<\/strong>. Moving to Apple’s native <a href=\"https:\/\/opensource.apple.com\/projects\/mlx\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">MLX framework<\/a> changes the game for performance, leveraging the unified memory architecture and the new GPU Neural Accelerators on the M5 chips.<\/p>\n<p>v0.19 now also supports NVFP4, which brings local inference closer to production parity, and the KV cache has been reworked with cache reuse across conversations, intelligent checkpoints, and smarter eviction. For branching agent workflows like <a href=\"https:\/\/www.producthunt.com\/products\/claude-code\" target=\"_blank\" rel=\"noopener\">@Claude Code<\/a> or <a href=\"https:\/\/www.producthunt.com\/products\/clawdbot-2\" target=\"_blank\" rel=\"noopener\">@OpenClaw<\/a> , that should mean lower memory use and faster responses.<\/p>\n<p>If you have a Mac with 32GB+ of unified memory, you can pull the new <a href=\"https:\/\/ollama.com\/library\/qwen3.5\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Qwen3.5-35B-A3B NVFP4<\/a> model and test this right now. Running heavy agentic workflows locally just became a lot more viable!<\/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> For branching agents like OpenClaw, how much does the reworked KV cache + NVFP4 cut memory use in real multi-turn workflows? Any tips for tuning on 32GB Mac setups?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Been running Ollama since like v0.12 and the speed improvements keep blowing my mind. The MLX integration is huge for M-series Macs tbh.<\/p>\n<p>Smarter cache reuse is the underrated feature here. I run a coding assistant locally and switching between projects used to basically cold start every time. If the KV cache actually persists across sessions that changes everything for agent workflows.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The MLX rewrite is the real deal \u2014 been running Qwen3.5 locally on my M4 and the speed difference vs the old GGML backend is night and day. Cache reuse across conversations is clutch for agent loops too.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally, MLX-native inference. I’ve been running local models on my M2 Air for quick prototyping when I don’t want to burn API credits, and the speed difference on Apple Silicon matters a lot when you’re going back and forth between coding and testing. Curious how it handles the bigger models now, like 70B+ quantized. Does the memory management play nicer with other heavy processes running?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is huge for local-first AI workflows. Curious how much real-world speedup people are seeing on M-series chips<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Well done! Do all the current models work automatically with MLX with this version on macOS, or do you need to download a specific version of each model?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Will have to try this out as a previous version totally drowned my 16gb mini. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#3<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/W77CUHBVI74B7W\" class=\"app-title\">traceAI<\/a><\/p>\n<div class=\"one-liner\">Open-source LLM tracing that speaks GenAI, not HTTP.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">240<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5f00\u6e90\u7684\u3001\u57fa\u4e8eOpenTelemetry\u6807\u51c6\u7684LLM\u8ffd\u8e2a\u5de5\u5177\uff0c\u901a\u8fc7\u4e24\u884c\u4ee3\u7801\u5373\u53ef\u65e0\u4fb5\u5165\u5730\u96c6\u6210\u73b0\u6709\u53ef\u89c2\u6d4b\u6027\u6808\uff0c\u4e3a\u8c03\u8bd5\u590d\u6742AI\u5e94\u7528\u94fe\u8def\u7684\u5de5\u7a0b\u5e08\u63d0\u4f9b\u7aef\u5230\u7aef\u7684\u53ef\u89c6\u5316\u8ffd\u8e2a\uff0c\u89e3\u51b3\u4e86AI\u65f6\u4ee3\u5e94\u7528\u53ef\u89c2\u6d4b\u6027\u6570\u636e\u5272\u88c2\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d9fd3348-2c4d-4457-bbd7-7175ce255e45.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b3d6df0f-061f-4993-bcea-c1da21511e4e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9821439b-2609-4adf-a843-991bba77a44a.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\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u53ef\u89c2\u6d4b\u6027<\/span><br \/>\n <span class=\"tag\">LLM\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">OpenTelemetry<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5e94\u7528\u6027\u80fd\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u591a\u6846\u67b6\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u65e0\u4f9b\u5e94\u5546\u9501\u5b9a<\/span><br \/>\n <span class=\"tag\">\u8bed\u4e49\u5316\u89c4\u8303<\/span><br \/>\n <span class=\"tag\">\u591a\u8bed\u8a00SDK<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u8c03\u8bd5<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8ba4\u53ef\u5176OTel\u539f\u751f\u3001\u65e0\u4f9b\u5e94\u5546\u9501\u5b9a\u7684\u7406\u5ff5\uff0c\u8ba4\u4e3a\u5176\u586b\u8865\u4e86\u5f00\u6e90LLM\u8ffd\u8e2a\u7684\u7a7a\u767d\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\u5bf9\u590d\u6742\u591a\u667a\u80fd\u4f53\u3001\u5d4c\u5957\u5de5\u5177\u8c03\u7528\u5de5\u4f5c\u6d41\u7684\u8ffd\u8e2a\u7ec6\u8282\uff0c\u56e2\u961f\u786e\u8ba4\u5df2\u652f\u6301\u7aef\u5230\u7aef\u5168\u94fe\u8def\u6811\u72b6\u8ffd\u8e2a\u3002\u90e8\u5206\u7528\u6237\u8be2\u95ee\u4e0e\u7279\u5b9a\u540e\u7aef\uff08\u5982SigNoz\uff09\u7684\u517c\u5bb9\u6027\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n traceAI\u7684\u4eae\u76f8\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b3e\u65b0\u5de5\u5177\uff0c\u4e0d\u5982\u8bf4\u662f\u5bf9\u5f53\u524d\u6df7\u4e71\u7684LLM\u53ef\u89c2\u6d4b\u6027\u5e02\u573a\u7684\u4e00\u6b21\u7cbe\u51c6\u201c\u795b\u9b45\u201d\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u6280\u672f\u4e0a\u7684\u98a0\u8986\u6027\u521b\u65b0\uff0c\u800c\u662f\u6218\u7565\u4e0a\u7684\u7cbe\u51c6\u5b9a\u4f4d\uff1a\u5b83\u62d2\u7edd\u6210\u4e3a\u53c8\u4e00\u4e2a\u6570\u636e\u5b64\u5c9b\u5f0f\u7684SaaS\u4eea\u8868\u76d8\uff0c\u800c\u662f\u9009\u62e9\u6210\u4e3a\u73b0\u6709\u53ef\u89c2\u6d4b\u6027\u751f\u6001\u7684\u201c\u8bed\u4e49\u9002\u914d\u5c42\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u771f\u6b63\u7684\u7280\u5229\u4e4b\u5904\u5728\u4e8e\u4e09\u70b9\uff1a\u9996\u5148\uff0c\u5b83\u7cbe\u51c6\u72d9\u51fb\u4e86\u5f00\u53d1\u8005\u7684\u201c\u4eea\u8868\u76d8\u75b2\u52b3\u201d\u75db\u70b9\uff0c\u5229\u7528OpenTelemetry\u7684\u65e2\u6709\u751f\u6001\uff0c\u5c06LLM\u7279\u6709\u7684\u63d0\u793a\u8bcd\u3001\u4ee4\u724c\u3001\u667a\u80fd\u4f53\u51b3\u7b56\u7b49\u6570\u636e\uff0c\u7ffb\u8bd1\u6210\u73b0\u6709\u76d1\u63a7\u540e\u53f0\uff08Datadog\u3001Grafana\u7b49\uff09\u80fd\u7406\u89e3\u7684\u201c\u901a\u7528\u8bed\u201d\uff0c\u5b9e\u73b0\u4e86\u201c\u6570\u636e\u5e73\u6743\u201d\uff0c\u907f\u514d\u4e86\u5de5\u5177\u94fe\u7684\u91cd\u590d\u5efa\u8bbe\u548c\u5207\u6362\u6210\u672c\u3002\u5176\u6b21\uff0c\u5176\u201c\u4e24\u884c\u4ee3\u7801\u201d\u7684\u6781\u7b80\u96c6\u6210\u4e0e\u5bf935+\u6846\u67b6\u7684\u81ea\u52a8\u63d2\u6869\uff0c\u5927\u5e45\u964d\u4f4e\u4e86\u91c7\u7528\u95e8\u69db\uff0c\u672c\u8d28\u4e0a\u662f\u5c06\u590d\u6742\u7684LLM\u5de5\u4f5c\u6d41\u6807\u51c6\u5316\u4e3a\u53ef\u89c2\u6d4b\u6027\u6570\u636e\uff0c\u8fd9\u6709\u52a9\u4e8e\u63a8\u52a8AI\u5e94\u7528\u5f00\u53d1\u7684\u5de5\u7a0b\u5316\u4e0e\u89c4\u8303\u5316\u3002\u6700\u540e\uff0c\u5f00\u6e90MIT\u534f\u8bae\u662f\u5176\u6700\u5927\u7684\u4fe1\u4efb\u6784\u5efa\u7b56\u7565\uff0c\u5728\u6570\u636e\u654f\u611f\u4e14\u4f9b\u5e94\u5546\u9501\u5b9a\u671f\u8651\u6df1\u91cd\u7684AI\u5f00\u53d1\u9886\u57df\uff0c\u6b64\u4e3e\u65e8\u5728\u786e\u7acb\u5176\u4e2d\u7acb\u3001\u53ef\u4fe1\u7684\u57fa\u7840\u8bbe\u65bd\u5730\u4f4d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u4e5f\u540c\u6837\u660e\u663e\u3002\u4f5c\u4e3a\u4e00\u5c42\u201c\u9002\u914d\u5668\u201d\uff0c\u5176\u6df1\u5ea6\u4f9d\u8d56\u4e8eOpenTelemetry\u751f\u6001\u7684\u6f14\u8fdb\u4e0e\u4e0b\u6e38\u540e\u7aef\u5bf9GenAI\u8bed\u4e49\u7ea6\u5b9a\u7684\u652f\u6301\u7a0b\u5ea6\u3002\u5728\u8ffd\u6c42\u201c\u6b63\u786e\u9075\u5faa\u8bed\u4e49\u89c4\u8303\u201d\u7684\u540c\u65f6\uff0c\u4e5f\u53ef\u80fd\u53d7\u9650\u4e8e\u540e\u7aef\u5e73\u53f0\u7684\u529f\u80fd\u5929\u82b1\u677f\u3002\u6b64\u5916\uff0c\u5f53\u8ffd\u8e2a\u6df1\u5ea6\u4ece\u7b80\u5355\u7684API\u8c03\u7528\u5ef6\u4f38\u5230\u590d\u6742\u7684\u3001\u6709\u72b6\u6001\u7684\u667a\u80fd\u4f53\u63a8\u7406\u8fc7\u7a0b\u65f6\uff0c\u5982\u4f55\u5e73\u8861\u6570\u636e\u4e30\u5bcc\u5ea6\u4e0e\u6027\u80fd\u5f00\u9500\u3001\u9690\u79c1\u5b89\u5168\uff0c\u5c06\u662f\u5176\u80fd\u5426\u4ece\u201c\u597d\u7528\u201d\u5230\u201c\u5fc5\u7528\u201d\u7684\u5173\u952e\u3002\u603b\u4f53\u800c\u8a00\uff0ctraceAI\u662f\u4e00\u6b21\u806a\u660e\u7684\u5e02\u573a\u5207\u5165\uff0c\u5b83\u4e0d\u521b\u9020\u65b0\u9700\u6c42\uff0c\u800c\u662f\u4ee5\u66f4\u4f18\u96c5\u7684\u65b9\u5f0f\u89e3\u51b3\u5df2\u88ab\u5e7f\u6cdb\u611f\u77e5\u7684\u65e7\u75db\u70b9\uff0c\u5176\u6210\u8d25\u5c06\u53d6\u51b3\u4e8e\u793e\u533a\u80fd\u5426\u56f4\u7ed5\u5176\u5f62\u6210\u4e8b\u5b9e\u4e0a\u7684GenAI\u53ef\u89c2\u6d4b\u6027\u6807\u51c6\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">traceAI<\/span>\n <\/div>\n<div class=\"comment-content\">traceAI is OTel-native LLM tracing that actually works with your existing observability stack. \u2713 Captures prompts, completions, tokens, retrievals, agent decisions \u2713 Follows GenAI semantic conventions correctly \u2713 Routes to any OTel backend\u2014Datadog, Grafana, Jaeger, anywhere \u2713 Python, TypeScript, Java, C# with full parity \u2713 35+ frameworks: OpenAI, Anthropic, LangChain, CrewAI, DSPy, and more \u2713 Two lines of code to instrument your entire app No new vendor. No new dashboard. Open source (MIT).<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! \ud83d\udc4b<br \/>I’m Nikhil from Future AGI, and I’m excited to share traceAI with you today.<\/p>\n<p><strong>The Problem We’re Solving<\/strong><br \/>If you’re building with LLMs, you know the pain: your agent made 34 API calls, burned through your token budget, and returned the wrong answer. You have no idea why.<br \/>Existing LLM tracing tools force you into a new vendor dashboard. But most teams already have observability infrastructure – Datadog, Grafana, Jaeger. Why add another?<\/p>\n<p>OpenTelemetry is the industry standard for application observability, but it was designed before AI existed. It understands HTTP latency. It has no concept of prompts, tokens, or reasoning chains.<\/p>\n<p><strong>What traceAI Does???<\/strong><br \/>traceAI is the proper GenAI semantic layer on top of OpenTelemetry. It captures everything that matters in your AI application:<br \/>– Full prompts and completions<br \/>– Token usage per call<br \/>– Model parameters and settings<br \/>– RAG retrieval steps and sources<br \/>– Agent decisions and tool executions<br \/>– Errors with full context<br \/>– Latency at every layer<br \/>And sends it to whatever observability backend you already use.<\/p>\n<p><strong>Two lines of code:<\/strong><br \/>from traceai import trace_ai<br \/>trace_ai.init()<\/p>\n<p>Your entire GenAI app is now traced automatically.<br \/>Works with everything:<br \/><strong>– Languages: <\/strong>Python, TypeScript, Java, C# (with full parity)<br \/><strong>– Frameworks: <\/strong>OpenAI, Anthropic, LangChain, LlamaIndex, CrewAI, DSPy, Bedrock, Vertex AI, MCP, Vercel AI SDK, and 35+ more<br \/><strong>– Backends:<\/strong> Datadog, Grafana, Jaeger, or any OpenTelemetry-compatible tool<br \/><strong>– Actually<\/strong> <strong>follows GenAI semantic conventions.<\/strong> Not approximately. Correctly. So your traces are readable in any OTel backend without custom dashboards or parsing.<br \/><strong>– Zero lock-in. <\/strong>Your data goes where you want it. Switch backends anytime. We don’t even collect your traces.<br \/><strong>– Open source<\/strong>. Forever. MIT licensed. Community-owned. <br \/>We’re not building a walled garden.<\/p>\n<p><strong>Who Should Use This???<\/strong><br \/>AI engineers debugging complex LLM pipelines<br \/>Platform teams who refuse to adopt another vendor<br \/>Anyone already running OTel who wants AI traces alongside application telemetry<br \/>Teams building agentic systems who need production-grade observability<\/p>\n<p><strong>What’s Next???<\/strong><br \/>We’re actively working on:<br \/>– Go language support<br \/>– Expanded framework coverage<br \/>Try It Now<br \/>\u2b50 GitHub: <a href=\"https:\/\/shorturl.at\/gKG7E\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/shorturl.at\/gKG7E<\/a><br \/>\ud83d\udcd6 Docs: <a href=\"https:\/\/shorturl.at\/AlyjC\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/shorturl.at\/AlyjC<\/a><br \/>\ud83d\udcac Discord: <a href=\"https:\/\/shorturl.at\/v4llu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/shorturl.at\/v4llu<\/a><\/p>\n<p>We’d love your feedback! What observability challenges are you facing with your AI applications?<\/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\/@nikhilpareek\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikhilpareek<\/a> Thanks Nikhil \u2014 really appreciate it.<\/p>\n<\/p>\n<p>traceAI looks solid, especially the OpenTelemetry angle and the focus on zero lock-in. Love that you\u2019re building around existing observability workflows instead of forcing teams into another dashboard.<\/p>\n<p>I\u2019m building TradeHQ from a different angle \u2014 helping beginners practice trading with $10K virtual cash before risking real money \u2014 but I respect the problem you\u2019re solving. Wishing you a strong launch today \ud83d\udc4a<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nikhilpareek\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikhilpareek<\/a> Congrats on the launch. Quick question: For debugging agentic flows with LangChain\/CrewAI, what’s one traceAI insight that’s saved you the most dev time in production?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Much needed! Since you\u2019re positioning traceAI as a semantic layer over OpenTelemetry so do you see this becoming a standard like OTel itself or staying a developer-focused tool?<\/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\/@lak7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lak7<\/a> We are trying to build this as a standard\/foundation for the GenAI builder community<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Open-source LLM tracing is exactly what was missing.<\/p>\n<p>I run Claude API calls in a Celery worker \u2014 two calls per job,<\/p>\n<p>one at temperature=0 (deterministic analysis),<\/p>\n<p>one at temperature=0.7 (generative rewrites).<\/p>\n<p>Right now I log both manually with structlog.<\/p>\n<p>But correlating a specific trace across the two calls<\/p>\n<p>when something fails in production is still painful.<\/p>\n<p>Does traceAI handle multi-step pipelines where the same job<\/p>\n<p>triggers two separate LLM calls with different parameters?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@fabrice_gangitano\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fabrice_gangitano<\/a> Yes, TraceAI handles this natively, each LLM call will be treated as a span. The whole point of the OTel span tree model is exactly this. you’d create a parent span for your Celery job, then each LLM call becomes a child span by the auto-instrumentor<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 OTel-native approach is the right call here. Most LLM tracing tools force you into a new dashboard and a new vendor relationship. The fact that this routes to Datadog, Grafana, Jaeger means teams can use what they already have instead of adding yet another pane of glass to monitor.<\/p>\n<\/p>\n<p>Curious about one thing: how does traceAI handle tracing across multi-agent workflows where one agent calls another? Do the traces compose into a single parent span, or do they stay isolated per agent?<\/p>\n<\/p>\n<p>Congrats on the launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@najmuzzaman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@najmuzzaman<\/a> you get all the traces and spans, e2e visibility into each step that your agent takes so you know what breaks and where<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Hey TraceAI team, great product. was able to get started by giving claude your documentation in a single day. We use this with our internal grafana server so it was a small setup but loving it! thanks! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@naman_muley\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@naman_muley<\/a> Thanks for trying and sharing it here \ud83d\ude42<\/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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The OTel native approach is the right call imo. Every time I’ve tried an LLM observability tool it wants me to install yet another dashboard and I’m already drowning in Grafana tabs lol.<\/p>\n<p>Two lines of code to instrument is bold. Does it handle multi-step agent chains well? Like if I have a LangChain agent that calls tools that call other models, does the trace show the full tree or does it flatten everything?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@mihir_kanzariya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mihir_kanzariya<\/a> hey Mihir, thanks. Yes, it shows full trace tree, span level details, everything. We support 40+ agentic frameworks already including Langchain, crewAI, etc<\/p>\n<p>If there is anything you think is missing, that we should add..I am super open for feedback \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Two lines is impressive but curious – how does it handle agent decision tracking when you have nested tool calls 3-4 levels deep? Running a bunch of AI agents for project management workflows and the traces get messy fast. The GenAI semantic conventions piece is what’s interesting here – most OTel solutions just treat LLM calls as HTTP and you lose all the context about what the model was actually doing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a> thats what it is designed to handle- AI workloads for complex agent set-up and not just http. You get everything from nested tool calls, prompts, tokens, etc. It helps you get all your LLM traces and make sense out of it- works with any Otel or current observability infra<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does the Trace AI handles long running tasks or loops apart from standard loops? does it have any reasoning steps added to it?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nayan_surya98\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nayan_surya98<\/a> This is just built for trace collection for agentic (AI-native) systems.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really enjoyed building this solution for AI pros. It gives you a clear look at how your AI agents are performing without any vendor lock in <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kartik_nvjk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kartik_nvjk<\/a> Great work bro!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is the one of the best open source open telemetry solution out there, no vendor lock in and one stop solution. Great Work team!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@atharva_b\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@atharva_b<\/a> Thanks Atharva!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 going to be a one stop solution for anyone who is building agents and exploring agentic architectures!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@rishavhada\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rishavhada<\/a> Absolutely bro!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>GenAI observability has been broken for too long. TraceAI gets it right and this is the kind of observability layer every AI team needs but rarely has. Smart to make this open source and build trust first. Congrats team! \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\/@vel_alagan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vel_alagan<\/a> Thanks Vel!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Since this is fully OpenTelemetry-native, I assume it should work seamlessly with backends like SigNoz as well?<\/p>\n<p>If yes might try it there too seems a cool tool <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\/UUQ3KAI6MHZ2WM\" class=\"app-title\">Zzzappy<\/a><\/p>\n<div class=\"one-liner\">Science-backed breaks to protect your vision & prevent RSI<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">220<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u57fa\u4e8e\u79d1\u5b66\u7814\u7a76\u7684\u539f\u751fmacOS\u5065\u5eb7\u5b88\u62a4\u5e94\u7528\uff0c\u901a\u8fc7\u5b9e\u65f6\u76d1\u6d4b\u5c4f\u5e55\u4f7f\u7528\u65f6\u95f4\u548c\u624b\u81c2\u8f93\u5165\u8d1f\u8377\uff0c\u667a\u80fd\u5b89\u6392\u4f11\u606f\uff0c\u5728\u957f\u65f6\u95f4\u4f7f\u7528\u7535\u8111\u7684\u573a\u666f\u4e0b\uff0c\u89e3\u51b3\u7528\u6237\u89c6\u529b\u75b2\u52b3\u548c\u91cd\u590d\u6027\u52b3\u635f\uff08RSI\uff09\u7684\u9884\u9632\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/eef98eac-1613-4311-9651-465a02d62c0f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a639f627-81d3-49b8-aa03-4118e7a08331.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5136e564-3965-4092-aa4f-fcffa63850ea.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d42a971f-9641-43c3-b98f-2df6e714c925.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3e94f264-f733-4103-9392-e85cdc164a9c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/24638d62-8b88-4be8-91de-a5cdcb62401e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/91e41bc5-e4e5-48f4-b5e6-edec1d0b7320.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\">Mac<\/span><br \/>\n <span class=\"tag\">Health & Fitness<\/span><br \/>\n <span class=\"tag\">Productivity<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5065\u5eb7\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">macOS\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">RSI\u9884\u9632<\/span><br \/>\n <span class=\"tag\">\u89c6\u529b\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f11\u606f\u63d0\u9192<\/span><br \/>\n <span class=\"tag\">\u8f93\u5165\u8d1f\u8377\u76d1\u6d4b<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u79bb\u7ebf\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5065\u5eb7<\/span><br \/>\n <span class=\"tag\">\u4eba\u673a\u4ea4\u4e92<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u201c\u57fa\u4e8e\u5b9e\u9645\u8f93\u5165\u8d1f\u8377\u800c\u975e\u7b80\u5355\u8ba1\u65f6\u201d\u7684\u6838\u5fc3\u521b\u65b0\uff0c\u8ba4\u4e3a\u667a\u80fd\u6682\u505c\u548c\u6c89\u6d78\u5f0f\u4f11\u606f\u754c\u9762\u4f53\u9a8c\u826f\u597d\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u5e0c\u671b\u63a8\u51faWindows\/\u79fb\u52a8\u7aef\u7248\u672c\uff1b\u8be2\u95ee\u75b2\u52b3\u7b97\u6cd5\u662f\u5426\u5177\u5907\u5b66\u4e60\u80fd\u529b\u53ca\u9608\u503c\u81ea\u5b9a\u4e49\u7ec6\u8282\uff1b\u5bf9\u4ea7\u54c1\u957f\u671f\u7ef4\u62a4\u5b58\u5728\u7591\u8651\uff1b\u5efa\u8bae\u8fdb\u4e00\u6b65\u6839\u636e\u5de5\u4f5c\u7c7b\u578b\uff08\u5982\u7f16\u7801\u4e0e\u9605\u8bfb\uff09\u81ea\u9002\u5e94\u8c03\u6574\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 Zzzappy\u5207\u5165\u4e86\u4e00\u4e2a\u88ab\u201c\u65f6\u95f4\u7ba1\u7406\u201d\u8868\u8c61\u6240\u63a9\u76d6\u7684\u6df1\u5c42\u9700\u6c42\uff1a\u6570\u5b57\u65f6\u4ee3\u804c\u4e1a\u75c5\u7684\u6839\u6e90\u4e0d\u4ec5\u662f\u201c\u770b\u4e86\u591a\u4e45\u201d\uff0c\u66f4\u662f\u201c\u64cd\u4f5c\u591a\u5bc6\u201d\u3002\u5b83\u8bd5\u56fe\u5c06\u5065\u5eb7\u63d0\u9192\u4ece\u7c97\u66b4\u7684\u65f6\u95f4\u5207\u7247\uff0c\u5347\u7ea7\u4e3a\u57fa\u4e8e\u4eba\u673a\u4ea4\u4e92\u5bc6\u5ea6\u7684\u52a8\u6001\u98ce\u9669\u8bc4\u4f30\uff0c\u8fd9\u662f\u5176\u771f\u6b63\u7684\u4ef7\u503c\u8dc3\u8fc1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u4e13\u4e1a\u6027\u80cc\u540e\u4e5f\u6697\u85cf\u6311\u6218\u3002\u9996\u5148\uff0c\u5176\u201c\u79d1\u5b66\u4f9d\u636e\u201d\u7684\u62a4\u57ce\u6cb3\u5e76\u4e0d\u6df1\u300220-20-20\u6cd5\u5219\u548cRSI\u98ce\u9669\u5173\u8054\u662f\u516c\u5f00\u77e5\u8bc6\uff0c\u6838\u5fc3\u58c1\u5792\u5728\u4e8e\u5c065\u7ef4\u8f93\u5165\u6570\u636e\u8f6c\u5316\u4e3a\u53ef\u4fe1\u201c\u75b2\u52b3\u5206\u6570\u201d\u7684\u7b97\u6cd5\u6a21\u578b\u3002\u8be5\u6a21\u578b\u7684\u6709\u6548\u6027\u3001\u4e2a\u6027\u5316\u6821\u51c6\u80fd\u529b\uff0c\u76ee\u524d\u4ec5\u4f9d\u8d56\u5f00\u53d1\u8005\u81ea\u8ff0\uff0c\u7f3a\u4e4f\u7b2c\u4e09\u65b9\u4e34\u5e8a\u6216\u5de5\u6548\u5b66\u9a8c\u8bc1\uff0c\u8fd9\u5c06\u662f\u8bf4\u670d\u4e25\u8c28\u7528\u6237\uff08\u5c24\u5176\u662f\u5176\u76ee\u6807\u5f00\u53d1\u8005\u7fa4\u4f53\uff09\u7684\u5173\u952e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u6b21\uff0c\u4ea7\u54c1\u5f62\u6001\u5b58\u5728\u77db\u76fe\u3002\u5b83\u6807\u699c\u201c100%\u79bb\u7ebf\u201d\u4f5c\u4e3a\u9690\u79c1\u5356\u70b9\uff0c\u8fd9\u56fa\u7136\u5438\u5f15\u4eba\uff0c\u4f46\u4e5f\u5207\u65ad\u4e86\u901a\u8fc7\u4e91\u7aef\u6536\u96c6\u533f\u540d\u6570\u636e\u4ee5\u6301\u7eed\u4f18\u5316\u6838\u5fc3\u75b2\u52b3\u6a21\u578b\u7684\u53ef\u80fd\uff0c\u4f7f\u7b97\u6cd5\u8fdb\u5316\u4f9d\u8d56\u672c\u5730\u6709\u9650\u6570\u636e\uff0c\u53ef\u80fd\u9677\u5165\u53d1\u5c55\u74f6\u9888\u3002\u6b64\u5916\uff0c\u4f5c\u4e3a\u4e00\u6b3e\u65e8\u5728\u6539\u53d8\u7528\u6237\u957f\u671f\u884c\u4e3a\u4e60\u60ef\u7684\u5de5\u5177\uff0c\u5176\u201c\u4e00\u6b21\u6027\u4e70\u65ad\u201d\u7684\u5546\u4e1a\u6a21\u5f0f\uff0c\u4e0e\u9700\u8981\u6301\u7eed\u6295\u5165\u7814\u53d1\u4ee5\u4f18\u5316\u7b97\u6cd5\u3001\u9002\u914d\u7cfb\u7edf\u3001\u6269\u5c55\u5e73\u53f0\u7684\u957f\u7ebf\u670d\u52a1\u672c\u8d28\uff0c\u5b58\u5728\u6f5c\u5728\u51b2\u7a81\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cZzzappy\u662f\u4e00\u6b21\u7cbe\u51c6\u4e14\u806a\u660e\u7684\u5fae\u521b\u65b0\u3002\u5b83\u6ca1\u6709\u521b\u9020\u65b0\u9700\u6c42\uff0c\u800c\u662f\u7528\u66f4\u7cbe\u7ec6\u7684\u4f20\u611f\u5668\uff08\u8f93\u5165\u76d1\u6d4b\uff09\u548c\u66f4\u4eba\u6027\u5316\u7684\u4ea4\u4e92\uff08\u6c89\u6d78\u4f11\u606f\uff09\uff0c\u91cd\u6784\u4e86\u4e00\u4e2a\u5b58\u91cf\u5e02\u573a\uff08\u4f11\u606f\u63d0\u9192\uff09\u3002\u4f46\u5176\u80fd\u5426\u4ece\u201c\u503c\u5f97\u4e00\u8bd5\u7684\u5de7\u5999\u5de5\u5177\u201d\u6210\u957f\u4e3a\u201c\u4e0d\u53ef\u6216\u7f3a\u7684\u5065\u5eb7\u57fa\u7840\u8bbe\u65bd\u201d\uff0c\u53d6\u51b3\u4e8e\u5176\u7b97\u6cd5\u80fd\u5426\u4ece\u201c\u611f\u89c9\u6709\u7528\u201d\u8fdb\u5316\u5230\u201c\u8bc1\u660e\u6709\u6548\u201d\uff0c\u4ee5\u53ca\u5176\u5546\u4e1a\u6a21\u5f0f\u80fd\u5426\u652f\u6491\u8d77\u6240\u9700\u7684\u957f\u671f\u7814\u53d1\u6295\u5165\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\">Zzzappy<\/span>\n <\/div>\n<div class=\"comment-content\">Zzzappy is a native macOS health guardian that monitors BOTH your screen time AND arm input load, scientifically scheduling breaks to protect your vision and prevent RSI (Repetitive Strain Injury). Eye Guard\ud83d\udc49\ud83c\udffb20-20-20 rule with customizable intervals, pre-break reminders with snooze Arm Guard\ud83d\udc49\ud83c\udffbReal-time monitoring of 5 input dimensions: keystrokes, mouse clicks, trackpad travel, scroll distance, and continuous use duration Smart Pause\u3001Immersive Breaks\u3001Health Dashboard\u3001100% Offline and more<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi Product Hunt! \ud83d\udc4b<\/p>\n<p>I’m Gen, an indie developer. I built Zzzappy because I was diagnosed with early-stage tendinitis AND dry eyes \u2014 both from coding 10+ hours a day.<\/p>\n<p>I looked for a tool that could remind me to rest my eyes AND monitor my arm\/wrist strain. Nothing existed. Every break reminder app only tracks time, not your actual input load.<\/p>\n<p>So I built Zzzappy. It monitors 5 dimensions of keyboard\/mouse\/trackpad usage in real-time and calculates a fatigue score. When any metric hits your threshold, it reminds you to take a break.<\/p>\n<p>The smart pause feature was born from frustration \u2014 I hated getting break reminders during Zoom calls. Zzzappy detects meetings, videos, calendar events, and custom focus apps, and pauses automatically.<\/p>\n<p>One thing I’m proud of: the break experience. Instead of a boring gray screen, you get a beautiful frosted glass overlay with film grain and ambient lighting. It makes taking a break feel rewarding, not punishing.<\/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\/@new_user_68ea07a489\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@new_user_68ea07a489<\/a> This is going to be really helpful, we do get notifications from the Monitors too nowadays so does it go beyond that?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@new_user_68ea07a489\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@new_user_68ea07a489<\/a> Congrats on the launch. Have you noticed any specific input patterns (like heavy trackpad swipes) that spike the fatigue score fastest for devs, and how customizable are those thresholds?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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. I used to use a watch that would tell me when I needed to take breaks, but it wasn’t for me. I currently use blue light blocking glasses, so this seems like another great health layer to add on. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jacob_musselman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jacob_musselman<\/a> Thank you, really appreciate it. That\u2019s exactly how we see it too \u2014 blue light glasses help one layer, and Zzzappy adds a behavior\/load-based break layer on top. Hope it fits your routine better than watch-based reminders did.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! Any plans to bring Zzzappy to Windows or is it staying Mac-only for now?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ermakovich_sergey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ermakovich_sergey<\/a> Thank you! Right now we\u2019re focused on making the macOS version as solid as possible. Windows is definitely on our radar, and we\u2019ll share updates once we\u2019re ready to commit to a timeline.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 something that tracks actual input load instead of just a dumb timer. I code 8+ hours a day and my wrists only start hurting during heavy refactoring sessions, not when I’m reading docs. The frosted glass break screen is a nice touch too \u2014 way better than the ugly gray overlays other tools use.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@letian_wang3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@letian_wang3<\/a> Thanks, that means a lot. That \u2018refactoring hurts, docs reading doesn\u2019t\u2019 pattern is exactly what we built for \u2014 load-aware reminders instead of one-size-fits-all timers. Also glad you liked the frosted break screen; we wanted the interrupt to feel calm, not punishing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As someone who builds a focus timer app, I respect this. Most break reminders are just dumb countdowns that interrupt you mid-flow. The fact that you’re tracking actual arm input load and not just time is smart. I always ignore the basic “take a break” popups, but if it knows I’ve been hammering the keyboard for 2 hours straight that’s harder to dismiss. Does it detect idle time or just raw input volume?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@thenomadcode\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thenomadcode<\/a> Really appreciate this, especially from someone building focus tools. It tracks both active input load and idle gaps, so it\u2019s not just raw volume over time. If you pause or step away, fatigue pressure drops instead of continuing like a dumb timer.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Its feel like scam, copied Lookaway and even didn’t buy domain for website. After purchase lifetime deal you will vanish?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@mhmanik02\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mhmanik02<\/a> Fair concern, and thanks for saying it directly. We\u2019re an indie product, and you\u2019re right that we should have had a proper domain ready at launch \u2014 we\u2019re fixing that. You can test Zzzappy with the free 3-day trial first, and the paid version is a one-time offline build (no account lock-in \/ no subscription dependency).<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>RSI prevention is underrated – wrist issues took out a few engineers on my team for weeks, costs more in lost output than any break schedule ever would. Curious how the timing works: is it adaptive based on input intensity, or fixed 20-20-20 style intervals?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a> Thank you \u2014 and totally agree, RSI prevention is often treated too late. Zzzappy uses adaptive timing based on real keyboard\/mouse\/trackpad load, so it\u2019s not just a fixed 20-20-20 countdown. Heavy input ramps reminders sooner, while lighter work spaces them out more.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This should be also for smartphones (which is even worse case, because people have smaller screen to focus on + they hunch over)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> Great point \u2014 smartphone ergonomics can be even worse because of small screens and neck posture. We\u2019re currently focused on desktop input strain, but mobile support (or a companion reminder layer) is absolutely on our radar.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Oh man the arm input tracking is such a smart angle. Every break reminder I’ve tried just does a dumb timer, like yeah cool thanks for interrupting me mid flow for no reason lol.<\/p>\n<p>The fatigue score based on actual keyboard\/mouse usage is way more useful. Does it learn your patterns over time? Like if I tend to death grip my mouse during crunch weeks does it adjust thresholds?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@mihir_kanzariya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mihir_kanzariya<\/a> Thank you, that\u2019s exactly the problem we wanted to solve. Right now it uses your ongoing keyboard\/mouse\/trackpad load and fatigue trend to make reminders more context-aware than fixed timers. Automatic long-term threshold learning is on our roadmap, and we\u2019re actively improving this so it can better adapt to periods like crunch weeks.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! The arm input load monitoring is the part most tools miss entirely, screen time is easy to track but RSI builds up in ways you don’t notice until it’s already a problem.<\/p>\n<\/p>\n<p>Curious whether it adapts break frequency based on the type of work, heavy typing vs mostly reading, feels like it should trigger differently.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@andreitudor14\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andreitudor14<\/a> Thanks a lot, and great question. Yes, Zzzappy is designed to trigger based on real input load, not just screen time, so heavy typing\/mouse use raises fatigue faster than mostly reading\/idle time. We\u2019re also working on deeper personalization so break timing can adapt even more to individual work 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The features are great.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hynson\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hynson<\/a> Thanks so much, really appreciate it. If there\u2019s one feature you\u2019d like us to improve next, I\u2019d love to hear it<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#5<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/WDKGCKMGIUTG5Y\" class=\"app-title\">ClawMetry for NVIDIA NemoClaw<\/a><\/p>\n<div class=\"one-liner\">Know what’s happening inside your NemoClaw sandboxes<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">198<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e3aNVIDIA NemoClaw AI\u4ee3\u7406\u6c99\u7bb1\u63d0\u4f9b\u5168\u6808\u53ef\u89c2\u6d4b\u6027\u7684\u5de5\u5177\uff0c\u901a\u8fc7\u5728\u4e3b\u673a\u6267\u884c\u4e00\u6761\u547d\u4ee4\uff0c\u5373\u53ef\u5b9e\u65f6\u6d1e\u5bdf\u6c99\u7bb1\u5185\u4ee3\u7406\u7684\u201c\u601d\u7ef4\u201d\u8fc7\u7a0b\u3001\u5de5\u5177\u8c03\u7528\u548c\u6210\u672c\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u8fd0\u884c\u591a\u4e2aAI\u4ee3\u7406\u65f6\u56e0\u7f3a\u4e4f\u900f\u660e\u5ea6\u548c\u6210\u672c\u76d1\u63a7\u800c\u4ea7\u751f\u7684\u7126\u8651\u4e0e\u5931\u63a7\u95ee\u9898\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/63fba319-5be9-4e41-bc8c-996ca87eab11.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\/7bf8188d-37e5-42e8-9b70-718dd492ad73.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\/99db37e5-8d8a-4dfa-87a1-06bf750db570.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\/d91f43f5-f0c2-4152-9ced-e4219c0c34ae.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\/5299629b-72c0-4fae-beda-8545f3d0d8cb.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\/65e51478-5573-463a-85ea-46325769f281.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\/3a8a2e8b-07f0-4659-92bd-5ef66e57b616.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\/a72cb5f6-e2b0-43cb-9e72-fd488e81222a.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\/71b7ddd5-07ba-4aa4-aa25-fc7b6ac08b44.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5ec8b527-ec32-4453-a986-d003d122b08f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2f715479-d5e7-46fe-98ac-206747e27520.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/082c3ab2-cada-4e5d-bc0f-6c424b85db76.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\/9a0a206f-c0ca-4fda-a717-4527c3a2d588.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=CkdNTE7_bGI\"><source src=\"https:\/\/www.youtube.com\/watch?v=CkdNTE7_bGI\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u53ef\u89c2\u6d4b\u6027<\/span><br \/>\n <span class=\"tag\">AI\u4ee3\u7406\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u6c99\u7bb1\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u8fd0\u7ef4\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">\u6210\u672c\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7aef\u5230\u7aef\u52a0\u5bc6<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">NVIDIA\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\u9ad8\u5ea6\u8ba4\u53ef\u5176\u89e3\u51b3\u7684\u6838\u5fc3\u75db\u70b9\uff08\u4ee3\u7406\u884c\u4e3a\u4e0d\u900f\u660e\u3001\u6210\u672c\u4e0d\u53ef\u63a7\uff09\uff0c\u8d5e\u8d4fE2E\u52a0\u5bc6\u548c\u5f00\u6e90\u6a21\u5f0f\u3002\u4e3b\u8981\u5efa\u8bae\u5305\u62ec\uff1a\u589e\u52a0\u5f02\u5e38\u884c\u4e3a\/\u5065\u5eb7\u5ea6\u544a\u8b66\u529f\u80fd\u3001\u5f00\u53d1\u201c\u8fd0\u884c\u5bf9\u6bd4\u201d\u529f\u80fd\u4ee5\u4f18\u5316\u5de5\u4f5c\u6d41\u3001\u8be2\u95ee\u591a\u6c99\u7bb1\u5b9e\u65f6\u53ef\u89c6\u5316\u6027\u80fd\u53ca\u7b56\u7565\u6f02\u79fb\u68c0\u6d4b\u7684\u5177\u4f53\u5b9e\u73b0\u65b9\u5f0f\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n ClawMetry \u7cbe\u51c6\u5730\u523a\u4e2d\u4e86AI\u4ee3\u7406\u90e8\u7f72\u4ece\u201c\u73a9\u5177\u201d\u8d70\u5411\u201c\u751f\u4ea7\u201d\u8fc7\u7a0b\u4e2d\u6700\u8106\u5f31\u7684\u795e\u7ecf\uff1a\u4fe1\u4efb\u8d64\u5b57\u3002\u5f53AI\u4ee3\u7406\u5f00\u59cb\u5904\u7406\u4ee3\u7801\u3001\u90e8\u7f72\u7b49\u5173\u952e\u4efb\u52a1\u65f6\uff0c\u5176\u5185\u90e8\u51b3\u7b56\u8fc7\u7a0b\u5982\u540c\u4e00\u4e2a\u9ed1\u7bb1\uff0c\u5f00\u53d1\u8005\u9762\u4e34\u7684\u4e0d\u4ec5\u662f\u201c\u5b83\u662f\u5426\u5728\u8fd0\u884c\u201d\u7684\u57fa\u7840\u95ee\u9898\uff0c\u66f4\u662f\u201c\u5b83\u4e3a\u4f55\u505a\u51fa\u8fd9\u4e2a\u51b3\u7b56\u201d\u3001\u201c\u5b83\u662f\u5426\u5728\u5b89\u5168\u8fb9\u754c\u5185\u201d\u3001\u201c\u6211\u7684\u9884\u7b97\u70e7\u5728\u4e86\u54ea\u91cc\u201d\u7684\u6df1\u5c42\u7126\u8651\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u806a\u660e\u5730\u9009\u62e9\u4e86NVIDIA NemoClaw\u8fd9\u4e00\u65e5\u76ca\u91cd\u8981\u7684\u6c99\u7bb1\u73af\u5883\u4f5c\u4e3a\u5207\u5165\u70b9\uff0c\u5c06\u81ea\u8eab\u5b9a\u4f4d\u4e3a\u201c\u5b89\u5168\u4e4b\u4e0a\u7684\u900f\u660e\u5c42\u201d\u3002\u5176\u4ef7\u503c\u6838\u5fc3\u5e76\u975e\u7b80\u5355\u7684\u65e5\u5fd7\u805a\u5408\uff0c\u800c\u662f\u5c06\u62bd\u8c61\u3001\u8fde\u7eed\u7684Agent\u201c\u601d\u7ef4\u6d41\u201d\u8f6c\u5316\u4e3a\u53ef\u89c2\u5bdf\u3001\u53ef\u5ba1\u8ba1\u3001\u53ef\u8ba1\u91cf\u7684\u5bf9\u8c61\u3002\u5b9e\u65f6\u201c\u5927\u8111\u6d3b\u52a8\u201d\u53ef\u89c6\u5316\u548c\u9010\u4f1a\u8bddToken\u6210\u672c\u8ffd\u8e2a\uff0c\u76f4\u63a5\u56de\u5e94\u4e86\u7528\u6237\u5bf9\u201c\u53ef\u63a7\u6027\u201d\u548c\u201c\u53ef\u9884\u6d4b\u6027\u201d\u7684\u8feb\u5207\u9700\u6c42\u3002\u5f00\u6e90\uff08MIT\uff09\u4e0e\u7aef\u5230\u7aef\u52a0\u5bc6\u7684\u8bbe\u8ba1\u7ec4\u5408\u62f3\uff0c\u66f4\u662f\u51fb\u4e2d\u4e86\u4f01\u4e1a\u7ea7\u7528\u6237\u5bf9\u6570\u636e\u4e3b\u6743\u548c\u5b89\u5168\u6027\u7684\u654f\u611f\u70b9\uff0c\u964d\u4f4e\u4e86\u91c7\u7eb3\u95e8\u69db\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u6f5c\u529b\u5e76\u5b58\u3002\u5f53\u524d\u5b83\u66f4\u50cf\u4e00\u4e2a\u9ad8\u7ea7\u201c\u8bca\u65ad\u4eea\u201d\uff0c\u4f46\u7528\u6237\u8bc4\u8bba\u4e2d\u900f\u9732\u7684\u201c\u5065\u5eb7\u544a\u8b66\u201d\u3001\u201c\u7b56\u7565\u6f02\u79fb\u68c0\u6d4b\u201d\u3001\u201c\u8fd0\u884c\u5bf9\u6bd4\u201d\u7b49\u9700\u6c42\uff0c\u6307\u5411\u4e86\u4e0b\u4e00\u4e2a\u9636\u6bb5\uff1a\u4ece\u201c\u89c2\u6d4b\u201d\u8d70\u5411\u201c\u6cbb\u7406\u201d\u4e0e\u201c\u4f18\u5316\u201d\u3002\u80fd\u5426\u4ece\u8bb0\u5f55\u5f02\u5e38\u6f14\u8fdb\u5230\u9884\u6d4b\u5e76\u5e72\u9884\u5f02\u5e38\uff0c\u4ece\u5c55\u793a\u6210\u672c\u6df1\u5316\u4e3a\u63d0\u4f9b\u6210\u672c\u4f18\u5316\u5efa\u8bae\uff0c\u5c06\u662f\u5176\u4ece\u4f18\u79c0\u5de5\u5177\u5347\u7ea7\u4e3a\u4e0d\u53ef\u6216\u7f3a\u5e73\u53f0\u7684\u5173\u952e\u3002\u6bcf\u67085\u7f8e\u5143\/\u6c99\u7bb1\u7684\u4e91\u540c\u6b65\u5b9a\u4ef7\uff0c\u4e5f\u9884\u793a\u7740\u5176\u5546\u4e1a\u5316\u7684\u91cd\u5fc3\u5c06\u843d\u5728\u534f\u540c\u4e0e\u7ba1\u63a7\u5c42\u9762\uff0c\u800c\u975e\u5355\u673a\u529f\u80fd\u3002\u5728AI\u4ee3\u7406\u8fd0\u7ef4\u8fd9\u4e2a\u65b0\u5174\u6218\u573a\uff0cClawMetry\u5df2\u5360\u636e\u4e86\u4e00\u4e2a\u6709\u5229\u7684\u89c2\u6d4b\u54e8\uff0c\u4f46\u80fd\u5426\u6784\u7b51\u8d77\u5b8c\u6574\u7684\u9632\u5fa1\u4e0e\u6307\u6325\u4f53\u7cfb\uff0c\u4ecd\u9700\u62ed\u76ee\u4ee5\u5f85\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\">ClawMetry for NVIDIA NemoClaw<\/span>\n <\/div>\n<div class=\"comment-content\">Full observability inside NVIDIA NemoClaw sandboxes. One command on the host, every sandbox gets covered. See every thought, tool call, and token cost in real time. Brain activity, flow visualization, memory monitoring. All E2E encrypted. 95K+ installs. 100+ countries. Open source (MIT). Cloud sync: $5\/sandbox\/month.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>I’m Vivek, and I built ClawMetry because I got tired of not knowing what my AI agents were doing.<\/p>\n<p>I run several OpenClaw agents. They handle code, research, deployment, scheduling. But every time one took 10 minutes on a task, I had no idea: is it stuck? Did it hallucinate? Is it burning through tokens?<\/p>\n<p>NemoClaw (NVIDIA’s AI agent sandbox) made running agents safer. But the built-in TUI is ephemeral and terminal-only. You can’t see what happened yesterday. You can’t watch 10 sandboxes from your phone. You can’t track costs across your fleet.<\/p>\n<p>So I built ClawMetry for NemoClaw. One command on the host, and every sandbox gets full observability:<\/p>\n<p>\ud83e\udde0 Brain tab: every thought, tool call, and decision in real time<br \/>\ud83d\udcca Token tracking: per call, per session, no surprises<br \/>\ud83d\udd10 E2E encrypted: keys never leave your machine<br \/>\ud83c\udf10 Cloud dashboard: monitor everything from any browser<\/p>\n<p>It’s open source (MIT), free for local use, and took about two months of obsessive building.<\/p>\n<p>With your love and support, ClawMetry has been downloaded 95,000+ times across 100+ countries. This NemoClaw integration is the next step.<\/p>\n<p>What’s coming next:<\/p>\n<p>\u2022 Policy drift detection (get alerted when sandbox policies change)<br \/>\u2022 Remote egress approvals from your phone<br \/>\u2022 Fleet-wide policy management<\/p>\n<\/p>\n<p>Cloud sync is $5\/sandbox\/month. Local dashboard is free forever.<\/p>\n<p>Would love your feedback. Happy to answer any questions!<\/p>\n<p>\ud83d\udd17 <a href=\"https:\/\/clawmetry.com\/nemoclaw\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/clawmetry.com\/nemoclaw<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>85<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Token tracking per session is exactly what I’ve been wanting. Running multiple sandboxes and having zero visibility into which ones are burning through credits is so frustrating.<\/p>\n<p>The E2E encryption part is a nice touch too. Most monitoring tools want you to ship all your data to their cloud which is a nonstarter for anything sensitive. Open source MIT makes it easy to just try it without committing.<\/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\/@vivek_chand\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vivek_chand<\/a>I’ve been running a few AI agents myself , and seriously , most of the time I have no idea what’s happening when one hangs or takes too long \ud83d\ude05.<\/p>\n<p>The token tracking + history feature is a lifesaver … I did not realize how unpredictable costs could get until I started monitoring them.<\/p>\n<\/p>\n<p>One idea I’d love to see: a quick health alert .. when an agent behaves differently than usual. Even a small <\/p>\n<p>notification would save a lot of time checking manually.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>45<\/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\/@vivek_chand\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vivek_chand<\/a> Rest of everything is working good , I really like it’s every feature but a feature I’d love to see a “compare runs” option . <\/p>\n<p>So you can quickly see how two sessions of the same agent performed side by side , It would make spotting regressions or inefficiencies way faster and help optimize agent workflows .<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Congarts to the launch.<\/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><a href=\"https:\/\/www.producthunt.com\/@vivek_chand\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"vivek_chand\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vivek_chand<\/a> The E2E encryption approach is smart since most monitoring tools force you to ship sensitive agent data to their servers. Quick question though, how does the real-time visualization perform when you’re monitoring multiple sandboxes simultaneously?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The real-time flow visualization sounds like exactly what I needed when debugging agent chains that would mysteriously stall for minutes at a time. \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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on shipping @vivek_chand! I’m curious about the policy drift detection feature you mentioned, how would that work in practice when sandboxes update their own policies?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Quick question about the token tracking per session feature, does it break down costs by specific tool calls or just aggregate session totals?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 reminds me of debugging microservices but for AI agents. Makes me curious, how the real-time flow visualization handles really chatty agents that make tons of tool calls.. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#6<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/OTYGACI34EFM2X\" class=\"app-title\">Remodex<\/a><\/p>\n<div class=\"one-liner\">Control Codex on your iPhone<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">162<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5f00\u6e90\u7684iOS\u5e94\u7528\uff0c\u8ba9\u7528\u6237\u80fd\u5728iPhone\u4e0a\u8fdc\u7a0b\u63a7\u5236\u8fd0\u884c\u5728Mac\u7aef\u7684Codex AI\u52a9\u624b\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u79bb\u5f00\u529e\u516c\u684c\u540e\u4ecd\u9700\u64cd\u4f5cMac\u4e0aAI\u5de5\u4f5c\u6d41\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/19fe8e6c-6141-40bf-8a53-7370154857b4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a6744f7d-8869-4f1b-bf6b-8b5e451ad51b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b24500f9-99ac-4ef8-98b4-7cac16084599.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ff1bb25f-5196-4cd2-bf6b-4f6b6d9d0922.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c1156f71-ec03-4764-b4e6-145356304593.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a7c5047e-6941-4994-9c83-0f06f6988648.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e9b92e4f-07bb-4389-bc8c-8b884be11202.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/47059bbc-2f0e-4a0b-8beb-d9f1279a4ea4.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\/5c443bc1-1363-4f2b-9d5b-7ff265b545a0.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/K648fqt2Z28?si=T7HYMVab2IvTgHau\"><source src=\"https:\/\/youtu.be\/K648fqt2Z28?si=T7HYMVab2IvTgHau\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">iOS<\/span><br \/>\n <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8fdc\u7a0b\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">AI\u52a9\u624b\u5ba2\u6237\u7aef<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90<\/span><br \/>\n <span class=\"tag\">iOS\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u7aef\u5230\u7aef\u52a0\u5bc6<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">\u81ea\u6258\u7ba1<\/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\u6982\u5ff5\u548c\u7b80\u6d01\u6027\u3002\u6709\u6548\u53cd\u9988\u96c6\u4e2d\u5728\u6280\u672f\u7ec6\u8282\uff1a\u8be2\u95ee\u5728\u5f31\u7f51\u4e0b\u7684\u7a33\u5b9a\u6027\u3001\u81ea\u6258\u7ba1\u4e2d\u7ee7\u670d\u52a1\u5668\u7684\u5b9e\u9645\u590d\u6742\u5ea6\uff0c\u4ee5\u53ca\u662f\u5426\u6709Android\u7248\u672c\u8ba1\u5212\u3002\u5f00\u53d1\u8005\u56de\u590d\u81ea\u6258\u7ba1\u65e0\u9700Docker\uff0c\u901a\u8fc7Tailscale\u5373\u53ef\u7b80\u5316\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Remodex\u7684\u672c\u8d28\uff0c\u5e76\u975e\u4e00\u4e2a\u7b80\u5355\u7684\u8fdc\u7a0b\u63a7\u5236\u5e94\u7528\uff0c\u800c\u662f\u4e00\u4e2a\u8bd5\u56fe\u5c06\u684c\u9762\u7ea7AI\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41\u201c\u79fb\u52a8\u5316\u201d\u548c\u201c\u573a\u666f\u5316\u201d\u7684\u7ba1\u9053\u3002\u5b83\u7684\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u8bc6\u522b\u5e76\u586b\u8865\u4e86AI\u539f\u751f\u5de5\u4f5c\u65b9\u5f0f\u4e2d\u7684\u4e00\u4e2a\u5173\u952e\u7f1d\u9699\uff1a\u5f53Codex\u8fd9\u7c7b\u6df1\u5ea6\u96c6\u6210\u5f00\u53d1\u73af\u5883\u3001\u9700\u8981\u8c03\u7528\u672c\u5730\u6743\u9650\u548c\u590d\u6742\u6280\u80fd\u6808\u7684AI\u52a9\u624b\u88ab\u675f\u7f1a\u5728Mac\u7aef\u65f6\uff0c\u7528\u6237\u7684\u7269\u7406\u79fb\u52a8\u6027\u4fbf\u4e0eAI\u7684\u751f\u4ea7\u529b\u8131\u94a9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u6280\u672f\u6808\u7684\u9009\u62e9\uff08\u5f00\u6e90\u3001\u7aef\u5230\u7aef\u52a0\u5bc6\u3001\u53ef\u81ea\u6258\u7ba1\u7684\u4e2d\u7ee7\uff09\u7cbe\u51c6\u5730\u547d\u4e2d\u4e86\u76ee\u6807\u7528\u6237\u2014\u2014\u91cd\u5ea6Codex\u4f7f\u7528\u8005\u548c\u5f00\u53d1\u8005\u2014\u2014\u7684\u654f\u611f\u70b9\uff1a\u5b89\u5168\u3001\u53ef\u63a7\u3001\u65e0\u5382\u5546\u9501\u5b9a\u3002\u8fd9\u4e0e\u5176\u8bf4\u662f\u529f\u80fd\uff0c\u4e0d\u5982\u8bf4\u662f\u83b7\u53d6\u65e9\u671f\u6280\u672f\u91c7\u7eb3\u8005\u4fe1\u4efb\u7684\u51c6\u5165\u7b56\u7565\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u81ea\u6258\u7ba1\u590d\u6742\u5ea6\u7684\u63a2\u8ba8\u6070\u6070\u5370\u8bc1\u4e86\u8fd9\u4e00\u70b9\uff0c\u800c\u5f00\u53d1\u8005\u201c\u65e0\u9700Docker\uff0c\u4ec5\u9700Tailscale\u201d\u7684\u56de\u5e94\uff0c\u5219\u662f\u5728\u964d\u4f4e\u51c6\u5165\u95e8\u69db\u4e0e\u575a\u6301\u201c\u5168\u63a7\u5236\u201d\u7406\u5ff5\u95f4\u7684\u5de7\u5999\u5e73\u8861\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6df1\u5c42\u6311\u6218\u540c\u6837\u6e05\u6670\u3002\u9996\u5148\uff0c\u5b83\u4e25\u91cd\u4f9d\u8d56\u5e76\u53d7\u5236\u4e8eCodex\u81ea\u8eab\u7684\u53d1\u5c55\u751f\u6001\uff0c\u547d\u8fd0\u4e0e\u7b2c\u4e09\u65b9\u6df1\u5ea6\u7ed1\u5b9a\u3002\u5176\u6b21\uff0c\u5f53\u524d\u65b9\u6848\u66f4\u50cf\u4e00\u4e2a\u201c\u89c6\u9891\u6d41\u201d\u5f0f\u7684\u8fdc\u7a0b\u684c\u9762\u4f18\u5316\u7248\uff0c\u800c\u975e\u4e3a\u79fb\u52a8\u4ea4\u4e92\u4ece\u5934\u8bbe\u8ba1\u7684\u539f\u751f\u4f53\u9a8c\u3002\u5728\u5f31\u7f51\u73af\u5883\u4e0b\u7684\u5ef6\u8fdf\u95ee\u9898\uff08\u5df2\u88ab\u7528\u6237\u63d0\u53ca\uff09\u5c06\u662f\u4f53\u9a8c\u7684\u963f\u5580\u7409\u65af\u4e4b\u8e35\u3002\u6700\u540e\uff0c\u201c\u5728\u624b\u673a\u4e0a\u5b8c\u6210\u590d\u6742\u64cd\u4f5c\u201d\u7684\u9700\u6c42\u672c\u8eab\u662f\u5426\u662f\u4e00\u4e2a\u5e7f\u6cdb\u5b58\u5728\u7684\u521a\u9700\uff0c\u8fd8\u662f\u4ec5\u9650\u4e8e\u5c11\u6570\u6781\u5ba2\u7684\u201c\u75d2\u70b9\u201d\uff0c\u4ecd\u9700\u5e02\u573a\u9a8c\u8bc1\u3002\u5b83\u7cbe\u5f69\u5730\u89e3\u51b3\u4e86\u4e00\u4e2a\u201c\u72ed\u7a84\u4f46\u6df1\u523b\u201d\u7684\u95ee\u9898\uff0c\u4f46\u5176\u5929\u82b1\u677f\u4e5f\u6e05\u6670\u53ef\u89c1\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\">Remodex<\/span>\n <\/div>\n<div class=\"comment-content\">Remodex is an open-source iOS app that remotely controls Codex running on your Mac. From your iPhone: create threads, run subagents, push git commits, use skills and \/commands and more Codex stays on your Mac. End-to-end encrypted, the relay never sees your prompts. Pair once with a QR code, reconnects automatically. Open source. Self-host the relay if you want full control.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH \ud83d\udc4b<br \/>\nRemodex is an open-source iOS app that lets you remotely control Codex running on your Mac, from your iPhone, from wherever you are.<\/p>\n<p>What it actually does<\/p>\n<p>Codex stays on your Mac. The iPhone is the remote. From the app you can create threads, steer active runs, run subagents, push git commits, run code reviews, and use skills and \/commands, everything you’d normally do sitting at your desk.<\/p>\n<p>How it works under the hood<br \/>\nThere are three layers:<\/p>\n<p>The iOS app communicates via encrypted WebSocket sessions<br \/>\nA Node.js bridge runs on your Mac, handling JSON-RPC forwarding, git operations, and workspace management<br \/>\nCodex runs as usual, receiving instructions and streaming responses back to your phone in real time<\/p>\n<p>Pairing and security<\/p>\n<p>Pairing happens through a one-time QR code that embeds the connection details and the bridge’s public key. The encryption stack uses X25519 ephemeral keys for the handshake, Ed25519 signatures for identity, and AES-256-GCM for every message. Once trusted, your iPhone stores the Mac as a Keychain record and reconnects automatically. The relay routes sessions but never sees your prompts, encrypted payloads stay hidden from intermediaries.<br \/>\nYou can also self-host the relay entirely if you want full control over the infrastructure.<\/p>\n<p>Why open source<\/p>\n<p>Remodex is built on top of open tools, Codex app-server, open protocols, open standards. It felt wrong not to give back. The full source is on GitHub, the relay is overridable, and nothing is locked in.<\/p>\n<p>It is available on the AppStore with a hosted relay so you don’t have to spend a dime nor setup anything<br \/>\nWould love feedback from anyone using Codex heavily. \ud83d\udc47<\/p><\/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\/@emanuele_di_pietro\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@emanuele_di_pietro<\/a> this is nice! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@emanuele_di_pietro\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@emanuele_di_pietro<\/a>  Lovely clean app<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@emanuele_di_pietro\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@emanuele_di_pietro<\/a> Have you tested git pushes or subagents during spotty travel WiFi? Any tweaks planned for latency there?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Awesome builder, awesome product \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\">@juliangalluzzo Thank you!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>perfect timing – the Codex team just reset the usage limit for all plans! <a href=\"https:\/\/x.com\/thsottiaux\/status\/2039248564967424483?s=46\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">source<\/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\">@fmerian Haha nice! Enjoy them on the phone!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>THIS IS AMAZING<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@raj_sharma_2000 Thank you!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Self-hosting the relay -realistically, how involved is that setup? Asking because “self-host if you want full control” sounds great until it’s 11 pm and you’re fighting a Docker config:)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@spunchev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@spunchev<\/a> You just need to add the tailscale ip address!<\/p>\n<p>No VPS needed whatsoever, no need to fight with Docker!<\/p>\n<p>It’s all already implemented!<\/p>\n<p>You just have to run a command from the CLI with the –hostname of the tailscale IP address!<\/p>\n<p>Or there is the version on the AppStore with has the hosted relay included on my VPS, e2ee, so you don’t have to set up anything external!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Started using Remodex in the first couple of days. I chose to pay the subscription instead of going for the opensource version. Purely on how clean & smooth the app is.<\/p>\n<\/p>\n<p>Now I can ship while I sh*t \ud83d\ude02<\/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\">@iamdon That\u2019s the ultimate goal! haha<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>can you also build for android<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#7<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/PSIMKOZKZEGZF5\" class=\"app-title\">Prospecting by Clarify<\/a><\/p>\n<div class=\"one-liner\">Source leads, send outbound, grow pipeline. All in your CRM.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">153<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u96c6\u6210\u4e8e\u81ea\u4e3bCRM\u7684AI\u9500\u552e\u52d8\u63a2\u5de5\u5177\uff0c\u901a\u8fc7\u5355\u4e00\u6307\u4ee4\u5373\u53ef\u5b8c\u6210\u6f5c\u5728\u5ba2\u6237\u67e5\u627e\u3001\u4fe1\u606f\u4e30\u5bcc\u4e0e\u4e2a\u6027\u5316\u5916\u8054\u5e8f\u5217\u521b\u5efa\uff0c\u89e3\u51b3\u4e86\u9500\u552e\u56e2\u961f\u5728\u591a\u5de5\u5177\u95f4\u624b\u52a8\u5207\u6362\u3001\u6570\u636e\u5272\u88c2\u5bfc\u81f4\u6548\u7387\u4f4e\u4e0b\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a9af3671-6190-4af5-90bb-a9be214b018b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a3ca4108-5861-47b4-9692-0bfe7dfb9c07.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/43a4652e-8455-4d55-b8ee-0a011bdec4f1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a29766d4-f890-4b4e-ac0f-aee3d60c9e14.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/37599b40-e485-4446-92a5-81ff720eea36.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\/1dfe2ebf-68be-4ac7-b49b-7d9dbb24576a.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/vOiDUriZ9JM\"><source src=\"https:\/\/youtu.be\/vOiDUriZ9JM\" 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\">Sales<\/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\">AI\u9500\u552e\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u667a\u80fdCRM<\/span><br \/>\n <span class=\"tag\">\u6f5c\u5728\u5ba2\u6237\u6316\u6398<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5916\u8054<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u6d41\u7a0b\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">B2B\u9500\u552e<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u8d4b\u80fd\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u4e00\u4f53\u5316\u5de5\u4f5c\u6d41<\/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\u4e00\u4f53\u5316\u8bbe\u8ba1\u80fd\u66ff\u4ee3\u591a\u4e2a\u5de5\u5177\uff0c\u7b80\u5316\u6d41\u7a0b\uff0cUX\u83b7\u597d\u8bc4\u3002\u6838\u5fc3\u5173\u6ce8\u70b9\u5728\u4e8eAI\u751f\u6210\u7ebf\u7d22\u7684\u6570\u636e\u8d28\u91cf\u4e0e\u7cbe\u51c6\u5ea6\uff0c\u62c5\u5fc3\u4f4e\u8d28\u91cf\u6570\u636e\u5f71\u54cd\u5916\u8054\u6548\u679c\u3002\u5f00\u53d1\u8005\u56de\u5e94\u5df2\u5f15\u5165\u7f6e\u4fe1\u5ea6\u8bc4\u5206\u673a\u5236\u4ee5\u4fdd\u969c\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 Prospecting by Clarify \u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u6210\u4e3a\u53c8\u4e00\u4e2a\u529f\u80fd\u70b9\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u91cd\u6784\u9500\u552e\u52d8\u63a2\u7684\u5e95\u5c42\u5de5\u4f5c\u6d41\u3002\u5176\u5ba3\u79f0\u7684\u201cAll in your CRM\u201d\u76f4\u6307\u5f53\u524d\u9500\u552e\u6280\u672f\u6808\u7684\u75fc\u75be\uff1a\u5de5\u5177\u788e\u7247\u5316\u5e26\u6765\u7684\u5de8\u5927\u64cd\u4f5c\u6210\u672c\u4e0e\u6570\u636e\u635f\u8017\u3002\u5c06\u201c\u67e5\u627e-\u4e30\u5bcc-\u89e6\u8fbe\u201d\u94fe\u8def\u538b\u7f29\u8fdb\u5355\u4e00\u4e0a\u4e0b\u6587\u73af\u5883\uff0c\u7406\u8bba\u4e0a\u80fd\u5927\u5e45\u51cf\u5c11\u5207\u6362\u6469\u64e6\uff0c\u63d0\u5347\u884c\u52a8\u901f\u5ea6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u4ef7\u503c\u4e0e\u98ce\u9669\u5747\u7cfb\u4e8e\u201c\u81ea\u4e3b\u201d\u4e8c\u5b57\u3002\u4ea7\u54c1\u903b\u8f91\u9ad8\u5ea6\u4f9d\u8d56AI\u5bf9\u6f5c\u5728\u5ba2\u6237\u753b\u50cf\u7684\u7cbe\u51c6\u7406\u89e3\u4e0e\u751f\u6210\uff0c\u4ee5\u53ca\u5bf9\u6c9f\u901a\u8bed\u5883\u7684\u6070\u5f53\u628a\u63e1\u3002\u9ad8\u8d5e\u8bc4\u8bba\u4e2d\u5173\u4e8e\u6570\u636e\u8d28\u91cf\u7684\u62c5\u5fe7\u6781\u4e3a\u7280\u5229\u2014\u2014\u5f53\u81ea\u52a8\u5316\u6d41\u7a0b\u5efa\u7acb\u5728\u53ef\u80fd\u8fc7\u65f6\u6216\u4e0d\u51c6\u786e\u7684\u6570\u636e\u4e0a\u65f6\uff0c\u201c\u4e2a\u6027\u5316\u201d\u5c06\u8fc5\u901f\u6ca6\u4e3a\u7cbe\u51c6\u7684\u5783\u573e\u90ae\u4ef6\uff0c\u635f\u5bb3\u54c1\u724c\u4fe1\u8a89\u3002\u5f00\u53d1\u56e2\u961f\u56de\u5e94\u4e2d\u7684\u201c\u7f6e\u4fe1\u5ea6\u8bc4\u5206\u201d\u662f\u6b63\u786e\u65b9\u5411\uff0c\u4f46\u8fd9\u672c\u8d28\u4e0a\u662f\u4e00\u573a\u4e0e\u6570\u636e\u71b5\u589e\u7684\u6301\u7eed\u6218\u6597\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u4ea7\u54c1\u5c06\u9500\u552e\u4e2d\u6781\u5177\u7b56\u7565\u6027\u7684\u201c\u52d8\u63a2\u201d\u73af\u8282\u9ad8\u5ea6\u81ea\u52a8\u5316\uff0c\u53ef\u80fd\u9762\u4e34\u53e6\u4e00\u91cd\u6311\u6218\uff1a\u5b83\u662f\u5426\u4f1a\u5bfc\u81f4\u9500\u552e\u56e2\u961f\u8fc7\u5ea6\u4f9d\u8d56\u63d0\u793a\u8bcd\u5de5\u7a0b\uff0c\u800c\u5f31\u5316\u4e86\u5bf9\u76ee\u6807\u5e02\u573a\u3001\u5ba2\u6237\u75db\u70b9\u7684\u6df1\u5ea6\u72ec\u7acb\u601d\u8003\uff1f\u5de5\u5177\u7684\u6548\u7387\u63d0\u5347\u4e0e\u4eba\u7684\u7b56\u7565\u6027\u6d1e\u5bdf\u4e4b\u95f4\u7684\u8fb9\u754c\u9700\u8981\u8c28\u614e\u754c\u5b9a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u6b3e\u6807\u5fd7\u6027\u4ea7\u54c1\uff0c\u5b83\u4ee3\u8868\u4e86CRM\u4ece\u201c\u8bb0\u5f55\u7cfb\u7edf\u201d\u5411\u201c\u6267\u884c\u7cfb\u7edf\u201d\u6f14\u8fdb\u7684\u91cd\u8981\u5c1d\u8bd5\u3002\u5176\u6210\u8d25\u5c06\u4e0d\u53d6\u51b3\u4e8e\u529f\u80fd\u96c6\u6210\u5ea6\uff0c\u800c\u53d6\u51b3\u4e8e\u5176AI\u667a\u80fd\u4f53\u5728\u771f\u5b9e\u3001\u590d\u6742\u3001\u52a8\u6001\u7684\u5546\u4e1a\u73af\u5883\u4e2d\u8868\u73b0\u51fa\u7684\u53ef\u9760\u6027\u4e0e\u6df1\u5ea6\u6d1e\u5bdf\u529b\uff0c\u8fd9\u5c06\u662f\u5176\u80fd\u5426\u8de8\u8d8a\u201c\u65e9\u671f\u91c7\u7528\u8005\u201d\u8d70\u5411\u4e3b\u6d41\u5e02\u573a\u7684\u5173\u952e\u95e8\u69db\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\">Prospecting by Clarify<\/span>\n <\/div>\n<div class=\"comment-content\">Prospecting is broken. We\u2019ve fixed it. No more sourcing leads from one tool, enriching them in another, sending them sequences in a third. And then figuring out how to connect all the dots in your CRM. With Lead Finder and Campaigns in Clarify, you can find targeted leads with a single prompt, build personalized campaigns in a click, and watch your pipeline grow on autopilot. All in one place. All in your new (autonomous) CRM.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\ud83d\udc4b\u2028Hey PH,<\/p>\n<p>Since day one, we’ve been building Clarify as the autonomous CRM that actually does work for you \u2014 not just stores it. Today, we shipped an entirely new way to use Clarify. One that helps you not just detect, manage, and close deals, but find more of them.<\/p>\n<p>Here’s the problem we kept hearing: sales teams spend more time managing their outbound stack than actually doing outbound. Find leads here. Enrich there. Sequence over there. Then, hope the CRM syncs correctly. It’s a full-time job for something that should be automated.<\/p>\n<p>With Clarify, you can now prospect with a prompt and outbound in a click. All in your (autonomous) CRM.<\/p>\n<p>Here’s how it works:\u2028<\/p>\n<p>\ud83d\udd0d <strong>Lead Finder<\/strong><br \/>Describe the leads you want. Clarify builds a targeted, enriched list with company data and decision-makers.<\/p>\n<p>\u2028\u2709\ufe0f <strong>Campaigns<\/strong><br \/>Describe what you want to send them. Clarify builds single or multi-step sequences individually tailored to each lead on your enriched list. Make direct edits or ask Rep, your personal sales agent, to make them for you. You\u2019re in control.\u2028<\/p>\n<p>\u26a1 <strong>Pipeline managed<\/strong><br \/>New deals are automatically detected from replies. Tailored follow-ups get written while you sit back and relax as your pipeline grows.<\/p>\n<p>All this happens in one streamlined motion. In one tool. It sounds too good to be true, but it isn’t. <\/p>\n<p>See for yourself and try it for free \u2192 <a href=\"http:\/\/clarify.ai\/propecting\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">clarify.ai\/propecting<\/a><\/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\/@mattnhodges\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mattnhodges<\/a> for a B2B service, what’s the sweet spot prompt to nail ICP leads? Early tests promising?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Honestly so proud of the team today as we launch Prospecting on PH. \ud83d\udc9a<\/p>\n<p>Prospecting has been months in the making, and what made it different was how deeply we involved real customers throughout. We ran structured testing sessions with founders and GTM teams, watched how they used it, listened hard, and iterated fast. The product you’re seeing today is genuinely shaped by that feedback.<\/p>\n<p>One thing I’m especially excited about: we leaned heavily into Rep, our AI assistant, to power the core experience. Describe the leads you want, describe what you want to say – Rep handles the rest. It sounds simple, but seeing it click for users in testing was something else. We really believe this is where CRM is headed, and Prospecting is our strongest signal of that yet.<\/p>\n<p>A personal highlight – I used Campaigns to run most of our outreach during the testing phase. Wrote a prompt, got a sequence, sent it. The quality of leads we were able to find and the speed at which we could reach them genuinely surprised me. It made the whole process feel effortless in a way I hadn’t expected.<\/p>\n<p>If you’re a founder or part of a GTM team spending too much time juggling tools, give it a try. Find your ICP from 100M+ contacts, run campaigns, and watch deals get created automatically as prospects engage – all without leaving your CRM. <\/p>\n<p>Would love to hear what you think!<\/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\">\n<p>As a stakeholder in this, I’ve been close to this build as it came together.<\/p>\n<\/p>\n<p>I can attest that Lead Finder + Campaigns makes outbound simpler and more effective.<\/p>\n<\/p>\n<p>From a GTM standpoint, it\u2019s a faster path from \u201chere\u2019s the ICP I want\u201d to actually getting in front of them with something personalized.<\/p>\n<\/p>\n<p>I\u2019ve been using it to find and reach the exact founders I want for a few upcoming dinners. Tight targeting, relevant outreach, and less overhead.<\/p>\n<\/p>\n<p>If you\u2019re running outbound, worth trying.<\/p>\n<\/p>\n<p>Happy to share how I\u2019m using it or compare notes.<\/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>I rarely comment on PH launches. But this one deserves it.<\/p>\n<\/p>\n<p>Two months ago, I started using Clarify, and it blew me away. Clarify’s UX is unparalleled. It’s intuitive and has everything I need. From the Chrome add-on to the built-in workflows. <\/p>\n<\/p>\n<p>The new Lead Finder helps me eliminate one tool from my toolkit, meaning everything lives in one place.<\/p>\n<\/p>\n<p>Well done, team!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Prospecting tools needed to be rebuilt from the ground up and I\u2019m excited to see this new launch from a team who delivers the best CRM. Congrats team!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the “no more sourcing from one tool, enriching in another, sequencing in a third” problem is real and most teams are duct-taping these workflows together with zaps and frustration. collapsing it into a single CRM that actually understands context is well done.<\/p>\n<\/p>\n<p>the hard part will be lead data quality. autonomous outbound that runs on autopilot works beautifully when targeting is right, and breaks badly when it’s sending “personalized” emails to people who’ve moved companies, changed roles, or aren’t actually buyers. the tools for finding leads are ahead of the tools for qualifying them, and that gap tends to show up in reply rates pretty fast.<\/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\/@gabrielpineda\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gabrielpineda<\/a> couldn’t agree more! Personalization relies on accuracy. <\/p>\n<p>We’re adding to the existing confidence scoring on leads so you can ensure you’re targeting high-quality (high-confidence) leads. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Just gave the Lead finder a go\u2026 This is awesome! \ud83e\udd29 <\/p>\n<p>Right now we\u2019re using 3 different tools to do the same thing you guys just packaged up in one.<\/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>Clarify offers so much out the box against incumbants like pipedrive and Salesforce. The AI features are very promising. Most attractive is how light weight it has been. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch. As a founder my self, even with automation, I use many tools for my cold email outreach channel. NGL most lead filter don’t really work, I always QC the list with Claude. This is truly an incredible concept. Excited to check it out! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\ud83d\udc4b Product Hunt <\/p>\n<p>The bet we made building Clarify: founders shouldn’t need three tools to run their pipeline. Find the right people, reach out, close them… all in one place.<\/p>\n<p>Seeing it actually work for customers makes the last few months worth it.<\/p>\n<p>Happy to answer anything. ask away.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019ve been using Clarify for over 8 months now and have already killed my Hubspot subscription. Looking forward to seeing how I can now cancel the mess of lead gen tools! Looks promising so far. Can\u2019t wait to see the results. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/BVITBLCHCXT2OS\" class=\"app-title\">Google Veo 3.1 Lite<\/a><\/p>\n<div class=\"one-liner\">Google’s most cost-effective video generation model<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">149<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Google Veo 3.1 Lite\u662f\u4e00\u6b3e\u9ad8\u6027\u4ef7\u6bd4\u7684AI\u89c6\u9891\u751f\u6210\u6a21\u578b\uff0c\u901a\u8fc7Gemini API\u63d0\u4f9b\uff0c\u4ee5\u4f4e\u4e8e\u9ad8\u7aef\u7248\u672c\u4e00\u534a\u7684\u6210\u672c\u652f\u6301\u6587\u672c\/\u56fe\u50cf\u751f\u6210\u9ad8\u6e05\u89c6\u9891\uff0c\u89e3\u51b3\u4e86\u5927\u89c4\u6a21\u89c6\u9891\u521b\u4f5c\u573a\u666f\u4e0b\u7684\u6210\u672c\u74f6\u9888\u95ee\u9898\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c45dfa30-34d7-432a-964e-59f2c94d3924.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\/31b2c1d4-7fd6-451e-a37f-d1a70622eb36.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\/b5c9fb83-bb66-4bfe-a896-47ec88b2476e.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/bhOJwCuJ9j0\"><source src=\"https:\/\/youtu.be\/bhOJwCuJ9j0\" 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\">Audio<\/span><br \/>\n <span class=\"tag\">Video<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u89c6\u9891\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u6587\u672c\u8f6c\u89c6\u9891<\/span><br \/>\n <span class=\"tag\">\u56fe\u50cf\u8f6c\u89c6\u9891<\/span><br \/>\n <span class=\"tag\">\u6210\u672c\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u8c37\u6b4cGemini API<\/span><br \/>\n <span class=\"tag\">\u89c4\u6a21\u5316\u751f\u4ea7<\/span><br \/>\n <span class=\"tag\">\u9ad8\u6e05\u89c6\u9891<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u201c\u6210\u672c\u4e0e\u6027\u80fd\u7684\u5e73\u8861\u201d\uff0c\u80fd\u652f\u6301\u5927\u89c4\u6a21\u89c6\u9891\u521b\u4f5c\u3002\u6709\u7528\u6237\u4eb2\u6d4b\u540e\u8bc4\u4ef7\u201c\u4ee4\u4eba\u60ca\u53f9\u201d\u3002\u540c\u65f6\u5b58\u5728\u5177\u4f53\u8be2\u95ee\uff0c\u5982\u201c\u56fe\u50cf\u8f6c\u89c6\u9891\u5728\u4e2a\u6027\u5316\u8425\u9500\u7247\u6bb5\u4e2d\u7684\u8d28\u91cf\u8868\u73b0\u201d\u4ee5\u53ca\u6700\u4f73\u63d0\u793a\u8bcd\u6280\u5de7\uff0c\u8868\u660e\u7528\u6237\u5173\u6ce8\u5b9e\u9645\u5e94\u7528\u6548\u679c\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 Google Veo 3.1 Lite\u7684\u53d1\u5e03\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b21\u6280\u672f\u98de\u8dc3\uff0c\u4e0d\u5982\u8bf4\u662f\u4e00\u573a\u7cbe\u51c6\u7684\u5e02\u573a\u7b56\u7565\u5361\u4f4d\u3002\u5b83\u76f4\u6307\u5f53\u524dAI\u89c6\u9891\u8d5b\u9053\u6700\u654f\u611f\u7684\u795e\u7ecf\uff1a\u6210\u672c\u3002\u5728Sora\u7b49\u6a21\u578b\u8ffd\u6c42\u6781\u81f4\u6548\u679c\u800c\u4ee4\u5546\u7528\u95e8\u69db\u9ad8\u4f01\u7684\u80cc\u666f\u4e0b\uff0cVeo Lite\u660e\u667a\u5730\u9009\u62e9\u4e86\u201c\u6027\u4ef7\u6bd4\u201d\u8fd9\u6761\u52a1\u5b9e\u8def\u5f84\uff0c\u5176\u201c\u6210\u672c\u51cf\u534a\u201d\u7684\u6838\u5fc3\u5ba3\u79f0\uff0c\u65e8\u5728\u5438\u5f15\u90a3\u4e9b\u9700\u8981\u6279\u91cf\u3001\u5feb\u901f\u8bd5\u9519\u548c\u8fed\u4ee3\u7684\u5f00\u53d1\u8005\u4e0e\u5185\u5bb9\u5de5\u5382\uff0c\u800c\u975e\u8ffd\u6c42\u5355\u6761\u89c6\u9891\u7684\u827a\u672f\u5dc5\u5cf0\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u4ef7\u503c\u4e0e\u6311\u6218\u7686\u85cf\u4e8e\u201cLite\u201d\u4e4b\u540d\u80cc\u540e\u3002\u8c37\u6b4c\u8bd5\u56fe\u5728\u6210\u672c\u3001\u901f\u5ea6\u4e0e\u8d28\u91cf\u4e4b\u95f4\u627e\u5230\u4e00\u4e2a\u5546\u4e1a\u5316\u751c\u871c\u70b9\uff0c\u4f46\u7528\u6237\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u56fe\u50cf\u8f6c\u89c6\u9891\u8d28\u91cf\u201d\u7684\u8ffd\u95ee\uff0c\u5df2\u9690\u7ea6\u89e6\u53ca\u6838\u5fc3\u77db\u76fe\uff1a\u5728\u538b\u7f29\u7684\u6210\u672c\u7ed3\u6784\u4e0b\uff0c\u5176\u8f93\u51fa\u7684\u53ef\u9760\u6027\u4e0e\u4e00\u81f4\u6027\u7a76\u7adf\u5982\u4f55\uff1f\u662f\u5426\u53ea\u9002\u7528\u4e8e\u5bf9\u7455\u75b5\u5bb9\u5fcd\u5ea6\u8f83\u9ad8\u7684\u8425\u9500\u5feb\u6d88\u5185\u5bb9\uff1f\u8fd9\u51b3\u5b9a\u4e86\u5b83\u80fd\u5426\u4ece\u201c\u6709\u8da3\u7684\u5de5\u5177\u201d\u664b\u5347\u4e3a\u201c\u53ef\u9760\u7684\u751f\u4ea7\u529b\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cVeo 3.1 Lite\u662f\u8c37\u6b4c\u5c06AI\u89c6\u9891\u6280\u672f\u4ece\u201c\u5c55\u793a\u67dc\u201d\u63a8\u5411\u201c\u6d41\u6c34\u7ebf\u201d\u7684\u5173\u952e\u4e00\u6b65\u3002\u5b83\u964d\u4f4e\u4e86\u89c4\u6a21\u5316\u521b\u4f5c\u7684\u95e8\u69db\uff0c\u53ef\u80fd\u7387\u5148\u5728\u77ed\u89c6\u9891\u8425\u9500\u3001\u7535\u5546\u7d20\u6750\u3001\u793e\u4ea4\u5185\u5bb9\u7b49\u5bf9\u6210\u672c\u548c\u6548\u7387\u6781\u5ea6\u654f\u611f\u7684\u9886\u57df\u5f15\u7206\u5e94\u7528\u3002\u4f46\u5176\u6210\u529f\u4e0e\u5426\uff0c\u4e0d\u53d6\u51b3\u4e8e\u53c2\u6570\u8868\uff0c\u800c\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u771f\u5b9e\u7684\u6279\u91cf\u751f\u4ea7\u73af\u5883\u4e2d\uff0c\u63d0\u4f9b\u7a33\u5b9a\u3001\u53ef\u63a7\u3001\u53ef\u9884\u671f\u7684\u8f93\u51fa\u8d28\u91cf\u3002\u5426\u5219\uff0c\u201c\u6210\u672c\u51cf\u534a\u201d\u53ef\u80fd\u5f88\u5feb\u88ab\u201c\u6548\u679c\u6253\u6298\u201d\u7684\u62b1\u6028\u6240\u6df9\u6ca1\u3002\u8fd9\u662f\u4e00\u573a\u7528\u5de5\u7a0b\u5316\u601d\u7ef4\u5e73\u8861AI\u4e0d\u786e\u5b9a\u6027\u7684\u8c6a\u8d4c\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\">Google Veo 3.1 Lite<\/span>\n <\/div>\n<div class=\"comment-content\">Veo 3.1 Lite is Google\u2019s most cost-efficient video generation model on the Gemini API. It enables high-volume Text-to-Video and Image-to-Video creation at <50% cost of Fast, with 720p\/1080p output, flexible ratios, and adjustable durations for scalable video apps.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Veo 3.1 Lite is Google\u2019s most cost-effective video generation model, now available via the Gemini API.<\/p>\n<\/p>\n<p>It solves the biggest bottleneck in AI video \u2014 high costs \u2014 by offering <50% pricing compared to Veo 3.1 Fast, without compromising on speed.<\/p>\n<\/p>\n<p>What makes it different is this strong cost-to-performance balance, enabling high-volume video creation.<\/p>\n<p>It supports Text-to-Video and Image-to-Video, 720p\/1080p resolution, flexible aspect ratios (16:9, 9:16), and adjustable durations (4s, 6s, 8s).<\/p>\n<\/p>\n<p>Perfect for developers building scalable video apps where efficiency and iteration matter.<\/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\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> How does Lite’s quality hold up on image-to-video for things like personalized marketing clips? Any prompt tweaks you’ve seen work best?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I have made hours of videos on my YT channel with previous versions, I tried today 3.1 and all I can say it’s, amazing job, still.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#9<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/SH7S24WSRPNGUO\" class=\"app-title\">Snapstick<\/a><\/p>\n<div class=\"one-liner\">Turn your camera roll into group chat chaos<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">127<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Snapstick\u662f\u4e00\u6b3e\u5229\u7528\u751f\u6210\u5f0fAI\uff0c\u5c06\u4e2a\u4eba\u76f8\u518c\u7167\u7247\u5feb\u901f\u8f6c\u6362\u4e3a\u4e2a\u6027\u5316\u8d34\u7eb8\u7684\u5e94\u7528\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u7fa4\u804a\u4e2d\u7f3a\u4e4f\u4e2a\u6027\u5316\u3001\u9ad8\u8da3\u5473\u6027\u8868\u8fbe\u5de5\u5177\u7684\u75db\u70b9\uff0c\u5e76\u53ef\u901a\u8fc7\u5b9e\u4f53\u5b9a\u5236\u670d\u52a1\u5c06\u6570\u5b57\u521b\u610f\u8f6c\u5316\u4e3a\u5b9e\u7269\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/31f3a639-ed5d-4304-ae0b-86850211058c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/59284ca1-f0fd-40af-8098-f270bf065167.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1ccb673c-1726-4316-aaa0-f1a2d92de09f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/94cc77a5-9e01-44e1-839e-00db2f66cb89.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\/0f894810-d081-4af3-acad-ea02dff5a5b1.jpeg?auto=format\" data-video-url=\"https:\/\/youtube.com\/shorts\/MIhf4EHqREM\"><source src=\"https:\/\/youtube.com\/shorts\/MIhf4EHqREM\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">iOS<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Photo editing<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u751f\u6210\u5f0fAI\u8d34\u7eb8<\/span><br \/>\n <span class=\"tag\">\u7167\u7247\u8f6c\u8d34\u7eb8<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u804a\u5929\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u8868\u8fbe<\/span><br \/>\n <span class=\"tag\">\u5b9e\u4f53\u5b9a\u5236<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u5206\u4eab<\/span><br \/>\n <span class=\"tag\">\u8d34\u7eb8\u5305\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">iOS\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>\u521b\u59cb\u4ebaMads\u7684\u8bc4\u8bba\u8be6\u7ec6\u4ecb\u7ecd\u4e86\u4ea7\u54c1\u529f\u80fd\u4e0e\u613f\u666f\uff0c\u662f\u6709\u6548\u4fe1\u606f\u3002\u7528\u6237\u4e3b\u8981\u8868\u8fbe\u4e86\u795d\u8d3a\u4e0e\u9f13\u52b1\u3002\u4ec5\u6709\u4e00\u6761\u6709\u6548\u63d0\u95ee\uff0c\u5173\u6ce8\u672a\u6765\u7684\u201cRemix\u201d\u529f\u80fd\u62d3\u5c55\u65b9\u5411\uff0c\u663e\u793a\u51fa\u7528\u6237\u5bf9\u521b\u610f\u591a\u6837\u6027\u7684\u671f\u5f85\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 Snapstick\u7684\u6838\u5fc3\u7406\u5ff5\u662f\u201c\u964d\u4f4e\u521b\u610f\u8868\u8fbe\u7684\u95e8\u69db\u201d\uff0c\u5b83\u5de7\u5999\u5730\u5c06\u751f\u6210\u5f0fAI\u7684\u201c\u9b54\u6cd5\u201d\u5305\u88c5\u6210\u4e00\u4e2a\u8f7b\u5feb\u3001\u6613\u7528\u7684\u5a31\u4e50\u5316\u5de5\u5177\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8eAI\u6280\u672f\u672c\u8eab\u6709\u591a\u524d\u6cbf\uff0c\u800c\u5728\u4e8e\u5b83\u7cbe\u51c6\u5730\u5207\u5165\u4e86\u4e24\u4e2a\u5173\u952e\u573a\u666f\uff1a\u4e00\u662f\u6570\u5b57\u793e\u4ea4\u4e2d\u7684\u60c5\u7eea\u8868\u8fbe\u771f\u7a7a\uff0c\u7528\u9ad8\u5ea6\u5b9a\u5236\u5316\u7684\u8d34\u7eb8\u66ff\u4ee3\u5343\u7bc7\u4e00\u5f8b\u7684\u8868\u60c5\u5305\uff0c\u6ee1\u8db3\u7528\u6237\u5bf9\u4e2a\u6027\u5316\u4e0e\u4e13\u5c5e\u611f\u7684\u6df1\u5c42\u9700\u6c42\uff1b\u4e8c\u662f\u642d\u5efa\u4e86\u4ece\u6570\u5b57\u521b\u4f5c\u5230\u5b9e\u4f53\u6d88\u8d39\u7684\u5fae\u5faa\u73af\uff0c\u901a\u8fc7\u201cMake It Real\u201d\u529f\u80fd\u5c06\u77ac\u95f4\u7684\u73a9\u7b11\u6216\u611f\u52a8\u56fa\u5316\u4e3a\u5b9e\u4f53\u7269\u54c1\uff0c\u8d4b\u4e88\u4e86\u6570\u5b57\u8d44\u4ea7\u60c5\u611f\u4ef7\u503c\u548c\u5546\u4e1a\u53d8\u73b0\u7684\u53ef\u80fd\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u6e05\u6670\u3002\u9996\u5148\uff0c\u529f\u80fd\u58c1\u5792\u4e0d\u9ad8\uff0c\u5c06\u7167\u7247AI\u98ce\u683c\u5316\u5e76\u53bb\u80cc\u666f\u505a\u6210\u8d34\u7eb8\uff0c\u5df2\u662f\u8bb8\u591a\u4fee\u56fe\u5e94\u7528\u7684\u5b50\u529f\u80fd\uff0cSnapstick\u9700\u6301\u7eed\u5728\u98ce\u683c\u72ec\u7279\u6027\u3001\u793e\u533a\u4e92\u52a8\uff08\u5982\u5171\u4eab\u8d34\u7eb8\u5305\uff09\u548c\u5b9e\u4f53\u5316\u4f9b\u5e94\u94fe\u4e0a\u6784\u7b51\u62a4\u57ce\u6cb3\u3002\u5176\u6b21\uff0c\u5176\u201c\u6df7\u4e71\u201d\u7684\u8425\u9500\u5b9a\u4f4d\u4e0e\u76f8\u5bf9\u7cbe\u81f4\u7684\u64cd\u4f5c\u6d41\u7a0b\u53ef\u80fd\u5b58\u5728\u8ba4\u77e5\u504f\u5dee\uff0c\u5982\u4f55\u8ba9\u7528\u6237\u4ece\u201c\u5c1d\u9c9c\u201d\u8fc7\u6e21\u5230\u201c\u4e60\u60ef\u6027\u4f7f\u7528\u201d\u662f\u4e00\u5927\u8003\u9a8c\u3002\u6700\u540e\uff0c\u5b9e\u4f53\u5b9a\u5236\u670d\u52a1\u53d7\u9650\u4e8e\u5730\u57df\uff08\u76ee\u524d\u4ec5\u6b27\u7f8e\uff09\uff0c\u8fd9\u65e2\u662f\u589e\u957f\u74f6\u9888\uff0c\u4e5f\u63ed\u793a\u4e86\u5176\u5546\u4e1a\u6a21\u5f0f\u5bf9\u7269\u6d41\u3001\u6210\u672c\u7684\u5f3a\u4f9d\u8d56\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u6b3e\u4ea7\u54c1\u601d\u8def\u6e05\u6670\u3001\u5b8c\u6210\u5ea6\u8f83\u9ad8\u7684\u201c\u5c0f\u54c1\u7ea7\u201d\u5e94\u7528\u3002\u5b83\u672a\u5fc5\u80fd\u98a0\u8986\u793e\u4ea4\uff0c\u4f46\u786e\u5b9e\u4e3a\u666e\u901a\u4eba\u63d0\u4f9b\u4e86\u4e00\u5957\u6709\u8da3\u7684\u81ea\u6211\u8868\u8fbe\u5de5\u5177\u7bb1\uff0c\u5e76\u5728\u6570\u5b57\u4e0e\u7269\u7406\u4e16\u754c\u7684\u4ea4\u754c\u5904\uff0c\u63a2\u7d22\u4e86\u4e00\u4e2a\u5c0f\u800c\u7f8e\u7684\u5546\u4e1a\u5316\u8def\u5f84\u3002\u5176\u6210\u8d25\u5c06\u53d6\u51b3\u4e8e\u8fd0\u8425\u80fd\u5426\u6301\u7eed\u6fc0\u53d1\u7528\u6237\u7684\u521b\u4f5c\u6b32\u4e0e\u5206\u4eab\u6b32\uff0c\u5e76\u5c06\u8d34\u7eb8\u6587\u5316\u4ece\u5de5\u5177\u5c42\u9762\u63d0\u5347\u81f3\u60c5\u611f\u8054\u7ed3\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\">Snapstick<\/span>\n <\/div>\n<div class=\"comment-content\">Your selfies and photos are just sitting there. Give them new life with Snapstick. Turn your friends, foes, and frapp\u00e9s into shareable stickers, and level up your group chats. And when you make a good one? You can print it as a real sticker, as a mug, a tote bag, or even a t-shirt, with Snapstick’s Make It Real feature. Your best friend deserves a cool t-shirt with that inside joke you have. Snap. Style. Share. Wear. Create your own unique sticker packs with Snapstick. Available on iOS.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hello Product Hunt!<\/p>\n<p>Oh boy, was this one <strong>fun<\/strong> to make.<\/p>\n<p>I wanted to bring the magic of generative AI to an audience that love expressing themselves in stickers and cute visuals.<\/p>\n<p>Usually, you’d need to mess around with prompts to get the exact output you want.<\/p>\n<p>Or be left with presets that don’t look the part.<\/p>\n<p>Snapstick makes <strong>creating beautiful stickers easy<\/strong>:<\/p>\n<ol>\n<li>\n<p>Pick or take a photo<\/p>\n<\/li>\n<li>\n<p>Select from 6 predefined styles<\/p>\n<\/li>\n<li>\n<p>Customize your sticker, and share it, or use it to cause chaos in your group chat.<\/p>\n<\/li>\n<\/ol>\n<p>Snapstick also lets the user create <strong>Sticker Packs<\/strong> they can share with friends.<\/p>\n<\/p>\n<p>Members of a Sticker Pack can also add stickers to the pack, which syncs across all members.<\/p>\n<\/p>\n<p><strong>Remix<\/strong> lets you create different variations of your stickers.<\/p>\n<\/p>\n<p>Add text, expressions, poses or props to create reactions fit for every occasion.<\/p>\n<\/p>\n<p><strong>Make It Real<\/strong> brings your sticker into the real world.<\/p>\n<\/p>\n<p>Print it as a kiss-cut sticker, get it on a mug, or a tote bag.<\/p>\n<\/p>\n<p>You can even order your sticker on a t-shirt.<\/p>\n<\/p>\n<p>The perfect gift, or personal treat.<\/p>\n<p>Snapstick is available around the world.<\/p>\n<\/p>\n<p>Make It Real is available in Europe and the US.<\/p>\n<p>Thank you for reading, and I hope you’ll join me in making the world a bit more delightful.<\/p>\n<\/p>\n<p>We sure need it.<\/p>\n<\/p>\n<p>\u2014Mads<\/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\/@madsfromfjordkit\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@madsfromfjordkit<\/a> What’s one remix feature or style you’re most excited to expand next, maybe for even wilder reactions?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@madsfromfjordkit\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@madsfromfjordkit<\/a> Best of luck!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 mate!<\/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\/@thepetermick\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thepetermick<\/a> Thank you Peter, appreciate it \ud83d\ude01<\/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\">#10<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/FOMKX5IUJ25DXX\" class=\"app-title\">OpenBox<\/a><\/p>\n<div class=\"one-liner\">See, verify, and govern every agent action.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">122<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>OpenBox\u662f\u4e00\u4e2a\u9762\u5411\u667a\u80fd\u4f53\uff08Agent\uff09AI\u7684\u8fd0\u884c\u65f6\u6cbb\u7406\u4e0e\u53ef\u4fe1\u9a8c\u8bc1\u5e73\u53f0\uff0c\u901a\u8fc7\u5355\u4e00SDK\u96c6\u6210\uff0c\u4e3a\u5404\u7c7b\u7ec4\u7ec7\u63d0\u4f9b\u65e0\u4f7f\u7528\u9650\u5236\u7684\u5408\u89c4\u6027\u4fdd\u969c\uff0c\u89e3\u51b3\u4e86AI\u667a\u80fd\u4f53\u5728\u89c4\u6a21\u5316\u90e8\u7f72\u65f6\u9762\u4e34\u7684\u76d1\u7ba1\u3001\u5ba1\u8ba1\u4e0e\u4fe1\u4efb\u96be\u9898\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dc140d19-757d-4e01-8e5a-1fd761ff26fc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6dbbcc72-53a0-4de1-964a-80acc697ba47.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/93b84b64-1949-4b1b-a951-5daada1a3d51.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/371fc273-2520-4a11-9e32-49bed41c31f4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4fd083fb-de17-48f4-9a42-83b9817d714d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a1bf1e71-5b45-4436-abdf-a51326d73a87.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\/b7a05f74-e5e6-447c-a0a9-95efed163421.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/39TMiMe4OqQ\"><source src=\"https:\/\/youtu.be\/39TMiMe4OqQ\" 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\">Security<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53\u6cbb\u7406<\/span><br \/>\n <span class=\"tag\">\u8fd0\u884c\u65f6\u76d1\u7ba1<\/span><br \/>\n <span class=\"tag\">\u5bc6\u7801\u5b66\u9a8c\u8bc1<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u5408\u89c4<\/span><br \/>\n <span class=\"tag\">\u5ba1\u8ba1\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u7b56\u7565\u5f15\u64ce<\/span><br \/>\n <span class=\"tag\">SDK\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u53ef\u4fe1AI<\/span><br \/>\n <span class=\"tag\">Agent\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c2\u6d4b\u6027<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u4ea7\u54c1\u89e3\u51b3AI\u6cbb\u7406\u7a7a\u767d\u7684\u4ef7\u503c\uff0c\u91cd\u70b9\u5173\u6ce8\u5176\u6027\u80fd\u5f71\u54cd\uff08\u5982\u5b9e\u65f6\u7b56\u7565\u68c0\u67e5\u7684\u5ef6\u8fdf\uff09\u3001\u5bc6\u7801\u5b66\u9a8c\u8bc1\u7684\u5177\u4f53\u5b9e\u73b0\uff08\u7b7e\u540d\u5185\u5bb9\u4e0e\u963b\u65ad\u673a\u5236\uff09\uff0c\u4ee5\u53ca\u5982\u4f55\u65e0\u7f1d\u96c6\u6210\u73b0\u6709\u6846\u67b6\u3002\u521b\u59cb\u4eba\u56e2\u961f\u79ef\u6781\u56de\u590d\uff0c\u8be6\u7ec6\u89e3\u91ca\u4e86\u5f02\u6b65\u5904\u7406\u3001\u4fe1\u4efb\u5206\u7ea7\u7b49\u8bbe\u8ba1\u4ee5\u6d88\u9664\u6027\u80fd\u987e\u8651\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 OpenBox\u5207\u5165\u7684\u5e76\u975e\u4e00\u4e2a\u65b0\u9c9c\u7684\u6982\u5ff5\u8d5b\u9053\u2014\u2014AI\u6cbb\u7406\u4e0e\u53ef\u4fe1\u6267\u884c\uff0c\u4f46\u5b83\u7cbe\u51c6\u5730\u8e29\u5728\u4e86\u201cAgentic AI\u201d\u89c4\u6a21\u5316\u7206\u53d1\u7684\u75db\u70b9\u4e0a\u3002\u5176\u5ba3\u79f0\u7684\u4ef7\u503c\u5e76\u975e\u6280\u672f\u4e0a\u7684\u98a0\u8986\u6027\u521b\u65b0\uff0c\u800c\u5728\u4e8e\u5c06\u539f\u672c\u4ec5\u5b58\u5728\u4e8e\u5927\u578b\u4f01\u4e1a\u6216\u76d1\u7ba1\u4e25\u82db\u573a\u666f\u4e2d\u7684\u201c\u6cbb\u7406\u5c42\u201d\u4ea7\u54c1\u5316\u3001\u5e73\u6c11\u5316\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u5728\u8d29\u5356\u201c\u5408\u89c4\u5373\u670d\u52a1\u201d\u4e0e\u201c\u4fe1\u4efb\u5373\u670d\u52a1\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u903b\u8f91\u6e05\u6670\uff1a\u901a\u8fc7\u4e00\u4e2a\u8f7b\u91cf\u7ea7SDK\uff0c\u5c06\u7b56\u7565\u6267\u884c\uff08OPA\uff09\u3001\u5bc6\u7801\u5b66\u5ba1\u8ba1\uff08Merkle\u6811\u5f02\u6b65\u7b7e\u540d\uff09\u548c\u98ce\u9669\u52a8\u6001\u8bc4\u5206\u6253\u5305\uff0c\u8bd5\u56fe\u6210\u4e3aAI\u667a\u80fd\u4f53\u6808\u4e2d\u50cf\u201c\u8eab\u4efd\u8ba4\u8bc1\u201d\u4e00\u6837\u7684\u57fa\u7840\u8bbe\u65bd\u3002\u5176\u806a\u660e\u4e4b\u5904\u5728\u4e8e\u201c\u975e\u4fb5\u5165\u5f0f\u201d\u96c6\u6210\u548c\u201c\u65e0\u4f7f\u7528\u9650\u5236\u201d\u7684\u51c6\u5165\u7b56\u7565\uff0c\u65e8\u5728\u5feb\u901f\u5360\u9886\u5f00\u53d1\u8005\u5fc3\u667a\uff0c\u6210\u4e3a\u4e8b\u5b9e\u6807\u51c6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u771f\u6b63\u6311\u6218\u5e76\u975e\u6280\u672f\uff0c\u800c\u662f\u5e02\u573a\u6210\u719f\u5ea6\u4e0e\u9700\u6c42\u521a\u6027\u3002\u5f53\u524d\u591a\u6570AI\u667a\u80fd\u4f53\u5e94\u7528\u4ecd\u5904\u4e8ePoC\u6216\u5185\u90e8\u5de5\u5177\u9636\u6bb5\uff0c\u5bf9\u201c\u5bc6\u7801\u5b66\u9a8c\u8bc1\u201d\u548c\u201c\u5b9e\u65f6\u963b\u65ad\u201d\u7684\u8feb\u5207\u6027\u662f\u5426\u8db3\u4ee5\u652f\u6491\u4e00\u4e2a\u72ec\u7acb\u5e73\u53f0\uff1f\u8bc4\u8bba\u4e2d\u7684\u6027\u80fd\u62c5\u5fe7\u6070\u6070\u53cd\u6620\u4e86\u6838\u5fc3\u77db\u76fe\uff1a\u6cbb\u7406\u5fc5\u7136\u5f15\u5165\u5f00\u9500\uff0c\u800c\u65e9\u671f\u5e94\u7528\u6700\u654f\u611f\u7684\u5f80\u5f80\u662f\u901f\u5ea6\u548c\u7075\u6d3b\u6027\u3002OpenBox\u7528\u201c\u4fe1\u4efb\u5206\u7ea7\u201d\u548c\u201c\u5f02\u6b65\u5904\u7406\u201d\u4f5c\u4e3a\u56de\u5e94\uff0c\u4f46\u8fd9\u5728\u6781\u7aef\u9ad8\u5e76\u53d1\u6216\u91d1\u878d\u7ea7\u5b9e\u65f6\u573a\u666f\u4e0b\u80fd\u5426\u7ecf\u53d7\u8003\u9a8c\uff0c\u4ecd\u9700\u89c2\u5bdf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u9690\u542b\u98ce\u9669\u3002\u201c\u65e0\u4f7f\u7528\u9650\u5236\u201d\u867d\u80fd\u5438\u5f15\u5bfc\u6d41\uff0c\u4f46\u5982\u4f55\u5411\u4e0a\u9500\u552e\uff1f\u5176\u4f01\u4e1a\u7ea7\u529f\u80fd\uff08\u5982\u6df1\u5ea6\u5b9a\u5236\u7b56\u7565\u3001\u7279\u5b9a\u5408\u89c4\u5957\u4ef6\uff09\u7684\u5b9a\u4ef7\u80fd\u529b\u548c\u62a4\u57ce\u6cb3\uff0c\u53ef\u80fd\u51b3\u5b9a\u5176\u6700\u7ec8\u662f\u6210\u4e3a\u5173\u952e\u57fa\u7840\u8bbe\u65bd\uff0c\u8fd8\u662f\u88ab\u4e91\u5e73\u53f0\u6216\u73b0\u6709\u76d1\u63a7\u5de5\u5177\uff08\u5982Datadog, LangSmith\uff09\u5185\u5d4c\u7684\u529f\u80fd\u6240\u541e\u566c\u3002\u603b\u4f53\u800c\u8a00\uff0cOpenBox\u662f\u4e00\u6b21\u5bf9\u8d8b\u52bf\u7684\u654f\u9510\u62bc\u6ce8\uff0c\u4f46\u5b83\u8d4c\u7684\u662f\u201c\u76d1\u7ba1\u6050\u60e7\u201d\u548c\u201c\u5ba1\u8ba1\u5669\u68a6\u201d\u4f1a\u5148\u4e8eAI\u667a\u80fd\u4f53\u7684\u666e\u904d\u76c8\u5229\u800c\u6210\u4e3a\u4f01\u4e1a\u7684\u9996\u8981\u652f\u51fa\u9879\u3002\u8fd9\u573a\u8d4c\u5c40\u7684\u7ed3\u679c\uff0c\u5c06\u5b9a\u4e49\u8fd9\u4e00\u7c7b\u4ea7\u54c1\u7684\u751f\u6b7b\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\">OpenBox<\/span>\n <\/div>\n<div class=\"comment-content\">OpenBox provides a trust platform for agentic AI, delivering runtime governance, cryptographic verification, and enterprise-grade compliance. Integrates via a single SDK with LangChain, LangGraph, Temporal, n8n, Mastra, and more. Available to every organization with no usage limits.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt, I’m Tahir, co-founder and CTO of <strong>OpenBox AI<\/strong>. Today we’re thrilled to introduce <a href=\"https:\/\/docs.openbox.ai\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">OpenBox<\/a>, the trust platform for agentic AI that makes enterprise grade governance available to everyone.<\/p>\n<\/p>\n<p>AI agents are now operating across workflows, systems, and organizations at scale. The question every team building with agents faces is the same:<\/p>\n<ul>\n<li>\n<p>How do you know what your agents are doing<\/p>\n<\/li>\n<li>\n<p>How do you prove they acted within policy<\/p>\n<\/li>\n<li>\n<p>How do you meet compliance requirements without rebuilding your entire stack<\/p>\n<\/li>\n<\/ul>\n<p><strong>OpenBox answers that.<\/strong> It delivers runtime governance, cryptographic verification, and enterprise grade compliance at the point of execution, enforcing identity, authorization, policy, and risk across every agent action and cross system interaction.<\/p>\n<p>OpenBox integrates via a <strong>single SDK<\/strong> with no architectural changes to your existing stack. It works natively with <strong>LangChain, LangGraph, Temporal, n8n, Mastra<\/strong>, and more.<\/p>\n<p><strong>You get:<\/strong><\/p>\n<ul>\n<li>\n<p>Production grade SDK<\/p>\n<\/li>\n<li>\n<p>Cryptographic audit trails<\/p>\n<\/li>\n<li>\n<p>OPA based policy engine<\/p>\n<\/li>\n<li>\n<p>Built in runtime guardrails<\/p>\n<\/li>\n<li>\n<p>Dynamic risk scoring<\/p>\n<\/li>\n<li>\n<p>Human in the loop controls<\/p>\n<\/li>\n<li>\n<p>Full observability from day one<\/p>\n<\/li>\n<\/ul>\n<p>We built OpenBox on the belief that <strong>trust should be a right, not a privilege.<\/strong> Every organization deploying AI agents deserves the same governance and accountability infrastructure, whether they are a startup or a regulated enterprise.<\/p>\n<p>That is why the core platform is available in production, with <strong>no usage limits and no credit card required.<\/strong><\/p>\n<p>Would love to hear from everyone building with AI agents today:<\/p>\n<ul>\n<li>\n<p>What are you building<\/p>\n<\/li>\n<li>\n<p>How are you handling governance<\/p>\n<\/li>\n<li>\n<p>What is missing in your stack<\/p>\n<\/li>\n<\/ul>\n<p>Happy to answer everything here \ud83d\udc47<\/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\/@tahir_mahmood8\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tahir_mahmood8<\/a> congratulations on the launch. a very interesting 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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tahir_mahmood8\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tahir_mahmood8<\/a> Many congratulations on the launch, Tahir and team. \ud83d\ude42 <\/p>\n<p>This is one of those products that make me feel why are not enough people building this. Most teams are racing to make agents do more, very few are thinking about \u201ccan we prove they behaved correctly?\u201d at the point of execution. <\/p>\n<p>This is the missing \u201cgovernance layer\u201d in the modern agent stack, similar to how auth\/logging became non\u2011negotiable for web apps. <\/p>\n<\/p>\n<p>As someone who works on launches and talks to a lot of SaaS teams, I can see OpenBox becoming the default answer to \u201chow do we ship agents into regulated or high\u2011risk environments without freaking out security & legal?\u201d. <\/p>\n<\/p>\n<p>“human\u2011in\u2011the\u2011loop” can almost always prevent something nasty from going to prod. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 good to see you guys live, How are you handling policy enforcement across different agent frameworks without adding latency?<\/p>\n<p>Congrats on the launch BTW \ud83c\udf89<\/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>Thanks<a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a>, really appreciate it.<\/p>\n<p>OpenBox enforces policies at runtime across every agent action, with a lightweight SDK that sits alongside agent frameworks rather than inside the execution path. <\/p>\n<p>This allows identity, authorization, and risk checks to happen in real time without blocking the agent, while keeping integrations consistent across different frameworks.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Super excited to see OpenBox live. Would really appreciate any thoughts and feedback.<\/p>\n<\/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>The scale at which AI agents are being deployed today makes this the right moment for OpenBox. Runtime governance, cryptographic verification, enterprise-grade compliance – available to every organisation, from day one. Proud to be part of this.<\/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>I’ve been dealing with audit nightmares from our ML ops team and that OPA policy engine integration could actually save us months of compliance work it seems.<\/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>@syed_shayanur_rahman Glad to hear that, this is exactly the kind of audit\/compliance pain we\u2019re solving with OpenBox.<\/p>\n<p>We\u2019ve been helping teams streamline OPA integrations and reduce audit overhead significantly. Happy to walk you through how it could fit your setup.<\/p>\n<p>Would love to connect, feel free to drop me a note at <a href=\"mailto:aswin@openbox.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">aswin@openbox.ai<\/a>, or we can set up a quick call.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What Tahir has laid out here is what we have been building toward: a platform that governs every agent action at the point of execution, with full observability and cryptographic proof, from day one. If you are building with agents and want to understand how it works technically, happy to answer everything here.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Stoked to see this launch, the cryptographic audit trails piece is what really caught my attention here. How do you handle the performance overhead when you’re signing every single agent action in a high-throughput environment?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@zerotox\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zerotox<\/a> Hi thanks for the question. We make each governance event gets hashed and added to a Merkle tree asynchronously before and after actual Agent execution with governed decision. At session end, the tree is finalized and signed once. The signing worker scales independently from governance, so it never becomes a bottleneck. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Huge congratulations @natsuda_uppapong @phaituly @tonyopenbox on shipping this. How does the cryptographic verification works when you need to halt an action mid-execution, does the signature still get created for the attempted action that got blocked?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’m wondering how the cryptographic verification works when an agent pulls from multiple data sources with different permission levels in a single workflow?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nuseir_yassin1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nuseir_yassin1<\/a> Good question. Our permission enforcement and cryptographic proof are separate layers. Our governance pipeline checks whether the agent is allowed to touch each data source based on its trust tier. Every decision gets hashed and rolled into a per-session Merkle tree, then signed. You can verify what happened with any specific source without exposing other events. The attestation runs async \u2014 never blocks the agent.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cryptographic verification of agent actions is the interesting piece here. What exactly is being signed \u2014 the prompt, the tool call, the output, all of the above? And when you say ‘verify,’ is that post-hoc audit trail or can you actually halt an action mid-execution if it fails a policy check?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Great question<a href=\"https:\/\/www.producthunt.com\/@sounak_bhattacharya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sounak_bhattacharya<\/a> . <\/p>\n<p>OpenBox signs the <strong>execution envelope<\/strong> around an agent action, not just a single element. That can include the prompt context, tool call, inputs, outputs, and the policy decision tied to that step.<\/p>\n<p>Verification isn\u2019t just post-hoc. Policies are evaluated <strong>before and during execution<\/strong>, so actions can be halted mid-flow if a check fails, while still leaving a cryptographically verifiable audit trail of what was attempted and why it was blocked.<\/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>Do you think openbox or other similar tools in future will become a standard layer in every agent stack, like auth or logging today?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Great question<a href=\"https:\/\/www.producthunt.com\/@lak7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lak7<\/a> . <br \/>I do think this becomes a standard layer over time.<br \/>As agents get more autonomy, teams will need visibility, policy enforcement, and verifiable execution by default, similar to how auth and logging became essential. That\u2019s exactly the layer OpenBox is aiming to provide.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Nice work on this. How does it integrate with existing agent frameworks like LangChain or similar tools?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks <a href=\"https:\/\/www.producthunt.com\/@riya_singh91\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@riya_singh91<\/a> . <\/p>\n<p>OpenBox is built to plug into existing agent frameworks like LangChain, LangGraph, Temporal, n8n, Mastra, and similar stacks through a single SDK, so teams can add governance, verification, and runtime visibility without rebuilding their workflows.<\/p>\n<p>Here’s a some more detailed info: <a href=\"https:\/\/docs.openbox.ai\/getting-started\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/docs.openbox.ai\/getting-started\/<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">congratulations on the launch\ud83d\udc4d<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks a lot, <a href=\"https:\/\/www.producthunt.com\/@inderpreet_singh1\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"inderpreet_singh1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@inderpreet_singh1<\/a> . Really appreciate the support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tahir_mahmood8\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"tahir_mahmood8\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tahir_mahmood8<\/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>I’ve been thinking about this space a lot lately and honestly most governance solutions I’ve seen are either too heavyweight for dev teams or just basic logging that doesn’t actually prevent anything bad from happening. <\/p>\n<\/p>\n<p>How does this handle the performance hit when you’re doing real-time policy checks on every agent action, especially for high-frequency workflows where latency actually matters?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@roopreddy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@roopreddy<\/a> We provide a “Trust Lifecycle” where the agent needs the gain trust along its life time. Imagine like your human employee. The more trustful and experienced it get, the less frequent and thorough you need to check. With our Trust Tier, you can configure how much attention overhead it need. <br \/>In addition, we use the combination of static and dynamic enforcement at different places, with short-circuit aggressively for optimization.<br \/>In short, there is still latency but would not be noticeable. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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\/@tahir_mahmood8\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"tahir_mahmood8\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tahir_mahmood8<\/a> <a href=\"https:\/\/www.producthunt.com\/@asim_ahmad_cfa\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"asim_ahmad_cfa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@asim_ahmad_cfa<\/a> <a href=\"https:\/\/www.producthunt.com\/@grover___dev\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"grover___dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@grover___dev<\/a> Congrats on the launch… lets presume you were to explain this product to someone with minimal technical knowledge as it relates to use case within a business (a business that uses AI but isn’t too deep into the compliance \/ governance side of how this works) – how would you go about outlining the use case…. asking for a friend! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a problem that does not get enough attention yet. Everyone is focused on making agents more capable, but the question of “how do you prove they acted within policy” is going to matter a lot more as agents start touching real workflows at scale.<\/p>\n<\/p>\n<p>The cryptographic verification angle is interesting. Most governance approaches I have seen are audit logs after the fact. Proving compliance at the point of execution is a different thing entirely.<\/p>\n<\/p>\n<p>Question: how does OpenBox handle governance for agents that are pulling context from multiple systems with different access policies? For example, an agent that reads from both a public knowledge base and a restricted HR system in the same workflow. Does the governance layer enforce per-source permissions, or is it more at the action level?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Really thoughtful point <a href=\"https:\/\/www.producthunt.com\/@najmuzzaman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@najmuzzaman<\/a>, and you\u2019re right, this is exactly where governance starts to matter as agents move into real workflows.<\/p>\n<p>It\u2019s handled at both the source and action level. Each context source is evaluated with its own identity and access policy, so an agent can read from public data while restricted systems like HR remain permission-gated.<\/p>\n<p>When the agent composes a workflow, <strong>OpenBox<\/strong> then checks whether that specific action is allowed given the combined context, and can block or redact steps if sensitive data would flow into an unauthorized tool or output.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the direction here. Are you targeting enterprise use cases first or keeping it flexible for smaller teams as well?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Hey <a href=\"https:\/\/www.producthunt.com\/@pulkit_maindiratta\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pulkit_maindiratta<\/a> <\/p>\n<p>We’ve launched an enterprise-grade product that is accessible to teams of all sizes so you can meet your compliance and governance needs.<\/p>\n<p>At the same time, we’re also working with larger enterprises that need more custom setups and deeper integrations.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#11<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/VEFFZLVMNXAI7A\" class=\"app-title\">Slackbot<\/a><\/p>\n<div class=\"one-liner\">Team up with your AI teammate in the all-new Slack<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">117<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u8fd9\u662f\u4e00\u6b3e\u6df1\u5ea6\u96c6\u6210\u5728Slack\u4e2d\u7684\u4e2a\u4ebaAI\u52a9\u624b\uff0c\u901a\u8fc7\u5728\u5bf9\u8bdd\u6d41\u4e2d\u76f4\u63a5\u63d0\u4f9b\u4f1a\u8bae\u51c6\u5907\u3001\u62a5\u544a\u5206\u6790\u548c\u4fe1\u606f\u6d1e\u5bdf\u7b49\u529f\u80fd\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u4e0d\u540c\u5de5\u5177\u95f4\u9891\u7e41\u5207\u6362\u3001\u4fe1\u606f\u788e\u7247\u5316\u7684\u5de5\u4f5c\u6d41\u7a0b\u4e2d\u65ad\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/93124d34-d5cc-423b-8c1e-58c84db5738e.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\/32619cd1-12d2-4065-9103-5c636f1acaa7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c3db88c2-a0a1-42b9-983b-a24813599834.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\/6bfcdd63-d2f9-480c-91dd-15f8f6b4e122.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/97c2575c-059e-4a98-a815-15226b058b3f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/33bbae63-1631-409c-a999-30781741767f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/905e4acc-4e5b-4164-8d43-a8f4f98dcaa0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/94a7dd1e-ff70-46a0-82f5-2bbb4e122381.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/427454fc-a76c-4db5-ae20-f74947e38e50.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/335cc16c-edee-41bf-8059-ac34600af7ce.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\/0a5f5546-15a0-4922-8ebb-6d9fd5b5e570.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=vYUqOU-QV-o\"><source src=\"https:\/\/www.youtube.com\/watch?v=vYUqOU-QV-o\" 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\">Slack<\/span><br \/>\n <span class=\"tag\">Messaging<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5de5\u4f5c\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">Slack\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u6d41\u7a0b\u5185\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u4f1a\u8bae\u51c6\u5907<\/span><br \/>\n <span class=\"tag\">\u62a5\u544a\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4ee3\u7406<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u6ce8\u70b9\u96c6\u4e2d\u5728\u6210\u672c\uff08\u662f\u5426\u652f\u6301\u5546\u4e1a\u7248\uff09\u3001\u5b9e\u9645\u80fd\u529b\u8fb9\u754c\uff08\u80fd\u5426\u7406\u89e3\u8de8\u9891\u9053\u5386\u53f2\u4e0a\u4e0b\u6587\u4ee5\u63d0\u4f9b\u771f\u6b63\u6d1e\u5bdf\uff09\u4ee5\u53ca\u5177\u4f53\u96c6\u6210\u65b9\u5f0f\uff08\u662f\u5426\u81ea\u52a8\u5173\u8054\u65e5\u5386\u548cCRM\uff09\u3002\u6838\u5fc3\u8d28\u7591\u5728\u4e8e\u5176\u662f\u201c\u667a\u80fd\u641c\u7d22\u201d\u8fd8\u662f\u5177\u5907\u6df1\u5ea6\u534f\u8c03\u80fd\u529b\u7684\u201cAI\u961f\u53cb\u201d\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Slackbot\u5e76\u975e\u4e00\u4e2a\u9769\u547d\u6027\u7684\u65b0AI\u6a21\u578b\uff0c\u800c\u662f\u4e00\u6b21\u5173\u952e\u7684\u6218\u7565\u6027\u201c\u573a\u666f\u5c01\u88c5\u201d\u3002\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u7a81\u7834\uff0c\u800c\u5728\u4e8e\u5c06\u65e5\u76ca\u540c\u8d28\u5316\u7684AI\u80fd\u529b\uff0c\u7cbe\u51c6\u6ce8\u5165\u4f01\u4e1a\u534f\u4f5c\u6700\u9ad8\u9891\u3001\u6700\u6838\u5fc3\u7684\u201c\u5de5\u4f5c\u6d41\u4e0a\u4e0b\u6587\u201d\u4e4b\u4e2d\u3002\n <\/p>\n<p class=\"ai-content\">\n Slack\u7684\u62a4\u57ce\u6cb3\u4ece\u6765\u4e0d\u662f\u804a\u5929\u529f\u80fd\uff0c\u800c\u662f\u5176\u4f5c\u4e3a\u5de5\u4f5c\u67a2\u7ebd\u6240\u6c89\u6dc0\u7684\u3001\u7ed3\u6784\u5316\u4e0e\u975e\u7ed3\u6784\u5316\u5e76\u5b58\u7684\u7ec4\u7ec7\u77e5\u8bc6\u3002Slackbot\u7684\u91ce\u5fc3\uff0c\u662f\u6210\u4e3a\u8fd9\u4e2a\u77e5\u8bc6\u5b87\u5b99\u7684\u201c\u539f\u751f\u667a\u80fd\u63a5\u53e3\u201d\u3002\u5b83\u8bd5\u56fe\u89e3\u51b3\u7684\u6df1\u5c42\u75db\u70b9\uff0c\u662f\u201c\u5de5\u5177\u8df3\u8f6c\u201d\u5e26\u6765\u7684\u8ba4\u77e5\u8d1f\u8377\u4e0e\u6d41\u7a0b\u6469\u64e6\u3002\u7528\u6237\u4e0d\u518d\u9700\u8981\u5c06\u4fe1\u606f\u201c\u642c\u8fd0\u201d\u7ed9AI\uff0c\u800c\u662fAI\u5c31\u9a7b\u624e\u5728\u4fe1\u606f\u4ea7\u51fa\u7684\u73b0\u573a\u3002\u8bc4\u8bba\u4e2d\u7528\u6237\u5bf9\u201c\u5386\u53f2\u4e0a\u4e0b\u6587\u201d\u548c\u201c\u8de8\u5e94\u7528\u96c6\u6210\u201d\u7684\u8ffd\u95ee\uff0c\u6070\u6070\u51fb\u4e2d\u4e86\u8981\u5bb3\uff1a\u5982\u679c\u5b83\u4ec5\u80fd\u5904\u7406\u5355\u4e00\u7ebf\u7a0b\uff0c\u90a3\u53ea\u662f\u4e00\u4e2aUI\u66f4\u597d\u7684\u641c\u7d22\uff1b\u53ea\u6709\u5b83\u80fd\u6253\u901a\u9891\u9053\u3001\u6587\u4ef6\u3001\u8fde\u63a5\u5668\uff08\u5982CRM\u3001\u65e5\u5386\uff09\uff0c\u624d\u80fd\u771f\u6b63\u626e\u6f14\u201c\u961f\u53cb\u201d\u89d2\u8272\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u662f\u6210\u672c\u4e0e\u4ef7\u503c\u611f\u77e5\u3002\u5c06\u5176\u9501\u5b9a\u5728\u9ad8\u9636\u4ed8\u8d39\u7248\u672c\uff0c\u5728\u9884\u7b97\u7d27\u7f29\u7684\u5f53\u4e0b\u53ef\u80fd\u963b\u788d\u5927\u89c4\u6a21\u91c7\u7528\u4e0e\u5185\u90e8\u7f51\u7edc\u6548\u5e94\u7684\u5f62\u6210\u3002\u5176\u6b21\uff0c\u662f\u201c\u9ed1\u7bb1\u201d\u4e0e\u4fe1\u4efb\u95ee\u9898\u3002\u5728\u6838\u5fc3\u6c9f\u901a\u6e20\u9053\u4e2d\uff0c\u4e00\u4e2a\u81ea\u52a8\u5904\u7406\u4fe1\u606f\u3001\u51c6\u5907\u4f1a\u8bae\u7684AI\uff0c\u5176\u5224\u65ad\u662f\u5426\u51c6\u786e\u3001\u4fe1\u606f\u8fb9\u754c\u662f\u5426\u6e05\u6670\uff0c\u5c06\u76f4\u63a5\u5173\u7cfb\u5230\u56e2\u961f\u534f\u4f5c\u7684\u900f\u660e\u6027\u4e0e\u5b89\u5168\u6027\u3002\u6700\u540e\uff0c\u5b83\u5fc5\u987b\u8bc1\u660e\u81ea\u5df1\u4e0d\u6b62\u4e8e\u201c\u603b\u7ed3\u5f52\u7eb3\u201d\uff0c\u800c\u80fd\u5b9e\u73b0\u201c\u6d1e\u5bdf\u4e0e\u884c\u52a8\u95ed\u73af\u201d\u2014\u2014\u4f8b\u5982\uff0c\u4ece\u9500\u552e\u8ba8\u8bba\u4e2d\u81ea\u52a8\u8bc6\u522b\u5f85\u529e\u4e8b\u9879\u5e76\u521b\u5efa\u5de5\u5355\u2014\u2014\u8fd9\u624d\u662f\u4ece\u201c\u52a9\u624b\u201d\u5347\u7ef4\u81f3\u201c\u961f\u53cb\u201d\u7684\u5173\u952e\u4e00\u8dc3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cSlackbot\u662fSlack\u5bf9\u5176\u5e73\u53f0\u6570\u636e\u4e0e\u751f\u6001\u7684\u4e00\u6b21AI\u5316\u53d8\u73b0\u5c1d\u8bd5\u3002\u5b83\u4e0d\u521b\u9020\u65b0\u9700\u6c42\uff0c\u800c\u662f\u4ee5\u66f4\u9ad8\u7684\u6548\u7387\u4e0e\u96c6\u6210\u5ea6\u6ee1\u8db3\u201c\u4fe1\u606f\u51cf\u8d1f\u4e0e\u51b3\u7b56\u8f85\u52a9\u201d\u7684\u65e7\u9700\u6c42\u3002\u6210\u8d25\u5728\u4e8e\u5176\u6267\u884c\u6df1\u5ea6\uff1a\u662f\u6d41\u4e8e\u8868\u9762\u7684\u529f\u80fd\u70b9\u7f00\uff0c\u8fd8\u662f\u80fd\u91cd\u5851Slack\u5185\u90e8\u7684\u5de5\u4f5c\u4e60\u60ef\uff0c\u5c06\u5176\u4ece\u201c\u4fe1\u606f\u5e7f\u573a\u201d\u771f\u6b63\u63a8\u5411\u201c\u667a\u80fd\u51b3\u7b56\u4e2d\u5fc3\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\">Slackbot<\/span>\n <\/div>\n<div class=\"comment-content\">Your personal AI agent right in the flow of work with Slackbot. Prepare for meetings, analyze reports, and uncover insights without ever leaving Slack.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone!<\/p>\n<p>You have a new teammate in <a href=\"https:\/\/www.producthunt.com\/products\/slack\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"slack\" target=\"_blank\" rel=\"noopener\">@Slack<\/a>.<\/p>\n<p>Slackbot can now work across your conversations, files, apps, and agents in one place. Ask it for context, have it prep a meeting, route a task, or handle the next step, all without the usual tab switching.<\/p>\n<p>Maybe it is time to see whether your new AI teammate can pass its probation review?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> For sales folks prepping client calls, does it auto-generate personalized agendas from past threads + CRM notes?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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\/@zaczuo\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> Do you plan to make this AI bot available for the Business version? Because as far as I can see, you currently need the Pro+ version, and that\u2019s quite a significant cost when you consider the whole organisation and the number of paid tools we’ve already used.<\/p>\n<p>—<br \/><a href=\"https:\/\/www.producthunt.com\/@patryk_iwaszkiewicz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@patryk_iwaszkiewicz<\/a> almost like our internal bot Iwan \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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Meeting prep and report analysis in Slack flow makes sense. The hard part is always context – can Slackbot actually read channel history to understand what the team has been discussing, or is it limited to the current thread? That determines whether it helps with real async coordination vs just being a smarter search box.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Having an AI agent that actually lives inside Slack where all the context already is makes way more sense than switching to some separate AI tool and copy pasting stuff over.<\/p>\n<p>The meeting prep angle is interesting. Does it pull from Slack threads and channels to build context or does it need separate integrations with calendar apps?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/JTQN3M4RHB2O4O\" class=\"app-title\">Ray-Ban Meta G2 Blayzer & Scriber Optics<\/a><\/p>\n<div class=\"one-liner\">Meta’s first AI glasses built for prescriptions<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">111<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Meta\u63a8\u51fa\u7684\u7b2c\u4e8c\u4ee3Ray-Ban AI\u667a\u80fd\u773c\u955c\uff0c\u9996\u6b21\u4e13\u4e3a\u5904\u65b9\u955c\u7247\u7528\u6237\u4f18\u5316\uff0c\u901a\u8fc7\u514d\u63d0\u8425\u517b\u8ffd\u8e2a\u3001WhatsApp\u6458\u8981\u53ca\u795e\u7ecf\u624b\u5199\u8f93\u5165\u7b49\u529f\u80fd\uff0c\u5728\u65e5\u5e38\u751f\u6d3b\u573a\u666f\u4e2d\u4e3a\u9700\u8981\u5168\u5929\u4f69\u6234\u773c\u955c\u7684\u7528\u6237\u63d0\u4f9b\u65e0\u7f1d\u3001\u4fbf\u6377\u7684AI\u8f85\u52a9\uff0c\u89e3\u51b3\u4e86\u4f20\u7edf\u667a\u80fd\u773c\u955c\u7b28\u91cd\u4e14\u4e0d\u517c\u5bb9\u89c6\u529b\u77eb\u6b63\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ed1e0cfe-07c9-4749-9a82-50dbcb0a9e15.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\/957e52bb-4e77-4b85-9727-e29044de0695.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\/4e721641-a223-43b2-9ab5-6323bf635c07.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\/f1e4af70-e87b-4cfd-8d1e-5bdf460e1f28.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\/d63581e4-7449-4e24-a5b1-8d42a2eb4d83.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\/02a806db-8d3f-4d9a-876f-9affb83bc31e.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\/dbf9a7c0-6cd7-4c43-ad32-6996c0fd02d1.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\/365bc1d8-9d69-4b08-9a20-379af338a056.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\/464a9f5c-e623-4406-b708-fb089018e197.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\/6d83bcaf-0651-4318-9df1-1b8c41531164.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\/029e4626-c9c6-4dee-be80-b8274be6394f.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\/827b112d-21fd-4856-9084-27593a34a54f.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/2yy2I-Pc9ik\"><source src=\"https:\/\/youtu.be\/2yy2I-Pc9ik\" 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\">Wearables<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u667a\u80fd\u773c\u955c<\/span><br \/>\n <span class=\"tag\">AI\u7a7f\u6234\u8bbe\u5907<\/span><br \/>\n <span class=\"tag\">\u5904\u65b9\u955c\u7247\u517c\u5bb9<\/span><br \/>\n <span class=\"tag\">\u5065\u5eb7\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u514d\u63d0\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">Meta\u751f\u6001<\/span><br \/>\n <span class=\"tag\">Ray-Ban<\/span><br \/>\n <span class=\"tag\">\u65e5\u5e38AI\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u53ef\u5b9a\u5236\u955c\u6846<\/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\u5904\u65b9\u955c\u7247\u652f\u6301\u662f\u91cd\u8981\u7a81\u7834\uff0c\u4f46\u5173\u6ce8\u5b9e\u9645\u9a8c\u5149\u914d\u955c\u6d41\u7a0b\u3001\u6570\u636e\u9690\u79c1\u662f\u5426\u6539\u5584\u3001AI\u8425\u517b\u8ffd\u8e2a\u7684\u51c6\u786e\u6027\u4e0e\u7b2c\u4e09\u65b9\u5e94\u7528\u96c6\u6210\u7b49\u5b9e\u9645\u95ee\u9898\uff0c\u4f53\u73b0\u51fa\u5bf9\u529f\u80fd\u843d\u5730\u7ec6\u8282\u4e0e\u6570\u636e\u5b89\u5168\u7684\u5173\u5207\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Meta\u6b64\u6b21\u8fed\u4ee3\u7684\u6838\u5fc3\u770b\u4f3c\u662f\u201c\u5904\u65b9\u955c\u7247\u517c\u5bb9\u201d\uff0c\u5b9e\u5219\u662f\u8bd5\u56fe\u64ac\u52a8\u4e00\u4e2a\u88ab\u957f\u671f\u5ffd\u89c6\u7684\u589e\u91cf\u5e02\u573a\u2014\u2014\u5168\u7403\u6570\u5341\u4ebf\u65e5\u5e38\u6234\u955c\u4eba\u7fa4\u3002\u6b64\u524d\u667a\u80fd\u773c\u955c\u5f80\u5f80\u4f5c\u4e3a\u201c\u79d1\u6280\u73a9\u7269\u201d\u5b58\u5728\uff0c\u800c\u5c06\u5149\u5b66\u77eb\u6b63\u4e0eAI\u529f\u80fd\u6df1\u5ea6\u7ed3\u5408\uff0c\u610f\u5473\u7740\u4ea7\u54c1\u4ece\u201c\u53ef\u7a7f\u6234\u914d\u4ef6\u201d\u5411\u201c\u5fc5\u9700\u578b\u65e5\u7528\u54c1\u201d\u6f14\u8fdb\uff0c\u8fd9\u662f\u5176\u771f\u6b63\u7684\u6218\u7565\u4ef7\u503c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u4ecb\u7ecd\u7684\u534e\u4e3d\u529f\u80fd\u4e0e\u7528\u6237\u8bc4\u8bba\u7684\u52a1\u5b9e\u8d28\u7591\u5f62\u6210\u4e86\u9c9c\u660e\u5bf9\u6bd4\u3002\u8425\u517b\u8ffd\u8e2a\u3001\u795e\u7ecf\u624b\u5199\u7b49\u529f\u80fd\u63cf\u7ed8\u4e86\u201c\u65e0\u624b\u673a\u5316\u201d\u7684\u672a\u6765\u4ea4\u4e92\u56fe\u666f\uff0c\u4f46\u7528\u6237\u5374\u76f4\u6307\u75db\u70b9\uff1a\u6570\u636e\u5982\u4f55\u6d41\u8f6c\uff1f\u9690\u79c1\u6cc4\u6f0f\u65e7\u75be\u662f\u5426\u6839\u6cbb\uff1f\u4e0e\u5065\u5eb7\u751f\u6001\uff08\u5982MyFitnessPal\uff09\u7684\u4e92\u8054\u4e92\u901a\u662f\u5426\u7545\u901a\uff1f\u8fd9\u4e9b\u7591\u95ee\u66b4\u9732\u51faAI\u786c\u4ef6\u4ece\u201c\u529f\u80fd\u6f14\u793a\u201d\u5230\u201c\u53ef\u9760\u670d\u52a1\u201d\u4e4b\u95f4\u7684\u5de8\u5927\u9e3f\u6c9f\u3002Meta\u51ed\u501f\u5176\u793e\u4ea4\u4e0eAI\u5e95\u5c42\u80fd\u529b\uff0c\u5728\u8bbe\u5907\u7aef\u9690\u79c1\uff08\u5982EAP\uff09\u548c\u4ea4\u4e92\u521b\u65b0\uff08\u5982\u8868\u9762\u624b\u5199\uff09\u4e0a\u505a\u51fa\u4e86\u627f\u8bfa\uff0c\u4f46\u8fc7\u5f80\u7684\u6570\u636e\u4fe1\u4efb\u5371\u673a\u4f7f\u5176\u5fc5\u987b\u4ed8\u51fa\u6570\u500d\u52aa\u529b\u6765\u8bc1\u660e\u53ef\u9760\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u201c\u9a8c\u5149\u914d\u955c\u6d41\u7a0b\u201d\u8fd9\u7c7b\u770b\u4f3c\u57fa\u7840\u7684\u95ee\u9898\uff0c\u6070\u6070\u662f\u4ea7\u54c1\u6210\u8d25\u7684\u5173\u952e\u3002\u5b83\u8003\u9a8c\u7684\u662fMeta\u80fd\u5426\u6784\u5efa\u4e00\u4e2a\u878d\u5408\u5149\u5b66\u4e13\u4e1a\u3001\u7ebf\u4e0b\u670d\u52a1\u4e0e\u7ebf\u4e0a\u751f\u6001\u7684\u8f6f\u786c\u4ef6\u4e00\u4f53\u5316\u4f53\u7cfb\uff0c\u800c\u975e\u4ec5\u4ec5\u63d0\u4f9b\u4e00\u6b3e\u53ef\u5b89\u88c5\u955c\u7247\u7684\u786c\u4ef6\u3002\u5982\u679c\u53ea\u662f\u8ba9\u7528\u6237\u81ea\u884c\u5bfb\u627e\u9a8c\u5149\u5e08\u52a0\u5de5\uff0c\u4f53\u9a8c\u5c06\u5927\u6253\u6298\u6263\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u800c\u8a00\u4e4b\uff0c\u8fd9\u662f\u4e00\u6b3e\u65b9\u5411\u6b63\u786e\u3001\u5b9a\u4f4d\u7cbe\u51c6\u7684\u4ea7\u54c1\uff0c\u5b83\u8bd5\u56fe\u5c06AI\u4ece\u201c\u989d\u5916\u7684\u79d1\u6280\u8d1f\u62c5\u201d\u8f6c\u5316\u4e3a\u201c\u9690\u5f62\u7684\u65e5\u5e38\u52a9\u529b\u201d\u3002\u4f46\u5176\u771f\u6b63\u7684\u6210\u529f\uff0c\u4e0d\u53d6\u51b3\u4e8eAI\u529f\u80fd\u7684\u70ab\u9177\u7a0b\u5ea6\uff0c\u800c\u53d6\u51b3\u4e8eMeta\u80fd\u5426\u4ee5\u4e25\u8c28\u3001\u53ef\u9760\u3001\u5f00\u653e\u7684\u65b9\u5f0f\uff0c\u89e3\u51b3\u90a3\u4e9b\u67af\u71e5\u5374\u81f3\u5173\u91cd\u8981\u7684\u7ec6\u8282\uff1a\u9690\u79c1\u3001\u5b89\u5168\u3001\u751f\u6001\u6574\u5408\u4e0e\u7ebf\u4e0b\u670d\u52a1\u4f53\u9a8c\u3002\u5426\u5219\uff0c\u5b83\u4ecd\u53ef\u80fd\u53ea\u662f\u79d1\u6280\u7231\u597d\u8005\u7684\u53c8\u4e00\u679a\u73a9\u5177\uff0c\u800c\u975e\u6234\u955c\u5927\u4f17\u7684\u65e5\u7528\u54c1\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Ray-Ban Meta G2 Blayzer & Scriber Optics<\/span>\n <\/div>\n<div class=\"comment-content\">Meta unveils Gen 2 Ray-Ban AI glasses \u2014 Blayzer & Scriber Optics \u2014 built to better serve people who rely on prescription glasses and all-day eyewear. New features include nutrition tracking, WhatsApp summaries & recall, and Neural Handwriting, making smart eyewear more intuitive and useful.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Meta just launched prescription-optimized Ray-Ban Meta AI glasses: Blayzer Optics (Gen 2) and Scriber Optics (Gen 2), starting at $499, perfect for the billions needing vision correction without sacrificing smart features.<\/p>\n<\/p>\n<p>Everyday glasses wearers want all-day AI smarts (like hands-free nutrition tracking via voice\/photo logging with personalized recs, US-only) but hate bulky add-ons, these are lightweight, optician-adjustable frames built for comfort and nearly all prescriptions.<\/p>\n<\/p>\n<p><strong>What’s new? <\/strong>First truly optical-forward Ray-Ban Meta designs with overextension hinges, interchangeable nose pads, and tailored fit, plus fresh colors\/lenses for Ray-Ban Meta (e.g., Shiny Transparent Grey with Transitions Sapphire) and Oakley Meta (e.g., Prizm Rose Gold).<\/p>\n<\/p>\n<p><strong>Key features & benefits:<\/strong><\/p>\n<ul>\n<li>\n<p>Nutrition tracking for healthier choices;<\/p>\n<\/li>\n<li>\n<p>WhatsApp summaries\/recall (EAP, on-device privacy);<\/p>\n<\/li>\n<li>\n<p>Neural Handwriting rolling out everywhere (even iMessage, write on any surface);<\/p>\n<\/li>\n<li>\n<p>pedestrian nav expanding US-wide; more like display recording and widgets coming soon.<\/p>\n<\/li>\n<li>\n<p>Keeps you intuitive, helpful, phone-free.<\/p>\n<\/li>\n<\/ul>\n<p>For daily AI users, nutrition trackers, WhatsApp power-users, walkers; ideal for logging meals, quick message catch-ups, discreet replies, turn-by-turn guidance.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> How accurate is the hands-free meal logging in real-world lighting, and does it integrate with apps like MyFitnessPal yet?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 prescription lens support is the obvious unlock here \u2014 most people who actually need glasses all day have been blocked from smart eyewear because of this. But how does the prescription integration work practically? Do you go through a licensed optician, upload your Rx somewhere, or is Meta partnering with specific lens providers?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Is the problem with data leakage fixed? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#13<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/REJM3RTW7M5IKX\" class=\"app-title\">Claras<\/a><\/p>\n<div class=\"one-liner\">Skip ahead & chat with any YouTube video using AI<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">107<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Claras\u662f\u4e00\u6b3eChrome\u6269\u5c55\uff0c\u901a\u8fc7AI\u5c06YouTube\u89c6\u9891\u8f6c\u5316\u4e3a\u53ef\u5bf9\u8bdd\u7684\u4ea4\u4e92\u4f53\u9a8c\uff0c\u6838\u5fc3\u529f\u80fd\u5305\u62ec\u4e00\u952e\u8f6c\u5f55\u3001AI\u95ee\u7b54\u548c\u81ea\u52a8\u751f\u6210\u65f6\u95f4\u6233\u76ee\u5f55\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u957f\u89c6\u9891\u4e2d\u96be\u4ee5\u5feb\u901f\u5b9a\u4f4d\u5173\u952e\u4fe1\u606f\u3001\u9700\u8981\u53cd\u590d\u62d6\u62fd\u8fdb\u5ea6\u6761\u6216\u91cd\u770b\u7247\u6bb5\u7684\u4fe1\u606f\u83b7\u53d6\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8b9d2138-3c16-49a4-80b4-dce81197ea6e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/835c8161-b479-4a6a-83bc-a4d7e808b350.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9af6030d-b213-4694-ae03-768d12661cdb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/33a1126a-46af-4c0f-8504-839f6f4c6d13.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d10395bd-18b7-4a26-a971-95fe0bcfea8d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/78d99a99-f3dc-4f93-b056-fc69331b7108.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\/aa66ae2a-e615-4c32-aba9-0db85c175a42.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/1afbdb27f0e34f758c100d695e33e502\"><source src=\"https:\/\/www.loom.com\/share\/1afbdb27f0e34f758c100d695e33e502\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">YouTube<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">YouTube\u89c6\u9891\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">AI\u89c6\u9891\u804a\u5929<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891\u5185\u5bb9\u63d0\u53d6<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u8f6c\u5f55<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891\u6458\u8981<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5b66\u4e60\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Chrome\u63d2\u4ef6<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u53ef\u5176\u8282\u7701\u65f6\u95f4\u7684\u4ef7\u503c\u3002\u6709\u6548\u8bc4\u8bba\u96c6\u4e2d\u4e8e\u6280\u672f\u7ec6\u8282\u8be2\u95ee\uff1a\u8f6c\u5f55\u673a\u5236\uff08\u662f\u5426\u4f9d\u8d56YouTube\u539f\u751f\u5b57\u5e55\uff09\u3001\u591a\u8bed\u8a00\u652f\u6301\u3001\u591a\u8bf4\u8bdd\u4eba\u53ca\u566a\u97f3\u5904\u7406\u80fd\u529b\uff0c\u4ee5\u53ca\u8f6c\u5f55\u6587\u672c\u7f16\u8f91\u529f\u80fd\u3002\u521b\u59cb\u4eba\u56de\u5e94\u5766\u8bda\uff0c\u5e76\u900f\u9732\u5c06\u6269\u5c55\u8bed\u8a00\u652f\u6301\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Claras\u7684\u6838\u5fc3\u7406\u5ff5\u5e76\u975e\u7b80\u5355\u7684\u201c\u8f6c\u5f55\u201d\u6216\u201c\u6458\u8981\u201d\uff0c\u800c\u662f\u8bd5\u56fe\u91cd\u6784\u89c6\u9891\u5185\u5bb9\u7684\u6d88\u8d39\u6a21\u5f0f\u2014\u2014\u4ece\u88ab\u52a8\u7684\u7ebf\u6027\u89c2\u770b\uff0c\u8f6c\u5411\u4e3b\u52a8\u7684\u3001\u7ed3\u6784\u5316\u7684\u3001\u53ef\u67e5\u8be2\u7684\u5bf9\u8bdd\u5f0f\u4ea4\u4e92\u3002\u8fd9\u76f4\u51fb\u4e86\u4fe1\u606f\u8fc7\u8f7d\u65f6\u4ee3\u7528\u6237\u7684\u6838\u5fc3\u7126\u8651\uff1a\u65f6\u95f4\u6709\u9650\u6027\u4e0e\u5185\u5bb9\u5197\u957f\u6027\u4e4b\u95f4\u7684\u77db\u76fe\u3002\u5176\u201c\u7528\u6807\u9898\u53cd\u95ee\u89c6\u9891\u201d\u7684\u7528\u4f8b\uff0c\u5c16\u9510\u5730\u63ed\u793a\u4e86\u5f53\u524d\u89c6\u9891\u5185\u5bb9\u751f\u6001\u4e2d\u666e\u904d\u5b58\u5728\u7684\u201c\u6807\u9898\u515a\u201d\u73b0\u8c61\uff0c\u8fd9\u65e0\u610f\u4e2d\u8d4b\u4e88\u4e86\u4ea7\u54c1\u4e00\u79cd\u5185\u5bb9\u771f\u5b9e\u6027\u6821\u9a8c\u7684\u9644\u52a0\u4ef7\u503c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u5929\u82b1\u677f\u5728\u4e8e\u51e0\u4e2a\u5c42\u9762\uff1a\u9996\u5148\uff0c\u6280\u672f\u5c42\u9762\uff0c\u5176\u56de\u7b54\u7684\u51c6\u786e\u6027\u4e0e\u6df1\u5ea6\u5b8c\u5168\u53d7\u9650\u4e8e\u5e95\u5c42AI\u6a21\u578b\u7684\u80fd\u529b\u4e0e\u89c6\u9891\u8f6c\u5f55\u7684\u51c6\u786e\u6027\uff0c\u5728\u590d\u6742\u903b\u8f91\u3001\u4e13\u4e1a\u672f\u8bed\u6216\u6a21\u7cca\u8868\u8ff0\u7684\u89c6\u9891\u4e2d\uff0c\u5176\u201c\u7b54\u6848\u201d\u7684\u53ef\u9760\u6027\u5b58\u7591\u3002\u5176\u6b21\uff0c\u5546\u4e1a\u6a21\u5f0f\u4e0a\uff0c\u201c\u7ec8\u8eab\u8ba1\u5212\u3001\u81ea\u5e26API\u201d\u7684\u7b56\u7565\u770b\u4f3c\u5bf9\u91cd\u5ea6\u7528\u6237\u53cb\u597d\uff0c\u5b9e\u5219\u5c06\u6210\u672c\u4e0e\u6a21\u578b\u9009\u62e9\u590d\u6742\u6027\u8f6c\u5ac1\u7ed9\u4e86\u7528\u6237\uff0c\u8fd9\u63d0\u9ad8\u4e86\u4f7f\u7528\u95e8\u69db\uff0c\u53ef\u80fd\u5c06\u7528\u6237\u7fa4\u4f53\u5c40\u9650\u4e8e\u79d1\u6280\u7231\u597d\u8005\u4e0e\u4e13\u4e1a\u4eba\u58eb\u3002\u6700\u540e\uff0c\u5176\u529f\u80fd\u672c\u8d28\u4e0a\u662f\u5bf9YouTube\u5e73\u53f0\u5185\u5bb9\u7684\u201c\u518d\u52a0\u5de5\u201d\uff0c\u957f\u671f\u53d1\u5c55\u9700\u8b66\u60d5\u5e73\u53f0\u65b9\u7684\u653f\u7b56\u98ce\u9669\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cClaras\u662f\u4e00\u6b3e\u7cbe\u51c6\u5207\u5165\u573a\u666f\u7684\u201c\u950b\u5229\u201d\u5de5\u5177\uff0c\u5b83\u4ee3\u8868\u4e86AI\u5e94\u7528\u4ece\u751f\u6210\u8d70\u5411\u7406\u89e3\u548c\u4ea4\u4e92\u7684\u4e00\u4e2a\u52a1\u5b9e\u65b9\u5411\u3002\u4f46\u5b83\u76ee\u524d\u66f4\u50cf\u4e00\u4e2a\u9ad8\u6548\u7684\u201c\u4fe1\u606f\u8fc7\u6ee4\u5668\u201d\u548c\u201c\u5bfc\u822a\u4eea\u201d\uff0c\u800c\u975e\u771f\u6b63\u7684\u201c\u77e5\u8bc6\u7406\u89e3\u4f19\u4f34\u201d\u3002\u5176\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u80fd\u5426\u5728AI\u7cbe\u5ea6\u3001\u7528\u6237\u4f53\u9a8c\u4e0e\u5546\u4e1a\u53ef\u6301\u7eed\u6027\u4e4b\u95f4\u627e\u5230\u6700\u4f73\u5e73\u8861\u70b9\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Claras<\/span>\n <\/div>\n<div class=\"comment-content\">Transcribe YouTube Videos & Chat with them using AI \u2013 Claras is a Chrome extension that turns any YouTube video into a chat experience using AI. No more scrubbing timelines or rewatching sections to find one piece of information. Get instant summaries, a timestamped table of contents, AI Chat, and highlights \u2014 all from inside your browser. Export transcripts as TXT or PDF. Lifetime plan lets you bring your own AI API for unlimited usage with no credit system.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone \ud83d\udc4b I’m Guillermo, the founder of Claras.<\/p>\n<p>I built this because I was spending way too much time on YouTube \u2014 scrubbing through 40-minute tutorials trying to find the one thing I needed. I wanted to just ask the video a question and get an answer. So I built that.<\/p>\n<p>Funny note: After I built Claras, the first thing I started using it for wasn’t research or learning \u2014 it was calling out clickbait. I just ask the video its own title question and find out in 3 seconds if it actually answers it. Spoiler: it usually doesn’t. \ud83d\ude05<\/p>\n<p>Here’s what Claras does:<br \/>\nCore features:<\/p>\n<p>\ud83c\udf99\ufe0f One-click transcript of any YouTube video<br \/>\n\ud83e\udd16 AI chat \u2014 ask anything about the video, get instant answers from the video<br \/>\n\ud83d\udccb Auto-generated summary + timestamped table of contents<br \/>\n\ud83d\udd0d Highlight key moments and save them for later<br \/>\n\ud83d\udce5 Export as TXT, or PDF<br \/>\n\ud83c\udf0d Works in English and Spanish right now, but will expand<br \/>\n\ud83d\udd11 Lifetime plan: bring your own AI API, no credit system, unlimited usage<\/p>\n<p>Who it’s for:<br \/>\n\u26a1 Founders learning on YouTube \u2014 skip the fluff, extract only what’s relevant to your business. Ask “what strategies are discussed?” or “how did they acquire their first 100 users?” and get the answer in seconds.<\/p>\n<p>\ud83c\udf93 Students & researchers \u2014 pull key arguments, quotes, and insights from lectures, interviews, and documentaries without taking manual notes. Build a searchable knowledge base from your video sources.<\/p>\n<p>\ud83d\udcfa Casual viewers & vloggers \u2014 use the table of contents to see what a video covers before committing to watching it. Skip straight to the sections that matter to you. Better than the native skippable sections on Youtube<\/p>\n<p>\ud83c\udfa4 Webinars, speeches & long tutorials \u2014 never sit through a 2-hour conference recording again. Get a full breakdown, jump to timestamps that cover your interests, and ask follow-up questions like you were there live.<\/p>\n<p>We’ve already transcribed over 100,000 minutes of YouTube content in beta. Would love to hear what you’d use it for \u2014 drop a comment below! \ud83d\ude80<\/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\/@guillermo_morales1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@guillermo_morales1<\/a> If you\u2019d like to showcase your MeetClaras across 300+ AI marketplaces like Product Hunt, Get more Details\u2014 <a href=\"https:\/\/www.producthunt.com\/@ai_business_tool\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"ai_business_tool\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ai_business_tool<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@guillermo_morales1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@guillermo_morales1<\/a> As someone digging into sales systems and founder content daily, how’s Claras handling quick Q&A on dense business videos like webinars? Any tweaks planned for non-English tech talks?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on your launch! Being able to export transcripts is super useful. Can you detail how transcription works? Several questions:<\/p>\n<p>Does it use YouTube\u2019s native subtitles, or generate its own transcript?<\/p>\n<p>What languages are supported for transcription and AI processing?<\/p>\n<p>How does it handle videos with multiple speakers or heavy background noise?<\/p>\n<p>Can I edit the transcript manually before exporting it as TXT\/PDF?<\/p>\n<h3><\/h3>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@elena_nimchenko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elena_nimchenko<\/a> Hi Elena! Thank you for the kind message. To answer your questions<\/p>\n<p>1) A combination actually, and it will get better, if Youtube has no transcript, we create it with AI<br \/>2) Right now the main two languages are English and Spanish but will expand to 60+ languages soon<br \/>3) Incredibly well. While it might not recognize who said what, it is really good at highlighting what was said<br \/>4) Is this something youd like to do? May I ask why? – I could add this option if you need it!<\/p>\n<p>Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Some times the videos are so long and we just need the context and move on, this kind of tool is really helpful when the presenter takes ages to get to the point!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nayan_surya98\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nayan_surya98<\/a> Hey Nayan! Thanks for the kind words mate!<\/p>\n<p>Please go ahead and try it when live and let me know how it goes! That exactly why i built it!<\/p>\n<p>Cheers<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#14<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/2AGNPG7YBZ23L6\" class=\"app-title\">Keplars<\/a><\/p>\n<div class=\"one-liner\">Email Infrastructure for Modern Product Teams<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">103<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Keplars \u662f\u4e00\u6b3e\u4e3a\u73b0\u4ee3\u4ea7\u54c1\u56e2\u961f\u8bbe\u8ba1\u7684\u90ae\u4ef6\u57fa\u7840\u8bbe\u65bd\uff0c\u901a\u8fc7\u63d0\u4f9b\u5b8c\u6574\u7684\u9001\u8fbe\u53ef\u89c6\u5316\u3001\u6c99\u76d2\u6d4b\u8bd5\u548c\u65e0\u7f1d\u6269\u5c55\u80fd\u529b\uff0c\u89e3\u51b3\u4e86\u4ea7\u54c1\u56e2\u961f\u5728\u96c6\u6210\u548c\u7ba1\u7406\u4e8b\u52a1\u6027\u90ae\u4ef6\u65f6\u9762\u4e34\u7684\u914d\u7f6e\u590d\u6742\u3001\u8c03\u8bd5\u56f0\u96be\u3001\u4e0e\u4ea7\u54c1\u4f53\u9a8c\u5272\u88c2\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0388ccc3-d3ce-4439-b473-aca64dfb07a8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b8b16003-10e9-4089-8a40-3505d0ab56ff.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2d1ddbc4-a166-4da7-99d9-fcc1b08aa163.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1f05fdcd-58e7-46ed-8350-d84577f72b39.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a19b6cfb-0c0d-4194-85ba-4bbdffdb6d88.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/41462300-8244-4bee-9820-8c682602ddd4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/77ddbbac-38cd-406c-8183-e4a0cfcd6f26.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cdbcfbdd-4618-4cbf-80c2-a972a2673fce.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\">Marketing<\/span><br \/>\n <span class=\"tag\">SaaS<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u90ae\u4ef6\u57fa\u7840\u8bbe\u65bd<\/span><br \/>\n <span class=\"tag\">\u4e8b\u52a1\u6027\u90ae\u4ef6<\/span><br \/>\n <span class=\"tag\">\u9001\u8fbe\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u4f53\u9a8c<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u56e2\u961f\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6c99\u76d2\u6d4b\u8bd5<\/span><br \/>\n <span class=\"tag\">\u6309\u91cf\u4ed8\u8d39<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u90ae\u4ef6\u53ef\u89c2\u6d4b\u6027<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8ba4\u53ef\u5176\u201c\u964d\u4f4e\u542f\u52a8\u6469\u64e6\u201d\u548c\u201c\u63d0\u4f9b\u9001\u8fbe\u53ef\u89c6\u5316\u201d\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u8ba4\u4e3a\u5176\u5c06\u90ae\u4ef6\u4ece\u201c\u540e\u7aef\u9ed1\u76d2\u201d\u53d8\u4e3a\u201c\u4ea7\u54c1\u56e2\u961f\u53ef\u7ba1\u7406\u201d\u662f\u4e00\u5927\u4eae\u70b9\u3002\u65e9\u671f\u7528\u6237\u5df2\u5c06\u5176\u4f5c\u4e3a\u9996\u9009\u90ae\u4ef6\u670d\u52a1\u3002\u53cd\u9988\u63ed\u793a\u4e86\u4f20\u7edf\u5de5\u5177\uff08\u5982SendGrid\uff09\u5728\u8bbe\u7f6e\u540e\u7f3a\u4e4f\u900f\u660e\u5ea6\u3001\u8c03\u8bd5\u56f0\u96be\u7b49\u771f\u75db\u70b9\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Keplars \u7684\u4eae\u76f8\uff0c\u770b\u4f3c\u5728\u62e5\u6324\u7684\u90ae\u4ef6\u670d\u52a1\u8d5b\u9053\uff08SendGrid, Postmark\u7b49\uff09\u4e2d\u53c8\u6dfb\u4e00\u5458\uff0c\u4f46\u5176\u771f\u6b63\u7684\u950b\u8292\u5728\u4e8e\u8fdb\u884c\u4e86\u4e00\u6b21\u7cbe\u51c6\u7684\u201c\u4ef7\u503c\u91cd\u5b9a\u4f4d\u201d\u3002\u5b83\u806a\u660e\u5730\u5c06\u76ee\u6807\u4ece\u201c\u4e3a\u5f00\u53d1\u8005\u63d0\u4f9b\u90ae\u4ef6API\u201d\u8f6c\u5411\u201c\u4e3a\u4ea7\u54c1\u56e2\u961f\u89e3\u51b3\u90ae\u4ef6\u53ef\u89c1\u6027\u95ee\u9898\u201d\uff0c\u8fd9\u5e76\u975e\u7b80\u5355\u7684\u53e3\u53f7\u53d8\u5316\uff0c\u800c\u662f\u5bf9\u5e02\u573a\u75db\u70b9\u7684\u6df1\u5c42\u624b\u672f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f20\u7edf\u90ae\u4ef6\u670d\u52a1\u5e38\u4f5c\u4e3a\u57fa\u7840\u8bbe\u65bd\u88ab\u57cb\u5165\u540e\u7aef\uff0c\u4ea7\u54c1\u4e0e\u589e\u957f\u56e2\u961f\u5bf9\u90ae\u4ef6\u7684\u201c\u751f\u6b7b\u201d\uff08\u662f\u5426\u9001\u8fbe\u3001\u662f\u5426\u88ab\u6253\u5f00\uff09\u4e00\u65e0\u6240\u77e5\uff0c\u53ea\u80fd\u9677\u5165\u201c\u6c42\u540e\u7aef\u540c\u4e8b\u5e2e\u5fd9\u67e5\u65e5\u5fd7\u201d\u7684\u4f4e\u6548\u5faa\u73af\u3002Keplars \u76f4\u51fb\u6b64\u75c7\u7ed3\uff0c\u5c06\u201c\u9001\u8fbe\u53ef\u89c6\u5316\u201d\u548c\u201c\u6c99\u76d2\u6d4b\u8bd5\u201d\u63d0\u5230\u4ea7\u54c1\u524d\u53f0\uff0c\u672c\u8d28\u4e0a\u662f\u5c06\u90ae\u4ef6\u4ece\u201c\u8fd0\u7ef4\u53ef\u89c2\u6d4b\u6027\u201d\u8303\u7574\u5265\u79bb\uff0c\u8d4b\u4e88\u4e86\u201c\u4ea7\u54c1\u53ef\u89c2\u6d4b\u6027\u201d\u3002\u8fd9\u4e0d\u4ec5\u4ec5\u662f\u529f\u80fd\u7684\u589e\u52a0\uff0c\u66f4\u662f\u6743\u9650\u548c\u8ba4\u77e5\u7684\u8f6c\u79fb\uff0c\u8ba9\u771f\u6b63\u5173\u5fc3\u7528\u6237\u6fc0\u6d3b\u4e0e\u7559\u5b58\u7684\u4ea7\u54c1\u7ecf\u7406\u80fd\u76f4\u63a5\u638c\u63a7\u8fd9\u4e00\u5173\u952e\u89e6\u8fbe\u6e20\u9053\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u5ba3\u4f20\u7684\u201c5\u6b21\u70b9\u51fb\u53d1\u9001\u201d\u548c\u201c\u57fa\u4e8e\u4f7f\u7528\u91cf\u7684\u5b9a\u4ef7\u201d\uff0c\u662f\u964d\u4f4e\u51c6\u5165\u95e8\u69db\u548c\u5fc3\u667a\u8d1f\u62c5\u7684\u6807\u51c6SaaS\u6253\u6cd5\u3002\u4f46\u66f4\u5177\u7c98\u6027\u7684\u53ef\u80fd\u662f\u5176\u81f4\u529b\u4e8e\u8ba9\u90ae\u4ef6\u201c\u611f\u89c9\u50cf\u4ea7\u54c1\u7684\u4e00\u90e8\u5206\u201d\u7684\u4f53\u9a8c\u8bbe\u8ba1\u3002\u8fd9\u610f\u5473\u7740\u90ae\u4ef6\u6d41\u4e0d\u518d\u662f\u72ec\u7acb\u3001\u7b28\u91cd\u7684\u540e\u7aef\u6a21\u5757\uff0c\u800c\u662f\u80fd\u4e0e\u4ea7\u54c1\u529f\u80fd\u65e0\u7f1d\u8854\u63a5\u3001\u5373\u65f6\u8c03\u8bd5\u7684\u6709\u673a\u7ec4\u4ef6\u3002\u8fd9\u6b63\u597d\u5207\u4e2d\u4e86\u73b0\u4ee3\u654f\u6377\u56e2\u961f\u5e0c\u671b\u5feb\u901f\u8fed\u4ee3\u3001\u5168\u94fe\u8def\u8d1f\u8d23\u7684\u9700\u6c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u6e05\u6670\u3002\u5728\u5de8\u5934\u73af\u4f3a\u7684\u90ae\u4ef6\u670d\u52a1\u5e02\u573a\uff0c\u9001\u8fbe\u7387\u4e0e\u4fe1\u8a89\u7cfb\u7edf\u7684\u5efa\u7acb\u9700\u8981\u65f6\u95f4\u79ef\u7d2f\uff0c\u8fd9\u662f\u5176\u4f5c\u4e3a\u65b0\u5165\u5c40\u8005\u7684\u5929\u7136\u77ed\u677f\u3002\u5176\u6b21\uff0c\u201c\u4e3a\u4ea7\u54c1\u56e2\u961f\u8bbe\u8ba1\u201d\u56fa\u7136\u662f\u5dee\u5f02\u5316\u5229\u5668\uff0c\u4f46\u4e5f\u53ef\u80fd\u4f7f\u5176\u5728\u9700\u8981\u6df1\u5ea6\u5b9a\u5236\u548c\u590d\u6742\u96c6\u6210\u7684\u5927\u578b\u4f01\u4e1a\u573a\u666f\u4e2d\u663e\u5f97\u201c\u8fc7\u4e8e\u8f7b\u91cf\u201d\u3002\u5b83\u7684\u6210\u529f\uff0c\u5c06\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u201c\u7b80\u5355\u6613\u7528\u201d\u4e0e\u201c\u4e13\u4e1a\u53ef\u9760\u201d\u8fd9\u4e24\u4e2a\u6709\u65f6\u76f8\u6096\u7684\u7ef4\u5ea6\u4e0a\u627e\u5230\u6700\u4f73\u5e73\u8861\u70b9\uff0c\u5e76\u771f\u6b63\u6784\u5efa\u8d77\u96be\u4ee5\u88ab\u7b80\u5355\u590d\u5236\u7684\u9001\u8fbe\u7387\u62a4\u57ce\u6cb3\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Keplars<\/span>\n <\/div>\n<div class=\"comment-content\">Keplars powers transactional emails with full delivery visibility, sandbox testing, and seamless scale – with strong developer experience, enabling you to send emails in under 5 clicks, and usage-based pricing.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone,<\/p>\n<p>Thought I\u2019d share a bit of context behind why we started building Keplars.<\/p>\n<p>While working on a product, I needed to set up transactional emails – and that\u2019s where things started to feel unnecessarily complicated.<\/p>\n<p>Most tools required separate effort just to get started – configuration, setup, figuring out how everything works – all before you could actually use it. It felt like I had to pause building the product to deal with email infrastructure.<\/p>\n<p>So I built something simple for myself.<\/p>\n<p>In one night, I put together a basic working setup – just a single page, everything left-aligned, nothing fancy, but emails were being sent.<\/p>\n<p>But once it worked, I got really drawn into it. I kept refining it, improving reliability, simplifying the workflow, and adding visibility into what actually happens after sending an email.<\/p>\n<p>Over time, that small solution evolved into Keplars.<\/p>\n<p>The idea has stayed the same – reduce friction, make email easy to start with, and make it feel like a natural part of the product, not a separate system.<\/p><\/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>Reading this brings back everything we went through building Keplars.<\/p>\n<p>What started as a small need turned into something we genuinely believe in. I\u2019ve seen how much thought, frustration, and care has gone into shaping this – not just to make it work, but to make it feel right for others building products.<\/p>\n<p>Keplars isn\u2019t just something we built, it\u2019s something we\u2019ve lived through.<\/p>\n<p>Really proud of how far this has come, and even more excited for what\u2019s ahead \u2764\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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch <a href=\"https:\/\/www.producthunt.com\/@debojyoti452\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"debojyoti452\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@debojyoti452<\/a> love the product. Early adopter and have manged to use it as my go to email as a service solution for FoundersBoxx and other projects. Love the new features.<\/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\/@filivvv\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@filivvv<\/a> This is amazing to hear, Filiberto \ud83d\ude4c<\/p>\n<p>Really appreciate you trusting Keplars early and using it across your projects. Feedback like this is exactly what keeps us pushing forward.<\/p>\n<p>Excited to keep improving it and make it even more solid. Everything for the devs.<\/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>positioning email infrastructure as a product team problem rather than a backend one is the interesting move here. delivery visibility and sandbox testing are usually buried behind DevOps access, so making them something the product team can reach directly removes the whole “can someone check if that onboarding email actually fired” loop, which anyone who’s shipped a transactional flow knows is more annoying than it sounds \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@gabrielpineda\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gabrielpineda<\/a> That\u2019s exactly the shift we\u2019ve been thinking about.<\/p>\n<p>Email ends up being owned by backend or infra, but the impact is felt most by product and growth teams – and the lack of visibility creates that constant loop you mentioned.<\/p>\n<p>Making delivery and behavior visible (and testable) to the product team was a big motivation behind how we built Keplars. Glad that resonated \ud83d\ude42.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<pre><code>This hits home.\n\nI\u2019ve used SendGrid in the past, and honestly, the biggest friction wasn\u2019t just setup, it was everything after.\n\nDeliverability felt like a black box, and when things went wrong, support wasn\u2019t always helpful or timely. You end up spending more time debugging email than actually building your product.\n\nWhat stands out about Keplars from this story is the focus on:\n- reducing setup friction\n- making email feel like part of the product (not separate infra)\n- and actually giving visibility into what happens after sending\n\nThat last part is huge, because sending is not aka delivery\n<\/code><\/pre>\n<p>Congrats for the launch!<\/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\/@shafali_kapoor\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shafali_kapoor<\/a> This really means a lot.\ud83d\ude4c<\/p>\n<p>You\u2019ve described the exact problem we kept running into – everything after setup is where things actually break down, and the lack of visibility makes it even harder to deal with.<\/p>\n<p>That gap between \u201csent\u201d and \u201cdelivered\u201d is what we wanted to make visible and understandable, so teams don\u2019t have to guess or spend hours debugging.<\/p>\n<p>Really appreciate you taking the time to share this so clearly, this is exactly what we\u2019re building for \u2764\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#15<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/2PYSYUVI3SWN52\" class=\"app-title\">Stiinks.co<\/a><\/p>\n<div class=\"one-liner\">Link-in-bio, but worse.<\/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>Stiinks.co \u662f\u4e00\u6b3e\u6545\u610f\u8bbe\u8ba1\u5f97\u6781\u5176\u96be\u7528\u7684\u201c\u53cd\u94fe\u63a5\u805a\u5408\u201d\u5e73\u53f0\uff0c\u901a\u8fc7\u5938\u5f20\u7684\u7cdf\u7cd5\u4f53\u9a8c\uff08\u5982\u5931\u6548\u94fe\u63a5\u3001\u6df7\u4e71\u914d\u8272\uff09\uff0c\u5728\u8425\u9500\u548c\u81ea\u5632\u573a\u666f\u4e2d\uff0c\u53cd\u5411\u51f8\u663e\u4e86\u540c\u7c7b\u5de5\u5177\u826f\u597d\u4f53\u9a8c\u7684\u4ef7\u503c\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a96b95d7-46e8-4244-b166-d1a2651838ca.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ead1c790-732d-437d-a963-a890f83ee698.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a9cfbb0a-e190-4489-a3f1-8b44c34bfb48.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/653b19da-97bf-4c4d-b931-f06c692985f9.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\/75b7ab9b-9554-4528-89fb-b04250806b51.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=_LdVPCqU2NQ\"><source src=\"https:\/\/www.youtube.com\/watch?v=_LdVPCqU2NQ\" 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\">Funny<\/span><br \/>\n <span class=\"tag\">Social Media<\/span><br \/>\n <span class=\"tag\">Marketing<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u53cd\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u5671\u5934<\/span><br \/>\n <span class=\"tag\">\u94fe\u63a5\u805a\u5408\u9875<\/span><br \/>\n <span class=\"tag\">\u4f53\u9a8c\u5bf9\u6bd4<\/span><br \/>\n <span class=\"tag\">\u611a\u4eba\u8282\u9879\u76ee<\/span><br \/>\n <span class=\"tag\">\u6279\u5224\u6027\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u75c5\u6bd2\u5f0f\u4f20\u64ad<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u5dee\u5f02\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>\u521b\u59cb\u4eba\u81ea\u8ff0\u4e3a\u201c\u6700\u5dee\u5e73\u53f0\u201d\uff0c\u65e8\u5728\u6536\u96c6\u8ba9\u4f53\u9a8c\u66f4\u7cdf\u7684\u53cd\u9988\u3002\u7528\u6237\u8ba4\u4e3a\u5176\u4ee5\u201c\u53cd\u4ea7\u54c1\u201d\u51f8\u663e\u771f\u4ea7\u54c1\u662f\u4e00\u79cd\u6709\u8da3\u7684\u5dee\u5f02\u5316\u7b56\u7565\uff0c\u4f46\u8d28\u7591\u7528\u6237\u7559\u5b58\uff0c\u83b7\u56de\u590d\u79f0\u8fd9\u66f4\u591a\u662f\u535a\u4eba\u4e00\u7b11\u7684\u5feb\u901f\u4f53\u9a8c\uff0c\u5185\u542b\u5f69\u86cb\u3002\u53e6\u6709\u7528\u6237\u5bf9\u5176\u6df7\u4e71\u7684\u89c6\u89c9\u8bbe\u8ba1\u8868\u793a\u60ca\u53f9\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 Stiinks.co \u5e76\u975e\u4e00\u6b3e\u771f\u6b63\u7684\u4ea7\u54c1\uff0c\u800c\u662f\u4e00\u4e2a\u7cbe\u5fc3\u5305\u88c5\u7684\u8425\u9500\u6279\u5224\u88c5\u7f6e\u3002\u5b83\u901a\u8fc7\u5c06\u884c\u4e1a\u60ef\u5e38\u75db\u70b9\uff08\u5982\u6742\u4e71\u8bbe\u8ba1\u3001\u65e0\u6548\u94fe\u63a5\u3001\u865a\u5047\u6570\u636e\uff09\u6781\u7aef\u5316\u3001\u620f\u5267\u5316\uff0c\u6784\u5efa\u51fa\u4e00\u4e2a\u201c\u4f53\u9a8c\u5730\u72f1\u201d\uff0c\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u5145\u5f53\u4e00\u9762\u201c\u54c8\u54c8\u955c\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u9996\u5148\uff0c\u5b83\u662f\u4e00\u573a\u9ad8\u98ce\u9669\u9ad8\u56de\u62a5\u7684\u54c1\u724c\u53d9\u4e8b\u3002\u9879\u76ee\u6e90\u81ea\u5176\u6b63\u7ecf\u4ea7\u54c1 Liinks.co\uff0c\u901a\u8fc7\u6781\u7aef\u81ea\u9ed1\u4e0e\u5bf9\u6bd4\uff0c\u5728\u62e5\u6324\u7684\u201cLink-in-bio\u201d\u8d5b\u9053\u4e2d\uff0c\u4ee5\u4e00\u79cd\u620f\u5267\u5f20\u529b\u8fc5\u901f\u62a2\u593a\u6ce8\u610f\u529b\uff0c\u5c06\u201c\u6211\u4eec\u4ea7\u54c1\u597d\u7528\u201d\u8fd9\u4e2a\u5e73\u6de1\u9648\u8ff0\uff0c\u8f6c\u5316\u4e3a\u8ba9\u7528\u6237\u4eb2\u81ea\u4f53\u9a8c\u201c\u7cdf\u7cd5\u900f\u9876\u662f\u4ec0\u4e48\u6837\u201d\u7684\u6c89\u6d78\u5f0f\u8bba\u8bc1\u3002\u8fd9\u6bd4\u4efb\u4f55\u529f\u80fd\u5217\u8868\u90fd\u66f4\u5177\u8bb0\u5fc6\u70b9\u548c\u4f20\u64ad\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u6b21\uff0c\u5b83\u662f\u4e00\u4e2a\u5c16\u9510\u7684\u884c\u4e1a\u6279\u5224\u3002\u4ea7\u54c1\u4e2d\u6bcf\u4e00\u4e2a\u201c\u6545\u969c\u201d\u90fd\u7cbe\u51c6\u5bf9\u5e94\u7740\u771f\u5b9e\u4e16\u754c\u4e2d\u7528\u6237\u4f53\u9a8c\u7684\u7f29\u6c34\uff1a\u914d\u8272\u5bf9\u5e94\u5ba1\u7f8e\u75b2\u52b3\uff0c\u5931\u6548\u94fe\u63a5\u5bf9\u5e94\u7ef4\u62a4\u7f3a\u5931\uff0c\u5012\u9000\u6570\u636e\u5206\u6790\u5bf9\u5e94\u6570\u636e\u865a\u8363\u3002\u5b83\u8feb\u4f7f\u4ece\u4e1a\u8005\u4e0e\u7528\u6237\u91cd\u65b0\u5ba1\u89c6\u90a3\u4e9b\u88ab\u9ed8\u9ed8\u5fcd\u53d7\u7684\u201c\u5c0f\u6bdb\u75c5\u201d\uff0c\u53cd\u601d\u4ea7\u54c1\u7684\u672c\u8d28\u662f\u63d0\u4f9b\u987a\u7545\u670d\u52a1\uff0c\u800c\u975e\u5236\u9020\u6469\u64e6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u98ce\u9669\u5728\u4e8e\uff0c\u8fd9\u79cd\u8bbd\u523a\u827a\u672f\u5fc5\u987b\u62e5\u6709\u4e00\u4e2a\u575a\u5b9e\u53ef\u9760\u7684\u201c\u6b63\u54c1\u201d\u4f5c\u4e3a\u540e\u76fe\u3002\u82e5\u6ca1\u6709 Liinks.co \u4f5c\u4e3a\u5bf9\u7167\uff0c\u6b64\u9879\u76ee\u5c06\u53ea\u662f\u4e00\u4e2a\u65e0\u610f\u4e49\u7684\u6076\u4f5c\u5267\u3002\u5b83\u6210\u529f\u7684\u524d\u63d0\uff0c\u662f\u7528\u6237\u80fd\u77ac\u95f4\u7406\u89e3\u5176\u53cd\u8bbd\u610f\u56fe\uff0c\u5e76\u987a\u7545\u56de\u5f52\u5230\u5bf9\u6b63\u7ecf\u4ea7\u54c1\u7684\u8ba4\u53ef\u3002\u8fd9\u8981\u6c42\u56e2\u961f\u5bf9\u8425\u9500\u8282\u594f\u548c\u7528\u6237\u8ba4\u77e5\u6709\u7cbe\u51c6\u628a\u63a7\u3002\u672c\u8d28\u4e0a\uff0cStiinks.co \u662f\u4e00\u679a\u4e3a\u5f15\u53d1\u601d\u8003\u800c\u5f15\u7206\u7684\u201c\u4f53\u9a8c\u70b8\u5f39\u201d\uff0c\u5176\u785d\u70df\u6563\u5c3d\u540e\u7559\u4e0b\u7684\uff0c\u5e94\u662f\u5bf9\u4f55\u4e3a\u201c\u597d\u4ea7\u54c1\u201d\u66f4\u6e05\u6670\u7684\u5171\u8bc6\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\">Stiinks.co<\/span>\n <\/div>\n<div class=\"comment-content\">We built the worst link-in-bio platform on the internet. On purpose. Stiinks.co features unreadable color schemes, links that don’t work, analytics that go backwards, and a prize wheel where you can win…nothing. Why? Because sometimes you appreciate good things more when you see what the alternative could look like.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! I’m Charlie, founder of <a href=\"https:\/\/stiinks.co\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Stiinks.co<\/a>. We’ve been heads down for the past year building what we believe is the worst link-in-bio platform on the internet. Every Stiinks page ships with clashing color palettes, broken links, intrusive ads, endless popups and analytics that somehow go negative. We’re incredibly proud of what we’ve built and we’d love your feedback on how to make the experience even more unusable!<\/p>\n<\/p>\n<p>PS. Happy April Fools from <a href=\"http:\/\/Liinks.co\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Liinks.co<\/a>, the link-in-bio that actually works<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>There\u2019s something interesting about showing the anti-product to highlight the real one.<br \/>Feels like a more honest way to differentiate in a crowded space.<br \/>Do users actually spend time exploring Stiinks, or is it more of a quick laugh and bounce?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@luca_ardito\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@luca_ardito<\/a> definitely more of a quick laugh kind of thing, but there are a number of Easter eggs to discover!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 haven’t seen so many colours in one place in my whole life. \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 a new design trend called “tasteless maximalism” <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">#16<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/KOZEDR2RW7QNGV\" class=\"app-title\">Baton<\/a><\/p>\n<div class=\"one-liner\">Orchestrate your AI coding agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">97<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Baton\u662f\u4e00\u6b3e\u684c\u9762\u5e94\u7528\uff0c\u901a\u8fc7\u4e3a\u6bcf\u4e2aAI\u7f16\u7a0b\u667a\u80fd\u4f53\u63d0\u4f9b\u72ec\u7acb\u7684Git\u5de5\u4f5c\u7a7a\u95f4\uff0c\u5b9e\u73b0\u5e76\u884c\u8fd0\u884c\u4e0e\u96c6\u4e2d\u7ba1\u7406\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u591a\u7a97\u53e3\u3001\u591a\u4efb\u52a1\u5207\u6362\u4e2d\u7ba1\u7406\u591a\u4e2aAI\u7f16\u7a0b\u52a9\u624b\u65f6\u6df7\u4e71\u65e0\u5e8f\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/441ac253-20da-46b7-bfac-1729c26c382f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/43a7f057-d43a-432d-950f-01ed7bc9f471.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6ca01d5c-805e-45d6-a650-630d3d150ded.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6921f323-0970-48a7-8097-cb7de481ed21.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/31bdb429-eef9-4899-92cb-b9de76362959.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/03a69e30-7b8e-4881-b041-c3fefcdfbe0f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/25aed374-97b8-4989-b76f-1bc9a4db232a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c44cc70b-441d-47d8-81a7-9419364ea3d2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/30ffc763-2589-44ed-8953-fbe00a262a20.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\/17c9013e-d88c-424e-b50f-1b81aa3258d4.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=D6SasepIW3U\"><source src=\"https:\/\/www.youtube.com\/watch?v=D6SasepIW3U\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Vibe coding<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f16\u7a0b\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5e76\u884c\u8ba1\u7b97<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u7a7a\u95f4\u9694\u79bb<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u7f16\u6392<\/span><br \/>\n <span class=\"tag\">\u684c\u9762\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\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\u8ba4\u53ef\u4ea7\u54c1\u89e3\u51b3\u4e86\u591a\u667a\u80fd\u4f53\u5e76\u884c\u5f00\u53d1\u7684\u6df7\u4e71\u95ee\u9898\uff0c\u5c24\u5176\u8d5e\u8d4fGit\u9694\u79bb\u5de5\u4f5c\u7a7a\u95f4\u7684\u8bbe\u8ba1\u3002\u521b\u59cb\u4eba\u56de\u5e94\u4e86\u4ea7\u54c1\u5b9a\u4f4d\u662f\u73b0\u6709\u5de5\u4f5c\u6d41\u7684\u201c\u5f3a\u529b\u5de5\u5177\u201d\uff0c\u5e76\u63a2\u8ba8\u4e86\u672a\u6765\u5411\u66f4\u9ad8\u5c42\u76d1\u7763\u667a\u80fd\u4f53\u53d1\u5c55\u7684\u65b9\u5411\u3002\u53e6\u6709\u7528\u6237\u8be2\u95ee\u8fdc\u7a0b\u8bbe\u5907\u7f16\u6392\u652f\u6301\u7684\u53ef\u80fd\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 Baton\u7684\u4eae\u76f8\uff0c\u6298\u5c04\u51faAI\u7f16\u7801\u667a\u80fd\u4f53\u6d6a\u6f6e\u6b63\u4ece\u201c\u5355\u5175\u4f5c\u6218\u201d\u8fc8\u5165\u201c\u56e2\u961f\u534f\u4f5c\u201d\u7684\u521d\u7ea7\u9636\u6bb5\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u754c\u9762\u805a\u5408\uff0c\u800c\u5728\u4e8e\u901a\u8fc7**Git\u9694\u79bb\u5de5\u4f5c\u7a7a\u95f4**\u8fd9\u4e00\u770b\u4f3c\u57fa\u7840\u7684\u6280\u672f\u51b3\u7b56\uff0c\u5f3a\u884c\u5b9a\u4e49\u4e86\u667a\u80fd\u4f53\u534f\u4f5c\u7684\u7269\u7406\u8fb9\u754c\uff0c\u4ece\u800c\u5c06\u5e76\u884c\u5b9e\u9a8c\u4ece\u53ef\u80fd\u53d8\u4e3a\u53ef\u7ba1\u7406\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u5728\u4e3a\u5f53\u524d\u8106\u5f31\u7684\u3001\u6613\u201c\u5e7b\u89c9\u201d\u7684AI\u7f16\u7801\u8fc7\u7a0b\u5f15\u5165\u6700\u57fa\u7840\u7684\u8f6f\u4ef6\u5de5\u7a0b\u7eaa\u5f8b\u2014\u2014\u7248\u672c\u9694\u79bb\u4e0e\u53d8\u66f4\u8ffd\u6eaf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u5f53\u524d\u7684\u201c\u7f16\u6392\u201d\u6982\u5ff5\u4ecd\u663e\u6d45\u5c42\u3002\u5b83\u4e3b\u8981\u89e3\u51b3\u4e86\u201c\u770b\u201d\u548c\u201c\u9632\u51b2\u7a81\u201d\u7684\u95ee\u9898\uff0c\u4f46\u8ddd\u79bb\u771f\u6b63\u7684\u201c\u667a\u80fd\u8c03\u5ea6\u201d\u5c1a\u6709\u9e3f\u6c9f\u3002\u6b63\u5982\u521b\u59cb\u4eba\u6240\u8a00\uff0c\u4e0b\u4e00\u9636\u6bb5\u7684\u74f6\u9888\u5c06\u662f\u4eba\u7c7b\u5bf9\u667a\u80fd\u4f53\u7684\u5fae\u89c2\u63d0\u793a\u4e0e\u7ba1\u7406\u3002Baton\u7684\u67b6\u6784\u6697\u793a\u4e86\u4e00\u4e2a\u672a\u6765\uff1a\u5b83\u53ef\u80fd\u6f14\u53d8\u4e3a\u4e00\u4e2a**\u667a\u80fd\u4f53\u8c03\u5ea6\u5e73\u53f0**\u7684\u672c\u5730\u5ba2\u6237\u7aef\uff0c\u5176\u5185\u7f6e\u7684MCP\u670d\u52a1\u5668\u662f\u8fde\u63a5\u66f4\u9ad8\u7ea7\u522b\u201c\u76d1\u7763\u667a\u80fd\u4f53\u201d\u7684\u6f5c\u5728\u7ba1\u9053\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\uff0c\u5f53\u667a\u80fd\u4f53\u6570\u91cf\u4e0e\u590d\u6742\u5ea6\u8d85\u8d8a\u4eba\u7c7b\u76f4\u63a5\u76d1\u7763\u7684\u9608\u503c\u65f6\uff0c\u5de5\u5177\u672c\u8eab\u662f\u5426\u4f1a\u50ac\u751f\u65b0\u7684\u62bd\u8c61\u5c42\uff1f\u8fd8\u662f\u8bf4\uff0c\u5982\u521b\u59cb\u4eba\u6240\u63a8\u6d4b\uff0c\u8fd9\u4e00\u6838\u5fc3\u80fd\u529b\u7ec8\u5c06\u88ab\u5982Claude\u3001OpenAI\u7b49\u5e95\u5c42\u6a21\u578b\u63d0\u4f9b\u5546\u76f4\u63a5\u96c6\u6210\uff0c\u4f7fBaton\u6ca6\u4e3a\u8fc7\u6e21\u6027\u5de5\u5177\uff1f\u5176\u547d\u8fd0\u5c06\u53d6\u51b3\u4e8eAI\u7f16\u7801\u7684\u6210\u719f\u5ea6\uff1a\u5982\u679cAI\u7f16\u7801\u957f\u671f\u5904\u4e8e\u9700\u8981\u4eba\u7c7b\u5bc6\u5207\u5ba1\u67e5\u7684\u201c\u526f\u9a7e\u9a76\u201d\u72b6\u6001\uff0c\u90a3\u4e48Baton\u6240\u4e13\u6ce8\u7684\u201c\u5e76\u884c\u4e0e\u53ef\u89c6\u5316\u7ba1\u7406\u201d\u5c06\u62e5\u6709\u6301\u4e45\u7684\u5e02\u573a\uff1b\u4e00\u65e6AI\u7f16\u7801\u80fd\u771f\u6b63\u4ea7\u51fa\u53ef\u9760\u6210\u54c1\uff0c\u5f00\u53d1\u91cd\u5fc3\u5c06\u8f6c\u5411\u76ee\u6807\u4e0e\u67b6\u6784\u5b9a\u4e49\uff0c\u5c4a\u65f6\u6b64\u7c7b\u5de5\u5177\u7684\u4ef7\u503c\u6216\u5c06\u840e\u7f29\u3002Baton\u662f\u5e94\u5bf9\u5f53\u4e0b\u6df7\u4e71\u7684\u52a1\u5b9e\u65b9\u6848\uff0c\u4f46\u5176\u957f\u8fdc\u610f\u4e49\uff0c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u4ece\u201c\u9694\u79bb\u5bb9\u5668\u201d\u8fdb\u5316\u6210\u201c\u8c03\u5ea6\u4e2d\u67a2\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\">Baton<\/span>\n <\/div>\n<div class=\"comment-content\">Baton is a desktop app for developing with AI coding agents. Run multiple agents in parallel, each in their own git-isolated workspace. Works with Claude Code, Codex, OpenCode, and any terminal-based agent. Smart notification badges show you which agents need attention. Review diffs, browse files, search your codebase, and let agents spawn new agents through the built-in MCP server.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi, <\/p>\n<p>I built this because running multiple Claude Code agents across multiple IDE and terminal windows was getting messy, it was all changing quite fast, and nothing out there handled it the way I wanted. I needed one place to see all my agents, review their changes, and spin up new ones without constantly switching between windows.<br \/>I’ve been building Baton from within Baton for a while now, which has been a pretty fun loop. Would love to hear what you think!<\/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\/@tordrt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tordrt<\/a> Now that people are using so many agents at the same time, it seems like we\u2019re reaching a point where we need various tools to monitor and oversee them.<br \/>Just like passing a baton in a relay race, the name \u201cBaton\u201d is really well chosen.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 man! What\u2019s the long term vision for Baton like do you see it becoming an \u201cOS for AI developers\u201d or more like a power tool within existing workflows?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lak7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lak7<\/a> Thanks, more like a power tool for existing workflows. <\/p>\n<p>I think the traditional IDE will increasingly become a system for managing agent developers. A big part of that is making it easy to run more agents in parallel while still giving the human developer clear oversight of what\u2019s happening.<\/p>\n<p>I think there are really two layers to this. One is expanding how many agents you can comfortably run at the same time, which is what Baton is trying to do. The other is that, at some point, the real bottleneck becomes the developer having to manually direct each agent and constantly write prompts for them. That doesn\u2019t scale.<\/p>\n<p>My guess is that the next step could be moving toward higher-level supervisor agents that sit above the individual workers. Instead of managing every agent directly, the developer works more through systems that condense the important information, suggest strategy, and help direct the overall flow of work. I think Claude and OpenAI will probably build this themselves, but I cant see it happening before coding agents are so robust that you dont need humans to review the code anymore. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This looks really close to what I’ve been wanting in an agent-driven development tool. Does it (or could it in the future) support orchestrating agent sessions on remote devices? Similar to using VSCode on Windows to connect to remote Linux environments via SSH.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@realgarettmd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@realgarettmd<\/a> Thats definitely something Im looking into. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the git-isolated workspace per agent is the detail that makes parallel agents actually practical. without it you’re just tab-managing concurrent terminals that will eventually collide on the same files, and the mental overhead of tracking what each agent touched defeats the point. the isolation isn’t an implementation detail, it’s the whole model.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@gabrielpineda\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gabrielpineda<\/a> Yep, thats a must nowadays, and its not well integrated into existing IDEs.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#17<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/V5SOML2ZVBWDRV\" class=\"app-title\">The New White House App<\/a><\/p>\n<div class=\"one-liner\">Get direct, unfiltered access to the People’s House<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">95<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u63d0\u4f9b\u767d\u5bab\u5b98\u65b9\u65b0\u95fb\u4e0e\u653f\u7b56\u52a8\u6001\u7684\u79fb\u52a8\u5e94\u7528\uff0c\u65e8\u5728\u8ba9\u7528\u6237\u76f4\u63a5\u3001\u5373\u65f6\u83b7\u53d6\u7279\u6717\u666e\u653f\u5e9c\u7684\u6700\u65b0\u4fe1\u606f\uff0c\u6ee1\u8db3\u5176\u5bf9\u6743\u5a01\u653f\u6cbb\u8d44\u8baf\u7684\u9700\u6c42\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bd19b560-c0be-4a1c-b955-672fb4b4637f.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\/3149b339-a1ad-4a0f-96de-b9d5cd6342c1.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\/338a842b-2818-495e-81b6-650eb52ce5d7.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\/5ce04b1c-6201-4922-b33e-ea7bc339e339.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\/92a0fda4-34a4-4800-aa90-5d2fc83daca1.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\/fca25cd5-0285-462b-b026-b6a1ca3a4af3.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\/118a7c86-a6a0-464f-8be3-d24d8535446e.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\/30f36631-efa8-41dc-87cb-a0d5884b1cad.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=WWDtyRXsGoI\"><source src=\"https:\/\/www.youtube.com\/watch?v=WWDtyRXsGoI\" 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\">iOS<\/span><br \/>\n <span class=\"tag\">Politics<\/span><br \/>\n <span class=\"tag\">Donald Trump<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5b98\u65b9\u65b0\u95fb<\/span><br \/>\n <span class=\"tag\">\u653f\u6cbb\u8d44\u8baf<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u63a8\u9001<\/span><br \/>\n <span class=\"tag\">\u653f\u5e9c\u6c9f\u901a<\/span><br \/>\n <span class=\"tag\">\u653f\u7b56\u66f4\u65b0<\/span><br \/>\n <span class=\"tag\">\u7279\u6717\u666e\u653f\u5e9c<\/span><br \/>\n <span class=\"tag\">\u7f8e\u56fd\u653f\u6cbb<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u4fe1\u606f\u53d1\u5e03<\/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>\u6838\u5fc3\u53cd\u9988\u96c6\u4e2d\u5728\u4e25\u91cd\u7684\u9690\u79c1\u5b89\u5168\u95ee\u9898\u4e0a\u3002\u7528\u6237\u6307\u51fa\u8be5\u5e94\u7528\u5b58\u5728\u8fc7\u5ea6\u6570\u636e\u6536\u96c6\uff08\u5982\u4f4d\u7f6e\u3001\u901a\u8baf\u5f55\u7b49\uff09\u3001\u901a\u8fc7\u8fdc\u7a0b\u5f00\u5173\u53ef\u9759\u9ed8\u66f4\u6539\u529f\u80fd\u3001\u4ee3\u7801\u5b89\u5168\u6027\u5dee\uff08\u5bc6\u94a5\u786c\u7f16\u7801\u3001\u4f9d\u8d56\u8fc7\u65f6\uff09\u7b49\u9690\u60a3\u3002\u666e\u904d\u5efa\u8bae\u4f7f\u7528\u5b98\u7f51\u66ff\u4ee3\uff0c\u907f\u514d\u5b89\u88c5\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 \u8fd9\u6b3e\u5e94\u7528\u6807\u699c\u201c\u76f4\u63a5\u3001\u65e0\u8fc7\u6ee4\u5730\u8fde\u63a5\u4eba\u6c11\u4e0e\u767d\u5bab\u201d\uff0c\u5176\u4ea7\u54c1\u903b\u8f91\u672c\u8d28\u4e0a\u662f\u5c06\u653f\u6cbb\u5ba3\u4f20\u4e0e\u6570\u5b57\u76d1\u63a7\u8fdb\u884c\u4e86\u4e00\u6b21\u5371\u9669\u7684\u6346\u7ed1\u3002\u4ece\u529f\u80fd\u770b\uff0c\u5b83\u8bd5\u56fe\u6784\u5efa\u4e00\u4e2a\u5b98\u65b9\u4fe1\u606f\u76f4\u8fbe\u901a\u9053\uff0c\u89e3\u51b3\u516c\u4f17\u5bf9\u6743\u5a01\u4fe1\u6e90\u548c\u5b9e\u65f6\u6027\u7684\u9700\u6c42\uff0c\u8fd9\u672c\u662f\u6570\u5b57\u653f\u5e9c\u7684\u5e38\u89c4\u4e3e\u63aa\u3002\u7136\u800c\uff0c\u6280\u672f\u5b9e\u73b0\u5374\u5f7b\u5e95\u80cc\u53db\u4e86\u5176\u201c\u670d\u52a1\u516c\u4f17\u201d\u7684\u8868\u8c61\uff0c\u66b4\u9732\u51fa\u4e00\u4e2a\u76d1\u63a7\u5de5\u5177\u7684\u5b9e\u8d28\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8bc4\u8bba\u4e2d\u5f00\u53d1\u8005\u9006\u5411\u5de5\u7a0b\u63ed\u793a\u7684\u7ec6\u8282\u89e6\u76ee\u60ca\u5fc3\uff1a\u8fdc\u8d85\u65b0\u95fb\u5e94\u7528\u6240\u9700\u7684\u6743\u9650\u6e05\u5355\u3001\u53ef\u8fdc\u7a0b\u64cd\u63a7\u7684\u529f\u80fd\u5f00\u5173\u3001\u7c97\u7cd9\u4e14\u4e0d\u5b89\u5168\u7684\u4ee3\u7801\u5b9e\u8df5\u3002\u8fd9\u7edd\u975e\u6280\u672f\u80fd\u529b\u4e0d\u8db3\u6240\u81f4\uff0c\u800c\u66f4\u50cf\u4e00\u79cd\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u6570\u636e\u652b\u53d6\u4e0e\u884c\u4e3a\u63a7\u5236\u67b6\u6784\u3002\u5176\u201c\u771f\u6b63\u4ef7\u503c\u201d\u5df2\u975e\u4fe1\u606f\u4f20\u64ad\uff0c\u800c\u5728\u4e8e\u4e3a\u653f\u6cbb\u5b9e\u4f53\u63d0\u4f9b\u4e86\u4e00\u4e2a\u80fd\u5408\u6cd5\u5b89\u88c5\u5728\u7528\u6237\u624b\u673a\u4e0a\u7684\u3001\u53ef\u5e7f\u6cdb\u6536\u96c6\u6570\u636e\u5e76\u5177\u5907\u884c\u4e3a\u53ef\u5851\u6027\u7684\u7ec8\u7aef\u3002\u5728\u201c\u5b98\u65b9\u65b0\u95fb\u201d\u7684\u63a9\u62a4\u4e0b\uff0c\u5b83\u6a21\u7cca\u4e86\u516c\u5171\u670d\u52a1\u4e0e\u4fb5\u5165\u5f0f\u76d1\u63a7\u7684\u8fb9\u754c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u503c\u5f97\u8b66\u60d5\u7684\u662f\u5176\u201c\u8fdc\u7a0b\u529f\u80fd\u5f00\u5173\u201d\u8bbe\u8ba1\uff0c\u8fd9\u610f\u5473\u7740\u5e94\u7528\u4eca\u65e5\u662f\u65b0\u95fb\u63a8\u9001\u5668\uff0c\u660e\u65e5\u53ef\u80fd\u88ab\u6fc0\u6d3b\u4e3a\u6570\u636e\u91c7\u96c6\u5668\u751a\u81f3\u66f4\u590d\u6742\u7684\u5de5\u5177\uff0c\u800c\u7528\u6237\u6d51\u7136\u4e0d\u77e5\u3002\u8fd9\u79cd\u5bf9\u7528\u6237\u8bbe\u5907\u6f5c\u5728\u63a7\u5236\u6743\u7684\u8ffd\u6c42\uff0c\u8fdc\u8d85\u4e00\u822c\u5e94\u7528\u8303\u7574\u3002\u6700\u7ec8\uff0c\u8fd9\u6b3e\u5e94\u7528\u6210\u4e86\u4e00\u4e2a\u5178\u578b\u6848\u4f8b\uff1a\u5f53\u653f\u6cbb\u6743\u529b\u4ee5\u201c\u76f4\u63a5\u8fde\u63a5\u201d\u4e3a\u540d\uff0c\u884c\u6280\u672f\u50ed\u8d8a\u4e4b\u5b9e\u65f6\uff0c\u516c\u4f17\u6536\u83b7\u7684\u5e76\u975e\u900f\u660e\uff0c\u800c\u662f\u66f4\u6df1\u5c42\u6b21\u7684\u4e0d\u5bf9\u79f0\u4e0e\u63a7\u5236\u3002\u5176\u6280\u672f\u4e0a\u7684\u7c97\u52a3\uff0c\u53cd\u800c\u52a0\u5267\u4e86\u8fd9\u79cd\u6076\u610f\u6027\uff0c\u6697\u793a\u7740\u5bf9\u7528\u6237\u6743\u76ca\u7684\u6f20\u89c6\u5df2\u5230\u4e86\u6beb\u4e0d\u63a9\u9970\u7684\u5730\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\">The New White House App<\/span>\n <\/div>\n<div class=\"comment-content\">The official White House mobile app keeps you connected to President Donald J. Trump and his administration like never before. Receive real-time breaking news alerts straight from the White House on key developments, executive actions, and national priorities. Stay up to date with the latest policy initiatives and topics shaping America’s future\u2014from border security and economic growth to energy independence and making America great again.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I wouldn’t recommend installing this app but it seems worth a conversation… it’s a <a href=\"https:\/\/www.techdirt.com\/2026\/03\/30\/the-white-house-apps-propaganda-is-the-least-alarming-thing-about-it\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">privacy<\/a> and <a href=\"https:\/\/www.atomic.computer\/blog\/white-house-app-security-analysis\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">security<\/a> <a href=\"https:\/\/blog.thereallo.dev\/blog\/decompiling-the-white-house-app\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">nightmare<\/a>, as demonstrated by two developers who reverse-engineered both iOS and Android apps and found serious problems:<\/p>\n<ul>\n<li>\n<p><strong>Excessive data collection.<\/strong> Both platforms bundle Firebase Analytics, track device identifiers, and send your IP and device info to Google\u2019s servers. The Android version goes further \u2014 requesting 22 permissions including camera, microphone, exact location, contacts, call logs, calendar, and the ability to read and send SMS. None of this is necessary for a government news app.<\/p>\n<\/p>\n<\/li>\n<li>\n<p><strong>Remote control via feature flags.<\/strong> The app checks a remote endpoint for \u201cfeature flags,\u201d meaning its behavior can be changed server-side at any time without an app update. What it does today may not be what it does tomorrow.<\/p>\n<\/p>\n<\/li>\n<li>\n<p><strong>Poor security practices.<\/strong> API keys (Firebase, Google, ad unit IDs) are hardcoded into the binary. The Android version uses React Native with outdated dependencies carrying known vulnerabilities. One reviewer called the codebase \u201cheld together with mass-produced duct tape.\u201d<\/p>\n<\/p>\n<\/li>\n<li>\n<p><strong>Bottom line:<\/strong> This app collects far more data than it needs, can change behavior silently, and is built to a lower standard than most side projects. Just use the website. <\/p>\n<\/li>\n<\/ul>\n<p><strong>Don’t be an April Fool. Avoid this app!<\/strong><\/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\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> <\/p>\n<p>Thanks for the information , I already didn\u2019t want to install it anyway.<\/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\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> Where’s the downvote? I’d love to see this at less that zero. Good catch, though; worth a conversation. “Keeps you connected to Donald…” <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> This is quite useful with current ongoing war!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/3Y62W63ZEUFTBR\" class=\"app-title\">Ditch<\/a><\/p>\n<div class=\"one-liner\">App cleaner that lives in your MacBook\u2019s notch<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">94<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Ditch\u662f\u4e00\u6b3e\u5e38\u9a7bMacBook\u201c\u5218\u6d77\u201d\u533a\u7684\u8f7b\u91cf\u7ea7\u5e94\u7528\u6e05\u7406\u5de5\u5177\uff0c\u901a\u8fc7\u7b80\u5355\u7684\u62d6\u62fd\u64cd\u4f5c\uff0c\u5373\u53ef\u5f7b\u5e95\u5378\u8f7d\u5e94\u7528\u5e76\u6e05\u9664\u5176\u6b8b\u7559\u7684\u7f13\u5b58\u3001\u65e5\u5fd7\u548c\u504f\u597d\u8bbe\u7f6e\u6587\u4ef6\uff0c\u89e3\u51b3\u4e86Mac\u7528\u6237\u5378\u8f7d\u5e94\u7528\u4e0d\u5f7b\u5e95\u3001\u624b\u52a8\u6e05\u7406\u7e41\u7410\u590d\u6742\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b6b0ee3e-d50f-49d6-943f-312e02e29db4.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\/afe2a460-7be5-4551-b4d2-c3533915db46.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\/4ab31fa7-8088-432d-9869-1e52bc80d032.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/sHbXBangggo\"><source src=\"https:\/\/youtu.be\/sHbXBangggo\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Mac<\/span><br \/>\n <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Mac\u5e94\u7528\u5378\u8f7d<\/span><br \/>\n <span class=\"tag\">\u7cfb\u7edf\u6e05\u7406\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u8f6f\u4ef6<\/span><br \/>\n <span class=\"tag\">\u5218\u6d77\u5c4f\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">\u62d6\u62fd\u64cd\u4f5c<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u7ea7\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u6587\u4ef6\u6e05\u7406<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u4f53\u9a8c<\/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\u5229\u7528\u201c\u5218\u6d77\u201d\u533a\u57df\u4f5c\u4e3a\u4ea4\u4e92\u7a7a\u95f4\u7684\u5de7\u601d\uff0c\u8ba4\u4e3a\u8d4b\u4e88\u4e86\u8be5\u533a\u57df\u5b9e\u7528\u4ef7\u503c\u3002\u5f00\u53d1\u8005\u5bf9\u5f00\u6e90\u548c\u5177\u4f53\u6280\u672f\u5b9e\u73b0\uff08\u5982\u5218\u6d77\u4ea4\u4e92\u7684API\u5904\u7406\uff09\u8868\u793a\u5174\u8da3\u3002\u4e5f\u6709\u7528\u6237\u76f4\u63a5\u8868\u8fbe\u4e86\u5bf9\u6b64\u7c7b\u5de5\u5177\u7684\u9700\u6c42\u548c\u671f\u5f85\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 Ditch\u7684\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u5728\u4e8e\u5176\u6e05\u7406\u529f\u80fd\u672c\u8eab\u2014\u2014\u5e02\u573a\u4e0a\u5df2\u6709\u8bf8\u591a\u6210\u719f\u4e14\u529f\u80fd\u5e9e\u6742\u7684\u6e05\u7406\u8f6f\u4ef6\u3002\u5176\u771f\u6b63\u7684\u98a0\u8986\u6027\u5728\u4e8e\u4e24\u70b9\uff1a\u4e00\u662f**\u4ea4\u4e92\u5f62\u5f0f\u7684\u6781\u7b80\u4e3b\u4e49\u91cd\u6784**\uff0c\u5b83\u5c06\u4e00\u4e2a\u7cfb\u7edf\u7ea7\u7684\u3001\u901a\u5e38\u9700\u8981\u591a\u6b65\u9aa4\u786e\u8ba4\u7684\u201c\u5378\u8f7d\u201d\u884c\u4e3a\uff0c\u538b\u7f29\u4e3a\u4e00\u6b21\u76f4\u89c9\u6027\u7684\u201c\u62d6\u62fd\u81f3\u5218\u6d77\u201d\u52a8\u4f5c\uff0c\u8fd9\u4e0d\u4ec5\u662fUI\u521b\u65b0\uff0c\u66f4\u662f\u5bf9\u7528\u6237\u5fc3\u667a\u6a21\u578b\u7684\u7b80\u5316\u3002\u4e8c\u662f**\u5bf9\u786c\u4ef6\u4e89\u8bae\u70b9\u7684\u521b\u9020\u6027\u8f6c\u5316**\uff0cMacBook\u7684\u201c\u5218\u6d77\u201d\u81ea\u8bde\u751f\u4ee5\u6765\u5c31\u5907\u53d7\u4e89\u8bae\uff0c\u5e38\u88ab\u8bdf\u75c5\u4e3a\u65e0\u7528\u7a7a\u95f4\u3002Ditch\u5c06\u5176\u4ece\u201c\u89c6\u89c9\u7f3a\u9677\u201d\u91cd\u65b0\u5b9a\u4e49\u4e3a\u201c\u5e38\u9a7b\u4ea4\u4e92\u5165\u53e3\u201d\uff0c\u5316\u8150\u673d\u4e3a\u795e\u5947\uff0c\u8fd9\u4f53\u73b0\u4e86\u4ea7\u54c1\u601d\u7ef4\u7684\u9ad8\u5ea6\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**\u573a\u666f\u9891\u6b21\u4e0e\u5165\u53e3\u5fc5\u8981\u6027\u7684\u77db\u76fe**\uff1a\u666e\u901a\u7528\u6237\u9ad8\u9891\u4f7f\u7528\u5218\u6d77\u533a\u57df\u8fdb\u884c\u83dc\u5355\u680f\u4ea4\u4e92\uff0c\u800c\u5e94\u7528\u5378\u8f7d\u662f\u4e00\u4e2a\u4f4e\u9891\u884c\u4e3a\u3002\u4e00\u4e2a\u5e38\u9a7b\u5218\u6d77\u3001\u53ef\u80fd\u5f71\u54cd\u83dc\u5355\u680f\u56fe\u6807\u5e03\u5c40\u7684\u4e13\u7528\u5de5\u5177\uff0c\u5176\u201c\u59cb\u7ec8\u53ef\u8bbf\u95ee\u201d\u7684\u4f18\u52bf\u662f\u5426\u80fd\u62b5\u6d88\u5bf9\u65e5\u5e38\u64cd\u4f5c\u7684\u6f5c\u5728\u5e72\u6270\uff0c\u9700\u8981\u89c2\u5bdf\u3002\u5176\u6b21\u662f**\u529f\u80fd\u6df1\u5ea6\u7684\u5929\u82b1\u677f**\uff1a\u4f5c\u4e3a\u8f7b\u91cf\u3001\u5f00\u6e90\u5de5\u5177\uff0c\u5176\u5728\u6e05\u7406\u7684\u5f7b\u5e95\u6027\u3001\u5b89\u5168\u6027\u9a8c\u8bc1\uff08\u5982\u8bef\u5220\u7cfb\u7edf\u5173\u8054\u6587\u4ef6\uff09\u4ee5\u53ca\u6279\u91cf\u5904\u7406\u80fd\u529b\u4e0a\uff0c\u53ef\u80fd\u96be\u4ee5\u4e0e\u4e13\u4e1a\u8f6f\u4ef6\u6297\u8861\uff0c\u5bb9\u6613\u5c40\u9650\u4e8e\u201c\u4f18\u96c5\u7684\u73a9\u5177\u201d\u8303\u7574\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cDitch\u662f\u4e00\u6b3e\u51fa\u8272\u7684\u201c\u6982\u5ff5\u4ea7\u54c1\u201d\u3002\u5b83\u672a\u5fc5\u80fd\u53d6\u4ee3\u529f\u80fd\u5168\u9762\u7684\u6e05\u7406\u5927\u5e08\uff0c\u4f46\u5b83\u4ee5\u4e00\u79cd\u6781\u5177\u542f\u53d1\u6027\u7684\u65b9\u5f0f\uff0c\u5c55\u793a\u4e86\u5982\u4f55\u901a\u8fc7\u8f6f\u786c\u4ef6\u7ed3\u5408\u7684\u524d\u77bb\u6027\u601d\u7ef4\uff0c\u5c06\u7528\u6237\u75db\u70b9\u8f6c\u5316\u4e3a\u4f18\u96c5\u7684\u89e3\u51b3\u65b9\u6848\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u5176\u80fd\u5426\u5728\u4fdd\u6301\u6781\u7b80\u7075\u9b42\u7684\u540c\u65f6\uff0c\u5728\u6e05\u7406\u7b97\u6cd5\u7684\u53ef\u9760\u6027\u4e0e\u7cfb\u7edf\u517c\u5bb9\u6027\u4e0a\u5efa\u7acb\u8d77\u8db3\u591f\u6df1\u7684\u62a4\u57ce\u6cb3\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Ditch<\/span>\n <\/div>\n<div class=\"comment-content\">A lightweight Mac app cleaner that lives in your MacBook\u2019s notch. Drag an app to the notch, drop it, and Ditch removes it along with leftover caches, logs, and preferences. Fast, safe, and fully open source, no bloated installers or complicated menus, just effortless Mac cleanup. Key Features: \ud83e\udeb6 Lives in your MacBook notch – always accessible \ud83e\uddf9 Deep cleanup: caches, prefs, logs, containers \ud83d\udc40 Preview before deleting \ud83d\uddd1\ufe0f Everything goes safely to Trash \u26a1 Lightweight and lightning-fast<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Fellow Mac dev here \u2014 notch integration is such a clever use of that space. Clean UX.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@cyberseeds\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cyberseeds<\/a> Thanks really appreciate it wanted to make the notch useful<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Using the notch as actual UI real estate instead of just hiding it is a nice move. I always thought that space was wasted. Open source too? Might peek at the repo to see how you’re handling the notch interaction, that’s a fun macOS API challenge.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@thenomadcode\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thenomadcode<\/a> Exactly! Wanted to give the notch a purpose. I made this tiny app for myself, so I open sourced it too.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi Product Hunt! \ud83d\udc4b<\/p>\n<p>I\u2019m excited to launch Ditch, a lightweight Mac app cleaner that lives in your MacBook\u2019s notch. Most cleaners just delete apps. Ditch removes leftover files, caches, and logs too, and it\u2019s completely open source.<\/p>\n<p>I built Ditch because cleaning Apps was slow, confusing, and frustrating. My goal is simple: drag an app to the notch, drop it, and it\u2019s gone. Fast, simple, and safe – making Mac cleanup effortless for everyone.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@prabin_bhusal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@prabin_bhusal<\/a> I\u2019ve been really stressed about this, so I think I\u2019ll try installing it. This is exactly the kind of thing I needed. Thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Drag, Drop, Ditch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#19<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/G5MTVZ5NYVDNUT\" class=\"app-title\">Claudoscope<\/a><\/p>\n<div class=\"one-liner\">Browse, search & track costs across Claude Code sessions<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">90<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u514d\u8d39\u7684macOS\u83dc\u5355\u680f\u5e94\u7528\uff0c\u901a\u8fc7\u76f4\u63a5\u8bfb\u53d6\u672c\u5730\u4f1a\u8bdd\u6587\u4ef6\uff0c\u4e3aClaude Code\u7528\u6237\u63d0\u4f9b\u4f1a\u8bdd\u6d4f\u89c8\u3001\u641c\u7d22\u3001\u6210\u672c\u8ffd\u8e2a\u548c\u654f\u611f\u4fe1\u606f\u68c0\u6d4b\u529f\u80fd\uff0c\u89e3\u51b3\u4e86\u4f01\u4e1a\u7ea7\u90e8\u7f72\u4e2d\u6210\u672c\u4e0d\u900f\u660e\u4e0e\u5b89\u5168\u98ce\u9669\u4e0d\u53ef\u63a7\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/583d9038-04ad-4460-bfa3-fcc7e3dbe68f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5d796b1a-ad33-42c1-8550-41c68bac6acf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4b5731c0-680b-48d0-b60c-9914235ef84d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/45232574-0916-4378-9df9-6fcf427925d2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d4bc2050-f95f-493c-b9b5-383ea3e9760f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bcc94766-6d45-46dd-a6ff-a8ae8c45b192.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\">Developer Tools<\/span><br \/>\n <span class=\"tag\">GitHub<\/span><br \/>\n <span class=\"tag\">Security<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u8f85\u52a9\u7f16\u7a0b<\/span><br \/>\n <span class=\"tag\">\u6210\u672c\u7ba1\u63a7<\/span><br \/>\n <span class=\"tag\">\u5b89\u5168\u626b\u63cf<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u8f6f\u4ef6<\/span><br \/>\n <span class=\"tag\">\u83dc\u5355\u680f\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Claude Code\u751f\u6001<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">macOS\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\u53cd\u9988\u4e3b\u8981\u80af\u5b9a\u5176\u6210\u672c\u5f02\u5e38\u9884\u8b66\u548c\u6709\u6548\u7684\u5bc6\u94a5\u6cc4\u9732\u626b\u63cf\u529f\u80fd\u3002\u5f00\u53d1\u8005\u89e3\u91ca\u4ea7\u54c1\u6e90\u4e8e\u7ba1\u7406\u4f01\u4e1a\u90e8\u7f72\u65f6\u7f3a\u4e4f\u53ef\u89c1\u6027\u7684\u5b9e\u9645\u75db\u70b9\uff0c\u5e76\u89e3\u51b3\u4e86\u73b0\u6709\u5de5\u5177\u65e0\u6cd5\u652f\u6301\u4f01\u4e1aAPI\u90e8\u7f72\u7684\u95ee\u9898\u3002\u6709\u8bc4\u8bba\u6307\u51fa\u6210\u672c\u8ffd\u8e2a\u7684\u4ef7\u503c\u5728\u4e8e\u53d1\u73b0\u5f02\u5e38\u800c\u975e\u9884\u7b97\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 Claudoscope\u770b\u4f3c\u662f\u53c8\u4e00\u4e2aAI\u7f16\u7a0b\u52a9\u624b\u7684\u5468\u8fb9\u5de5\u5177\uff0c\u5b9e\u5219\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u88ab\u4e3b\u6d41\u53d9\u4e8b\u5ffd\u7565\u7684\u7f1d\u9699\u5e02\u573a\uff1a\u4f01\u4e1a\u7ea7AI\u8f85\u52a9\u7f16\u7a0b\u7684\u201c\u8fd0\u7ef4\u201d\u4e0e\u201c\u6cbb\u7406\u201d\u771f\u7a7a\u5730\u5e26\u3002\u5f53\u6240\u6709\u76ee\u5149\u90fd\u805a\u7126\u4e8eAI\u7f16\u7801\u7684\u201c\u901f\u5ea6\u201d\u4e0e\u201c\u80fd\u529b\u201d\u65f6\uff0c\u5b83\u51b7\u9759\u5730\u8f6c\u5411\u4e86\u201c\u6210\u672c\u201d\u4e0e\u201c\u5b89\u5168\u201d\u8fd9\u4e24\u4e2a\u5728\u89c4\u6a21\u5316\u90e8\u7f72\u540e\u5fc5\u7136\u6d6e\u73b0\u7684\u6c89\u91cd\u8bae\u9898\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u529f\u80fd\u5806\u780c\uff0c\u800c\u5728\u4e8e\u65b9\u6cd5\u8bba\u4e0a\u7684\u98a0\u8986\u3002\u5b83\u653e\u5f03\u4e86\u57fa\u4e8eCookie\u7684\u7f51\u9875 scraping \u53d6\u5de7\u8def\u7ebf\uff0c\u9009\u62e9\u76f4\u63a5\u89e3\u6790\u672c\u5730JSONL\u4f1a\u8bdd\u6587\u4ef6\u3002\u8fd9\u4e00\u6280\u672f\u8def\u5f84\u7684\u9009\u62e9\uff0c\u770b\u4f3c\u7b28\u91cd\uff0c\u5b9e\u5219\u662f\u5176\u652f\u6301\u4f01\u4e1aAPI\u90e8\u7f72\u3001\u5b9e\u73b0\u771f\u6b63\u901a\u7528\u6027\u7684\u57fa\u77f3\uff0c\u4e5f\u5de7\u5999\u5730\u7ed5\u5f00\u4e86\u9690\u79c1\u548c\u5408\u89c4\u96f7\u533a\u3002\u8fd9\u66b4\u9732\u4e86\u5f53\u524d\u8bb8\u591aAI\u5de5\u5177\u5728\u4f01\u4e1a\u73af\u5883\u6c34\u571f\u4e0d\u670d\u7684\u6839\u6e90\uff1a\u5b83\u4eec\u751f\u4e8e\u4e91\u7aef\u6d88\u8d39\u7ea7\u573a\u666f\uff0c\u7f3a\u4e4f\u5bf9\u672c\u5730\u5316\u3001\u9694\u79bb\u5316\u4f01\u4e1aIT\u73af\u5883\u7684\u6df1\u5ea6\u9002\u914d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u201c\u5728\u4f1a\u8bdd\u6587\u4ef6\u4e2d\u53d1\u73b0\u660e\u6587\u6570\u636e\u5e93\u5bc6\u7801\u201d\u8fd9\u4e00\u8d77\u6e90\u6545\u4e8b\uff0c\u6781\u5177\u8c61\u5f81\u610f\u4e49\u3002\u5b83\u63ed\u793a\u4e86AI\u5de5\u5177\u4f5c\u4e3a\u201c\u8d85\u7ea7\u81ea\u52a8\u5316\u7ec8\u7aef\u201d\u6240\u5e26\u6765\u7684\u65b0\u5b89\u5168\u98ce\u9669\u2014\u2014\u654f\u611f\u4fe1\u606f\u5728\u4ea4\u4e92\u4e2d\u88ab\u65e0\u610f\u8bb0\u5f55\u5e76\u6301\u4e45\u5316\uff0c\u5f62\u6210\u904d\u5e03\u672c\u5730\u7684\u201c\u6570\u636e\u6cc4\u6f0f\u5730\u96f7\u201d\u3002Claudoscope\u5c06\u79d8\u5bc6\u626b\u63cf\u4ece\u4f20\u7edf\u7684\u4ee3\u7801\u4ed3\u5e93\u524d\u7f6e\u5230\u4e86AI\u4f1a\u8bdd\u6d41\u8fd9\u4e00\u66f4\u6e90\u5934\u3001\u66f4\u52a8\u6001\u7684\u73af\u8282\uff0c\u8fd9\u662f\u4e00\u79cd\u5b89\u5168\u601d\u7ef4\u7684\u8fdb\u5316\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6210\u672c\u8ffd\u8e2a\u529f\u80fd\u7684\u8bbe\u8ba1\u4e5f\u9887\u5177\u6d1e\u5bdf\u529b\u3002\u5b83\u6ca1\u6709\u88ab\u7b80\u5355\u8bbe\u8ba1\u6210\u8d22\u52a1\u4eea\u8868\u76d8\uff0c\u800c\u662f\u88ab\u7528\u6237\u81ea\u53d1\u5730\u7528\u4f5c\u201c\u5f02\u5e38\u884c\u4e3a\u63a2\u6d4b\u5668\u201d\u3002\u9ad8\u6602\u7684\u6210\u672c\u4f1a\u8bdd\u5f80\u5f80\u5bf9\u5e94\u7740\u9677\u5165\u5faa\u73af\u6216\u4e0a\u4e0b\u6587\u91cd\u5efa\u7684\u5931\u8d25\u4ea4\u4e92\uff0c\u8fd9\u4f7f\u6210\u672c\u6570\u636e\u4ece\u8d22\u52a1\u6307\u6807\u8f6c\u53d8\u4e3a\u4e86\u7cfb\u7edf\u5065\u5eb7\u5ea6\u548c\u4f7f\u7528\u8d28\u91cf\u7684\u4fe1\u53f7\u3002\u8fd9\u4f53\u73b0\u4e86\u4f18\u79c0\u5de5\u5177\u7684\u4e00\u79cd\u7279\u8d28\uff1a\u5b83\u63d0\u4f9b\u7684\u4e0d\u4ec5\u662f\u6570\u636e\uff0c\u66f4\u662f\u53ef\u884c\u52a8\u7684\u6d1e\u5bdf\uff08Actionable Insights\uff09\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u4e5f\u540c\u6837\u660e\u663e\u3002\u4f5c\u4e3a\u4e00\u6b3e\u6df1\u5ea6\u7ed1\u5b9a\u7279\u5b9a\u4ea7\u54c1\uff08Claude Code\uff09\u4e14\u5b9a\u4f4d\u76f8\u5bf9\u786c\u6838\u7684\u5de5\u5177\uff0c\u5176\u5e02\u573a\u5929\u82b1\u677f\u6e05\u6670\u53ef\u89c1\u3002\u5176\u529f\u80fd\u4ef7\u503c\u4e0eClaude Code\u81ea\u8eab\u7684\u91c7\u7528\u5ea6\u53ca\u4f01\u4e1a\u4f7f\u7528\u6df1\u5ea6\u5f3a\u7ed1\u5b9a\u3002\u6b64\u5916\uff0c\u968f\u7740AI\u7f16\u7801\u52a9\u624b\u5e73\u53f0\u81ea\u8eab\u529f\u80fd\u7684\u5b8c\u5584\uff0c\u6b64\u7c7b\u7b2c\u4e09\u65b9\u5de5\u5177\u7684\u6838\u5fc3\u529f\u80fd\u5b58\u5728\u88ab\u5b98\u65b9\u201c\u6536\u7f16\u201d\u7684\u6f5c\u5728\u98ce\u9669\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u800c\u8a00\u4e4b\uff0cClaudoscope\u662f\u4e00\u6b3e\u5178\u578b\u7684\u201c\u75db\u70b9\u9a71\u52a8\u578b\u201d\u4ea7\u54c1\u3002\u5b83\u6ca1\u6709\u8ffd\u9010AI\u9886\u57df\u6700\u55a7\u54d7\u7684\u6982\u5ff5\uff0c\u800c\u662f\u6c89\u5165\u5230\u4f01\u4e1a\u5de5\u7a0b\u5e08\u65e5\u5e38\u4f7f\u7528\u4e2d\u90a3\u4e9b\u6c89\u9ed8\u3001\u5177\u4f53\u4e14\u771f\u5b9e\u7684\u70e6\u607c\u4e4b\u4e2d\uff0c\u7528\u6781\u81f4\u7684\u672c\u5730\u5316\u3001\u900f\u660e\u5316\u548c\u5de5\u7a0b\u5316\u601d\u7ef4\u63d0\u4f9b\u4e86\u89e3\u51b3\u65b9\u6848\u3002\u5b83\u8bc1\u660e\u4e86\u5728AI\u5e94\u7528\u6d6a\u6f6e\u4e2d\uff0c\u4e3a\u201c\u4f7f\u7528AI\u7684\u8fc7\u7a0b\u201d\u63d0\u4f9b\u7ba1\u7406\u548c\u4fdd\u969c\uff0c\u4e0e\u63d0\u5347AI\u80fd\u529b\u672c\u8eab\uff0c\u662f\u540c\u7b49\u91cd\u8981\u4e14\u4ef7\u503c\u5de8\u5927\u7684\u8d5b\u9053\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Claudoscope<\/span>\n <\/div>\n<div class=\"comment-content\">Free open-source macOS menu bar app for Claude Code. Browse full session history, search across conversations, track token costs per project with Anthropic or Vertex AI pricing. Built-in secret detection scans every session for leaked API keys, tokens, and credentials. Config health linter runs 19 rules against your CLAUDE.md files, skills, and hooks. Works with Enterprise API deployments (no cookies needed). Native Swift\/SwiftUI, 100% local, zero telemetry. MIT licensed.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt, I’m Liran. I built Claudoscope because I manage Claude Code rollout across engineering teams at my company and had no way to tell what sessions were costing us or what was happening inside them.<\/p>\n<p>The existing menu bar trackers scrape your session cookie from claude.ai. That doesn’t work for Enterprise API deployments. Claudoscope reads the local JSONL session files directly from ~\/.claude\/projects\/, so it works on any setup, Enterprise included.<\/p>\n<p>What actually got me started: I found my database password sitting in plaintext in a session file. Claude Code had read a .env and echoed it back as a tool result. Nobody was checking for that. So now the app scans for leaked credentials using entropy-based filtering and alerts you when something shows up.<\/p>\n<p>Beyond secret scanning, it gives you:<\/p>\n<p>Session history browser with a chat-style viewer and full-text search<br \/>\nCost analytics per project and per session (supports both Anthropic and Vertex AI pricing)<br \/>\nConfig health linter with 19 rules that checks your CLAUDE.md, skills, and hooks (found broken skill metadata and oversized configs across our team that nobody had noticed)<br \/>\nMCP server and skills browser<br \/>\nIt’s native Swift\/SwiftUI, not Electron. Runs locally, no telemetry.<\/p>\n<p>brew tap cordwainersmith\/claudoscope && brew install –cask claudoscope<\/p>\n<p>Free and MIT-licensed. If you’re running Claude Code on an Enterprise plan where cost visibility is basically nonexistent, I want to know what else you’d need from something like this.<\/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\/@cordwainersmith\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cordwainersmith<\/a> Claude Code tools usually sell speed. This goes after the part that gets annoying later.<\/p>\n<p>Once more than one person uses it, the problem is not the model. It\u2019s that nobody really sees what\u2019s going on anymore. What kept breaking often enough that you decided to build this?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the token cost tracking per project in the menu bar is more useful as a signal than a budget tool. a session that costs 10x the average is almost always one where something went wrong, not one where you accomplished 10x more.<\/p>\n<\/p>\n<p>the secret detection scanning for leaked API keys is the feature that quietly saves someone’s day. session histories can end up in sync directories or version control if you’re not careful, and most people don’t think about what’s in them until after.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@gabrielpineda\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gabrielpineda<\/a> The anomaly signal thing is how I use it. I never open the cost view to budget. I open it when a number looks wrong and I want to see what happened. Usually it’s a session stuck in a loop, or compaction fired and the agent rebuilt context from scratch a few times. <\/p>\n<p>Agreed on the secrets scanning. The hard part was making it useful and not annoying. Without entropy filtering you get a wall of false positives from example code and docs. It took a while to get the signal right, but now when it flags something, people actually look.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt, I’m Liran. I built Claudoscope because I manage Claude Code rollout across engineering teams at my company and had no way to tell what sessions were costing us or what was happening inside them.<\/p>\n<\/p>\n<p>The existing menu bar trackers scrape your session cookie from claude.ai. That doesn’t work for Enterprise API deployments. Claudoscope reads the local JSONL session files directly from ~\/.claude\/projects\/, so it works on any setup, Enterprise included.<\/p>\n<\/p>\n<p>What actually got me started: I found my database password sitting in plaintext in a session file. Claude Code had read a .env and echoed it back as a tool result. Nobody was checking for that. So now the app scans for leaked credentials using entropy-based filtering and alerts you when something shows up.<\/p>\n<\/p>\n<p>Beyond secret scanning, it gives you:<\/p>\n<\/p>\n<p>Session history browser with a chat-style viewer and full-text search<\/p>\n<p>Cost analytics per project and per session (supports both Anthropic and Vertex AI pricing)<\/p>\n<p>Config health linter with 19 rules that checks your CLAUDE.md, skills, and hooks (found broken skill metadata and oversized configs across our team that nobody had noticed)<\/p>\n<p>MCP server and skills browser<\/p>\n<p>It’s native Swift\/SwiftUI, not Electron. Runs locally, no telemetry.<\/p>\n<\/p>\n<p>brew tap cordwainersmith\/claudoscope && brew install –cask claudoscope<\/p>\n<\/p>\n<p>Free and MIT-licensed. If you’re running Claude Code on an Enterprise plan where cost visibil<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#20<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/KG5SPBFNQCEF3M\" class=\"app-title\">CapyCursor<\/a><\/p>\n<div class=\"one-liner\">Cursor highlight, screen draw, zoom & spotlight<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">87<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u8f7b\u91cf\u7ea7Windows\u5c4f\u5e55\u4ea4\u4e92\u589e\u5f3a\u5de5\u5177\uff0c\u901a\u8fc7\u9ad8\u4eae\u5149\u6807\u3001\u5c4f\u5e55\u7ed8\u56fe\u3001\u805a\u5149\u706f\u548c\u653e\u5927\u955c\u7b49\u529f\u80fd\uff0c\u89e3\u51b3\u6559\u5e08\u3001\u521b\u4f5c\u8005\u548c\u6f14\u8bb2\u8005\u5728\u7ebf\u4e0a\u6559\u5b66\u3001\u4f1a\u8bae\u6f14\u793a\u53ca\u5f55\u5c4f\u65f6\u5c4f\u5e55\u64cd\u4f5c\u4e0d\u591f\u6e05\u6670\u3001\u7f3a\u4e4f\u4e92\u52a8\u6027\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9fda7c6a-b496-45b8-83e8-c3e0dd8f47df.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/06361abf-c7b9-43f8-b012-5fb349a89524.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f4b455ab-4468-4b88-848b-bd93b81204de.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/94e574ad-c187-4107-9de0-ccc8e8f6f828.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f62e3b1d-7174-406d-8762-1f247b42bc98.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/eb468b31-faa1-4422-980a-dd440e208ac0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bb220a1d-a959-471f-b97d-e9e2cb8d5fd2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fb4ad33a-4d3b-4f90-983f-0300fabce782.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\">Education<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5c4f\u5e55\u6f14\u793a\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5149\u6807\u9ad8\u4eae<\/span><br \/>\n <span class=\"tag\">\u5c4f\u5e55\u6807\u6ce8<\/span><br \/>\n <span class=\"tag\">\u6559\u5b66\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u6f14\u8bb2\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u6ce8\u91ca<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Windows\u8f6f\u4ef6<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u7ea7\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u4e92\u52a8\u6f14\u793a<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u5f00\u53d1\u8005\u4e3b\u52a8\u4ecb\u7ecd\u4ea7\u54c1\u521d\u8877\u5e76\u5f81\u96c6\u53cd\u9988\uff0c\u7528\u6237\u5bf9\u5c4f\u5e55\u76f4\u63a5\u7ed8\u56fe\u529f\u80fd\u8868\u793a\u5174\u8da3\u5e76\u8be2\u95ee\u5de5\u5177\u7ec6\u8282\u3002\u5f00\u53d1\u8005\u56de\u590d\u8be6\u7ec6\u8bf4\u660e\u4e86\u7ed8\u56fe\u5de5\u5177\u7684\u529f\u80fd\u7279\u70b9\u3001\u64cd\u4f5c\u65b9\u5f0f\uff08\u5feb\u6377\u952e\uff09\u548c\u672c\u5730\u8fd0\u884c\u7684\u4f18\u52bf\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 CapyCursor\u7784\u51c6\u7684\u662f\u4e00\u4e2a\u770b\u4f3c\u5fae\u5c0f\u5374\u666e\u904d\u5b58\u5728\u7684\u201c\u6c9f\u901a\u6469\u64e6\u201d\u573a\u666f\uff1a\u5f53\u5c4f\u5e55\u5171\u4eab\u6210\u4e3a\u5e38\u6001\uff0c\u9ed8\u8ba4\u5149\u6807\u548c\u9759\u6001\u753b\u9762\u7684\u4fe1\u606f\u4f20\u9012\u6548\u7387\u6781\u5176\u4f4e\u4e0b\u3002\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u7a81\u7834\uff0c\u800c\u5728\u4e8e\u5bf9\u201c\u6f14\u793a\u6001\u201d\u5de5\u4f5c\u6d41\u7684\u7cbe\u51c6\u89e3\u6784\u4e0e\u6574\u5408\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5c06\u5149\u6807\u9ad8\u4eae\u3001\u5c4f\u5e55\u7ed8\u56fe\u3001\u533a\u57df\u805a\u5149\u3001\u5c40\u90e8\u653e\u5927\u4e43\u81f3\u7a7a\u767d\u767d\u677f\u7b49\u788e\u7247\u5316\u9700\u6c42\uff0c\u7edf\u4e00\u5c01\u88c5\u4e3a\u4e00\u4e2a\u53ef\u901a\u8fc7\u5168\u5c40\u70ed\u952e\u5feb\u901f\u8c03\u7528\u7684\u201c\u4ea4\u4e92\u56fe\u5c42\u201d\u3002\u8fd9\u79cd\u8bbe\u8ba1\u5de7\u5999\u5730\u907f\u5f00\u4e86\u4e0eZoom\u3001Teams\u7b49\u4e3b\u6d41\u4f1a\u8bae\u8f6f\u4ef6\u7684\u5185\u7f6e\u529f\u80fd\u6b63\u9762\u7ade\u4e89\uff0c\u8f6c\u800c\u4ee5\u7cfb\u7edf\u7ea7\u8f85\u52a9\u5de5\u5177\u7684\u59ff\u6001\uff0c\u6210\u4e3a\u6240\u6709\u6f14\u793a\u73af\u5883\u7684\u201c\u516c\u56e0\u6570\u201d\u3002\u5176\u201c\u8f7b\u91cf\u7ea7\u3001\u65e0\u5ef6\u8fdf\u3001\u65e0\u9700\u8bbe\u7f6e\u201d\u7684\u5ba3\u4f20\uff0c\u76f4\u6307\u4e13\u4e1a\u6f14\u793a\u5de5\u5177\uff08\u5982OBS\uff09\u7684\u590d\u6742\u6027\u548c\u6027\u80fd\u5f00\u9500\u75db\u70b9\uff0c\u8bd5\u56fe\u7528\u6781\u4f4e\u7684\u5b66\u4e60\u548c\u4f7f\u7528\u6210\u672c\u6355\u83b7\u8f7b\u5ea6\u4f46\u9ad8\u9891\u7684\u7528\u6237\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6df1\u5c42\u6311\u6218\u4e5f\u5728\u4e8e\u6b64\u3002\u529f\u80fd\u96c6\u6210\u5ea6\u662f\u4e00\u628a\u53cc\u5203\u5251\uff1a\u5bf9\u4e8e\u8ffd\u6c42\u6781\u81f4\u6548\u7387\u7684\u4e13\u4e1a\u7528\u6237\uff0c\u5176\u7ed8\u56fe\u548c\u6807\u6ce8\u7684\u6df1\u5ea6\u53ef\u80fd\u4e0d\u53ca\u4e13\u4e1a\u8f6f\u4ef6\uff1b\u5bf9\u4e8e\u6781\u7b80\u7528\u6237\uff0c\u5176\u529f\u80fd\u96c6\u53c8\u53ef\u80fd\u663e\u5f97\u5197\u4f59\u3002\u4ea7\u54c1\u7684\u957f\u671f\u751f\u547d\u529b\uff0c\u5c06\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u5728\u201c\u8f7b\u91cf\u96c6\u6210\u201d\u4e0e\u201c\u529f\u80fd\u6df1\u5ea6\u201d\u4e4b\u95f4\u627e\u5230\u6700\u4f73\u5e73\u8861\u70b9\uff0c\u5e76\u6784\u5efa\u8db3\u591f\u9ad8\u7684\u64cd\u4f5c\u4e60\u60ef\u7c98\u6027\u3002\u5f53\u524d\u7248\u672c\u66f4\u50cf\u662f\u4e00\u4e2a\u5b9e\u7528\u7684\u201c\u529f\u80fd\u5305\u201d\uff0c\u5176\u672a\u6765\u80fd\u5426\u4ece\u201c\u5c0f\u5de5\u5177\u201d\u8fdb\u5316\u4e3a\u4e00\u4e2a\u4e0d\u53ef\u6216\u7f3a\u7684\u201c\u6f14\u793a\u64cd\u4f5c\u7cfb\u7edf\u201d\uff0c\u5c06\u53d6\u51b3\u4e8e\u5176\u540e\u7eed\u5bf9\u7528\u6237\u5de5\u4f5c\u6d41\u7684\u66f4\u6df1\u5c42\u6b21\u6d1e\u5bdf\u4e0e\u8fed\u4ee3\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\">CapyCursor<\/span>\n <\/div>\n<div class=\"comment-content\">CapyCursor is a lightweight Windows tool that makes on-screen presentations clearer and more engaging. Teachers, YouTubers, and meeting presenters can use it to highlight the cursor, draw directly on the screen, spotlight specific areas, zoom in on details, and switch to a blank whiteboard \u2014 all with a single hotkey. Works system-wide alongside Zoom, Google Meet, PowerPoint, or any browser. No setup complexity, no performance lag. Ideal for online teaching, tutorial recording, and live demos.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone \ud83d\udc4b<\/p>\n<p>I\u2019m the maker of CapyCursor \u2014 really excited to finally share this with you today!<\/p>\n<p>CapyCursor started from a simple frustration: during presentations, recordings, or even daily work, it\u2019s surprisingly hard to make your screen interactions clear and engaging. The default cursor just isn\u2019t built for communication.<\/p>\n<p>So we built CapyCursor to help you present, explain, and highlight better on screen, with features like:<\/p>\n<p>\ud83c\udfa8 Cursor skins (make your cursor actually visible & fun)<br \/>\n\ud83d\udd8a\ufe0f Screen annotation & drawing<br \/>\n\ud83d\udd0d Spotlight & magnifier for focus<br \/>\n\ud83e\uddd1\u200d\ud83c\udfeb Perfect for creators, teachers, and streamers<\/p>\n<p>We tried to keep it lightweight, simple, and actually useful in real scenarios\u2014not just another flashy tool.<\/p>\n<p>Would love your feedback:<br \/>\n\ud83d\udc49 What\u2019s the one feature you wish your cursor could do?<\/p>\n<p>I\u2019ll be here all day to answer questions. Thanks so much for checking it out \ud83d\ude4c<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The ability to draw directly on screen is super useful. Can you detail the drawing tools?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@elena_nimchenko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elena_nimchenko<\/a> The screen drawing tool in Capycursor lets you draw, annotate, and highlight directly on your screen at any time. You can use a freehand pen to write or sketch, add arrows and shapes to point out key content, and switch colors and brush sizes easily. All drawing works through quick hotkeys, so you can start or stop annotating without interrupting your presentation or workflow. The tool runs locally on your device and doesn\u2019t rely on an internet connection, ensuring stable and smooth performance whenever you need it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<\/div>\n<p><!-- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846 --><\/p>\n<div id=\"imageModal\" class=\"modal\">\n <span class=\"close\">×<\/span><br \/>\n <img class=\"modal-content\" id=\"modalImage\">\n<\/div>\n<p><script>\n \/\/ \u83b7\u53d6\u6a21\u6001\u6846\u5143\u7d20\n const modal = document.getElementById(\"imageModal\");\n const modalImg = document.getElementById(\"modalImage\");\n const closeBtn = document.getElementsByClassName(\"close\")[0];<\/p>\n<p> \/\/ \u68c0\u6d4b\u662f\u5426\u4e3a\u79fb\u52a8\u8bbe\u5907\n const isMobile = \/iPhone|iPad|iPod|Android\/i.test(navigator.userAgent);<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4f18\u5316\n function addTouchOptimization() {\n if (isMobile) {\n \/\/ \u4e3a\u6240\u6709\u53ef\u70b9\u51fb\u5143\u7d20\u6dfb\u52a0\u89e6\u6478\u53cd\u9988\n const clickableElements = document.querySelectorAll(\n '.media-content, .close, .video-overlay, .play-icon'\n );<\/p>\n<p> clickableElements.forEach(el => {\n el.style.touchAction = 'manipulation'; \/\/ \u9632\u6b62\u53cc\u51fb\u7f29\u653e\n });\n }\n }<\/p>\n<p> \/\/ \u4e3a\u6240\u6709\u56fe\u7247\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\n const images = document.querySelectorAll(\"img.media-content\");\n images.forEach(img => {\n img.onclick = function() {\n modal.style.display = \"block\";\n modalImg.src = this.src;\n \/\/ \u963b\u6b62\u80cc\u666f\u6eda\u52a8\n document.body.style.overflow = \"hidden\";\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n img.addEventListener('touchstart', function(e) {\n \/\/ \u9632\u6b62\u89e6\u6478\u4e8b\u4ef6\u89e6\u53d1\u4e0d\u5fc5\u8981\u7684\u884c\u4e3a\n e.preventDefault();\n this.click();\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u4e3a\u89c6\u9891\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6 - \u8df3\u8f6c\u5230\u89c6\u9891URL\n const videos = document.querySelectorAll(\"video.media-content\");\n videos.forEach(video => {\n \/\/ \u70b9\u51fb\u89c6\u9891\u672c\u8eab\u65f6\u8df3\u8f6c\u5230\u89c6\u9891URL\n video.onclick = function(e) {\n \/\/ \u68c0\u67e5\u70b9\u51fb\u76ee\u6807\u662f\u5426\u662f\u89c6\u9891\u63a7\u4ef6\u6216\u5176\u5b50\u5143\u7d20\n let isControlClick = false;\n let target = e.target;<\/p>\n<p> \/\/ \u5411\u4e0a\u904d\u5386DOM\uff0c\u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\u5143\u7d20\n while (target && target !== this) {\n \/\/ \u68c0\u67e5\u662f\u5426\u6709\u63a7\u4ef6\u76f8\u5173\u7684\u7c7b\u540d\u6216\u5c5e\u6027\n if (target.classList.contains('video-js') || \n target.tagName.toLowerCase() === 'button' || \n target.tagName.toLowerCase() === 'input' || \n target.tagName.toLowerCase() === 'select' ||\n target.className.includes('control')) {\n isControlClick = true;\n break;\n }\n target = target.parentElement;\n }<\/p>\n<p> \/\/ \u53ea\u6709\u5f53\u70b9\u51fb\u7684\u662f\u89c6\u9891\u672c\u8eab\u800c\u975e\u63a7\u4ef6\u65f6\u624d\u8df3\u8f6c\n if (!isControlClick && e.target.tagName.toLowerCase() === 'video') {\n const videoUrl = this.getAttribute('data-video-url') || this.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n video.addEventListener('touchstart', function(e) {\n \/\/ \u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\n let isControlClick = false;\n let target = e.target;<\/p>\n<p> while (target && target !== this) {\n if (target.tagName.toLowerCase() 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\/\/ \u70b9\u51fb\u6a21\u6001\u6846\u5916\u90e8\u5173\u95ed\n window.onclick = function(event) {\n if (event.target === modal) {\n modal.style.display = \"none\";\n document.body.style.overflow = \"auto\";\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n modal.addEventListener('touchstart', function(e) {\n if (e.target === modal) {\n modal.style.display = \"none\";\n document.body.style.overflow = \"auto\";\n }\n }, { passive: true });\n }<\/p>\n<p> \/\/ \u6309ESC\u952e\u5173\u95ed\u6a21\u6001\u6846\n document.addEventListener('keydown', function(event) {\n if (event.key === 'Escape' && modal.style.display === 'block') {\n modal.style.display = 'none';\n document.body.style.overflow = \"auto\";\n }\n });<\/p>\n<p> \/\/ \u68c0\u67e5\u6bcf\u4e2a\u5a92\u4f53\u753b\u5eca\u4e2d\u662f\u5426\u53ea\u6709\u4e00\u4e2a\u9879\u76ee\uff0c\u5982\u679c\u662f\uff0c\u6dfb\u52a0single-item\u7c7b\n 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