{"id":206,"date":"2026-04-29T12:05:59","date_gmt":"2026-04-29T04:05:59","guid":{"rendered":"https:\/\/ph.listeningo.cn\/index.php\/2026\/04\/29\/2026-04-28\/"},"modified":"2026-04-29T12:05:59","modified_gmt":"2026-04-29T04:05:59","slug":"2026-04-28","status":"publish","type":"post","link":"https:\/\/ph.listeningo.cn\/index.php\/2026\/04\/29\/2026-04-28\/","title":{"rendered":"PH\u70ed\u699c | 2026-04-28"},"content":{"rendered":"


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\n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-04-28<\/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 | 2026-04-28<\/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\/MHJ73XCI7VH4JY\" class=\"app-title\">Clera<\/a><\/p>\n<div class=\"one-liner\">An AI agent matching candidates to the right roles.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">415<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Clera\u662f\u4e00\u6b3eAI\u62db\u8058\u4ee3\u7406\uff0c\u901a\u8fc7iMessage\/WhatsApp\u7b49\u804a\u5929\u5de5\u5177\u4e0e\u5019\u9009\u4eba\u6df1\u5ea6\u6c9f\u901a\uff0c\u7cbe\u51c6\u5339\u914dVC\u652f\u6301\u7684\u521d\u521b\u516c\u53f8\u5168\u804c\u5c97\u4f4d\uff0c\u5e76\u76f4\u63a5\u5411\u62db\u8058\u8d1f\u8d23\u4eba\u5f15\u8350\uff0c\u89e3\u51b3\u6c42\u804c\u8005\u6d77\u6295\u6548\u7387\u4f4e\u3001\u5c97\u4f4d\u4e0d\u5339\u914d\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\/e26814d2-fc91-4f38-9851-36fc01b28242.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7fc37acf-7e20-46f2-bab5-ca2b2335d58b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/aefa35e4-0110-477c-a71d-4ecc4327735c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ae380992-a80e-4659-9ec8-d22a12024f4e.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\/8c503f40-f6a4-4110-a8cc-0528ac1ef40c.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/cNSpUWHWOV8\"><source src=\"https:\/\/youtu.be\/cNSpUWHWOV8\" 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\">Hiring<\/span><br \/>\n <span class=\"tag\">iMessage Apps<\/span><br \/>\n <span class=\"tag\">Tech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u62db\u8058\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u5339\u914d<\/span><br \/>\n <span class=\"tag\">\u6c42\u804c\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u804a\u5929\u5f0f\u62db\u8058<\/span><br \/>\n <span class=\"tag\">\u521d\u521b\u4f01\u4e1a\u62db\u8058<\/span><br \/>\n <span class=\"tag\">\u4eba\u624d\u4e2d\u4ecb<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5f15\u8350<\/span><br \/>\n <span class=\"tag\">\u53cc\u5411\u5339\u914d<\/span><br \/>\n <span class=\"tag\">VC\u652f\u6301\u5c97\u4f4d<\/span><br \/>\n <span class=\"tag\">iMessage\u96c6\u6210<\/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\u804a\u5929\u5f0f\u4f53\u9a8c\u548c\u76f4\u63a5\u5f15\u8350\u6a21\u5f0f\uff0c\u8ba4\u4e3a\u6bd4\u4f20\u7edf\u62db\u8058\u66f4\u9ad8\u6548\u3002\u6838\u5fc3\u95ee\u9898\u5305\u62ec\uff1a\u5982\u4f55\u4fdd\u8bc1\u516c\u53f8\u7aef\u5339\u914d\u4fe1\u53f7\u8d28\u91cf\uff08\u662f\u5426\u53cc\u5411\u5bf9\u8bdd\uff09\u3001\u4e0eMercor\u7b49\u5e73\u53f0\u7684\u533a\u522b\u3001\u4ee5\u53ca\u957f\u671f\u613f\u666f\uff08\u5982AI\u5bf9\u4f20\u7edf\u5de5\u4f5c\u7684\u5f71\u54cd\uff09\u3002\u90e8\u5206\u7528\u6237\u5df2\u6210\u529f\u901a\u8fc7\u8be5\u5e73\u53f0\u62db\u8058\u5458\u5de5\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 Clera\u7684\u6700\u5927\u4eae\u70b9\u5e76\u975e\u201cAI\u5339\u914d\u201d\u8fd9\u4e00\u6982\u5ff5\uff0c\u800c\u662f\u5176\u201c\u53cd\u7cbe\u81f4\u7b5b\u9009\u201d\u7684\u5b9a\u4f4d\u3002\u5728\u62db\u8058\u884c\u4e1a\u666e\u904d\u7528AI\u9762\u8bd5\u5b98\u5201\u96be\u5019\u9009\u4eba\u7684\u5f53\u4e0b\uff0cClera\u660e\u786e\u62d2\u7eddAI\u9762\u8bd5\uff0c\u8f6c\u800c\u7528\u804a\u5929\u673a\u5668\u4eba\u5145\u5f53\u5019\u9009\u4eba\u7684\u79c1\u4eba\u7ecf\u7eaa\u4eba\uff0c\u76f4\u63a5\u5411\u7528\u4eba\u65b9\u505a\u201c\u6e29\u6696\u5f15\u8350\u201d\u3002\u8fd9\u79cd\u7b56\u7565\u7cbe\u51c6\u51fb\u4e2d\u4e86\u4f18\u79c0\u4eba\u624d\u5bf9\u4f20\u7edf\u62db\u8058\u4f53\u9a8c\u7684\u538c\u6076\u2014\u2014\u5c24\u5176\u662f\u5728\u88ab\u5927\u91cfA\/B\u6d4b\u8bd5\u3001\u6d4b\u8bc4\u7cfb\u7edf\u548c\u865a\u5047JD\u6298\u78e8\u540e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u4ece\u4ea7\u54c1\u672c\u8d28\u770b\uff0cClera\u66f4\u50cf\u4e00\u4e2a\u201c\u9ad8\u7aef\u4eba\u624d\u4f1a\u5458\u5236\u201d\u7684\u53d8\u4f53\uff1a\u5b83\u53ea\u670d\u52a1VC-backed\u7684600+\u521d\u521b\u516c\u53f8\uff0c\u8fd9\u51b3\u5b9a\u4e86\u5176\u5339\u914d\u6c60\u5341\u5206\u5c01\u95ed\u3002\u975e\u5927\u5382\u3001\u975e\u9876\u5c16\u4eba\u624d\u672a\u5fc5\u80fd\u4ece\u4e2d\u83b7\u76ca\u3002\u53e6\u5916\uff0c\u5176\u6838\u5fc3\u58c1\u5792\u5e76\u4e0d\u5728\u4e8e\u7b97\u6cd5\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u83b7\u53d6\u516c\u53f8\u7aef\u771f\u5b9e\u7684\u201c\u9690\u6027\u9700\u6c42\u201d\u2014\u2014\u8fd9\u6070\u6070\u662f\u6700\u96be\u89c4\u6a21\u5316\u7684\u73af\u8282\u3002\u521b\u59cb\u4eba\u4e5f\u627f\u8ba4\u8fd9\u662f\u201c\u79d8\u5bc6\u914d\u65b9\u201d\uff0c\u4f46\u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\uff1a\u5f53\u7528\u6237\u91cf\u589e\u957f\u540e\uff0c\u4eba\u5de5\u4ecb\u5165\u7684\u6df1\u5ea6\u80fd\u5426\u8ddf\u4e0a\uff0c\u8fd8\u662f\u53ea\u80fd\u9000\u5316\u4e3a\u4e00\u4e2a\u5e26\u804a\u5929\u7684\u7b80\u5386\u6536\u96c6\u5668\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\u9510\u8bc4\uff1aClera\u7528\u201c\u4eba\u5473\u201d\u6253\u5f00\u4e86\u62db\u8058\u884c\u4e1a\u7684\u65b0\u5207\u53e3\uff0c\u4f46\u80fd\u5426\u6491\u8d77\u4e00\u4e2a\u98a0\u8986\u6027\u5e73\u53f0\uff0c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u6301\u7eed\u4fdd\u6301\u5bf9\u53cc\u65b9\u9690\u6027\u9700\u6c42\u7684\u6df1\u5ea6\u6d1e\u5bdf\uff0c\u800c\u975e\u6ca6\u4e3a\u53c8\u4e00\u4e2a\u6f02\u4eae\u7684API\u5c01\u88c5\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\">Clera<\/span>\n <\/div>\n<div class=\"comment-content\">Meet Clera: your AI talent agent for finding roles you actually want. Clera gets to know what you\u2019re looking for over iMessage and WhatsApp. It surfaces roles you\u2019d actually be excited by and makes direct intros to relevant companies. You hear about good opportunities without spending hours searching and applying.<\/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 Hunters! \ud83d\udc4b this is Alex and I started Clera with <a href=\"https:\/\/www.producthunt.com\/@sebastian_scott3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sebastian_scott3<\/a> and <a href=\"https:\/\/www.producthunt.com\/@daniel_wintermeyer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniel_wintermeyer<\/a>.<\/p>\n<\/p>\n<p>With everything being built right now, there has never been a better time to work at a startup. But if you’re looking for the right team and environment, you won’t find it by just “applying” to roles. Clera is an AI talent agent that talks to candidates and hiring teams to build the kind of deep understanding that makes great matches possible. Then it introduces you directly.<\/p>\n<\/p>\n<p>Also introducing our $3m pre-seed fundraise. Find more info on <a href=\"https:\/\/www.linkedin.com\/posts\/jsebastianscott_we-just-raised-a-3m-pre-seed-to-kill-the-activity-7454786594009489408-X7Kb\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">LinkedIn<\/a> and <a href=\"https:\/\/x.com\/danwintermeyer\/status\/2049188973059400173\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">X<\/a>. <\/p>\n<\/p>\n<p><strong>Here’s how it works:<\/strong><\/p>\n<ul>\n<li>\n<p>Tell Clera what you’re looking for: your ideal role, dealbreakers, career goals. Via WhatsApp, iMessage, email, or our website.<\/p>\n<\/li>\n<li>\n<p>Clera’s matching engine finds the best fit across 600+ startup jobs from VC-backed companies we work with directly.<\/p>\n<\/li>\n<li>\n<p>When you like a role, Clera makes the intro. If the company’s excited too, you’re connected straight to the hiring manager.<\/p>\n<\/li>\n<li>\n<p>Track everything in one dashboard: intros sent, interviews booked, feedback received.<\/p>\n<\/li>\n<\/ul>\n<p><strong>What makes us different:<\/strong><\/p>\n<ul>\n<li>\n<p>Unlike job boards, we only list roles where we have direct relationships with the hiring team, so every match comes with a warm intro.<\/p>\n<\/li>\n<li>\n<p>We never force you into AI interviews. Clera is built to provide the best experience for top candidates, not to screen you out.<\/p>\n<\/li>\n<li>\n<p>Clera is completely free for candidates. Companies get started for free too and only pay when they make a hire.<\/p>\n<\/li>\n<\/ul>\n<p><strong>We’d love to hear from you:<\/strong> Would you actually use this? What are the biggest pain points you run into when looking for jobs or talent?<\/p>\n<p>Looking forward to your thoughts!<\/p>\n<p>Alex<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>25<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alexanderfarr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexanderfarr<\/a> finally recruiting is being optimized \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daniel_wintermeyer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniel_wintermeyer<\/a>  <a href=\"https:\/\/www.producthunt.com\/@alexanderfarr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexanderfarr<\/a> let’s gooo!<\/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>Lets gooo!!!<\/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>Nice product, slick UI and like the fact you can use iMessage \/ WhatsApp in the onboarding. Curious what is your vision longer term (post 5 years) for the future of traditional jobs and how do you see Clera adapting to that?<\/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\/@jasondainter\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jasondainter<\/a> good question – I knew this was to come with the launch video that hinted towards the end of typical work. I think there are going to be a lot of changes that all lead for a stronger need for support in the job market. Those include:<\/p>\n<ol>\n<li>\n<p>Increases in layoffs and more frequent job changes, more needs for specialised skills etc <\/p>\n<\/li>\n<li>\n<p>Increased war of talent for the best talent who will have more leverage with AI tools. We already now see the difference between good and excellent talent getting bigger with AI<\/p>\n<\/li>\n<li>\n<p>Working becoming more “optional” -> even as this happens (with universal basic income or societal shifts), people will be striving for meaningful things to do in their time and we also think we can help with that<\/p>\n<\/li>\n<\/ol>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jasondainter\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jasondainter<\/a> thank you so much Jason! In my opinion there will always be information asymmetry in a market (especially when it comes to companies and workers). We are trying to fight this! Who knows how this will look like in 5 years, maybe the changes will not be as big as we expect right now!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The conversational approach over iMessage\/WhatsApp is a smart distribution choice. As someone who hired 100+ engineers over a few years as CTO, I can tell you the biggest matching problem isn’t finding resumes that look right on paper – it’s understanding what a candidate actually cares about vs. what they write in their LinkedIn headline. The dealbreakers and career goals part is key because those are the things that blow up offers after 3 rounds of interviews. If Clera can surface those mismatches early, that saves everyone weeks. Curious how you handle the signal quality on the company side – do hiring teams go through a similar conversational intake so the matching is genuinely two-sided, or is it primarily driven by job descriptions?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@avrisimon\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@avrisimon<\/a> thanks so much for the thoughtful comments. <\/p>\n<\/p>\n<p>Actually, this is our secret sauce – getting more data from companies on what they really care about and which hires were successful for them in the past. Happy to chat more <\/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\/@avrisimon\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@avrisimon<\/a> would love to hear what you think of the company onboarding flow<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@avrisimon\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@avrisimon<\/a> information asymmetry is probably the biggest problem in one of the biggest markets worldwide (hiring). Working very hard to solve 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>Looks like we have Bumble for job search. I gave it a try, looks pretty solid. Congrats on the launch guys \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@gaurav_singh91\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gaurav_singh91<\/a> thank you! Sometimes we call it like this \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@gaurav_singh91\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gaurav_singh91<\/a> thanks! If you see something we can improve, please let us know \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@gaurav_singh91\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gaurav_singh91<\/a> been trying to make this our headline: “Hinge for Jobs”!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We’ve been using Clera at Pluno and already hired 2 engineers who came from Clera!<br \/>Quality of the profiles we receive is far higher than what we’ve had with traditional recruiters, and it saves us lots of time not having to manually reach out to great candidates.<br \/>Highly recommend, you guys rock <a href=\"https:\/\/www.producthunt.com\/@alexanderfarr\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"alexanderfarr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexanderfarr<\/a> <a href=\"https:\/\/www.producthunt.com\/@sebastian_scott3\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"sebastian_scott3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sebastian_scott3<\/a>!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@korabs\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@korabs<\/a> thanks for the shout-out! Happy that we could find you some hires! Great to work with you \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p> <a href=\"https:\/\/www.producthunt.com\/@korabs\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@korabs<\/a> thanks for the kind words!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p> <a href=\"https:\/\/www.producthunt.com\/@korabs\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@korabs<\/a> working with founders like you is a dream come true; and an amazing opportunity for great talent out there to get introduced directly. Thanks for your trust Korbinian. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch <a href=\"https:\/\/www.producthunt.com\/@alexanderfarr\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"alexanderfarr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexanderfarr<\/a> and the whole team!<\/p>\n<\/p>\n<p>How does Clera differ from platforms like Mercor, Braintrust, or even something like \u0410 Team for matching candidates with VC-backed startups?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@byalexai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@byalexai<\/a> thanks, really appreciate it!<\/p>\n<\/p>\n<p>Good question – those are more focused on other areas and particularly freelancers. We focus on full-time roles with startups. Also very differently built from a product experience.<\/p>\n<\/p>\n<p>Have you been using any of these platforms?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alexanderfarr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexanderfarr<\/a>  <a href=\"https:\/\/www.producthunt.com\/@byalexai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@byalexai<\/a> Hey Aleksandar! We are offering literally the easiest to use end-to-end approach for hiring! As a company, you just have to sign up to Clera and tell us what role you are currently looking for! Our agent will automatically research everything about you, deeply understand your hiring needs and then roll out your job to the best fitting candidates! <\/p>\n<\/p>\n<p>On the other side of the market we are doing the same: Through ongoing conversations, we are able to understand any candidate way better than any recruiter and can recommend him to request intros at the best companies out there!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>love that this runs through iMessage\/WhatsApp – feels way more natural than logging into another job board every day!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yaajyaansh_bhardwaj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yaajyaansh_bhardwaj<\/a> thanks – please share more feedback how you like the experience and what’s missing for you there!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yaajyaansh_bhardwaj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yaajyaansh_bhardwaj<\/a> let me know if you have any feedback after trying it out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yaajyaansh_bhardwaj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yaajyaansh_bhardwaj<\/a> exactly! This is how applying to jobs should actually look like! Indicating interest and then a quick intro in the mailbox!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Literally direct intros to 600+ of the best startups in the US and Europe. If I weren’t working for them, I’d be the first one chatting with Clera to get intros.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@illja\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@illja<\/a> 100%, you have such a big impact on making sure that the right jobs are actually being found!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Having you at Clera is such a boost! Placing people where they can truly make the biggest impact is what it’s all about!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 incredibly promising. I really like the conversational approach, it feels like a much more natural and engaging ways to discover roles. Congrats on the launch \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@calum\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@calum<\/a> appreciate it and thanks for the positive feedback. Curious if you have any more feedback or would use it yourself?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@calum\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@calum<\/a> Thank you! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@calum\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@calum<\/a> thank you so much Calum! I strongly believe its no important to actually be where the users lives daily, and that is iMessage and WhatsApp!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Now is the time to build agentic solutions that will make our lives easier. Building a recruiting agent that changes the industry in such a positive way is one of the most exciting things I have ever done.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@fabc1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fabc1<\/a> so great to build this with you!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@fabc1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fabc1<\/a> agree<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@fabc1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fabc1<\/a> lets go Fabc! Great to have you on the team building this with us! Agentic solutions can literally revolutionize how we work and how we find our work!<\/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 using this and honestly\u2026 this is how job hunting should work. Super clean matchmaking and actually relevant intros. Congrats on the launch guys!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hmadhsan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hmadhsan<\/a> thanks Hammad, super happy to hear your positive feedback \ud83d\ude42 let me know if you have any feedback we should change!<\/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\/@hmadhsan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hmadhsan<\/a> love to hear this, thanks Hammad!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hmadhsan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hmadhsan<\/a> Thanks for the kind words! Would love to hear any improvements that might come to mind:)<\/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>Building Clera has been the joy of my life. Shipping product that actually help people land a job is a dream come true! I have seen countless friends \/ family stuck in jobs they don’t enjoy. With Clera we can finally remove that friction! <\/p>\n<p>Keen to learn about any feedback while using the product!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sebastian_scott3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sebastian_scott3<\/a> its such an important mission, esp. in today’s AI times. Glad to be working on it with you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sebastian_scott3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sebastian_scott3<\/a> Great building this 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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sebastian_scott3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sebastian_scott3<\/a> lets gooo! Lets make the last 5 years of employment count and get everyone the job they deserve!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Crazy product (ok, I am biased). Happy launch day, go Clera, go! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daniel_wintermeyer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniel_wintermeyer<\/a> so proud to build this with you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daniel_wintermeyer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniel_wintermeyer<\/a> most cracked engineering team on the block!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daniel_wintermeyer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniel_wintermeyer<\/a> lets goooo!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Smooth platform from the candidate’s side \ud83d\ude42 <\/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\/@rohin_shahi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohin_shahi<\/a> appreciate the feedback Rohin! How did the matches look like? Heard from another user that he was already in a process with a couple of the companies he was matched too!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rohin_shahi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohin_shahi<\/a> glad to hear!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>clera found our first gtm hire!<\/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\/@ohy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ohy<\/a> lets goooooo Alex!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@ohy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ohy<\/a> Thanks for the shout out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats guys! Great team! On a side note: How do you find and match candidates? <\/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\/@jan_heimes\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jan_heimes<\/a> Thank you! We source from our fast growing pool of 80k+ top candidates on Clera and also do targeted outreach for our clients to people not on Clera yet, based on what the companies are looking for.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jan_heimes\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jan_heimes<\/a> our super advanced matchmaking searches our growing talent pool of +80k talents for the best fit candidates and sends them over to founders and hiring managers. We also do that on a continuing base, that means founders always get send over the best fitting candidates as soon as they enter the platform!<\/p>\n<p>But of course same for our talents!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>running through iMessage is a smart call. job searching already feels like a second job \u2014 the last thing you want is another app to check. curious how it gets to know your preferences over time, like does it ask directly or pick up on what you react to?<\/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\/@ahmadhajj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ahmadhajj<\/a> yes, and usually there is so many. Clera tries to get the basic stuff upfront, but then learns alongside your activity. Reactions, interview feedback, simple nudges. Always hard though to nail a proper experience here, to not ask for too much, while we need some data to surface the best matches. Any feedback on the flow 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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ahmadhajj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ahmadhajj<\/a> hey Ahmad! Exactly, an app that lives there where you already live (iMessage\/WhatsApp)! We learn your preferences based on what roles you find interesting and any additional input you give us over time!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratss \ud83c\udf89 Love that the bar is “intros where the company is actually excited” rather than another firehose of listings. The WhatsApp\/iMessage entry point is genius!!! <\/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\/@jamesvanderpant\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jamesvanderpant<\/a> really love the support – much appreciated!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jamesvanderpant\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jamesvanderpant<\/a> Not sure which crazy man was cooking on the UI and UX. Know some good people who could support an aspiring team? \ud83d\ude09<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jamesvanderpant\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jamesvanderpant<\/a> having both sides be excited is what you need to keep them happy:)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 love story but with stock options. (forever, but four years). lfg!! <\/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\/@elaine_hladik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elaine_hladik<\/a> haha well-put \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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@elaine_hladik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elaine_hladik<\/a> last 5 years, make it count!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I had a great experience using Clera during my recent job search. The platform\u2019s ability to handle company-specific ‘additional questions’ allowed me to provide high-signal responses that actually showcased my background. It clearly makes a difference\u2014I was able to secure an interview with one of the companies that I see great match. Highly recommended for anyone looking for a more tailored recruiting experience.<\/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\/@minnie_t\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@minnie_t<\/a> so glad to hear that!! Was there something missing that we can still improve on? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@minnie_t\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@minnie_t<\/a> Love to hear it and appreciate your support! Wishing you the best for the next interviews!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@minnie_t\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@minnie_t<\/a> glad to hear you’re enjoying Clera! We are building the one and only end-to-end solution for hiring and finding jobs, both for companies and talent!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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. Love the idea and the video.<\/p>\n<\/p>\n<p>Are you planning to find more CTOs to become Member of Technical Staff ? \ud83d\ude42 <\/p>\n<\/p>\n<p><a href=\"https:\/\/x.com\/henrythe9ths\/status\/2049148130059292743?s=46&t=3M0KdWHI2R4FjKbL-WWA5A\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/x.com\/henrythe9ths\/status\/2049148130059292743?s=46&t=3M0KdWHI2R4FjKbL-WWA5A<\/a><\/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\/@thisiskp_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thisiskp_<\/a> Thank you the KP! Big part of our system prompt to also match previous CTOs to MTS roles at the fastest growing startups out there!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thisiskp_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thisiskp_<\/a> Appreciate it! Yes, for the right role and candidates interested in this shift, we are seeing more and more matches here.<\/p>\n<p>btw we also posted on x:) <a href=\"https:\/\/x.com\/danwintermeyer\/status\/2049188973059400173\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/x.com\/danwintermeyer\/status\/2049188973059400173<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thisiskp_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thisiskp_<\/a> wow a comment by the GOAT. Huge honor & thanks KP!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats and good luck!<\/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\/@0xs34n\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@0xs34n<\/a> thank you Sean! Are you using Clera as a talent or a company hiring?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@0xs34n\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@0xs34n<\/a> thanks Sean!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Looks really cool – can’t wait to try when we restart hiring. Curious how do you source candidates – is it Clera users on the other side; or also off-platform candidates?<\/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\/@dawid_baranowski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dawid_baranowski<\/a> Love to hear it and great question! It’s actually both, our fast growing talent pool of 80,000+ candidates as well as sourcing off-platform based on what our clients are looking for<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@dawid_baranowski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dawid_baranowski<\/a> Hey Dawid! We match jobs to our growing talent pool of +80k of the best talents in the US and Europe! If youre interested in one of these talents, you can easily request an intro and if a talent is matched to the role and interested, the talent can easily request an intro!<\/p>\n<p>Our matchmaking is top notch and makes sure if only matches both sides, if we actually expect a mutual interest!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Big fan! Love how easy it is to get started and meeting all the great talent! <\/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\/@dan_meier1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dan_meier1<\/a> Love to hear that!<\/p>\n<p>Making it easy to get started is one thing, but actually meeting great people is what really matters.<\/p>\n<p>Just wondering – what kind of talent have you found to be the hardest to recruit?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@dan_meier1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dan_meier1<\/a> thank you so much Dan! Working hard every single day to serve our companies and talent with intros they actually deserve!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>i am assuming its primarily focusing on the west for now?<\/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\/@roy_kek\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@roy_kek<\/a> you will have the best experience currently if you are US or Central Europe based, yes. Got some big plans of course, but we want to nail these regions first. You can still try it out – would love your feedback. <\/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\/@roy_kek\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@roy_kek<\/a> We do have some clients looking to fill remote roles for example in LatAm as it overlaps with US time zone but the focus is on US and Europe as most our clients primarily hire there right now – more to come in the future though as we see the problem everywhere.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@roy_kek\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@roy_kek<\/a> Hey Roy! We are focusing on the US and Europe right now! We have a couple of companies hiring outside of that in Australia, Dubai etc, but you will definitely get the best experience if you are located in the US or Europe!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 smooth onboarding, found 3 solid SF roles that actually match my background. Love it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@erwan_gardelle3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@erwan_gardelle3<\/a> happy to hear you had such a good experience!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@erwan_gardelle3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@erwan_gardelle3<\/a> thanks for the feedback Erwan – glad! How did you use Clera? iMessage\/Whatsapp or via Web? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@erwan_gardelle3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@erwan_gardelle3<\/a> Amazing! All the best for the interview process – curious to hear what you think of Clera’s support post-intro:)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Sounds really interesting! How do you make the intros after I’ve shown interest in a company? Also curious if Clera helps tailor the pitch for me before the intro, or if it’s a direct connection to the hiring manager?<\/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\/@marcus_larsson1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marcus_larsson1<\/a> good questions! The flow typically is like this:<\/p>\n<ol>\n<li>\n<p>We show jobs that we have data that you have good chances of landing an interview and is interesting to you<\/p>\n<\/li>\n<li>\n<p>We share your profile to the company via our dashboard and Slack \/ Mail<\/p>\n<\/li>\n<li>\n<p>Once they opt-in, we make direct intros<\/p>\n<\/li>\n<\/ol>\n<p>Does that make sense to you or what would be the best workflow for you?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@marcus_larsson1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marcus_larsson1<\/a> we’re in slack with the founders or hiring managers, and we pitch the match – why you two should talk. We do, but not greatly, surfacing that right now though to the candidate. What’s your take on that? Would you like to see how we pitched you so you can make the proper adjustments? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@marcus_larsson1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marcus_larsson1<\/a> just to add, the actual intro in the end is often through email as this is the preferred channel for both sides to kick off the interview process. And for tailoring a pitch, as Alex shared, we already pitched your profile to the company for you but in case you need help with presenting yourself in the interview, Clera also helps and sends you resources:)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Feels like the hardest part here isn\u2019t finding roles, but actually understanding what someone truly wants (which most people struggle to articulate).<\/p>\n<p>Curious how Clera gets signal beyond what users explicitly say?<\/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\/@munevver_ertuncccc\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@munevver_ertuncccc<\/a> very good question. we do have a career coaching mode also where we try to help with general exploration as well. <\/p>\n<p>Our focus is on just asking question that you could normally not filter for \/ would forget to specify like:<\/p>\n<ol>\n<li>\n<p>Structured conversation, not open-ended forms. Our agent asks pointed follow-ups designed to surface the “why behind the what.” If you say you want remote work, we dig into whether that’s about flexibility, location, or avoiding a specific commute. The distinction matters for matching.<\/p>\n<\/li>\n<li>\n<p>Reading the job side deeply too. Half the problem is that job descriptions are also poorly articulated. We use AI to extract what a role <em>actually<\/em> involves day-to-day, what skills genuinely matter vs. wishlist items, and what the team culture looks like from real signals. Better understanding of both sides means better matching even when neither side describes themselves perfectly.<\/p>\n<\/li>\n<\/ol>\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\/@munevver_ertuncccc\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@munevver_ertuncccc<\/a> agree. And articulating is hard if you don’t know what is possible or you have been primed to accept what you get offered by the market. We do a couple of things: First, we do ask you. But then, we learn from your actions – which roles you like or dislike. We ask you why and find patterns, leading to hypothesis on our end we validate with you. So, every interactions help us better to find you the ideal role. Would love to hear your take on that though! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@munevver_ertuncccc\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@munevver_ertuncccc<\/a> Very good question! Another way we get signal is by evaluating and understanding why a user liked or didn’t like a role – or by calibrating candidate profiles with companies and helping them narrow down what they actually want<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We have been working with Clera for months now, and it has become a key hiring channel for us. <\/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\/@peter_tribelhorn\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peter_tribelhorn<\/a> Thanks for the shout out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@peter_tribelhorn\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peter_tribelhorn<\/a> Glad to be working with you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@peter_tribelhorn\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peter_tribelhorn<\/a> glad to hear this Peter! Seeing a lot of traction with the Hera roles on our platform!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>with whatsapp – right top of mind, smart! <\/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\/@mauricevv\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mauricevv<\/a> thank a lot! Yes Whatsapp and iMessage are perfect to get started and also help us notify if companies are specifically interested in chatting with someone from our network. Win-Win!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@mauricevv\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mauricevv<\/a> thanks, appreciate the feedback \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mauricevv\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mauricevv<\/a> yes, we think that this approach will be the future of software, always being there were the user actually lives daily<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#2<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/5ZQF23B4KGXMQ3\" class=\"app-title\">SureThing.io<\/a><\/p>\n<div class=\"one-liner\">Autonomous agent that communicates results like a human<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">340<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>SureThing.io \u901a\u8fc7\u5c06 GitHub \u4e0a\u7684\u5f00\u6e90AI\u6280\u80fd\u4e00\u952e\u8f6c\u5316\u4e3a\u5177\u5907\u6301\u4e45\u8bb0\u5fc6\u548c\u4e1a\u52a1\u4e0a\u4e0b\u6587\u7684\u81ea\u4e3bAgent\uff08\u5982COO\u3001CMO\u3001CTO\uff09\uff0c\u8ba9CEO\u65e0\u9700\u8c03\u8bd5\u5373\u53ef\u50cf\u7ba1\u7406\u4eba\u7c7b\u56e2\u961f\u4e00\u6837\u7ba1\u7406AI\uff0c\u89e3\u51b3\u201c\u4ee3\u7801\u5230\u843d\u5730\u201d\u4e4b\u95f4\u7684\u9e3f\u6c9f\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\/3f0c8fe0-85b2-476b-a4d0-9cd4ff1fab47.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/03bf7629-8b31-417a-ab12-85ae7a5c60fc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n 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type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"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\uff1aAgent\u95f4\u7684\u8bb0\u5fc6\u4e0e\u51b2\u7a81\u5904\u7406\uff08\u9500\u552evs\u4ea7\u54c1\u76ee\u6807\uff09\u3001\u4e1a\u52a1\u4e0a\u4e0b\u6587\u5438\u6536\u673a\u5236\u3001\u81ea\u4e3b\u6267\u884c\u7684\u5b89\u5168\u6027\u4e0e\u5ba1\u8ba1\u65e5\u5fd7\u3001\u4e0e\u975e\u6280\u672f\u4eba\u5458\u7684\u914d\u7f6e\u95e8\u69db\u3001\u79c1\u6709\u4ed3\u5e93\u652f\u6301\u3002\u56e2\u961f\u56de\u5e94\u5f3a\u8c03\u201c\u4eba\u7c7b\u5728\u73af\u201d\u3001\u72b6\u6001\u7ea7\u8bb0\u5fc6\uff08\u975e\u7b14\u8bb0\u5f0f\uff09\u53ca\u81ea\u8fdb\u5316\u80fd\u529b\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 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\u4e00\u53e5\u8bdd\u603b\u7ed3\uff1a\u6982\u5ff5\u548c\u5b9a\u4f4d\u9876\u7ea7\uff0c\u4f46\u843d\u5730\u7ec6\u8282\u4ecd\u9700\u6301\u7eed\u9a8c\u8bc1\uff0c\u5c24\u5176\u662f\u5728\u975e\u7ebf\u6027\u3001\u591aAgent\u534f\u4f5c\u7684\u590d\u6742\u573a\u666f\u4e0b\u3002\u5982\u679c\u56e2\u961f\u80fd\u771f\u6b63\u5151\u73b0\u201c\u81ea\u52a8\u5b66\u4e60\u5e76\u89e3\u51b3\u51b2\u7a81\u201d\u7684\u627f\u8bfa\uff0c\u6709\u671b\u6210\u4e3aAI\u5e94\u7528\u5c42\u7684\u201c\u64cd\u4f5c\u7cfb\u7edf\u201d\u7ea7\u4ea7\u54c1\uff1b\u82e5\u53ea\u662f\u5de7\u5999\u7684\u6c47\u62a5\u754c\u9762\uff0c\u5219\u96be\u9003\u201c\u9ad8\u7ea7\u81ea\u52a8\u5316\u811a\u672c\u201d\u7684\u5bbf\u547d\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">SureThing.io<\/span>\n <\/div>\n<div class=\"comment-content\">Everyone’s running AI agents. Seldom hitting their business goals. AI isn’t the bottleneck anymore. Humans are. SureThing is a General AI Agency. Paste any GitHub skill \u2014 it becomes a team you can @ anytime. One persistent memory across your COO, CMO, and CTO \u2014 zero silos. Agents that report up like humans. So you can finally run it like a CEO, not a debugger. With SureThing, now hit your business goals at inference speed.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi PH family,<\/p>\n<p>This is Celine, cofounder of SureThing. Quick honest question: how many GitHub repos have you starred in the last 6 months? How many are actually running?<\/p>\n<p>That gap is what SureThing solves.<\/p>\n<p>The world’s best AI skills are open source \u2014 Karpathy’s research agent, Garry Tan’s gstack, 20k star+ marketing skills repos. Free. Right there. But “right there” means raw repo, no GUI, no business context, and a terminal that assumes you invested time into vibecoding.<\/p>\n<p>We built SureThing for the founder, operator, or marketer who wants to use the best AI \u2014 not spend 3 days setting it up.<\/p>\n<p>Paste any link \u2192 one click \u2192 it becomes a proactive employee with real memory, a live dashboard, and your business context baked in. You’re the chairman. It executes.<\/p>\n<p>What makes us different from OpenClaw \/ Claude Code:<br \/>\nThey built a terminal. We built a reporting line.<br \/>\nAI has no speed limit. Human do. SureThing gives your agents a dashboard to report up \u2014 so you stay in control without being the bottleneck.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>20<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@celine_yu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@celine_yu<\/a> Looks really interesting! Congrats with a launch team!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the “CEO not debugger” line. <br \/>Real question though: when the COO, CMO, and CTO agents share one memory, who wins when there’s a conflict between sales goals and product reality? \ud83d\ude05<\/p>\n<p>BTW, many 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>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\/@boyuan_deng1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@boyuan_deng1<\/a> Haha reality always wins \ud83d\ude02 . Thanks man! \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@boyuan_deng1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@boyuan_deng1<\/a> what a great question! Probably I will go for sales goals haha. Customer’s willingness to pay explains everything. But do open for discussions.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@boyuan_deng1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@boyuan_deng1<\/a> LOL, I think it’s “you”, the CEO, tell them what you exactly want at that moment.\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><a href=\"https:\/\/www.producthunt.com\/products\/surething-io\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"surething-io\" target=\"_blank\" rel=\"noopener\">@SureThing.io<\/a> best agent I’ve ever used so far. I’m using it for my linkedin post ideation to posting. how about adding personal skills?<\/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\/@arjun_pansheria\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arjun_pansheria<\/a> Thanks Arjun! Just tell your agent whats wrong, your digital extension will reflect itself and self-improve day by day.<\/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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@arjun_pansheria\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arjun_pansheria<\/a> Personal skills are very much the direction. SureThing auto-learns and evolves them at runtime as you use it, based on its own success and fail, and also your feedback. <\/p>\n<p>And you can also bring your own skills if there are on other platform, or paste any open-source skill straight into your team. <\/p>\n<p>From this angle, it’s basically a machine for learning and internalizing skills.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@arjun_pansheria\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arjun_pansheria<\/a>  also, you can just share any best practices or skills with your agent, and let it learn them itself<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 like 30 starred repos and maybe 2 running lol. Congrats on shipping this, curious how the memory layer works across the COO\/CMO\/CTO agents \u2014 is it shared context or do they each have separate threads that sync?<\/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\/@carlvert\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@carlvert<\/a> wow Calvert, you immediately locate our key competitiveness – memory. Most agent memory today is note-style. Extract, save, recall. Useful, but you still start from zero every session with better source material.<\/p>\n<p>Ours is closer to procedural memory. We save the <em>state of the work<\/em>, not just what happened. <\/p>\n<p>When you come back, your COO\/CMO\/CTO don’t reconstruct from notes, they resume. Half-drafted email, pending vendor input, whatever was live in working memory still is. <\/p>\n<p>You don’t recall Tuesday. The agents are Tuesday.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@carlvert\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@carlvert<\/a> Great question. Each agent has its own memory and context, but can pull shared context from other agents, and call each other to collaborate on execution. So less three chatbots in parallel, more an actual 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<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@carlvert\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@carlvert<\/a>  Key point! How do you think about this? \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><a href=\"https:\/\/www.producthunt.com\/@celine_yu\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"celine_yu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@celine_yu<\/a> Congrats on the launch<\/p>\n<p>Quick question: if agents report up like humans, does that mean I’ll start getting “quick syncs” and “status update requests” from my AI at 5 PM on a Friday? \ud83d\ude04<\/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\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> haha definitely, anytime anywhere! Just say it to your digital self.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@celine_yu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@celine_yu<\/a>  <a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a>  Sure thing! Try it free \ud83d\ude01<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 chairman, not coder framing. How much business context can SureThing actually absorb before it starts making decisions?<\/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\/@angelo_bram\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@angelo_bram<\/a> Honest answer: there’s no fixed context bar. SureThing doesn’t load your business upfront, it absorbs it <em>through the work<\/em>.<\/p>\n<p>Mechanics: human-in-the-loop on every decision early. You approve, override, or redirect. Each becomes procedural state, not just notes. After enough cycles, the agent makes the call you would’ve made, and you stop reviewing the boring 80%.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Building SureThing is fun. Seeing how people put it to work is what makes the late nights worth it.<\/p>\n<\/p>\n<p>A few snapshots users have shared with us:<\/p>\n<\/p>\n<p>\u2192 A B2B founder who finally turned LinkedIn into a real pipeline. SureThing finds the right people, opens the conversation, follows up for weeks, and hands him warm leads when it’s actually time to talk.<\/p>\n<\/p>\n<p>\u2192 A therapist building her public practice on X and Instagram. Content drafted, posts scheduled, comments answered in her voice. The followers showed up faster than she’d planned for.<\/p>\n<\/p>\n<p>\u2192 A Shopify seller spotting which products are about to pop, generating the listings, refining the copy, and watching her conversion rate climb.<\/p>\n<\/p>\n<p>\u2192 My favorite: a mom who built a little math game for her kid. No code, no engineer in the family. Just one evening, one idea, and a lot of love. It’s part of the bedtime routine now.<\/p>\n<\/p>\n<p>These aren’t features we built. They’re things people figured out to do with SureThing, and every time we see one, we want to make it possible for more.<\/p>\n<\/p>\n<p><strong>Make your goals a sure thing.<\/strong><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats! Quick q \u2014 when you paste a GitHub skill, how much manual config is still needed to get it running with business context? Is that part guided or does it require some technical setup upfront?<\/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\/@sandy_liusy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sandy_liusy<\/a> nuh, no technical setup at all. We have power users such as gym owners, lawyers, agency owners, they can all set up their AI employees easily with no technical background.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@sandy_liusy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sandy_liusy<\/a> just one click to send GitHub skill, then you can get an agent, nothing else you need to do. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does SureThing work with private repos or just public starred ones?<\/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\/@antonio_manuel1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@antonio_manuel1<\/a> Both work. You can either upload the code directly, or authorize the repo through SureThing’s GitHub connector. Have fun playing with 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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@antonio_manuel1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@antonio_manuel1<\/a> Any repo works. In addition, you can send any blog\/posts with best practices to SureThing, it will learn and evolve to be more powerful!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 happens when the AI makes a bad call is there an undo or audit log built into the dashboard?<\/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\/@andreea_stoica4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andreea_stoica4<\/a> Great question. A few layers here:<\/p>\n<p>First, SureThing never acts autonomously by default. Anything that runs on your will (auto-replying email, posting, etc.). SureThing will requires you to hit a literal Approve button to run automatically afterwards. Very explicit, no ambiguity.<\/p>\n<p>Second, every action it takes gets reported back in the conversation, so you can catch a bad call and course-correct.<\/p>\n<p>And like with a real teammate, your feedback compounds. Our memory system helps it remember the mistake and set its own guardrails next time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@andreea_stoica4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andreea_stoica4<\/a> great question Andreea! That’s why we now take human-in-the-loop as the key product design.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\u201cAgents that work like a team\u201d sounds great,<br \/>but getting consistent results from even one AI agent is still tricky.<\/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\/@sonu38\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sonu38<\/a> Indeed, I can tell Sonu you also work in the agent industry. Hence we are also iterating our agent template to strength the capability of one single AI agent (vertically).<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@sonu38\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sonu38<\/a> You’re putting your finger on a real pain point. Inconsistency is the gap most AI agents fall into today, and it’s exactly the problem SureThing was built to solve. We’re seeing solid results so far, would love for you to try it and tell us where it holds up (or doesn’t) \ud83d\udc40<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This hits.<\/p>\n<p>Feels like the real problem isn\u2019t building more agents, it\u2019s getting them to actually work together and move things forward.<\/p>\n<p>The \u201cagents that report up\u201d idea is interesting \u2014 closer to how people actually think about running a team.<\/p>\n<p>Curious how the shared memory holds up in practice. That\u2019s probably where it either clicks or breaks.<\/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\/@leonliu2049\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leonliu2049<\/a> Thanks Leon, what makes it click in practice: we treat memory less like a knowledge base and more like a state machine. Persist <em>execution state<\/em> (open questions, pending inputs, partial drafts), not just artifacts. Plus a source authority hierarchy so disagreements resolve cleanly.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@leonliu2049\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leonliu2049<\/a> Each agents have their own memories for execution, then they can share memories with each other if needed, no human-in-the-loop action, just agents collaborate with each other by themselves. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch! If SureThing \u201cdoes the job\u201d instead of just suggesting, where do you draw the line between autonomy and human oversight?<\/p>\n<p>Looking forward to see how SureThing develops<\/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\/@alexis_lee3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexis_lee3<\/a> Thanks a lot Alexis! We put a lot of thoughts on designing the best way of human and AI collaborating together, your comment is indeed a very key question. We have a special design of Human-in-the-loop UX, which may be one of the answer. Feel free to try!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@alexis_lee3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexis_lee3<\/a> Thank you! <\/p>\n<\/p>\n<p>HITL(Human-In-The-Loop) is exactly the right place to dig in.<\/p>\n<p>We don’t hardcode the line. SureThing learns your preferences over time, so when to act, when to ask, and when to flag all get shaped by a preference memory and a self-evolving feedback loop, not a fixed threshold.<\/p>\n<\/p>\n<p>If you try it you will see how it learns over time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very interesting product. quick question: the agent can get certain skills from GitHub, how would the agent be suitable for a certain job in that specific startup. Could the agent be connected with working software like emails or slack so that the agent has all context?<\/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\/@yjbdr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yjbdr<\/a> yes great question, SureThing supports 1000+ popular applications (of course, emails, slack, all kinds of social media, github, posthog, notion etc. are all supported) connections via oauth, the most secure and easiest way for non-technical founders. For the advanced users, they can also setup by custom APIs for the specialized vertical tools.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yjbdr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yjbdr<\/a> Agent can be evolved by itself basing on your business context and skills from Github, and then provide customised solutions for your business’s goal. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>My first reaction: this feels less like “another AI agent” and more like the missing layer between starring a repo and actually running it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cynthia220\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cynthia220<\/a> <\/p>\n<p>Yes! you totally get it.<\/p>\n<p>Digesting skills is one of SureThing’s core capabilities. Installing a skill feels like hiring an experienced person, except it’s free, instant, and you can swap them out anytime<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cynthia220\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cynthia220<\/a> And memory is also another differentiator. But you need to try it to get to understand. Free to try Cynthia!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@cynthia220\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cynthia220<\/a> Bingo! Please try it further and share more great thoughts with us.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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\/@agentos\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"agentos\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@agentos<\/a> Could you share more about workforce scaling and latency? I\u2019ve run into systems like this before, and in production environments these issues usually become more significant.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Fair concern \ud83d\ude4f We’ve been tuning parallelism + per-tenant isolation hard.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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, is it fully autonomys and is there a possibility to add human input to the loop, in order to make sure it’s compliant with business goals?<\/p>\n<p>If it’s done, how do you handle 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\/@hamza_addi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hamza_addi<\/a> Human in the loop is a big differentiator for us. That is our core insight after keeping in mind – achieving business goal is the most important thing for our customers\/users.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I love this! I know this isn\u2019t the intended end user, but I would like to see this operating as a development\/startup team!<\/div>\n<div class=\"comment-actions\">\n<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\/@jacksonburch\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jacksonburch<\/a> Thank you Jackson, we do have early openclaw contributor as our paid power user. So have a try!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@celine_yu Challenge accepted. I\u2019ve spent the last six months architecting serverless multi-tenant SaaS, so I\u2019m highly interested in seeing how the persistent memory handles complex data routing compared to standard autonomous agents. Spinning up a test environment soon. Are you guys currently expanding the engineering\/product team, or strictly focused on user acquisition right now?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@celine_yu That makes complete sense. You\u2019ve built the legos, but non-technical operators don\u2019t know how to assemble them into working application, correct? <\/p>\n<p>Honestly, that deployment gap is where I live! Most of my peers are non-technical and I design to make those two worlds meet in real-life. <\/p>\n<p>If you are actively looking for technical integration partners to step in and build these solution sets for your users, we are highly aligned.<\/p>\n<p>How are you currently routing your users who hit that wall?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the “chairman not debugger” framing hits differently when you’re a solo founder wearing all three hats. COO, CMO, CTO \u2014 same person, same head. agents that report up instead of waiting to be queried is the actual shift. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@webappski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@webappski<\/a> yes, solo founders so far are our core ICP. They really need AI’s help on a daily or even hourly basis.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@webappski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@webappski<\/a> Thanks, Alex. You got the point! Try it further and share with us more insights!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>his sounds like a dream. As a solo founder working warehouse shifts, I spend more time being a ‘debugger’ on my Chromebook than actually being a CEO. My biggest bottleneck isn’t the AI code, it’s the ‘human’ energy to manage all the silos (CMO, CTO, COO) alone. How does SureThing handle the deployment side of things when the ‘CTO agent’ hits a wall with infrastructure limits?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@raquel_alves1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@raquel_alves1<\/a> We resonated a lot with you Raquel. We are more focused on solving operational problems. CTO agent we recommend other more focused product such as Claude Code or Lovable.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@raquel_alves1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@raquel_alves1<\/a> Sharp observation \u2014 the human IS the bottleneck. That’s exactly what we’re tackling. In SureThing, agents collaborate with each other autonomously to get work done, and they report back through shared dashboards and task tracking so you stay in control without being in the loop on every step. Think of it as your agents running the CMO\/CTO\/COO silos together, while you focus on the calls only a CEO can make.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Exactly the problem. Open-source AI tools are amazing, but the setup overhead kills adoption. Nice solution.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@conan_chao\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@conan_chao<\/a> Resonated with you so much Conan, especially myself as a non-technical cofounder.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@conan_chao\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@conan_chao<\/a> Thanks! Please try it and share more great thoughts with us!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 resonates a lot \u2014 tons of starred repos, almost none actually used.<\/p>\n<p>If SureThing can bridge that gap reliably, that\u2019s huge.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@janicelewis00\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@janicelewis00<\/a> Thanks Janice! Feel free to have a try! Free to start.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@janicelewis00\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@janicelewis00<\/a> Great insight! Try it further and share with us more great thoughts<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 \u201cstarred vs actually running\u201d gap is real. Most tools like OpenClaw or Claude Code still assume users operate in a terminal. SureThing.io’s reporting line framing is a clear shift toward outcomes, not setup.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@alexia_li\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexia_li<\/a> <\/p>\n<p>Setup has been the tax everyone pays to use AI, but not on SureThing.<\/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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alexia_li\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexia_li<\/a> Thanks Alexia! yes, stop debugging and invest time back to business problems!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@alexia_li\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexia_li<\/a> Whether technical or non-technical, every user deserves an out-of-the-box AI agent that actually hits their business goal. That’s the bar we’re chasing \ud83c\udfaf<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 exactly what non-technical founders have been missing from the agent wave. congrats, following closely \ud83d\udc40<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@luke_pioneero\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@luke_pioneero<\/a> Thanks! \ud83d\ude80 More skill-related improvements coming soon \u2014 stay tuned!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@luke_pioneero\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@luke_pioneero<\/a> Thanks, Luke. Yeah, non-technical founders deserve an AI agent they can actually trust!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@luke_pioneero\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@luke_pioneero<\/a> Thanks a lot Luke. Feel free to try!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wow, I like the feature of pasting any GitHub skill, which will largely accelerate the developer’s workflow. Nice done!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@charlenechen_123\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@charlenechen_123<\/a>  Thank you! Glad the GitHub skill paste resonates \u2014 it’s exactly the kind of friction we wanted to kill for devs.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@charlenechen_123\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@charlenechen_123<\/a> yes Charlene, just throw the recent github repo you just starred and let magic happen.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@charlenechen_123\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@charlenechen_123<\/a> Go give it a spin! Would love to hear more of what works (or doesn’t) for your workflow \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “Karpathy research agent \/ Garry Tan gstack” framing nails the real friction – discoverability is fine, but most starred repos rot, and “right there” usually means broken installs. Curious about the QA layer. When you turn a GitHub skill into a teammate, what catches dead repos vs. the working ones – runtime tests, community signal, or trust the maintainer? And once a skill drifts (a dep breaks, an API moves), does the employee silently fail or know to escalate?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>goodluck on your launch Celine! Could i interact with SureThings via whatsapp?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>SureThing is an impressive innovation in AI agency solutions! By transforming GitHub skills into a seamless, collaborative team, it effectively breaks down silos within organizations. The persistent memory feature across key roles ensures that everyone is aligned and working towards shared goals, allowing for a more agile CEO-like management style. This is especially crucial in today\u2019s fast-paced business environment where efficiency can make or break a company. If you\u2019re looking to elevate your business strategy and enhance team collaboration, SureThing might be just what you need. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@leo_ye\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leo_ye<\/a> Thanks Leo for 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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@leo_ye\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leo_ye<\/a> Thanks so much! You completely got it, that’s exactly the spirit behind SureThing. Hope it goes to work for you and earns its keep on your 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love this tool! Need to try it asap.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@arthur_winston3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arthur_winston3<\/a> Thank you Arthur! Feel free to try. No credit card needed.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@arthur_winston3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arthur_winston3<\/a> <\/p>\n<p>Trust us, it won’t disappoint.<\/p>\n<p>Now it’s free to start. Looking forward to hearing your success story!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 ‘reporting line vs terminal’ framing is sharp. the hard part nobody’s nailed yet is getting the agent to be honest about what it almost-did, especially silent partials like ‘i created the event’ when the api returned 403. how do you surface that in the dashboard?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sebastian_sosa1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sebastian_sosa1<\/a> We separate “what the agent claims” from “what the tool actually returned” \u2014 any mismatch gets flagged as a partial in the 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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sebastian_sosa1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sebastian_sosa1<\/a> You nailed it – An agent saying “done” when the API returned 403 is worse than failing loudly. Our approach: when an agent hits a wall, it remembers the failure pattern and proactively verifies execution next time before reporting back. So instead of blindly claiming “event created,” it learns to check the actual result first and return what really happened. Still evolving, but the error-memory loop is already making a real difference.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#3<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/KH6YADQN6DJCL4\" class=\"app-title\">Social Fetch<\/a><\/p>\n<div class=\"one-liner\">Pull real-time data from any social platform via API.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">234<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Social Fetch \u901a\u8fc7\u4e00\u4e2a\u7edf\u4e00\u7684REST API\u63a5\u53e3\uff0c\u5c06TikTok\u3001Instagram\u7b49\u4e3b\u6d41\u793e\u4ea4\u5e73\u53f0\u7684\u516c\u5f00\u6570\u636e\uff08\u8d44\u6599\u3001\u5e16\u5b50\u3001\u8bc4\u8bba\u7b49\uff09\u96c6\u4e2d\u83b7\u53d6\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u56e0\u9891\u7e41\u6293\u53d6\u3001\u5e73\u53f0\u53cd\u722c\u548c\u63a5\u53e3\u53d8\u66f4\u800c\u5bfc\u81f4\u7684\u7ef4\u62a4\u5669\u68a6\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\/7c6bbc23-02c9-41f3-ac0f-c55849f37d43.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\/341f8b54-b014-4c65-8428-7b7c9f829cda.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\/aac2cb48-f709-4738-a600-39f5179a6918.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\/55ca5f97-76e5-4435-be07-5d8ca1cdc3fe.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">API<\/span><br \/>\n <span class=\"tag\">Social Media<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u793e\u4ea4\u5a92\u4f53\u6570\u636eAPI<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u805a\u5408<\/span><br \/>\n <span class=\"tag\">\u7f51\u7edc\u722c\u866b<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u6570\u636e<\/span><br \/>\n <span class=\"tag\">\u65e0\u901f\u7387\u9650\u5236<\/span><br \/>\n <span class=\"tag\">\u4ed8\u8d39\u5373\u7528<\/span><br \/>\n <span class=\"tag\">OpenAPI<\/span><br \/>\n <span class=\"tag\">AI\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">Product Hunt<\/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\u6574\u5408\u591a\u5e73\u53f0\u7684\u75db\u70b9\u89e3\u51b3\u80fd\u529b\uff0c\u4f46\u6838\u5fc3\u8d28\u7591\u96c6\u4e2d\u5728\u540e\u7aef\u5b9e\u73b0\uff08\u662f\u5426\u5408\u6cd5\u722c\u53d6\uff09\u3001\u6570\u636e\u7a33\u5b9a\u6027\uff08\u7279\u522b\u662fLinkedIn\uff09\u4ee5\u53ca\u201c\u65e0\u901f\u7387\u9650\u5236\u201d\u80cc\u540e\u7684\u6210\u672c\u5438\u6536\u673a\u5236\u3002\u90e8\u5206\u7528\u6237\u597d\u5947\u5176\u4e0eAI\u5de5\u5177\u7684\u96c6\u6210\u7ec6\u8282\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Social Fetch\u5207\u4e2d\u4e86\u4e00\u4e2a\u771f\u5b9e\u4e14\u6602\u8d35\u7684\u75db\u70b9\u2014\u2014\u793e\u4ea4\u5a92\u4f53\u6570\u636e\u7684\u788e\u7247\u5316\u4e0e\u7ef4\u62a4\u6210\u672c\u3002\u5b83\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u201c\u53cd\u8106\u5f31\u201d\u7684\u4ee3\u7406\u5c42\uff0c\u5c06\u5404\u5e73\u53f0\u4e0d\u53ef\u63a7\u7684\u6570\u636e\u63a5\u53e3\u98ce\u9669\u5185\u90e8\u5316\uff0c\u4e3a\u5f00\u53d1\u8005\u63d0\u4f9b\u201c\u6807\u51c6\u5316\u4ea4\u4ed8\u201d\u3002\u5176\u201c\u65e0\u901f\u7387\u9650\u5236\u201d\u548c\u201c\u6309\u91cf\u4ed8\u8d39\u201d\u6a21\u5f0f\u6781\u5177\u8bf1\u60d1\u529b\uff0c\u4f46\u8fd9\u6070\u6070\u662f\u6700\u5927\u7684\u6f5c\u5728\u9690\u60a3\uff1a\u5f53\u6570\u636e\u91cf\u6fc0\u589e\u65f6\uff0c\u540e\u7aef\u4ee3\u7406\u6c60\u7684\u7a33\u5b9a\u6027\u4e0e\u4e0a\u6e38\u5e73\u53f0\u7684\u201c\u732b\u9f20\u6e38\u620f\u201d\uff08\u5c24\u5176\u662fLinkedIn\u3001TikTok\u8fd9\u7c7b\u53cd\u722c\u4e25\u683c\u7684\u5e73\u53f0\uff09\u5c06\u76f4\u63a5\u8f6c\u5316\u4e3a\u9690\u5f62\u6210\u672c\uff0c\u53ef\u80fd\u6700\u7ec8\u8feb\u4f7f\u201c\u65e0\u9650\u5236\u201d\u53d8\u6210\u201c\u9690\u5f62\u9650\u5236\u201d\u3002\u4ea7\u54c1\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u4e0d\u5728\u4e8eAPI\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u5176\u5904\u7406\u5e73\u53f0\u7b56\u7565\u53d8\u66f4\u7684\u54cd\u5e94\u901f\u5ea6\u4e0e\u900f\u660e\u5ea6\u3002\u652f\u6491llms.txt\u7684\u7ec6\u8282\u975e\u5e38\u806a\u660e\uff0c\u7cbe\u51c6\u5361\u4f4dAI Agent\u5bf9\u7ed3\u6784\u5316\u793e\u4ea4\u6570\u636e\u7684\u521a\u6027\u9700\u6c42\uff0c\u8fd9\u53ef\u80fd\u6bd4\u4f20\u7edf\u6570\u636e\u96c6\u6210\u573a\u666f\u66f4\u5177\u7206\u53d1\u529b\u3002\u4f46\u82e5\u65e0\u6cd5\u5728\u8bc4\u8bba\u4e2d\u6b63\u9762\u56de\u7b54\u201c\u6570\u636e\u83b7\u53d6\u5408\u6cd5\u6027\u201d\u4e0e\u201c\u5e73\u53f0\u5b95\u673a\u4fee\u590dSLA\u201d\u7b49\u5173\u952e\u8d28\u7591\uff0c\u5176\u4fe1\u4efb\u5ea6\u5c06\u5927\u6253\u6298\u6263\u3002\u4e00\u53e5\u8bdd\uff1a\u521b\u610f\u5f88\u68d2\uff0c\u4f46\u6267\u884c\u6df1\u5ea6\u548c\u5546\u4e1a\u6a21\u5f0f\u97e7\u6027\u624d\u662f\u5176\u80fd\u5426\u4ece\u201c\u5671\u5934\u201d\u53d8\u4e3a\u201c\u5de5\u5177\u201d\u7684\u751f\u6b7b\u7ebf\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Social Fetch<\/span>\n <\/div>\n<div class=\"comment-content\">One API for public social data. Scrape profiles, posts, comments, videos, and transcripts from TikTok, Instagram, YouTube, X (Twitter), LinkedIn and Facebook. Pay-as-you-go credits, no rate limits, 100 free credits, no card required.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>\ud83d\udc4b Hey Product Hunt fam!<\/strong><br \/>I\u2019m Luke, and I\u2019m excited to launch Social Fetch today.<\/p>\n<\/p>\n<p>\ud83c\udf10 <strong>What\u2019s Social Fetch?<\/strong><br \/>Social Fetch is a single REST API for real-time public social data\u2014profiles, posts, comments, videos, transcripts, and metrics, across TikTok, Instagram, Twitter, and more. You get predictable JSON and one integration path, instead of a pile of one-off scrapers that break every time a layout changes.<\/p>\n<\/p>\n<p>\ud83d\udca1 <strong>Why I built it<\/strong><br \/>Every product that touches social eventually reinvents the same nightmare: bespoke parsers, surprise schema changes, and late-night incidents because a selector moved. I wanted social data to feel boring in the good way\u2014stable fields, documented errors, and a requestId on every call so support can actually help. Your team ships features; the API absorbs the churn.<\/p>\n<\/p>\n<p>\ud83d\ude80 <strong>Why try it?<\/strong><\/p>\n<ul>\n<li>\n<p>\u26a1 <strong>One API<\/strong> for many networks\u2014add coverage without rewriting your stack<\/p>\n<\/li>\n<li>\n<p>\ud83e\uddf1 <strong>Normalized responses<\/strong>\u2014same concepts across platforms, fewer edge cases in <em>your<\/em> code<\/p>\n<\/li>\n<li>\n<p>\ud83e\udd16 <strong>Built for builders<\/strong>\u2014<strong>OpenAPI<\/strong>, official <strong>TypeScript SDK<\/strong>, and <strong>llms.txt \/ llms.json<\/strong> so humans <em>and<\/em> coding agents can integrate fast<\/p>\n<\/li>\n<li>\n<p>\ud83d\udee0\ufe0f <strong>Fits how you already work<\/strong>\u2014backend services, internal tools, analytics pipelines, creator workflows<\/p>\n<\/li>\n<li>\n<p>\ud83d\udd11 <strong>Debuggable by design<\/strong>\u2014when something\u2019s off, you\u2019re not guessing; you have a <strong>request ID<\/strong> and a clear error envelope<\/p>\n<\/li>\n<\/ul>\n<p>\ud83d\ude4c <strong>Join me<\/strong><br \/>I\u2019d love you to <strong>sign up, hit the playground, and tell me what you\u2019re building<\/strong>. Comments, feature ideas, and upvotes all help prioritize what ships next.<\/p>\n<\/p>\n<p><strong>Start free<\/strong> on the site, or reach out anytime: <strong>\ud83d\udce8 <\/strong><a href=\"mailto:support@socialfetch.dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>support@socialfetch.dev<\/strong><\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>50<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lukem121\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lukem121<\/a> <strong>Congrats on the launch, Luke!<\/strong> \ud83d\ude80 Social Fetch tackles one of the most painful parts of working with social data and makes it refreshingly boring\u2014in the best way. A single, stable API with predictable schemas and real support signals is exactly what teams need to ship faster without fighting constant breakages. Excited to see what builders create with this!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lukem121\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lukem121<\/a> Congratulations on launch<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lukem121\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lukem121<\/a>Great idea bringing all social data into one API , wishing you a smooth launch and strong traction 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>Congratulations on the launch. <a href=\"https:\/\/www.producthunt.com\/@lukem121\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"lukem121\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lukem121<\/a> <\/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>why am i seeing so many relevant products lately, thank you for building this- i am curious how are you finding your way around these social medias blocking scrappers? are you integrating with other permitted tools? would love to get a take on the consistency of results.<br \/>again great product luke<\/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>Unified APIs for social data always look great\u2026<br \/>stability and consistency across platforms is usually the hard part.<\/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>Interesting product, but how does it really work on the backend? Do you scrape social media platforms?<\/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>One API across six platforms is genuinely hard – the cat-and-mouse on LinkedIn alone usually wrecks people. The ‘no rate limits’ line is the part that makes me curious. Is that no client-side rate limit (you’re absorbing the upstream cost) or are you proxying through a residential pool that quietly degrades at scale? And how do you handle platform-level breakage – when LinkedIn ships a new auth gate next quarter, what’s the realistic time-to-fix on your end?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Tried building an all-in-one influencer resume tool a while back \u2014 wish I’d had this then. Would’ve saved me weeks of scraping headaches!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>WOOOOOOOOOOOOOOOW!!!!! The possibilities I can do with this and the help with Ai. So much times I’ve wanted to do research, gather data from social media platforms, but I come against either platforms that are just WAY TOO EXPENSIVE (the good ones are super expensive) or to cheap and they don’t have the features I need. But now from reading the home page, this is what I’ve been waiting for!<\/p>\n<p>Amazing!!!! <a href=\"https:\/\/www.producthunt.com\/@lukem121\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"lukem121\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lukem121<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>is the website inspo from wispflow?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 llms.txt \/ llms.json support is a detail i haven’t seen other data APIs do yet. makes sense given how many people are piping social data into agents now. Curious how you handle linkedin \u2014 that one always seems to be the flakiest. is coverage there stable or still hit or miss?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/L2Z3JXM2ZQWT7N\" class=\"app-title\">Lovable mobile app<\/a><\/p>\n<div class=\"one-liner\">Your ideas don’t wait for you to sit down at a desk<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">221<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Lovable mobile app \u662f\u4e00\u6b3eAI\u65e0\u4ee3\u7801\u5e94\u7528\u6784\u5efa\u5de5\u5177\uff0c\u8ba9\u521b\u59cb\u4eba\u3001\u5f00\u53d1\u8005\u6216\u201c\u6c1b\u56f4\u7801\u519c\u201d\u5728\u79fb\u52a8\u7aef\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u60f3\u6cd5\uff0c\u65e0\u9700\u5750\u5728\u7535\u8111\u524d\u5373\u53ef\u5feb\u901f\u751f\u6210\u53ef\u8fd0\u884c\u7684\u7f51\u7ad9\u6216Web\u5e94\u7528\uff0c\u89e3\u51b3\u521b\u610f\u968f\u65f6\u968f\u5730\u88ab\u5feb\u901f\u539f\u578b\u5316\u7684\u95ee\u9898\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f105cc1c-3fae-4bd4-ba9f-07f7f8241387.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f66f0e42-85c4-4f54-a126-3b9b93002bb0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6d55b5f1-8fcb-46bb-b587-4be644434925.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/76829e1c-1746-44e5-86f7-09e7275b0915.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6390f7b5-5d3a-4e2b-a7a3-7d03c55c7a2c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2c24cb5b-2e21-48b8-b9de-4608900d3b96.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Android<\/span><br \/>\n <span class=\"tag\">Design Tools<\/span><br \/>\n <span class=\"tag\">Development<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u65e0\u4ee3\u7801\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u7aef\u5e94\u7528\u6784\u5efa<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u751f\u6210\u7f51\u7ad9<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u539f\u578b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4f4e\u4ee3\u7801\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">AI\u7f16\u7a0b\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u7f51\u9875\u5e94\u7528\u751f\u6210\u5668<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u5feb\u901f\u8fed\u4ee3<\/span><br \/>\n <span class=\"tag\">Vibe coding<\/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\u4e3b\u8981\u53cd\u9988\uff1a\u624b\u673a\u7248\u6bd4\u7f51\u9875\u7248\u6162\uff0c\u4ee3\u7801\u751f\u6210\u8d28\u91cf\u4e9f\u9700\u63d0\u5347\uff1b\u6a21\u677f\u8bbe\u8ba1\u5355\u8c03\u3001\u521a\u6027\uff0c\u4e14\u79ef\u5206\u6d88\u8017\u8fc7\u9ad8\uff0c\u5bfc\u81f4\u90e8\u5206Pro\u7528\u6237\u8f6c\u5411Claude\u7b49\u66ff\u4ee3\u54c1\u3002\u4e5f\u6709\u6b63\u9762\u8bc4\u4ef7\u8ba4\u4e3a\u5176\u79fb\u52a8\u7aef\u62d3\u5c55\u4e86\u975e\u6280\u672f\u7528\u6237\u7684\u4f7f\u7528\u573a\u666f\uff0c\u4f46\u6574\u4f53\u9700\u660e\u786e\u6838\u5fc3\u7528\u6237\u5b9a\u4f4d\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 Lovable mobile app \u7684\u63a8\u51fa\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u8d4c\u4e00\u4e2a\u201c\u968f\u65f6\u968f\u5730\u7684\u521b\u9020\u51b2\u52a8\u201d\u5e02\u573a\u3002\u4ece\u4ea7\u54c1\u903b\u8f91\u770b\uff0c\u5b83\u8bd5\u56fe\u628aAI\u4ee3\u7801\u751f\u6210\u5668\u4ece\u201c\u751f\u4ea7\u529b\u5de5\u5177\u201d\u53d8\u4e3a\u201c\u7075\u611f\u901f\u5199\u677f\u201d\u2014\u2014\u8fd9\u4e0eCursor\u3001Bolt\u7b49\u7ade\u54c1\u5f62\u6210\u4e86\u5fae\u5999\u533a\u9694\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c200\u591a\u7968\u7684\u5fae\u5f31\u70ed\u5ea6\u548c\u7528\u6237\u53cd\u9988\u72e0\u72e0\u5730\u6233\u7834\u4e86\u8fd9\u4e2a\u7f8e\u68a6\uff1a\u79fb\u52a8\u7aef\u7684\u6162\u3001\u4ee3\u7801\u8d28\u91cf\u7684\u7cd9\u3001\u6a21\u677f\u7684\u50f5\u5316\uff0c\u4ee5\u53ca\u9ad8\u6602\u7684\u6d88\u8017\uff0c\u90fd\u6307\u5411\u4e00\u4e2a\u81f4\u547d\u77db\u76fe\u2014\u2014\u7528\u6237\u8981\u4e48\u662f\u8ffd\u6c42\u6781\u81f4\u6548\u7387\u7684\u5f00\u53d1\u8005\uff0c\u8981\u4e48\u662f\u5bf9\u8bbe\u8ba1\u6beb\u65e0\u611f\u77e5\u7684\u7eaf\u5c0f\u767d\u3002\u524d\u8005\u5bf9\u201c\u79fb\u52a8\u7248\u201d\u55e4\u4e4b\u4ee5\u9f3b\uff08\u201c\u4e0d\u5982\u7528\u7f51\u9875\u7248\u201d\uff09\uff0c\u540e\u8005\u5219\u88ab\u6a21\u677f\u548c\u79ef\u5206\u529d\u9000\u3002\u6240\u8c13\u7684\u201cvibe coder\u201d\u573a\u666f\uff0c\u66f4\u50cf\u4e00\u4e2a\u8425\u9500\u6982\u5ff5\u800c\u975e\u771f\u5b9e\u9700\u6c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u503c\u5f97\u5173\u6ce8\u7684\u662f\u5176\u5e95\u5c42\u4ef7\u503c\uff1a\u5b83\u8bc1\u660e\u4e86\u201c\u8bed\u97f3\/\u6587\u5b57\u63cf\u8ff0\u2192\u5e94\u7528\u96cf\u5f62\u201d\u7684\u6280\u672f\u8def\u5f84\u5df2\u77ed\u5230\u53ef\u4ee5\u5728\u624b\u673a\u4e0a\u8dd1\u901a\uff0c\u8fd9\u662f\u5bf9\u884c\u4e1a\u8fb9\u754c\u7684\u8bd5\u63a2\u3002\u4f46\u4f5c\u4e3a\u4ea7\u54c1\uff0cLovable\u76ee\u524d\u65e2\u6ca1\u5728\u79fb\u52a8\u7aef\u63d0\u4f9b\u6bd4\u684c\u9762\u7248\u66f4\u5f3a\u7684\u4ea4\u4e92\u4f53\u9a8c\uff08\u5982\u79bb\u7ebf\u3001\u8bed\u97f3\u4f18\u5316\uff09\uff0c\u4e5f\u6ca1\u89e3\u51b3\u6838\u5fc3\u7684\u751f\u6210\u8d28\u91cf\u3002\u5982\u679c\u53ea\u662f\u628a\u7f51\u9875\u7248\u7626\u8eab\u6253\u5305\u6210App\uff0c\u90a3\u5b83\u4e0d\u8fc7\u662f\u4e00\u4e2a\u88ab\u79fb\u52a8\u7aefPWA\u6309\u5728\u5730\u4e0a\u6469\u64e6\u7684\u4f2a\u9700\u6c42\u4ea7\u7269\u3002\u7559\u7ed9\u5b83\u7684\u65f6\u95f4\u4e0d\u591a\u2014\u2014\u5f53\u7ade\u4e89\u8005\u4eec\u4e5f\u5f00\u59cb\u505a\u79fb\u52a8\u7aef\u4e14\u8dd1\u5f97\u66f4\u5feb\u65f6\uff0cLovable\u5fc5\u987b\u5c3d\u5feb\u56de\u7b54\uff1a\u7528\u6237\u4e3a\u4ec0\u4e48\u8981\u5728\u624b\u673a\u4e0a\u5fcd\u53d7\u4e00\u4e2a\u66f4\u6162\u4e14\u66f4\u5f31\u7684AI\u5f00\u53d1\u8005\uff1f\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\">Lovable mobile app<\/span>\n <\/div>\n<div class=\"comment-content\">Lovable is an Al software builder that turns your idea into working websites or web apps. No code required. Create tools and websites fast using natural language. Whether you’re a founder, vibe coder or developer, Lovable enables you to ship apps quickly without coding knowledge.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I tried lovable app and i don\u2019t see any difference in web version vs app version , i would still prefer to use web version because app is slow.<\/div>\n<div class=\"comment-actions\">\n<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>When will you improve your code generation quality? This is the part that really needs significant improvement.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Boring designs, rigid Vibe coding templates and high credit consumption led me to switch from the Pro Plan to exploring alternatives like Claude.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 appreciate why some people want an app but I’m happy with the web version so not sure why I’d switch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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’m very excited about the native mobile launch of Lovable. I have been using Lovable since June of 2025 to build my <a href=\"https:\/\/www.producthunt.com\/products\/bountisphere?launch=bountisphere\" target=\"_blank\" rel=\"noopener\">product<\/a> (web, iOS, and Android). I have also built all my <a href=\"https:\/\/bountisphere.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">marketing pages <\/a>with Lovable. Fantastic experience. So much flexibility. With imagination and critical thinking (and curiosity) you can build anything. The native mobile app makes that easier on the go. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I like the app’s design but after a few experiments I’m still not sure who the ideal user is. My developer background might be creating a bias \u2014 this could simply be a tool that resonates more with non-technical users.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\/ETGZBRJODF3DDT\" class=\"app-title\">Actian VectorAI DB<\/a><\/p>\n<div class=\"one-liner\">The portable vector database for AI agents beyond the cloud<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">177<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Actian VectorAI DB\u662f\u4e00\u6b3e\u4fbf\u643a\u5f0f\u5411\u91cf\u6570\u636e\u5e93\uff0c\u4e13\u4e3aAI\u4ee3\u7406\u5728\u4e91\u7aef\u4e4b\u5916\u7684\u5d4c\u5165\u5f0f\u3001\u8fb9\u7f18\u548c\u672c\u5730\u73af\u5883\u63d0\u4f9b\u4f4e\u5ef6\u8fdf\u5411\u91cf\u641c\u7d22\uff0c\u89e3\u51b3\u4e86AI\u5e94\u7528\u8131\u79bb\u4e91\u57fa\u7840\u8bbe\u65bd\u540e\u6570\u636e\u67e5\u8be2\u65e0\u6cd5\u8fd0\u884c\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\/0e38ba6b-ce0a-428c-92ab-6dcce13bcc55.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/21fae9b7-9aca-4a46-b7a5-a42f987b708b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e37e80af-19a3-4b4e-96ac-c17281c69282.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e316fa65-0be9-43c5-8311-7c9f04f815ef.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/17d1d4d6-1818-46c4-922f-1979ea6be129.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\/7257ba48-8a02-4d52-b0c9-10f3f02c33e0.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/jMiDsjffnqU\"><source src=\"https:\/\/youtu.be\/jMiDsjffnqU\" 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\">Database<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4fbf\u643a\u5f0f\u5411\u91cf\u6570\u636e\u5e93<\/span><br \/>\n <span class=\"tag\">\u8fb9\u7f18\u8ba1\u7b97<\/span><br \/>\n <span class=\"tag\">\u6df7\u5408\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u4f4e\u5ef6\u8fdf\u641c\u7d22<\/span><br \/>\n <span class=\"tag\">AI\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u4e3b\u6743<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">Embedded AI<\/span><br \/>\n <span class=\"tag\">IoT\u517c\u5bb9<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u8bed\u4e49\u641c\u7d22<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u597d\u8bc4\u96c6\u4e2d\u5728\u201c\u771f\u6b63\u4fbf\u643a\u201d\u586b\u8865\u5e02\u573a\u7a7a\u767d\u3002\u6838\u5fc3\u8d28\u7591\u805a\u7126\u4e8e\uff1a22\u500dQPS\u4f18\u52bf\u662f\u5426\u4ee5\u5b58\u50a8\u7a7a\u95f4\u4e3a\u4ee3\u4ef7\u3001\u7d22\u5f15\u540c\u6b65\u662f\u589e\u91cf\u8fd8\u662f\u5168\u91cf\u91cd\u5efa\u3001\u65ad\u7f51\u65f6\u7684\u4f18\u96c5\u964d\u7ea7\u80fd\u529b\uff0c\u4ee5\u53ca\u5199\u5165\u5bc6\u96c6\u578b\u573a\u666f\uff08\u5982\u7a7f\u6234\u8bbe\u5907\uff09\u4e0b\u7684\u5b9e\u9645\u6027\u80fd\u8868\u73b0\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 Actian VectorAI DB\u7684\u201c\u4fbf\u643a\u6027\u201d\u5207\u4e2d\u4e86\u4e00\u4e2a\u88ab\u5ffd\u89c6\u4f46\u5feb\u901f\u589e\u957f\u7684\u5e02\u573a\uff1aAI agent\u6b63\u5728\u4ece\u4e91\u7aef\u8d70\u5411\u5de5\u5382\u3001\u8f66\u8f86\u3001\u7a7f\u6234\u8bbe\u5907\u7b49\u8fb9\u7f18\u573a\u666f\uff0c\u800c\u73b0\u6709\u7684Milvus\u3001Qdrant\u7b49\u6570\u636e\u5e93\u672c\u8d28\u4e0a\u662f\u4e91\u539f\u751f\u7684\u56da\u5f92\u2014\u2014\u5b83\u4eec\u53ef\u4ee5\u5728\u4e91\u7aef\u8dd1\u51fa\u534e\u4e3d\u6027\u80fd\uff0c\u4f46\u5728\u6811\u8393\u6d3e\u6216Jetson\u4e0a\u6027\u80fd\u65ad\u5d16\u5f0f\u4e0b\u964d\u3002Actian\u5ba3\u79f0\u7684\u201c22\u500dQPS\u4f18\u52bf\u201d\u572810M\u5411\u91cf\u89c4\u6a21\u4e0a\u786e\u5b9e\u4eae\u773c\uff0c\u4f46\u9700\u8981\u6ce8\u610f\u7684\u662f\uff1a\u8be5\u6d4b\u8bd5\u5728\u201c\u81ea\u6258\u7ba1\u76f8\u540c\u786c\u4ef6\u201d\u4e0b\u8fdb\u884c\uff0c\u4e14\u672a\u8fdb\u884c\u4efb\u4f55\u5382\u5546\u4f18\u5316\uff0c\u8fd9\u6697\u793a\u4e86\u5176\u5bf9\u624b\u5728\u540c\u4e00\u786c\u4ef6\u4e0a\u53ef\u80fd\u672a\u505a\u8fb9\u7f18\u8c03\u4f18\uff0c\u6027\u80fd\u548c\u529f\u8017\u4f18\u52bf\u5b58\u7591\u3002\u8bc4\u8bba\u4e2d\u7528\u6237\u654f\u9510\u8d28\u7591\u201c\u901f\u5ea6\u662f\u5426\u9760\u5403\u78c1\u76d8\u6362\u6765\u201d\uff0c\u5382\u5546\u672a\u6b63\u9762\u56de\u5e94\u5b58\u50a8\u6548\u7387\u5bf9\u6bd4\uff0c\u8fd9\u662f\u5173\u952e\u4fe1\u606f\u7f3a\u5931\u3002\u6b64\u5916\uff0c\u5176\u5199\u5165\u6027\u80fd\u867d\u7136\u4f18\u4e8e\u7ade\u54c1\uff0c\u4f46\u201c\u8d1f\u8f7d\u65f6\u957f\u201d\u7684\u63d0\u5347\u662f\u5426\u4f1a\u5f71\u54cd\u5b9e\u65f6\u54cd\u5e94\u5ef6\u8fdf\uff0c\u8fd8\u9700\u8981\u66f4\u7ec6\u7c92\u5ea6\u7684\u57fa\u51c6\u6d4b\u8bd5\u3002\u4ece\u4ea7\u54c1\u7b56\u7565\u770b\uff0cActian\u62bc\u6ce8\u7684\u662f\u6570\u636e\u4e3b\u6743\u548c\u8de8\u73af\u5883\u4e00\u81f4\u6027\uff0c\u8fd9\u662f\u771f\u6b63\u5dee\u5f02\u5316\u6240\u5728\u2014\u2014\u4f46\u4e5f\u610f\u5473\u7740\u5b83\u5c06\u9762\u5bf9\u6765\u81eaChroma\u3001LanceDB\u7b49\u8f7b\u91cf\u5316DB\u7684\u7ade\u4e89\uff0c\u540e\u8005\u5728\u8d44\u6e90\u53d7\u9650\u8bbe\u5907\u4e0a\u540c\u6837\u6709\u4f18\u5316\u3002Actian\u65e0\u9700\u4e00\u5473\u5bf9\u6807\u4e91\u7aef\u5de8\u5934\uff0c\u771f\u6b63\u6709\u4ef7\u503c\u7684\u6218\u573a\u5728\u4e8e\u6df7\u5408\u90e8\u7f72\u4e0b\u7684\u589e\u91cf\u7d22\u5f15\u5408\u5e76\u3001\u65ad\u7f51\u6570\u636e\u540c\u6b65\u7b49\u5de5\u7a0b\u7ec6\u8282\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u8dd1\u5206\u3002\u5982\u679cActian\u80fd\u5728\u8fd9\u4e9b\u201c\u4e0d\u8d77\u773c\u201d\u7684\u529f\u80fd\u4e0a\u6301\u7eed\u6253\u78e8\uff0c\u5b83\u5c06\u6210\u4e3a\u8fb9\u7f18AI\u57fa\u7840\u8bbe\u65bd\u91cc\u7684\u4e00\u5339\u9ed1\u9a6c\uff0c\u5426\u5219\u53ea\u662f\u53c8\u4e00\u4e2a\u534e\u800c\u4e0d\u5b9e\u7684\u6027\u80fdPPT\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\">Actian VectorAI DB<\/span>\n <\/div>\n<div class=\"comment-content\">Actian VectorAI DB is a portable vector database built for AI beyond the cloud. Developers can store, retrieve, and reason over data locally, delivering low-latency vector search on embedded, edge, on-prem, and hybrid systems – with a 22x QPS advantage over Milvus and Qdrant at 10M vectors. Build once, deploy consistently, without relying on cloud-native infrastructure. Teams maintain full data ownership and predictable behavior across edge, on-prem, hybrid, and cloud environments.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b – I’m Tahiya. We spent years watching AI teams hit the same wall: the moment they tried to move their applications outside the cloud – to a factory floor, an edge device – their vector database stopped working. Latency spiked, connectivity dropped, data residency requirements kicked in. The infrastructure just wasn’t built for it.<\/p>\n<p>We’ve seen that most vector databases were designed for the cloud, and that was fine when AI lived there. But AI doesn’t anymore. It’s moving to edge devices, disconnected field environments, and embedded systems. And cloud-based databases break the moment you leave the data center.<\/p>\n<p>Actian VectorAI DB is a portable vector database built for exactly this reality. You can run it on a Raspberry Pi, an NVIDIA Jetson, on-prem behind a firewall, or in the cloud – using the exact same API and architecture throughout. No re-platforming. No re-architecting.<\/p>\n<p>We’re launching GA today. In VectorDBBench tests at 10M vectors on identical self-hosted hardware – with zero vendor optimizations applied to any database – VectorAI DB delivered a 22x QPS advantage over Milvus and Qdrant, retaining 72% of its throughput at scale while competitors dropped to ~12% of theirs.<\/p>\n<p>You can build on VectorAI DB today for:<br \/>\u2022 RAG pipelines (local, edge, or hybrid)<br \/>\u2022 Monitoring & anomaly detection<br \/>\u2022 Enterprise semantic search<\/p>\n<p>Python and JavaScript SDKs. LangChain, LlamaIndex, and Hugging Face support. Runs as a Docker container: Kubernetes, Helm and Terraform compatible. Linux and Windows are supported, both on ARM and x86. Compliance-ready for ISO 27001, SOC 2 Type II, HIPAA, and GDPR.<\/p>\n<p>We’re building for teams who can’t compromise on where their data lives. If that’s you – grab the community edition or free trial, join us on Discord, and tell us what you’re working on. We’re reading every comment today. \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>15<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tahiya_chowdhury\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tahiya_chowdhury<\/a> awesome work on this!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@tahiya_chowdhury Thanks for sharing this, Tahiya \ud83d\ude4c<br \/>\nThe shift from cloud to edge is super interesting \u2014 especially the real-world constraints you mentioned.<br \/>\nCurious: what made you focus on portability first vs optimizing for cloud performance?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’m always a big fan of on-prem\/local support. Congrats on the launch! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@edward_g\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@edward_g<\/a> Thanks so much! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>portable vector db is exactly what’s missing in this space. most solutions lock you into their cloud infrastructure which kills flexibility. what’s the memory footprint like for embedded deployments? thinking about IoT scenarios where you’re super constrained on resources.<\/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\/@piotreksedzik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@piotreksedzik<\/a> Actina VectorAI DB’s memory footprint depends on the data size but it is extremely small. It was designed to work on small, resource constrained devices <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great work, congrats on the launch! \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@suhail_idrees1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@suhail_idrees1<\/a> Thanks! Please do share feedback if you give it a try \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Super cool, congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nevo_david\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nevo_david<\/a> Thank you so much! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks great!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@madalina_barbu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@madalina_barbu<\/a> Thanks! Please do share feedback if you give it a try \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Edge vector DBs are a real underserved space – most “portable” claims fall apart the second you actually deploy on a Jetson or factory PC. Curious about two things on the 22x QPS claim. What is the storage footprint at 10M vectors vs Milvus on the same hardware – is the speedup paid for in disk? And on hybrid deployments, when an edge index syncs back to a cloud cluster, is it a full rebuild or do indexes merge incrementally?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>curious how it handles intermittent connectivity \u2014 like if an edge device goes offline mid-query, does it fail gracefully or does it need a persistent connection to work?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ahmadhajj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ahmadhajj<\/a> Great question! VectorAI DB doesn\u2019t need a persistent connection to function, which is one of its core architectural advantages. The database is purpose-built to run in zero-to-low bandwidth environments.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>interesting to see focus on edge deployment. we’ve been running into latency issues with cloud vector searches for real-time wearable data processing. how does the performance hold up when you’re doing frequent updates to the embeddings, not just reads? the 22x claim is impressive but curious about write performance.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@piotr_pasierbek\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@piotr_pasierbek<\/a> Great question! In our 10M vector tests, Actian VectorAI DB maintained a load duration of 27,170s, outperforming Qdrant Local by ~2,000s and Milvus by over 12,000s. For real-time wearables, this means we\u2019re handling the ingestion of sensor embeddings significantly faster, which directly translates to lower CPU overhead. We\u2019ve optimized the engine to ensure that frequent writes don’t choke the query engine, which is likely where you’re seeing those cloud latency spikes right now<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/FUQ6MADHL66QFL\" class=\"app-title\">The Agentic Sales Engine by Crono<\/a><\/p>\n<div class=\"one-liner\">Where sales teams and AI agents work side by side.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">130<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Crono\u901a\u8fc7AI\u667a\u80fd\u4f53\u4e0e\u9500\u552e\u56e2\u961f\u534f\u540c\u5de5\u4f5c\uff0c\u5c06\u96f6\u6563\u4fe1\u53f7\u3001\u6570\u636e\u548c\u6d41\u7a0b\u6574\u5408\u4e3a\u81ea\u52a8\u5316\u6267\u884c\u5f15\u64ce\uff0c\u89e3\u51b3\u9500\u552e\u4ee3\u8868\u5728\u624b\u52a8\u5916\u62d3\u3001\u4fe1\u606f\u8ddf\u8fdb\u548c\u7ba1\u9053\u6267\u884c\u4e2d\u6548\u7387\u4f4e\u4e0b\u3001\u4fe1\u53f7\u7f3a\u5931\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\/99efd066-8642-481d-a66b-3360f98211e7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b7096e85-339f-48ba-bb46-bd068856b846.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5512e309-ca77-4b34-8cf3-ed3f0056bb81.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\/6152f302-fbc2-4f21-8119-e875a0cb641e.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Sales<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Pitch London<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u9500\u552e\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">AI\u9500\u552e\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">B2B\u9500\u552e\u5f15\u64ce<\/span><br \/>\n <span class=\"tag\">\u4fe1\u53f7\u9a71\u52a8\u9500\u552e<\/span><br \/>\n <span class=\"tag\">\u7ba1\u9053\u6267\u884c<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u6548\u7387<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u5916\u62d3<\/span><br \/>\n <span class=\"tag\">CRM\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">Go-to-Market\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u534f\u540c<\/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\u6267\u884c\u5931\u8d25\u7684\u6df1\u5c42\u539f\u56e0\uff0c\u521b\u59cb\u4eba\u56de\u5e94\u201c\u6570\u636e\u5206\u6563\u201d\u548c\u201c\u7ba1\u7406\u5c42\u53ef\u89c1\u6027\u5dee\u201d\u662f\u4e3b\u56e0\uff1b\u7528\u6237\u8d28\u7591\u4fe1\u53f7\u4f18\u5148\u7ea7\u9884\u6d4b\uff0c\u56de\u590d\u5f3a\u8c03\u9ad8\u5ea6\u53ef\u914d\u7f6e\uff0c\u5ba2\u6237\u81ea\u5b9a\u4e49\u5173\u952e\u4fe1\u53f7\u3002\u6b63\u9762\u8bc4\u4ef7\u8ba4\u4e3a\u788e\u7247\u6d41\u7a0b\u4e0e\u667a\u80fd\u4f53\u7ed3\u5408\u65b9\u5411\u5408\u7406\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Crono\u7684\u201cAgentic Sales Engine\u201d\u6293\u4f4f\u4e86\u5f53\u524dB2B\u9500\u552e\u9886\u57df\u4e00\u4e2a\u6b8b\u9177\u7684\u73b0\u5b9e\uff1a\u5927\u591a\u6570CRM\u548c\u9500\u552e\u5de5\u5177\u53ea\u662f\u66f4\u6f02\u4eae\u7684\u8bb0\u5f55\u4eea\uff0c\u5e76\u672a\u89e3\u51b3\u201c\u52a8\u624b\u5e72\u201d\u7684\u6548\u7387\u9e3f\u6c9f\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u53c8\u9020\u4e86\u4e00\u4e2a\u201cAI Agent\u201d\uff0c\u800c\u5728\u4e8e\u6784\u5efa\u4e86\u4e00\u4e2a\u201c\u4eba\u7c7b\u6293\u51b3\u7b56\u3001AI\u8dd1\u6267\u884c\u201d\u7684\u534f\u540c\u5c42\u3002\u5c0670%\u65e0\u6548\u7684\u975e\u9500\u552e\u6d3b\u52a8\uff08\u6570\u636e\u6e05\u6d17\u3001\u5916\u62d3\u5e8f\u5217\u3001\u4fe1\u53f7\u76d1\u63a7\uff09\u62bd\u8c61\u4e3a\u53ef\u7f16\u6392\u7684\u5de5\u4f5c\u6d41\uff0c\u5e76\u901a\u8fc7\u7edf\u4e00\u4fe1\u53f7\u5c42\u6765\u66ff\u4ee3\u4eba\u5de5\u731c\u6d4b\uff0c\u8fd9\u786e\u5b9e\u6bd4\u96f6\u6563\u7684\u4ee3\u7406\u5de5\u5177\uff08\u5982\u5355\u72ec\u7684\u5916\u547cAI\u6216\u6570\u636e\u6293\u53d6\u673a\u5668\u4eba\uff09\u66f4\u5177\u7cfb\u7edf\u6027\u3002\u4f46\u9700\u8981\u8b66\u60d5\u7684\u662f\uff0c130\u7968\u7684\u89c4\u6a21\u548c\u5e02\u573a\u8bc4\u8bba\u4e2d\u7528\u6237\u63d0\u51fa\u7684\u201c\u4fe1\u53f7\u566a\u97f3\u201d\u4e0e\u201c\u914d\u7f6e\u7075\u6d3b\u6027\u201d\u4e4b\u95f4\u7684\u6096\u8bba\u2014\u2014\u5f53\u7b97\u6cd5\u4f9d\u8d56\u5ba2\u6237\u81ea\u5b9a\u4e49\u5173\u952e\u4fe1\u53f7\u65f6\uff0c\u5b9e\u9645\u4e0a\u53ef\u80fd\u5c06\u8ba4\u77e5\u8d1f\u62c5\u53c8\u7529\u7ed9\u4e86\u975e\u6280\u672f\u578b\u7684\u9500\u552e\u56e2\u961f\u3002\u4e14\u4f01\u4e1a\u9500\u552e\u573a\u666f\u4e0b\u7684\u590d\u6742\u5229\u76ca\u76f8\u5173\u8005\u51b3\u7b56\u94fe\uff08\u591a\u65b9\u8de8\u7ec4\u7ec7\u63a8\u8fdb\u3001\u5408\u540c\u6761\u6b3e\u590d\u6742\u5ea6\uff09\u76ee\u524d\u4ecd\u8fdc\u8d85\u51fa\u7eaf\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41\u80fd\u8986\u76d6\u7684\u8303\u56f4\u3002Crono\u80fd\u5426\u4ece\u6267\u884c\u6548\u7387\u5de5\u5177\u8fdb\u5316\u4e3a\u771f\u6b63\u7684\u6536\u5165\u5f15\u64ce\uff0c\u5173\u952e\u5728\u4e8e\u5176\u667a\u80fd\u4f53\u662f\u5426\u5177\u5907\u4ece\u5931\u8d25\u5916\u62d3\u4e2d\u81ea\u6211\u8fed\u4ee3\u7684\u53cd\u9988\u95ed\u73af\uff0c\u800c\u975e\u4ec5\u4ec5\u5145\u5f53\u4e00\u4e2a\u66f4\u5feb\u7684\u201c\u6570\u5b57\u6253\u5de5\u4eba\u201d\u3002\u5f53\u524d1M\u20ac ARR\u548c4x\u589e\u901f\u8bc1\u660e\u5176\u5728SMB\u5e02\u573a\u7ad9\u4f4f\u811a\uff0c\u4f46\u5411\u4e2d\u5927\u578b\u5ba2\u6237\u6e17\u900f\u65f6\uff0c\u6570\u636e\u5b89\u5168\u4e0e\u591a\u5c42\u7ea7\u5ba1\u6279\u5d4c\u5165\u80fd\u529b\u5c06\u662f\u786c\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\">The Agentic Sales Engine by Crono<\/span>\n <\/div>\n<div class=\"comment-content\">Most sales tools help you manage pipeline. Crono helps you execute it. We\u2019re introducing the Agentic Sales Engine: a new way to run sales where AI agents and humans work side by side. Crono unifies signals, data, and workflows into one execution layer. Instead of manual tasks, prospecting, enrichment, and outreach become coordinated workflows. Teams act on real-time signals, not guesswork, turning execution into revenue.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\ud83e\udd81 Hello Product Hunt community!<\/p>\n<p>I’m Alex, Co-Founder & CRO @ Crono. This is our <strong>fourth launch<\/strong>, and yes, we keep coming back stronger every single time.<\/p>\n<p>Launch #1: underdogs. We won. \ud83e\udd47 <br \/>Launch #2: we came back stronger. <br \/>Launch #3: we introduced Crono 2.0, the AI GTM Platform. <br \/>Launch #4: we’re not launching a feature. We’re launching a new era of B2B sales.<\/p>\n<p>\u26a1 <strong>Introducing The Agentic Sales Engine.<\/strong><\/p>\n<p>After working with 300+ sales teams across Europe, we kept seeing the same thing: the best reps weren’t losing on skill, they were losing on <em>execution<\/em>. Too many tools. Too much manual work. Too much noise, too little signal.<\/p>\n<p>\u274c The problem isn’t effort. It’s architecture: <br \/>\u21b3 Sales reps spend ~70% of their time on non-selling activities <br \/>\u21b3 Only 28% of B2B sales teams hit quota in 2025 <br \/>\u21b3 Autonomous agents that act alone lose context and make things worse<\/p>\n<p>\u2705 So we rebuilt the execution layer from scratch.<\/p>\n<p>\ud83d\ude80 Crono is now the place where <strong>humans and AI agents work side by side<\/strong>: \u2192 Real-time signals captured automatically (job changes, hiring activity, website visits, engagement) \u2192 Context built for every account, so reps always know <em>why<\/em> and <em>when<\/em> to reach out \u2192 Workflows that execute themselves: prospecting, enrichment, outreach, follow-ups \u2192 Agents handle the repetitive. Humans close the deals.<\/p>\n<p>Most sales tools help you <em>manage<\/em> pipeline. Crono helps you <strong>execute<\/strong> it.<\/p>\n<blockquote>\n<p>Data becomes signals. Signals become context. Context becomes execution. Execution drives revenue.<\/p>\n<\/blockquote>\n<p>Already at <strong>1M\u20ac ARR, growing 4x YoY<\/strong>, and just getting started. Trusted by Bizaway, Alibaba, Factorial, Busuu and 300+ teams worldwide.<\/p>\n<p>Works with HubSpot, Salesforce, Pipedrive, Gmail, LinkedIn, Clay, n8n and more, without disrupting what already works.<\/p>\n<p>We’re here all day, ask us anything, break our demo, challenge our thinking. That’s what PH is for. \ud83d\udc4b<\/p>\n<p>\u26a1 The agentic sales revolution starts now. Let’s go!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>15<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alex_roggero\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alex_roggero<\/a> let’s go!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@alex_roggero\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alex_roggero<\/a> daje \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alex_roggero\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alex_roggero<\/a> \ud83d\udd25\ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">When you looked across 300+ teams, what were the 2\u20133 most consistent \u201cexecution failure modes\u201d that made you conclude the problem was architecture (not training or effort), and what did you measure to validate that fixing execution actually moved pipeline\/meetings?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Hi Kitty, “scattered data” and “poor management visibility” are the main execution filures we see in companies today. Crono fixes the execution problems and the results are mainly on efficiency: more leads contacts, better data and information when executing actions, higher reply rates and meetings books. It all ends up to working better and driving more revenues as a result<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 Alex! Signal-driven prioritization is a promise many tools make: what are the concrete signals Crono has found to be most predictive (job change, hiring, web intent, engagement, etc.), and how do you prevent reps from getting \u201cfaster noise\u201d when signals conflict or are low-quality?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@juan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@juan<\/a> Hi! it really depends on the customer and that’s why Crono is highly configurable and adapts to each company’s sales processes. Customers decide which signals are important to them and Crono does the rest!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">This makes a lot of sense, especially for teams dealing with fragmented workflows and trying to plug agents into total chaos. Love this direction!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> \ud83d\udca1 Thanks Abdul!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#7<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/IG23LY7HKJU3JX\" class=\"app-title\">Famnest<\/a><\/p>\n<div class=\"one-liner\">Private family hub for schedules, health, and shared bills<\/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>Famnest\u662f\u4e00\u4e2a\u4ee5\u9690\u79c1\u4e3a\u6838\u5fc3\u7684\u79c1\u5bc6\u5bb6\u5ead\u7ba1\u7406\u5e94\u7528\uff0c\u901a\u8fc7\u6574\u5408\u65e5\u7a0b\u3001\u5065\u5eb7\u4fe1\u606f\u3001\u8d26\u5355\u4e0e\u5171\u4eab\u5f00\u652f\uff0c\u89e3\u51b3\u73b0\u4ee3\u5bb6\u5ead\u4fe1\u606f\u5206\u6563\u3001\u6c9f\u901a\u4f4e\u6548\u3001\u9057\u5fd8\u5173\u952e\u4e8b\u9879\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\/d07cca52-65db-469f-99dc-b15d8cf0aa76.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/af7dea50-2ddb-402d-a6eb-bf2d0f14626e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9309a1c5-a7ed-4687-aa26-7af77acaa871.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/799552da-ded3-4be3-af79-1bf8d02efc43.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/58586cd7-13ff-4e98-be3d-a4619c70af49.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/64ee4b3e-38d2-4a83-a779-6cef9099373c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e4ed5755-3116-423c-b074-9d9bb78d5a38.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/90631e54-19a9-49fa-9d32-3c0a626abba2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8c218aad-859d-47de-9543-5037d8295314.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ae3ce334-ffc5-4d9a-b2c7-f9fe1ac78e10.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\/f5177920-bbba-414c-94bb-c58aaac4ad79.jpeg?auto=format\" data-video-url=\"https:\/\/youtube.com\/shorts\/AwxedB7AG5Y?si=mGQhXDrby62c_fzG\"><source src=\"https:\/\/youtube.com\/shorts\/AwxedB7AG5Y?si=mGQhXDrby62c_fzG\" 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\">Privacy<\/span><br \/>\n <span class=\"tag\">Pitch London<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5bb6\u5ead\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u65e5\u7a0b\u5171\u4eab<\/span><br \/>\n <span class=\"tag\">\u533b\u7597\u8bb0\u5f55<\/span><br \/>\n <span class=\"tag\">\u5171\u4eab\u8d26\u5355<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u751f\u6d3b\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u5bb6\u5ead\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u7ec4\u7ec7\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u65e5\u5e38\u7b80\u62a5<\/span><br \/>\n <span class=\"tag\">\u591a\u6210\u5458\u534f\u540c<\/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\u5176\u6574\u5408\u5ea6\u9ad8\u3001UI\u7b80\u6d01\u5b9e\u7528\uff0c\u80fd\u6709\u6548\u586b\u8865\u5bb6\u5ead\u65e5\u5386\u548c\u533b\u7597\u8bb0\u5f55\u7684\u7a7a\u767d\u3002\u7528\u6237\u5efa\u8bae\u589e\u52a0\u7fa4\u804a\u529f\u80fd\uff0c\u5e76\u5e0c\u671b\u5176\u80fd\u7528\u4e8e\u591a\u4ee3\u5bb6\u5ead\uff08\u5982\u7167\u62a4\u8001\u4eba\uff09\u3002\u5f00\u53d1\u8005\u5bf9\u7528\u6237\u53cd\u9988\u56de\u5e94\u79ef\u6781\uff0c\u8425\u9020\u4e86\u201c\u5bb6\u5ead\u6210\u5458\u822c\u201d\u7684\u534f\u4f5c\u6c1b\u56f4\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Famnest\u7684\u5207\u5165\u70b9\u662f\u201c\u5bb6\u5ead\u6570\u5b57\u5316\u788e\u7247\u5316\u201d\u2014\u2014\u8fd9\u4e00\u75db\u70b9\u771f\u5b9e\u4e14\u666e\u904d\uff0c\u4f46\u5e02\u573a\u4e0a\u5e76\u4e0d\u7f3a\u201c\u5168\u5bb6\u6876\u201d\u5f0f\u7684\u7ba1\u7406\u5de5\u5177\u3002\u8fd9\u6b3e\u4ea7\u54c1\u7684\u6f5c\u5728\u4ef7\u503c\uff0c\u4e0d\u5728\u529f\u80fd\u5806\u780c\uff0c\u800c\u5728\u4e8e\u201c\u9690\u79c1\u4f18\u5148\u201d\u4e0e\u201c\u4eba\u6027\u5316\u534f\u8c03\u201d\u7684\u5b9a\u4f4d\u5dee\u5f02\u5316\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u4ea7\u54c1\u8bbe\u8ba1\u770b\uff0c\u201c\u65e5\u5e38\u7b80\u62a5\u201d\u662f\u9690\u85cf\u7684\u6740\u624b\u950f\u3002\u5b83\u4e0d\u53ea\u662f\u4e00\u4e2a\u901a\u77e5\u805a\u5408\u5668\uff0c\u66f4\u662f\u4ece\u201c\u88ab\u52a8\u67e5\u4fe1\u606f\u201d\u5411\u201c\u4e3b\u52a8\u63a8\u5173\u952e\u201d\u7684\u601d\u7ef4\u8f6c\u53d8\uff0c\u80fd\u771f\u6b63\u51cf\u5c11\u5bb6\u5ead\u5185\u90e8\u7684\u4fe1\u606f\u6469\u64e6\u3002\u76f8\u6bd4\u4f20\u7edf\u65e5\u5386\u6216\u8bb0\u8d26\u5e94\u7528\uff0c\u5b83\u8bd5\u56fe\u5728\u201c\u8c01\u505a\u4e86\u4ec0\u4e48\u3001\u8c01\u8be5\u505a\u4ec0\u4e48\u3001\u8c01\u5fd8\u4e86\u4ec0\u4e48\u201d\u8fd9\u4e9b\u9690\u6027\u6c9f\u901a\u6210\u672c\u4e0a\u505a\u529f\uff0c\u8fd9\u70b9\u503c\u5f97\u80af\u5b9a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e0d\u8fc7\uff0c\u5176\u6838\u5fc3\u6311\u6218\u4e5f\u540c\u6837\u660e\u663e\uff1a\u5bb6\u5ead\u578b\u5e94\u7528\u7684\u7528\u6237\u8fc1\u79fb\u6210\u672c\u6781\u9ad8\u3002\u5982\u679c\u53ea\u662f\u628a\u788e\u7247\u5316\u7684\u5de5\u5177\u6574\u5408\u8fdb\u4e00\u4e2aApp\uff0c\u4f46\u6ca1\u6709\u5f62\u6210\u8db3\u591f\u7684\u201c\u7f51\u7edc\u6548\u5e94\u201d\u6216\u201c\u4f9d\u8d56\u7ed1\u5b9a\u201d\uff0c\u4e00\u65e6\u7528\u6237\u56e0\u4e00\u6b21\u4f7f\u7528\u4e0d\u987a\uff0c\u5f88\u5bb9\u6613\u9000\u56de\u539f\u6765\u7684WhatsApp+Google Calendar+Splitwise\u7684\u7ec4\u5408\u3002\u6b64\u5916\uff0c\u516c\u57df\u6d41\u91cf\u83b7\u53d6\u96be\u3001\u79c1\u57df\u4f20\u64ad\u6162\uff0c\u4e5f\u662f\u8fd9\u7c7b\u201c\u5c0f\u800c\u7f8e\u201d\u9879\u76ee\u5e38\u89c1\u7684\u74f6\u9888\u3002\n <\/p>\n<p class=\"ai-content\">\n \u52a1\u5b9e\u6765\u770b\uff0cFamnest\u66f4\u5927\u7684\u673a\u4f1a\u4e0d\u5728\u4e8e\u6210\u4e3a\u201c\u8d85\u7ea7\u5bb6\u5ead\u5e94\u7528\u201d\uff0c\u800c\u5728\u4e8e\u627e\u5230\u4e00\u7fa4\u6838\u5fc3\u7528\u6237\uff08\u6bd4\u5982\u6709\u591a\u5b69\u3001\u8001\u4eba\u7167\u62a4\u3001\u6162\u6027\u75c5\u7ba1\u7406\u9700\u6c42\u7684\u5bb6\u5ead\uff09\uff0c\u628a\u201c\u5065\u5eb7\u4fe1\u606f\u5171\u4eab\u201d+\u201c\u8d26\u5355\u900f\u660e\u5316\u201d\u8fd9\u4e24\u4e2a\u6781\u9700\u4fe1\u4efb\u7684\u573a\u666f\u505a\u5230\u6781\u81f4\u3002\u76ee\u524d\u7684UI\u548c\u53cd\u9988\u95ed\u73af\u505a\u5f97\u4e0d\u9519\uff0c\u4f46\u80fd\u5426\u6301\u7eed\u8fed\u4ee3\u51fa\u7c7b\u4f3c\u201c\u836f\u7269\u63d0\u9192\u201d\u6216\u201c\u5bb6\u5ead\u65e5\u8bb0\u201d\u7b49\u4f4e\u95e8\u69db\u9ad8\u9ecf\u6027\u7684\u529f\u80fd\uff0c\u624d\u662f\u5b83\u4ece\u201c\u4e0d\u9519\u201d\u8d70\u5411\u201c\u4e0d\u53ef\u6216\u7f3a\u201d\u7684\u5173\u952e\u4e00\u6b65\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Famnest<\/span>\n <\/div>\n<div class=\"comment-content\">Privacy-first family organizer app to manage schedules, health, bills, and more in one place. Built for modern families.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH \ud83d\udc4b<\/p>\n<\/p>\n<p>We started Famnest because family life today is scattered across too many places. Messages in one app, schedules in another, important health info buried in notes, and bills somewhere else entirely. It works\u2026 until something slips.<\/p>\n<\/p>\n<p>So we asked ourselves: what would it look like if everything a family needs actually lived in one place?<\/p>\n<\/p>\n<p>Here\u2019s how we\u2019re using it ourselves.<\/p>\n<\/p>\n<p>Our family calendar isn\u2019t just dates, it\u2019s birthdays, school events, and the small everyday logistics that keep things running. Important info like allergies, contacts, and notes are structured so nothing gets lost or forgotten. Bills and shared expenses are visible without awkward reminders or chasing.<\/p>\n<\/p>\n<p>One thing that\u2019s made a bigger difference than we expected is the daily digest. Instead of checking multiple apps or asking around, you get a clear overview of what\u2019s happening today, what\u2019s coming up, and anything that needs attention. It sounds simple, but it removes a lot of small daily friction.<\/p>\n<\/p>\n<p>The biggest shift for us has been coordination. Fewer messages, fewer repeated conversations, and far less \u201cwho\u2019s handling this?\u201d. Everything is already there, shared, and clear.<\/p>\n<\/p>\n<p>We\u2019re building this with privacy at the core. Family data is deeply personal, and we think it should stay that way. No selling data, no unnecessary exposure, just a secure space for the people who matter most.<\/p>\n<\/p>\n<p>We\u2019re still early, and we\u2019re shaping this together with the people using it. We\u2019ve also started a small (and growing) subreddit where people share how they organize family life and what they wish existed, feel free to join us there as well.<\/p>\n<\/p>\n<p><strong>Question for PH:<\/strong> what\u2019s the one thing in your family life that always falls through the cracks?<\/p>\n<\/p>\n<p>Would genuinely love to hear how others are dealing with this.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@siloteam\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@siloteam<\/a> We are currently using a family calendar. This service seems like it could fill the gaps in our calendar. Congratulations on the launch of this truly great product. I’m also launching <strong>HeldWords<\/strong> today\u2014would love your support too!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@siloteam\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@siloteam<\/a> Have always wanted something like this in the past, I have used a few apps like this but your app is on another level with the clean and easy to understand UI. definitely going to start using this app.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I love Famnest! As someone who has to coordinate a ton of multiple family medical appointments and keep medical information for each it\u2019s been a lifesaver. Everything is in one app! I am also very impressed and happy that they take user suggestions seriously. To me it doesn\u2019t feel like a user\/developer relationship. It feels more like family members discussing a product. In today\u2019s world where everyone is behind a screen it\u2019s almost impossible to get that sense of working with a close friend or family member and not a stranger. Famnest is different and I would definitely recommend this app to anyone. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@suzanne_lively\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@suzanne_lively<\/a> This truly warms our hearts, thank you for sharing this, Suzanne!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 super useful for young families and larger families as well. I can see how we can share responsibilities across siblings as well with aging parents and niece\/nephew care! Super cool, definitely gonna suggest this in the family group chat<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sandra_jirongo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sandra_jirongo<\/a> This is so lovely to hear, thank you. And maybe one day we will a group chat feature inside the Famnest app as well! \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi! Personally since I have found this app it has been so helpful in my everyday life! Nothing scattered anymore, days all organised. I love it and don\u2019t know what I would do to organise my day without 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chelsea_klarnett1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chelsea_klarnett1<\/a> That is amazing to hear, Chelsea! Your support means the world and we will continue to make the app better every day!<\/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\">#8<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/TNLD5JHBAHXYVG\" class=\"app-title\">OrcaSheets AI Reports<\/a><\/p>\n<div class=\"one-liner\">Query data to build dashboards and generate detailed reports<\/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>OrcaSheets AI Reports \u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u67e5\u8be2\u6570\u636e\uff0c\u81ea\u52a8\u751f\u6210\u5305\u542b\u6267\u884c\u6458\u8981\u3001KPI\u3001\u6d1e\u5bdf\u548c\u5efa\u8bae\u7684\u4eea\u8868\u76d8\u4e0e\u8be6\u7ec6\u62a5\u544a\uff0c\u89e3\u51b3\u4e86\u6570\u636e\u5206\u6790\u540e\u64b0\u5199\u53ef\u5411\u9886\u5bfc\u5c42\u6c47\u62a5\u7684\u201c\u53d9\u4e8b\u6027\u62a5\u544a\u201d\u8017\u65f6\u3001\u75db\u82e6\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/35275634-e002-48a8-9b3a-fd38a223bc71.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/EywUjOQ3CKg\"><source src=\"https:\/\/youtu.be\/EywUjOQ3CKg\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e5484e85-a1a7-4e17-b1d8-776286a23ea3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2f838b34-bf9d-4e6e-bb72-2370a4dd0cd4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/113d9382-3ebf-447b-9c10-fcfa38b2e19d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c55b6eb5-dde5-49cb-82ea-cef90672d17f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/445ecccc-f9c0-42b6-bb5a-febca5ef6f2e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3d6e4526-a6ef-4307-963b-8f20bdb2fe22.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\">Analytics<\/span><br \/>\n <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">Tech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u62a5\u544a\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u67e5\u8be2<\/span><br \/>\n <span class=\"tag\">\u5546\u4e1a\u667a\u80fd\u4eea\u8868\u76d8<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u6d1e\u5bdf<\/span><br \/>\n <span class=\"tag\">KPI\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u62a5\u8868<\/span><br \/>\n <span class=\"tag\">SaaS\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6a21\u677f\u9a71\u52a8<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u529e\u516c<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\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>\u7528\u6237\u75db\u70b9\u96c6\u4e2d\u5728\u201c\u5c06\u5206\u6790\u8f6c\u5316\u4e3a\u9886\u5bfc\u5c42\u8ba4\u53ef\u7684\u62a5\u544a\u201d\u8fd9\u4e00\u73af\u8282\uff0c\u8ba4\u4e3a\u64b0\u5199\u53d9\u8ff0\u6027\u62a5\u544a\u6bd4\u5236\u4f5c\u4eea\u8868\u76d8\u66f4\u8017\u65f6\u4e14\u6613\u81ea\u6211\u6000\u7591\u3002\u6838\u5fc3\u95ee\u9898\u5728\u4e8e\u5206\u6790\u6d1e\u5bdf\u4e0e\u5199\u4f5c\u53d9\u4e8b\u7684\u74f6\u9888\uff0c\u8bc4\u8bba\u8005\u5e0c\u671b\u5de5\u5177\u80fd\u540c\u65f6\u5b9e\u73b0\u7cbe\u51c6\u6570\u636e\u5c55\u793a\u3001\u65e0\u5e7b\u89c9\u3001\u6e05\u6670\u56fe\u8868\u4e0e\u6613\u61c2\u603b\u7ed3\u3002\u6a21\u677f\u529f\u80fd\u88ab\u89c6\u4e3a\u4fdd\u6301\u56e2\u961f\u601d\u8003\u6846\u67b6\u3001\u63d0\u5347\u62a5\u544a\u53ef\u9760\u6027\u7684\u5173\u952e\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 OrcaSheets AI Reports \u5207\u4e2d\u4e86\u4e00\u4e2a\u88ab\u8bb8\u591a BI \u5de5\u5177\u5ffd\u89c6\u7684\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u95ee\u9898\uff1a\u4eea\u8868\u76d8\u53ea\u662f\u6570\u636e\u7684\u5feb\u7167\uff0c\u800c\u62a5\u544a\u624d\u662f\u51b3\u7b56\u7684\u57fa\u77f3\u3002\u5b83\u5728\u201c\u6570\u636e\u5206\u6790\u201d\u548c\u201c\u51b3\u7b56\u6c9f\u901a\u201d\u4e4b\u95f4\u67b6\u8d77\u4e86\u4e00\u5ea7\u6865\u6881\uff0c\u7cbe\u51c6\u6253\u51fb\u4e86\u5206\u6790\u5e08\u548c\u9879\u76ee\u7ecf\u7406\u7684\u201c\u62a5\u544a\u6050\u60e7\u75c7\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u4ea7\u54c1\u8bbe\u8ba1\u770b\uff0c\u5176\u4ef7\u503c\u6838\u5fc3\u5e76\u975e\u7b80\u5355\u7684AI\u751f\u6210\uff0c\u800c\u662f\u201c\u6a21\u677f+\u805a\u5408\u6570\u636e\u201d\u7684\u9a6f\u5316\u7b56\u7565\u3002\u8fd9\u907f\u514d\u4e86AI\u5728\u539f\u59cb\u6570\u636e\u4e2d\u80e1\u7f16\u4e71\u9020\uff0c\u540c\u65f6\u4fdd\u7559\u4e86\u56e2\u961f\u7684\u4e13\u4e1a\u89c6\u89d2\u548c\u53d9\u4e8b\u98ce\u683c\uff0c\u662f\u4e00\u79cd\u52a1\u5b9e\u7684\u5de5\u7a0b\u6298\u4e2d\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u201c\u5206\u6790\u8fd8\u662f\u5199\u4f5c\u662f\u74f6\u9888\u201d\u7684\u8ffd\u95ee\uff0c\u6070\u597d\u5370\u8bc1\u4e86\u4ea7\u54c1\u5b9a\u4f4d\u7684\u7cbe\u51c6\u2014\u2014\u5b83\u628a\u4eba\u7684\u6838\u5fc3\u7cbe\u529b\u4ece\u673a\u68b0\u7684\u6587\u5b57\u6574\u7406\u89e3\u653e\u51fa\u6765\uff0c\u56de\u5230\u771f\u6b63\u6709\u4ef7\u503c\u7684\u6570\u636e\u6d1e\u5bdf\u548c\u5224\u65ad\u4e0a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u98ce\u9669\u4e5f\u5f88\u660e\u663e\u3002\u9996\u5148\uff0c\u201c\u6a21\u677f\u201d\u662f\u53cc\u5203\u5251\uff0c\u5b83\u4fdd\u8bc1\u4e86\u8f93\u51fa\u7684\u4e00\u81f4\u6027\uff0c\u4f46\u4e5f\u53ef\u80fd\u56fa\u5316\u601d\u7ef4\u3001\u627c\u6740\u610f\u5916\u7684\u6d1e\u5bdf\uff0c\u4f7f\u62a5\u544a\u6ca6\u4e3a\u5f62\u5f0f\u4e3b\u4e49\u7684\u201c\u516b\u80a1\u6587\u201d\u3002\u5176\u6b21\uff0c\u4ea7\u54c1\u5ba3\u79f0\u57fa\u4e8e\u201c\u51e0\u767e\u884c\u805a\u5408\u6570\u636e\u201d\u800c\u975e\u539f\u59cb\u6570\u636e\uff0c\u8fd9\u610f\u5473\u7740\u7528\u6237\u5fc5\u987b\u5148\u5b8c\u6210\u6570\u636e\u6e05\u6d17\u3001\u805a\u5408\u2014\u2014\u8fd9\u6b63\u662f\u6700\u8017\u65f6\u3001\u6700\u9700\u8981\u4e13\u4e1a\u6280\u80fd\u7684\u5de5\u4f5c\u3002AI \u62a5\u544a\u672c\u8d28\u4e0a\u66ff\u4ee3\u7684\u662f\u201c\u5199\u201d\uff0c\u800c\u975e\u201c\u5206\u6790\u201d\u52b3\u52a8\u3002\u6b64\u5916\uff0c122\u7968\u7684\u8f83\u4f4e\u70ed\u5ea6\u6697\u793a\u5176\u53ef\u80fd\u4ecd\u662f\u4e00\u4e2a\u5c0f\u4f17\u6216\u65e9\u671f\u5de5\u5177\uff0c\u5c1a\u672a\u5f62\u6210\u5927\u4f17\u8ba4\u77e5\u5c42\u9762\u7684\u5f3a\u9700\u6c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5bf9\u4e8e\u82e6\u4e8e\u5468\u62a5\u3001\u6708\u62a5\u7684\u804c\u573a\u4eba\uff0c\u5b83\u662f\u4e00\u6b3e\u4f18\u79c0\u7684\u201c\u51cf\u8d1f\u52a0\u901f\u5668\u201d\uff0c\u4f46\u82e5\u60f3\u6210\u4e3a\u6570\u636e\u5de5\u4f5c\u6d41\u7684\u67a2\u7ebd\uff0c\u5b83\u4ecd\u9700\u5728\u6570\u636e\u63a5\u5165\u7684\u5e7f\u5ea6\u3001\u5206\u6790\u7684\u6df1\u5ea6\u4ee5\u53ca\u6a21\u677f\u7684\u7075\u6d3b\u6027\u4e0a\u505a\u51fa\u6839\u672c\u6027\u7a81\u7834\u3002\u4ea7\u54c1\u65b9\u5411\u6b63\u786e\uff0c\u4f46\u76ee\u524d\u66f4\u50cf\u662f\u6570\u636e\u5206\u6790\u6d41\u7a0b\u7684\u201c\u9526\u4e0a\u6dfb\u82b1\u201d\uff0c\u800c\u975e\u201c\u96ea\u4e2d\u9001\u70ad\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\">OrcaSheets AI Reports<\/span>\n <\/div>\n<div class=\"comment-content\">OrcaSheets AI Reports lets you query your data to build dashboards and generate detailed reports. One prompt gives you an executive summary, KPIs, insights and recommendations, ready to share in seconds. Stop building reports manually.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi again <strong>\ud83d\udc4b<\/strong><\/p>\n<p>We’re back on Product Hunt, and this time with a feature that I’m most excited to talk about. AI Reports.<\/p>\n<p>Honest confession. Writing reports sucks. I hate it with all my heart.<\/p>\n<p>Running the analysis and putting together a dashboard with cool charts and clever insights is the fun part, but turning all of that into a report you can defend in front of leadership is where it stops being fun.<\/p>\n<p>For me, dashboards show you what happened. But a report shows you what someone close to the work thinks about what happened. That used to take weeks, but now it doesn’t.<\/p>\n<p>That’s what AI Reports does, and it’s one of my favourite things <a href=\"https:\/\/www.producthunt.com\/@yash_gandhi3\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"yash_gandhi3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yash_gandhi3<\/a>, <a href=\"https:\/\/www.producthunt.com\/@navdeep710\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"navdeep710\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@navdeep710<\/a> and I have shipped. You run your analysis in <a href=\"https:\/\/www.producthunt.com\/products\/orcasheets\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"orcasheets\" target=\"_blank\" rel=\"noopener\">@OrcaSheets<\/a>, give it a template for how your team writes things up, and it generates a fresh report on the new data – in minutes.<\/p>\n<p>Here’s the thing though. AI gets lost in millions of rows of raw data. But give it a few hundred rows of aggregated data and a template to work against, and it does the job honestly well.<\/p>\n<p>AI Reports is normally a paid feature, but if you’re coming in through PH, it’s free until next Tuesday \ud83d\udca5 Try it on a report you’re already dreading. I’ll be here all day to answer any and all questions.<\/p>\n<p>Tell me: what’s the report you write every month that you wish you could just generate?<\/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\/@yash_gandhi3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yash_gandhi3<\/a>  <a href=\"https:\/\/www.producthunt.com\/@navdeep710\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@navdeep710<\/a>  <a href=\"https:\/\/www.producthunt.com\/@mj_jadhav213\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mj_jadhav213<\/a> This resonates with me because the stage that you are talking about, \u201cturning insights into something leadership won\u2019t tear apart,\u201d is the very place where the true work happens. In my experience, it is the monthly operational or performance report that I have to prepare. Gathering data is easy enough, trend recognition does not necessarily present problems either; however, putting all that together into a coherent narrative, explaining what happened, why it happened, and how things should develop next, is far from being an easy task. Inevitably, one starts doubting every word, trying to add some context, make the narrative consistent with previous reports, and anticipate future questions. An application that could transform data into a coherent narrative based on an organizational template would certainly save time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Dashboards do one job really well, which is showing you what happened without anyone’s opinion attached. That’s exactly why they have a ceiling on how useful they can be.<\/p>\n<p>A report does the opposite job. It’s written from inside the work, by someone close enough to a project to hold the numbers against what they actually know about how things went. The output isn’t what happened, it’s what someone responsible for the work thinks about what happened.<\/p>\n<p>The hard part of building AI Reports was figuring out how to keep that perspective in the loop without keeping a human’s time as the bottleneck. The answer turned out to be templates. A team writes a template that captures how they think and frame their work, the AI runs against that template on new data, and the separation is what makes the output reliable in a way prompting an AI directly on raw data never quite is.<\/p>\n<p>Genuine ques – where’s the actual bottleneck when you write a report? The analysis or the writing?<\/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\/@yash_gandhi3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yash_gandhi3<\/a> any tool that can help do both at the same time – all accurate info, no hint of hallucination, with clear and beautiful charts and easy-to-understand summaries is a win in my eyes!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Monday blues needed a rescue. Here it is \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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hiya_chaplot1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hiya_chaplot1<\/a> right? those pesky Monday reports got nothing on us \ud83d\udcaa <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#9<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/4C6QQXXCOTMO6R\" class=\"app-title\">WUPHF by Nex.ai<\/a><\/p>\n<div class=\"one-liner\">AI employees who build their own knowledge base<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">121<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>WUPHF\u662f\u4e00\u6b3e\u5c06AI\u667a\u80fd\u4f53\u4ee5\u7c7b\u4f3cSlack\u9891\u9053\u534f\u4f5c\u65b9\u5f0f\u8fd0\u884c\u3001\u5e76\u8ba9\u5b83\u4eec\u81ea\u52a8\u6784\u5efa\u548c\u7ef4\u62a4Markdown\u56e2\u961f\u77e5\u8bc6\u5e93\u7684\u5f00\u6e90\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u624b\u52a8\u5728\u591a\u4e2aAI\u7a97\u53e3\u91cd\u590d\u7c98\u8d34\u4e0a\u4e0b\u6587\u548c\u534f\u8c03\u4efb\u52a1\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\/f3525984-e0b0-4651-835a-3176ba7c31f9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e7a7f05d-e9c4-461f-99dc-3b693588ee5a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/127627a1-f58e-4b6f-b182-ad0c6887ba13.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a6f28d10-9be4-49fc-8f75-650476bfbd6d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a968a3b2-6406-4532-bcb3-5ea70a79c0cf.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\/d66abf0f-1f42-46d2-a7e0-181406c279ea.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/7L2boanS45A\"><source src=\"https:\/\/youtu.be\/7L2boanS45A\" 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><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u591a\u667a\u80fd\u4f53\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">AI\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u672c\u5730LLM<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u5e93\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90<\/span><br \/>\n <span class=\"tag\">Slack\u5f0f\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">Claude Code<\/span><br \/>\n <span class=\"tag\">Codex<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/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\u5bf9Slack\u98ce\u683c\u7684\u667a\u80fd\u4f53\u534f\u4f5c\u548c\u81ea\u5efa\u77e5\u8bc6\u5e93\u8868\u793a\u5174\u594b\uff0c\u8d5e\u8d4f\u672c\u5730LLM\u7684\u4f4eToken\u6d88\u8017\u548c\u81ea\u4e3b\u6027\u3002\u4e3b\u8981\u63d0\u95ee\uff1a\u4ea7\u54c1\u540d\u6765\u6e90\uff08\u56de\u7b54\u6e90\u81ea\u300a\u529e\u516c\u5ba4\u300b\u5267\u96c6\uff09\uff1b\u77e5\u8bc6\u5e93\u51b2\u7a81\u65f6\u5982\u4f55\u89e3\u51b3\uff08CEO\u4ee3\u7406\u4ef2\u88c1\u6216\u6700\u540e\u5199\u5165\uff1f\uff09\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n WUPHF\u7684\u806a\u660e\u4e4b\u5904\u5728\u4e8e\u5b83\u9009\u62e9\u4e86\u4e00\u6761\u201c\u53cd\u4e3b\u6d41\u201d\u7684\u6280\u672f\u8def\u7ebf\uff1a\u4e0d\u6784\u5efa\u590d\u6742\u7684DAG\u4efb\u52a1\u7f16\u6392\u5f15\u64ce\uff0c\u800c\u662f\u628aAI\u667a\u80fd\u4f53\u62c9\u56de\u5230\u4eba\u7c7b\u6700\u719f\u6089\u7684\u534f\u4f5c\u754c\u9762\u2014\u2014Slack\u9891\u9053\u548cMarkdown Wiki\u3002\u8fd9\u79cd\u201c\u964d\u7ef4\u201d\u8bbe\u8ba1\u6070\u6070\u5207\u4e2d\u4e86\u5f53\u524dAI\u5de5\u7a0b\u5316\u7684\u6838\u5fc3\u75db\u70b9\uff1a\u667a\u80fd\u4f53\u4e0d\u662f\u7f3a\u5c11\u80fd\u529b\uff0c\u800c\u662f\u7f3a\u5c11\u6301\u7eed\u7a33\u5b9a\u7684\u4e0a\u4e0b\u6587\u548c\u56e2\u961f\u534f\u540c\u8bb0\u5fc6\u3002\u5f00\u53d1\u8005Nazz\u7684\u81ea\u8ff0\u63ed\u9732\u4e86\u4e00\u4e2a\u4e8b\u5b9e\uff1a\u201c\u591a\u667a\u80fd\u4f53\u6846\u67b6\u201d\u53d8\u6210\u4e86\u201cPaperclip\u52a0Linear DAG\u201d\uff0c\u672c\u8d28\u4e0a\u662f\u53e6\u4e00\u79cd\u9879\u76ee\u7ba1\u7406\u770b\u677f\uff0c\u800c\u4eba\u7c7b\u9700\u8981\u7684\u662f\u5bf9\u8bdd\u5f0f\u7684\u56e2\u961f\u534f\u4f5c\u2014\u2014\u8fd9\u624d\u662fWUPHF\u771f\u6b63\u7684\u5dee\u5f02\u5316\u4ef7\u503c\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u5b83\u7528\u6700\u7b80\u5355\u7684\u6280\u672f\u6808\uff08Markdown + Git\uff09\u5b9e\u73b0\u4e86\u6700\u96be\u7684\u95ee\u9898\u2014\u2014\u591a\u4e2aAI\u5b9e\u4f53\u95f4\u7684\u77e5\u8bc6\u4e00\u81f4\u6027\u3002\u8fd9\u6bd4\u8d77\u90a3\u4e9b\u4f9d\u8d56\u5411\u91cf\u5e93+RAG\u7684\u590d\u6742\u65b9\u6848\uff0c\u663e\u5f97\u66f4\u52a0\u52a1\u5b9e\u4e14\u53ef\u5ba1\u8ba1\u3002\u4e0d\u8fc7\uff0c\u5f53\u524d\u4ea7\u54c1\u4ecd\u5904\u4e8e\u65e9\u671f\uff0c\u201cCEO\u667a\u80fd\u4f53\u4ef2\u88c1\u51b2\u7a81\u201d\u7684\u529f\u80fd\u63cf\u8ff0\u8fc7\u4e8e\u7406\u60f3\u5316\uff0c\u9762\u5bf9\u771f\u6b63\u7684\u6570\u636e\u4e0d\u4e00\u81f4\u548cAgent\u95f4\u4fe1\u606f\u76f8\u4e92\u6c61\u67d3\u65f6\uff0c\u7eaf\u6587\u672cWiki\u7684\u5904\u7406\u65b9\u5f0f\u53ef\u80fd\u6349\u895f\u89c1\u8098\u3002\u6b64\u5916\uff0c\u4f5c\u4e3a\u5f00\u53d1\u8005\u5de5\u5177\uff0c\u5b83\u4f9d\u8d56\u7528\u6237\u81ea\u884c\u914d\u7f6eClaude Code\u7b49\u5916\u90e8Agent\uff0c\u8fd9\u964d\u4f4e\u4e86\u96f6\u95e8\u69db\u89e6\u8fbe\u7684\u53ef\u80fd\u3002\u6574\u4f53\u800c\u8a00\uff0cWUPHF\u627e\u51c6\u4e86\u201cAI\u56e2\u961f\u534f\u4f5c\u201d\u8fd9\u4e2a\u88ab\u5ffd\u89c6\u7684\u5782\u76f4\u7f1d\u9699\uff0c\u7528\u8f7b\u91cf\u7ea7\u7684\u793e\u4ea4\u5316\u4ea4\u4e92\u4ee3\u66ff\u7b28\u91cd\u7684\u7f16\u6392\u7cfb\u7edf\uff0c\u65b9\u5411\u6b63\u786e\u3002\u4f46\u8981\u771f\u6b63\u66ff\u4ee3\u4eba\u7c7b\u624b\u52a8\u534f\u8c03\uff0c\u8fd8\u9700\u5728Agent\u8bb0\u5fc6\u6301\u7eed\u6027\u3001\u51b2\u7a81\u5904\u7406\u903b\u8f91\u548c\u9519\u8bef\u6eaf\u6e90\u4e0a\u4e0b\u66f4\u786c\u7684\u529f\u592b\u3002\u5176\u5f00\u6e90\u7684MIT\u534f\u8bae\u548c\u672c\u5730\u8fd0\u884c\u5c5e\u6027\uff0c\u8ba9\u5b83\u6709\u673a\u4f1a\u6210\u4e3aAI\u65f6\u4ee3\u7684\u201cSlack+Confluence\u201d\u57fa\u7840\u5c42\uff0c\u4f46\u4e5f\u9762\u4e34\u7740\u88ab\u5927\u5382\u514d\u8d39\u529f\u80fd\u541e\u6ca1\u7684\u98ce\u9669\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\">WUPHF by Nex.ai<\/span>\n <\/div>\n<div class=\"comment-content\">WUPHF is a collaborative office of AI employees who build and maintain their own knowledge base to never lose context for the tasks you give them. Supports Claude Code, Codex, OpenClaw agents and local LLMs via OpenCode. Chat with your agents via TUI, Web or Telegram. Open source. Runs on your machine, with your keys.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH. I am Nazz – the Creator \ud83d\udc4b.<\/p>\n<p>I built WUPHF for myself at Nex. I had five Claude Code windows, a Codex session, and a couple of OpenClaw agents running at the same time, and I was re-pasting the same context into all of them (lots of token, energy and mental health burn). When I wanted them to coordinate, I was the manual relay. Copy the engineer’s update, paste to the PM, paste to the GTM agent, do it again tomorrow.<\/p>\n<p>I tried the multi-agent frameworks already out there. Every one was some flavor of Paperclip with a Linear-style DAG on top. Write a plan, watch nodes turn green. Functional, but I did not want a project-management dashboard. I wanted the interface I already use to get work done with humans. Channels, @mentions, DMs, threads. I wanted to chat with my agents the way I chat with my team.<\/p>\n<p>So I built that over a weekend. Used it for a week. Realized I was not going back. Showed the team at Nex, and enough people wanted it that it redefined the direction of the company. WUPHF is now Nex’s open source product.<\/p>\n<p>The shape: collaborative office for AI agents. Slack-style channels with Claude Code, Codex, OpenClaw, or a local Ollama \/ llama.cpp endpoint via OpenCode as the members. They learn and run your playbooks 24×7.<\/p>\n<p>Your AI employees do everything to not get fired, from building their own skills to accomplish a task, or building and maintaining their own team wiki.<\/p>\n<p>The team wiki is a Karpathy-style LLM wiki on markdown + git in ~\/.wuphf\/wiki\/. Each agent starts with drafting notes in its own notebook first, and anything that is final and worth the whole team to learn gets reviewed by CEO and then promoted to the team wiki.<\/p>\n<p>The next agent that joins gets caught up without me writing onboarding docs for software that does not read my onboarding docs.<\/p>\n<p>Open source (MIT license), self-hosted, your keys. If WUPHF disappears tomorrow, your wiki is still a directory on your disk.<\/p>\n<\/p>\n<p>Also, we just broke Hacker News and rose to #1 on ShowHN all of Saturday, and saw hockey stick growth.<\/p>\n<p>Install: npx wuphf@latest<br \/>Repo: <a href=\"https:\/\/github.com\/nex-crm\/wuphf\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/nex-crm\/wuphf<\/a><br \/>Website & Demo video: <a href=\"https:\/\/wuphf.team\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/wuphf.team<\/a><\/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 wish slack generated wikis out of my conversations like this!<\/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\/@dolliver\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dolliver<\/a> there is always a wish. then there is Slack.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It’s been fun experimenting with the versatility of the agent team. Like <a href=\"https:\/\/www.producthunt.com\/@najmuzzaman\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"najmuzzaman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@najmuzzaman<\/a> said, we hadn’t found a good experience with multi agent coordination & wanted to have that. <\/p>\n<p>It’s also been the best use of my local LLM setup. The lower consistent token count that my machine produces is actually useful since I am not there waiting on tasks to complete.<\/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>already using it. very cool. love the style and the autonomy of each agent!<\/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\/@gw3i\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gw3i<\/a> thanks for giving an early try man<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>for the uninitiated…. what does WUPHE stand for??? \ud83e\udee3<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@laura_cruickshanks\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@laura_cruickshanks<\/a> it is a joke from “The Office”. Ryan Howard had a startup in Season 7 that notified a person on every possible communication channel at the same time. You could just “woof” them.<\/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>smart that the wiki is just markdown + git on disk. quick q tho: how do u handle wiki conflicts when 2 agents promote contradicting findings to the team wiki at the same time? CEO agent arbitrates or last write wins?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#10<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/UVKROIYUPPE4IP\" class=\"app-title\">SimCam<\/a><\/p>\n<div class=\"one-liner\"> Test camera features directly in the iOS simulator<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">118<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>SimCam \u8ba9\u5f00\u53d1\u8005\u65e0\u9700\u771f\u673a\uff0c\u76f4\u63a5\u5728 iOS \u6a21\u62df\u5668\u4e0a\u901a\u8fc7 Mac \u6444\u50cf\u5934\u3001\u56fe\u7247\u6216\u4e8c\u7ef4\u7801\u6ce8\u5165\u6765\u6d4b\u8bd5\u76f8\u673a\u529f\u80fd\uff0c\u89e3\u51b3\u4e86\u6a21\u62df\u5668\u65e0\u6cd5\u4f7f\u7528\u7269\u7406\u76f8\u673a\u7684\u957f\u671f\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\/f4378a13-c494-4d3a-87ef-51c5c9c28e6f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3a6d03f4-02d7-455f-ad26-9cb2b5068305.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f05a53db-edc4-4a32-802e-e029444ae807.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/af7c30af-fe8c-4f1d-8377-ef0205cae61d.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\/6673d63b-fdcc-4363-bf6c-5f2700357df7.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/BaNzJOqtH3Y\"><source src=\"https:\/\/youtu.be\/BaNzJOqtH3Y\" 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\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">iOS\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6a21\u62df\u5668\u76f8\u673a\u6d4b\u8bd5<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u6548\u7387<\/span><br \/>\n <span class=\"tag\">CLI\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">\u4e8c\u7ef4\u7801\u6ce8\u5165<\/span><br \/>\n <span class=\"tag\">\u56fe\u7247\/\u89c6\u9891\u6ce8\u5165<\/span><br \/>\n <span class=\"tag\">AI Agent\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">SaaS\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u4e86\u6a21\u62df\u5668\u65e0\u76f8\u673a\u7684\u6838\u5fc3\u75db\u70b9\uff0c\u70b9\u8d5e\u201c\u65e0\u9700\u771f\u673a\u201d\u7684\u4fbf\u5229\u6027\u3002\u90e8\u5206\u8bc4\u8bba\u8be2\u95ee\u662f\u5426\u652f\u6301AVCaptureMultipeerSession\u3001\u6162\u52a8\u4f5c\u89c6\u9891\u3001\u4ee5\u53ca\u66f4\u591a\u5916\u90e8\u76f8\u673a\u6e90\uff0c\u53cd\u6620\u51fa\u5bf9\u6269\u5c55\u89c6\u9891\u7c7b\u578b\u548c\u591a\u8bbe\u5907\u652f\u6301\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 SimCam \u5207\u4e2d\u7684\u662f iOS \u5f00\u53d1\u8005\u6700\u201c\u9648\u5e74\u201d\u7684\u75db\u2014\u2014\u6a21\u62df\u5668\u76f8\u673a\u7f3a\u5931\u3002\u8fc7\u53bb\u5f00\u53d1\u8005\u8981\u4e48\u9891\u7e41\u63d2\u62d4\u771f\u673a\uff0c\u8981\u4e48\u4f9d\u8d56\u4f4e\u6548\u7684\u6a21\u62df\u6570\u636e\u6d41\uff0c\u800c SimCam \u7528\u4e00\u4e2a\u8f7b\u91cf\u7ea7\u65b9\u6848\u76f4\u63a5\u5ac1\u63a5 Mac \u672c\u673a\u6444\u50cf\u5934\u6216\u9759\u6001\u8d44\u6e90\uff0c\u5b8c\u80dc\u201c\u7ee7\u7eed\u5728\u6a21\u62df\u5668\u91cc\u5199\u6b7b\u4e00\u5f20\u56fe\u7247\u201d\u7684\u91ce\u8def\u5b50\u3002\u5176\u6700\u5927\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u6a21\u4eff\u201d\uff0c\u800c\u5728\u4e8e\u201c\u63a7\u5236\u201d\uff1aCLI \u548c AI Agent \u7684\u53ef\u7f16\u7a0b\u5316\uff0c\u610f\u5473\u7740 CI\/CD \u7ba1\u9053\u3001\u81ea\u52a8\u5316\u6d4b\u8bd5\u751a\u81f3 LLM \u9a71\u52a8\u7684\u6d4b\u8bd5Agent \u90fd\u80fd\u76f4\u63a5\u64cd\u63a7\u6a21\u62df\u5668\u6444\u50cf\u5934\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u628a\u5f00\u53d1\u8c03\u8bd5\u4ece\u201c\u624b\u52a8\u4e34\u65f6\u73af\u5883\u201d\u63a8\u5411\u201c\u53ef\u590d\u73b0\u3001\u53ef\u7f16\u6392\u7684\u81ea\u52a8\u5316\u4f53\u7cfb\u201d\u3002\u4ece\u5546\u4e1a\u6a21\u5f0f\u770b\uff0c\u4e00\u6b21\u8d2d\u4e70\u7ec8\u8eab\u6388\u6743\u800c\u975e\u8ba2\u9605\u5236\uff0c\u5bf9 C \u7aef\u4e2a\u4eba\u5f00\u53d1\u8005\u53cb\u597d\uff0c\u4f46\u4f5c\u4e3a\u9879\u76ee\u662f\u5426\u76c8\u5229\u3001\u80fd\u652f\u6491\u591a\u4e45\u7ef4\u62a4\u4ecd\u5b58\u7591\u3002\u529f\u80fd\u4e0a\uff0c\u76ee\u524d\u5bf9\u89c6\u9891\u6d41\uff08\u5982\u5b9e\u65f6\u6162\u52a8\u4f5c\u3001\u591a\u5a92\u4f53\u4f1a\u8bdd\uff09\u7684\u652f\u6301\u5c1a\u7f3a\uff0c\u53ef\u80fd\u5f71\u54cd\u90e8\u5206\u9ad8\u7ea7 ARKit\/ReplayKit \u573a\u666f\uff1b\u4e14\u4ec5\u9650 iOS \u6a21\u62df\u5668\uff0c\u82e5\u672a\u6765\u80fd\u6a2a\u5411\u62d3\u5c55\u81f3 Android \u6a21\u62df\u5668\u6216 Vision Pro \u6a21\u62df\u5668\uff0c\u4ea7\u54c1\u4ef7\u503c\u5c06\u6307\u6570\u7ea7\u653e\u5927\u3002\u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u4e2a\u201c\u5c0f\u800c\u7cbe\u786e\u201d\u7684\u75db\u70b9\u5de5\u5177\uff0c\u5c24\u5176\u9002\u5408\u56e2\u961f\u5185\u9891\u7e41\u8fdb\u884c\u76f8\u673a UI \u9a8c\u6536\u3001\u4e8c\u7ef4\u7801\u626b\u63cf\u3001\u6444\u50cf\u5934\u5207\u6362\u903b\u8f91\u6d4b\u8bd5\u7684\u5f00\u53d1\u8005\u3002\u4f46\u6709\u88ab Apple \u5b98\u65b9\u76f4\u63a5\u96c6\u6210\u8fdb Xcode \u7684\u98ce\u9669\u2014\u2014\u90a3\u662f SimCam \u771f\u6b63\u7684\u9690\u5f62\u5929\u82b1\u677f\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\">SimCam<\/span>\n <\/div>\n<div class=\"comment-content\">SimCam lets you test camera features without a physical device – stream from your Mac’s built-in or external camera, inject an image, or generate a QR code. Includes a CLI letting agents control the camera on iOS simulator.<\/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 Hunters! \ud83d\udc4b<\/p>\n<\/p>\n<p>I’m Krzysztof, creator of SimCam at Software Mansion \u2013 and I’m super excited to finally share this with you! \ud83d\ude80<\/p>\n<\/p>\n<p>I built SimCam to solve a common frustration: the iOS simulator simply doesn’t support camera testing. <\/p>\n<\/p>\n<p>\ud83c\udfa5 With SimCam you can:<\/p>\n<ul>\n<li>\n<p>Use your Mac’s camera as the “iPhone camera” in your apps running on Simulator<\/p>\n<\/li>\n<li>\n<p>Inject any image or video as a camera feed<\/p>\n<\/li>\n<li>\n<p>Generate QR codes and inject them into the stream<\/p>\n<\/li>\n<li>\n<p>Control the front and back cameras independently<\/p>\n<\/li>\n<li>\n<p>Control iOS simulator camera source programmatically via CLI or let AI agent use it to build and test camera scenarios in your app<\/p>\n<\/li>\n<li>\n<p><strong>All that works without adding any dependencies or you changing anything in your app<\/strong><\/p>\n<\/li>\n<\/ul>\n<p>With SimCam you no longer need to test your apps on device only to verify camera enabled features!<\/p>\n<\/p>\n<p>It\u2019s available as a one-time purchase with a lifetime license. Give it a try at <a href=\"http:\/\/simcam.swmansion.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">simcam.swmansion.com<\/a>.<\/p>\n<\/p>\n<p>I’d love to hear what you think \u2013 any feedback is super welcome! \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>22<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#11<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/AMJ3MCW232WSF2\" class=\"app-title\">MaxHermes by Minimax<\/a><\/p>\n<div class=\"one-liner\">AI agent that builds skills from every task you give it<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">105<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>MaxHermes\u662f\u4e00\u6b3e\u80fd\u81ea\u52a8\u4ece\u4f60\u4ea4\u7ed9\u5b83\u7684\u6bcf\u9879\u4efb\u52a1\u4e2d\u63d0\u53d6\u53ef\u590d\u7528\u6280\u80fd\u5e76\u5728\u540e\u7eed\u4f1a\u8bdd\u4e2d\u4e0d\u65ad\u81ea\u6211\u8fdb\u5316\u7684\u4e91\u7aefAI\u4ee3\u7406\uff0c\u89e3\u51b3\u4e86\u4f20\u7edfAI\u4ee3\u7406\u4f1a\u8bdd\u7ed3\u675f\u540e\u201c\u5b66\u5b8c\u5c31\u5fd8\u201d\u3001\u65e0\u6cd5\u7d2f\u79ef\u80fd\u529b\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\/0de9b067-6e13-4e43-91b9-f46529bb7ac4.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\/736d80bc-2fff-4b07-a5df-ca4fc89a3423.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\/47753807-abfb-48d4-82dc-74ac465ca592.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\/1c39fe4a-93fb-4fa6-a63a-4af110ed9828.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\/6d5c7062-6e13-4f6e-b36e-92a0dcb06fa9.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/MHSK9XdGR5w\"><source src=\"https:\/\/youtu.be\/MHSK9XdGR5w\" 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\">Task Management<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u6280\u80fd\u81ea\u52a8\u63d0\u53d6<\/span><br \/>\n <span class=\"tag\">\u4e91\u7aef\u6c99\u76d2<\/span><br \/>\n <span class=\"tag\">\u8de8\u4f1a\u8bdd\u6301\u4e45\u8bb0\u5fc6<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u81ea\u4e3b\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">MiniMax<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u5de5\u4f5c<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u8bc4\u8bba\u8d5e\u8a89\u5176\u89e3\u51b3\u4e86AI\u4ee3\u7406\u7684\u65e0\u72b6\u6001\u8bbe\u8ba1\u7f3a\u9677\uff0c\u70b9\u8d5e\u5b66\u4e60\u5faa\u73af\u4e0e\u8de8\u4f1a\u8bdd\u8bb0\u5fc6\u7684\u4ef7\u503c\u3002\u7528\u6237\u63d0\u95ee\uff1a\u6280\u80fd\u5e93\u5982\u4f55\u5728\u56e2\u961f\u6210\u5458\u95f4\u5171\u4eab\uff1f\u662f\u6bcf\u4e2a\u4ee3\u7406\u72ec\u7acb\u6784\u5efa\u77e5\u8bc6\u5e93\u8fd8\u662f\u652f\u6301\u6280\u80fd\u5171\u4eab\uff1f\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 MaxHermes\u7684\u201c\u6280\u80fd\u81ea\u4e3b\u63d0\u53d6\u201d\u542c\u8d77\u6765\u5f88\u7f8e\uff0c\u4f46\u672c\u8d28\u4e0a\u662f\u5728AI\u4ee3\u7406\u7684\u201c\u8bb0\u5fc6\u5c42\u201d\u4e0a\u505a\u4e86\u4e00\u6b21\u6f02\u4eae\u7684\u5305\u88c5\u3002\u5b83\u7cbe\u51c6\u51fb\u4e2d\u4e86\u5f53\u524dLLM\u5e94\u7528\u7684\u4e00\u5927\u8f6f\u808b\u2014\u2014\u6bcf\u4e2a\u4f1a\u8bdd\u90fd\u662f\u201c\u7b2c\u4e00\u6b21\u89c1\u9762\u201d\u7684\u4f4e\u6548\u91cd\u590d\u3002M2.7\u6a21\u578b\u5e95\u5ea7\u7684\u52a0\u6301\uff0c\u8ba9\u8fd9\u79cd\u81ea\u52a8\u5316\u7684\u201c\u5de5\u4f5c\u6d41\u8bb0\u5fc6\u201d\u65e0\u9700\u4eba\u5de5\u5e72\u9884\uff0c\u8fd9\u6bd4\u90a3\u4e9b\u4ecd\u4f9d\u8d56\u7528\u6237\u624b\u52a8\u7f16\u5199\u6216\u914d\u7f6e\u6280\u80fd\u5e93\u7684\u4ea7\u54c1\u806a\u660e\u4e86\u4e00\u4e2a\u8eab\u4f4d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5fc5\u987b\u6307\u51fa\u9510\u5229\u4e4b\u5904\uff1a\u4ea7\u54c1\u76ee\u524d\u6df1\u5ea6\u6346\u7ed1\u4e8e\u98de\u4e66\u3001\u9489\u9489\u548c\u4f01\u4e1a\u5fae\u4fe1\uff0c\u8fd9\u51e0\u4e4e\u662f\u4e3a\u4e2d\u56fd\u5e02\u573a\u91cf\u8eab\u5b9a\u505a\u3002\u6280\u80fd\u5728\u5355\u4e00\u4ee3\u7406\u5185\u90e8\u7d2f\u79ef\uff0c\u4f46\u5bf9\u56e2\u961f\u7ea7\u77e5\u8bc6\u6c89\u6dc0\u548c\u8de8\u4ee3\u7406\u6280\u80fd\u590d\u5236\u7684\u5904\u7406\u8bed\u7109\u4e0d\u8be6\u3002\u5982\u679c\u6bcf\u4e2a\u6210\u5458\u9700\u8981\u5404\u81ea\u201c\u5582\u201d\u6570\u636e\u624d\u80fd\u53d8\u5f3a\uff0c\u90a3\u89c4\u6a21\u5316\u540e\u7684\u7ba1\u7406\u6210\u672c\u548c\u201c\u6280\u80fd\u9e3f\u6c9f\u201d\u5c06\u6210\u4e3a\u65b0\u75db\u70b9\u3002\u53e6\u5916\uff0c\u81ea\u52a8\u62bd\u53d6\u7684\u6280\u80fd\u8d28\u91cf\u80fd\u5426\u4fdd\u8bc1\u7a33\u5b9a\u53ef\u7528\uff1f\u4e00\u6b21\u590d\u6742\u4efb\u52a1\u7684\u9519\u8bef\u53cd\u9988\u662f\u5426\u4f1a\u6c61\u67d3\u540e\u7eed\u6240\u6709\u4f1a\u8bdd\uff1f\u8fd9\u5c42\u201c\u81ea\u4e3b\u8fdb\u5316\u201d\u7684\u9ed1\u7bb1\u4e00\u65e6\u51fa\u73b0\u5d29\u584c\uff0c\u7528\u6237\u5c06\u675f\u624b\u65e0\u7b56\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u5b66\u4e60\u201d\uff0c\u800c\u5728\u4e8e\u5b9a\u4e49\u4e86AI\u4ee3\u7406\u5546\u4e1a\u5316\u7684\u65b0\u6807\u51c6\uff1a\u7528\u6301\u7eed\u7684\u201c\u7ecf\u9a8c\u503c\u201d\u53d6\u4ee3\u201c\u521d\u59cb\u914d\u7f6e\u201d\u3002\u4f46\u60f3\u6210\u4e3a\u4f01\u4e1a\u901a\u7528\u7684\u5927\u8111\uff0cMaxHermes\u5fc5\u987b\u8bc1\u660e\u5176\u6280\u80fd\u5e93\u80fd\u8de8\u56e2\u961f\u3001\u8de8\u4e1a\u52a1\u7ebf\u65e0\u635f\u6d41\u52a8\uff0c\u4e14\u5b66\u4e60\u8fc7\u7a0b\u53ef\u63a7\u53ef\u5ba1\u8ba1\u3002\u5426\u5219\uff0c\u5b83\u7ec8\u7a76\u53ea\u662f\u4e2a\u66f4\u806a\u660e\u7684\u5355\u5175\u52a9\u624b\uff0c\u800c\u975e\u4f01\u4e1a\u7ea7\u667a\u80fd\u64cd\u4f5c\u7cfb\u7edf\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">MaxHermes by Minimax<\/span>\n <\/div>\n<div class=\"comment-content\">MaxHermes is a cloud sandbox AI agent that autonomously extracts reusable skills from completed tasks and improves itself across sessions. For knowledge workers and enterprise teams who want an AI assistant that compounds with use.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>MaxHermes is a cloud sandbox AI agent from MiniMax that autonomously extracts reusable skills from completed tasks and applies them in future sessions.<\/p>\n<\/p>\n<p><strong>Problem \u2192 Solution<\/strong>: The statelesness of AI agents is a design problem that the industry has mostly ignored. You do the work of teaching the agent your context, it performs, the session ends, and nothing carries forward.<\/p>\n<\/p>\n<p>MaxHermes introduces a learning loop at the execution level. Every complex task triggers automatic skill extraction. Those skill documents persist, get refined through feedback, and stack over time. The agent that handles your tasks in month three is meaningfully more capable than the one you started with.<\/p>\n<\/p>\n<p><strong>What makes it different<\/strong>: Built on MiniMax M2.7, it achieves this without requiring any manual capability setup or server configuration. The evolution is autonomous.<\/p>\n<\/p>\n<p><strong>Key features:<\/strong><\/p>\n<ul>\n<li>\n<p>Learning loop that auto-generates skills post-task<\/p>\n<\/li>\n<li>\n<p>Cross-session persistent memory<\/p>\n<\/li>\n<li>\n<p>7×24 cloud availability with no infrastructure on your end<\/p>\n<\/li>\n<li>\n<p>Integrations with Feishu, DingTalk, and Enterprise WeChat out of the box<\/p>\n<\/li>\n<\/ul>\n<p><strong>Benefits:<\/strong><\/p>\n<ul>\n<li>\n<p>Your AI assistant improves from real usage, not from prompt tuning<\/p>\n<\/li>\n<li>\n<p>Zero setup cost for enterprise teams already in Chinese productivity ecosystems<\/p>\n<\/li>\n<li>\n<p>Parallel task execution means it handles multiple workstreams without queuing<\/p>\n<\/li>\n<\/ul>\n<p>The compounding skill model is the bet worth watching here. Whether it holds up at scale and across diverse task types is the open question at launch. <\/p>\n<p>P.S. I hunt the latest and greatest launches in tech, SaaS and AI, follow to be notified <strong>\u2192<\/strong> <a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>cloud sandbox approach makes sense for this. how does the skill library work across team members? wondering if there’s a way to share learned skills between agents or if each instance builds its own knowledge base.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/RYWKWKAAYYQQRB\" class=\"app-title\">Curflow<\/a><\/p>\n<div class=\"one-liner\">Draw a gesture for your Mac to execute<\/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>Curflow\u662f\u4e00\u6b3e\u8ba9Mac\u7528\u6237\u901a\u8fc7\u81ea\u5b9a\u4e49\u9f20\u6807\/\u89e6\u63a7\u677f\u624b\u52bf\u6765\u5168\u5c40\u64cd\u63a7\u5e94\u7528\u7684\u6548\u7387\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u5728Finder\u3001\u6d4f\u89c8\u5668\u3001IDE\u7b49\u4efb\u4f55\u8f6f\u4ef6\u4e2d\uff0c\u65e0\u6cd5\u50cf\u6d4f\u89c8\u5668\u63d2\u4ef6\u90a3\u6837\u968f\u5fc3\u6240\u6b32\u7528\u201c\u53f3\u952e\u62d6\u62fd\u201d\u5b8c\u6210\u5173\u95ed\u6807\u7b7e\u9875\u3001\u6700\u5c0f\u5316\u7a97\u53e3\u3001\u8fd4\u56de\u7b49\u9ad8\u9891\u64cd\u4f5c\u7684\u7cfb\u7edf\u7ea7\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\/3b8c869a-d755-42b9-8e29-d054915c4297.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bba25976-a2cc-4d98-9209-9c2f7a9a3759.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ebf0ba17-d605-4c9d-be59-334a7b5c1dd4.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\/d89517f1-e7e0-4d62-bc52-9da9fa5db8de.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/5V4pH4H81pU\"><source src=\"https:\/\/youtu.be\/5V4pH4H81pU\" 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\">Productivity<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Mac\u624b\u52bf\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">\u7cfb\u7edf\u7ea7\u9f20\u6807\u624b\u52bf<\/span><br \/>\n <span class=\"tag\">\u89e6\u63a7\u677f\u81ea\u5b9a\u4e49<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7a97\u53e3\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">Magic Mouse\u66ff\u4ee3<\/span><br \/>\n <span class=\"tag\">\u65e0\u969c\u788d\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u730e\u4eba\u65b0\u54c1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8bc4\u8bba\u4e3b\u8981\u6765\u81ea\u5f00\u53d1\u8005Luis\u81ea\u8ff0\uff0c\u672a\u6536\u96c6\u5230\u7b2c\u4e09\u65b9\u53cd\u9988\u3002Luis\u5f3a\u8c03\u4ea7\u54c1\u89e3\u51b3\u4e86\u7cfb\u7edf\u7ea7\u624b\u52bf\u7f3a\u5931\u95ee\u9898\uff08\u5982\u8ba9\u666e\u901a\u9f20\u6807\u83b7\u5f97Magic Mouse\u4f53\u9a8c\uff09\uff0c\u5e76\u610f\u5916\u53d1\u73b0\u5176\u5bf9\u624b\u90e8\u4e0d\u4fbf\u7528\u6237\uff08\u5355\u624b\u64cd\u4f5c\u3001\u6b8b\u969c\u4eba\u58eb\uff09\u6709\u8f85\u52a9\u4ef7\u503c\uff0c\u4f46\u672a\u63d0\u53ca\u5177\u4f53bug\u6216\u529f\u80fd\u5efa\u8bae\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Curflow\u8e29\u4e2d\u4e86\u4e00\u4e2a\u88ab\u5de8\u5934\u957f\u671f\u5ffd\u89c6\u7684\u201c\u7cfb\u7edf\u7ea7\u624b\u52bf\u8352\u5730\u201d\u2014\u2014\u6d4f\u89c8\u5668\u6709Gesturefy\u3001CrxMouse\u7b49\u6210\u719f\u63d2\u4ef6\uff0c\u4f46Finder\u3001Xcode\u3001Slack\u7b49\u684c\u9762\u539f\u751f\u5e94\u7528\u5374\u59cb\u7ec8\u505c\u7559\u5728macOS\u6709\u9650\u7684\u624b\u52bfAPI\u91cc\u3002\u4ea7\u54c1\u903b\u8f91\u6e05\u6670\uff1a\u5c06\u6d4f\u89c8\u5668\u4e2d\u201c\u53f3\u952e\u62d6\u62fd\u5173\u95ed\u6807\u7b7e\u9875\u201d\u7684\u808c\u8089\u8bb0\u5fc6\u5e73\u79fb\u5230\u6574\u4e2aOS\uff0c\u8ba9\u9f20\u6807\u7528\u6237\u4e0d\u518d\u773c\u998bMagic Mouse\u7684\u7a7a\u4e2d\u548f\u6625\uff0c\u8ba9\u89e6\u63a7\u677f\u7528\u6237\u7a81\u7834\u82f9\u679c\u9884\u8bbe\u7684\u201c\u4e09\u6307\u8f7b\u626b\u201d\u5929\u82b1\u677f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5fc5\u987b\u8b66\u60d5\u4e24\u70b9\uff1a\u5176\u4e00\uff0c\u8fd9\u662f\u5178\u578b\u7684\u201c\u6709\u5b83\u66f4\u597d\uff0c\u6ca1\u5b83\u4e5f\u80fd\u6d3b\u201d\u7684\u5de5\u5177\uff0c14\u5929\u8bd5\u7528\u540e\u7684\u4ed8\u8d39\u8f6c\u5316\u4f9d\u8d56\u7528\u6237\u80fd\u5426\u517b\u6210\u65b0\u7684\u64cd\u4f5c\u4e60\u60ef\u2014\u2014\u5927\u90e8\u5206\u4eba\u7684\u624b\u6307\u808c\u8089\u5df2\u88ab\u7cfb\u7edf\u9ed8\u8ba4\u624b\u52bf\u7262\u7262\u7ed1\u5b9a\uff0c\u5b66\u4e60\u6210\u672c\u662f\u9690\u5f62\u95e8\u69db\u3002\u5176\u4e8c\uff0c\u5f00\u53d1\u8005Luis\u4ee5\u201csolo dev\u201d\u8eab\u4efd\u51fa\u73b0\uff0c\u610f\u5473\u7740\u540e\u7eed\u5bf9macOS\u5347\u7ea7\u7684\u517c\u5bb9\u6027\u3001\u590d\u6742\u624b\u52bf\u4e0eApp\u70ed\u952e\u7684\u51b2\u7a81\u6392\u67e5\u3001\u5bf9\u591a\u79cd\u9f20\u6807\/\u89e6\u63a7\u677f\u786c\u4ef6\u7684\u9002\u914d\uff0c\u90fd\u53ef\u80fd\u56e0\u8d44\u6e90\u6709\u9650\u800c\u6ede\u540e\u3002\u4f5c\u4e3a\u5bf9\u6bd4\uff0c\u540c\u7c7b\u7ade\u54c1BetterTouchTool\u51ed\u501f\u5341\u4f59\u5e74\u8fed\u4ee3\u548c\u5e9e\u5927\u63d2\u4ef6\u751f\u6001\uff0c\u51e0\u4e4e\u6210\u4e3amacOS\u8fbe\u4eba\u7684\u6807\u914d\uff1bCurflow\u82e5\u53ea\u505c\u7559\u5728\u201c\u624b\u52bf\u6620\u5c04\u201d\u5c42\u9762\uff0c\u800c\u65e0\u6cd5\u50cfBTT\u90a3\u6837\u6784\u5efa\u52a8\u4f5c\u7ec4\u5408\u3001\u89e6\u53d1\u9884\u8bbe\u5de5\u4f5c\u6d41\uff0c\u6050\u96be\u5f62\u6210\u62a4\u57ce\u6cb3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u6709\u8da3\u7684\u7834\u5c40\u70b9\u5728\u201c\u65e0\u969c\u788d\u201d\u53d9\u4e8b\uff1a\u5f53\u7528\u6237\u53ea\u6709\u4e00\u53ea\u624b\u53ef\u7528\u65f6\uff0c\u4e00\u4e2a\u81ea\u5b9a\u4e49\u7684\u201c\u4e0b\u5212\u624b\u52bf\u201d\u66ff\u4ee3\u952e\u76d8Command+W\uff0c\u786e\u5b9e\u80fd\u6253\u5f00\u66f4\u5e7f\u6cdb\u7684\u573a\u666f\u2014\u2014\u5496\u5561\u515a\u3001\u901a\u52e4\u65cf\u3001\u4e34\u65f6\u4f24\u8005\uff0c\u751a\u81f3\u662f\u4e00\u79cd\u66f4\u81ea\u7136\u7684\u64cd\u4f5c\u4ea4\u4e92\u8303\u5f0f\u3002\u5982\u679cCurflow\u80fd\u6293\u4f4f\u8fd9\u4e2a\u957f\u5c3e\uff0c\u5728\u8f85\u52a9\u529f\u80fd\u793e\u533a\u6253\u78e8\u51fa\u72ec\u7279\u53e3\u7891\uff0c\u6216\u8bb8\u80fd\u907f\u5f00\u4e0eBTT\u7684\u6b63\u9762\u53ae\u6740\uff0c\u627e\u5230\u81ea\u5df1\u7684\u7a84\u95e8\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\">Curflow<\/span>\n <\/div>\n<div class=\"comment-content\">Right-click + drag to close a tab. Flick down to minimize. Swipe left to go back. Works everywhere \u2014 Finder, Safari, Slack, Xcode, any app. For trackpad users: create custom gestures beyond what macOS gives you. For mouse users: full gesture control on any mouse, like the Apple Magic Mouse experience without the Magic Mouse. 14-day free trial, lifetime license.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey! \ud83d\udc4b<\/p>\n<p>I’m Luis, solo dev behind Curflow. <\/p>\n<p>If you’ve ever used mouse gestures in your browser (right-click + drag to close a tab, go back, open new tab) \u2014 Curflow does that across the entire system. Finder, Xcode, Slack, anywhere.<\/p>\n<p>For trackpad users: macOS gestures are great, but you’re limited to what Apple decided. Curflow lets you create your own. Draw a gesture with a modifier key and trigger any action.<\/p>\n<\/p>\n<p>For mouse users: you lose all the trackpad stuff. Mission Control, swiping between desktops, gesture navigation. Curflow basically turns any mouse into the Apple Magic Mouse we all wish existed \u2014 full gesture control, no compromise.<\/p>\n<\/p>\n<p>One thing I didn’t expect: people are telling me it’s useful for accessibility too \u2014 when you only have one hand free (holding a baby, coffee, or permanent\/temporary disability), gestures let you do more without reaching for the keyboard.<\/p>\n<p> <br \/><strong>14-day free trial.<\/strong> I’m here all day!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#13<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/ZSUIVAPK5VYMUC\" class=\"app-title\">Colir<\/a><\/p>\n<div class=\"one-liner\">Gradients that don’t look like defaults<\/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>Colir\u901a\u8fc7XY\u8f74\u66f2\u7ebf\u63a7\u5236\u548c\u975e\u7ebf\u6027\u6e10\u53d8\u7f16\u8f91\uff0c\u4e3a\u8bbe\u8ba1\u5e08\u63d0\u4f9b\u4e86\u8d85\u8d8a\u9884\u8bbe\u7684\u3001\u9ad8\u81ea\u7531\u5ea6\u7684\u8272\u5f69\u521b\u4f5c\u5de5\u5177\uff0c\u89e3\u51b3\u5e38\u89c1\u6e10\u53d8\u5de5\u5177\u53ea\u80fd\u751f\u6210\u7ebf\u6027\u3001\u5446\u677f\u6548\u679c\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\/5ceb8a3d-9ea6-4be2-81a0-8d3246399b5f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c18a9093-2f18-4d65-8e5d-e784cb5a5bf9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e64549a7-07c3-41d3-a2d8-f39edce4ba6e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c52125d7-e98a-49d4-9708-abccd8067e96.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8f8453ed-e22a-4a24-9ef9-9b20e78ffebd.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\">Design Tools<\/span><br \/>\n <span class=\"tag\">Branding<\/span><br \/>\n <span class=\"tag\">Graphic Design<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6e10\u53d8\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u975e\u7ebf\u6027\u6e10\u53d8<\/span><br \/>\n <span class=\"tag\">\u66f2\u7ebf\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">WebGL\u6e32\u67d3<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u6e32\u67d3<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8272\u5f69\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">\u56fe\u50cf\u6548\u679c<\/span><br \/>\n <span class=\"tag\">\u7f51\u9875\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1\u8005<\/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\u5176\u72ec\u7279\u6027\u548c\u6613\u7528\u6027\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\uff1a1) \u90e8\u5206\u7528\u6237\u5e0c\u671b\u63d0\u4f9b\u4e00\u6b21\u6027\u4e70\u65ad\u7684\u672c\u5730\u7248\u800c\u975e\u8ba2\u9605\u5236\uff1b2) \u8be2\u95ee\u4e0e\u5de5\u4f5c\u6d41\uff08\u5982Mind Studio\uff09\u7684\u96c6\u6210\u53caAPI\u53ef\u80fd\u6027\uff1b3) \u5173\u6ce8\u672a\u6765\u662f\u5426\u652f\u6301\u52a8\u753b\u53caMP4\/WebM\u5bfc\u51fa\u3002\u5f00\u53d1\u8005\u56de\u5e94\u5df2\u63d0\u4f9b$49\u6c38\u4e45\u8bb8\u53ef\u8bc1\uff0c\u52a8\u753b\u529f\u80fd\u6b63\u5728\u5185\u90e8\u6d4b\u8bd5\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Colir\u5728\u4e00\u7247\u7ea2\u6d77\u7684\u6e10\u53d8\u5de5\u5177\u5e02\u573a\u4e2d\u627e\u5230\u4e86\u4e00\u6761\u6781\u5176\u7cbe\u51c6\u7684\u5dee\u5f02\u5316\u8def\u5f84\uff1a\u4e0d\u505a\u201c\u66f4\u597d\u7684\u7ebf\u6027\u6e10\u53d8\u201d\uff0c\u800c\u662f\u7528\u201c\u66f2\u7ebf\u63a7\u5236\u201d\u91cd\u65b0\u5b9a\u4e49\u4e86\u6e10\u53d8\u7684\u521b\u9020\u903b\u8f91\u3002\u4ece\u4ea7\u54c1\u54f2\u5b66\u5230\u6280\u672f\u5b9e\u73b0\u90fd\u76f8\u5f53\u6210\u719f\u2014\u2014WebGL\u5b9e\u65f6\u6e32\u67d3\u786e\u4fdd\u4e86\u66f2\u7ebf\u64cd\u4f5c\u7684\u5373\u65f6\u53cd\u9988\uff0c12\u79cd\u6df7\u5408\u6a21\u5f0f\u4e0e\u6548\u679c\u5c42\uff08\u566a\u70b9\u3001\u95ea\u5149\u7b49\uff09\u5c06\u5de5\u5177\u4ece\u5355\u7eaf\u7684\u201c\u8c03\u8272\u5668\u201d\u5347\u7ea7\u4e3a\u201c\u89c6\u89c9\u7eb9\u7406\u751f\u6210\u5668\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u6838\u5fc3\u4e89\u8bae\u5728\u4e8e\u5b83\u7684\u5546\u4e1a\u6a21\u5f0f\u4e0e\u5b9a\u4f4d\u9519\u4f4d\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u547c\u58f0\u6700\u9ad8\u7684\u5e76\u975e\u529f\u80fd\u7f3a\u5931\uff0c\u800c\u662f\u5bf9\u201c\u4e00\u6b21\u6027\u4e70\u65ad\u672c\u5730\u7248\u201d\u7684\u6e34\u6c42\uff0c\u8fd9\u4e0e\u5f00\u53d1\u8005\u575a\u6301\u201cWeb\u4f18\u5148+\u8ba2\u9605\u5236\u201d\u5f62\u6210\u4e86\u5178\u578b\u51b2\u7a81\u3002\u5f00\u53d1\u8005\u4ee5\u201cWebGL\u6027\u80fd\u4f18\u52bf\u201d\u548c\u201c\u8fde\u7eed\u8fed\u4ee3\u201d\u4e3a\u7406\u7531\uff0c\u867d\u7136\u903b\u8f91\u81ea\u6d3d\uff0c\u4f46\u5ffd\u89c6\u4e86\u8bbe\u8ba1\u5e08\u7fa4\u4f53\u5bf9\u7a33\u5b9a\u3001\u79bb\u7ebf\u3001\u975e\u8ba2\u9605\u5de5\u5177\u7684\u6df1\u5c42\u4fe1\u4efb\u9700\u6c42\u3002\u4e00\u4e2a$49\u7684\u201c\u6c38\u4e45\u8bb8\u53ef\u201d\u542c\u8d77\u6765\u8bf1\u4eba\uff0c\u4f46\u7ed1\u5b9a\u5728\u4e91\u7aef\u8d26\u6237\u4e0a\uff0c\u672c\u8d28\u4ecd\u662f\u201cweb\u4e0a\u7684\u79df\u7528\u201d\uff0c\u4e0e\u7528\u6237\u60f3\u8981\u7684\u201c\u672c\u5730\u8f6f\u4ef6\u201d\u6709\u5fc3\u7406\u9e3f\u6c9f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u6df1\u5c42\u7684\u6b8b\u9177\u73b0\u5b9e\u662f\uff1aColir\u7684\u62a4\u57ce\u6cb3\u5e76\u4e0d\u6df1\u3002\u5176\u6838\u5fc3\u7684\u66f2\u7ebf\u63a7\u5236\u7406\u5ff5\u548c\u5bf9WebGL\u7684\u8fd0\u7528\uff0c\u5e76\u975e\u65e0\u6cd5\u88abAdobe\u6216Figma\u7b49\u5de8\u5934\u5728\u66f4\u65b0\u4e2d\u201c\u501f\u9274\u201d\u7684\u7279\u6027\u3002\u76ee\u524d\u5b83\u4f9d\u9760\u201c\u72ec\u7279\u201d\u548c\u201c\u5b89\u9759\u5de5\u5177\u201d\u7684\u5b9a\u4f4d\u83b7\u5f97\u8d5e\u8a89\uff0c\u4f46\u4e00\u65e6\u88ab\u89c6\u4e3a\u201c\u5fc5\u5907\u6d41\u7a0b\u5de5\u5177\u201d\uff08\u5982\u7528\u6237Fraser\u6240\u95ee\u7684\u96c6\u6210\u9700\u6c42\uff09\uff0c\u5176\u72ec\u7acb\u6027\u5c31\u4f1a\u53d7\u5230\u5a01\u80c1\u3002Colir\u771f\u6b63\u7684\u4ef7\u503c\u5728\u4e8e\u5176\u6781\u81f4\u7684\u201c\u5c0f\u800c\u7f8e\u201d\u4f53\u9a8c\u548c\u7cbe\u51c6\u7684\u7528\u6237\u60c5\u611f\u8fde\u63a5\uff0c\u4f46\u80fd\u5426\u4ece\u201c\u65b0\u9c9c\u73a9\u5177\u201d\u53d8\u4e3a\u201c\u957f\u671f\u5de5\u5177\u201d\uff0c\u53d6\u51b3\u4e8e\u5b83\u662f\u5426\u80fd\u59a5\u5584\u89e3\u51b3\u7528\u6237\u5bf9\u8d44\u4ea7\u6240\u6709\u6743\u548c\u63a7\u5236\u6743\u7684\u6839\u672c\u7126\u8651\uff0c\u800c\u975e\u4ec5\u4ec5\u53e0\u52a0\u52a8\u6548\u6216\u5bfc\u51fa\u683c\u5f0f\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Colir<\/span>\n <\/div>\n<div class=\"comment-content\">Sculpt non-linear gradients with curve-based control on X\/Y axes. Real-time WebGL rendering, 12 blend modes, and effects (noise, sparkle, feather, distortion). PNG\/WebP export, free + paid tiers.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I do not think that there are so many solutions like this. So it is even more unique \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<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> Thanks Nika! That gap is exactly what made me build Colir -most gradient tools converge on the same linear stops, so I tried a different angle with curves on X\/Y axes. Glad it’s coming through.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As a fellow maker currently building in the Ai Image space, I\u2019m wondering if we could use this as a tool to give our customers a little more control over their templates. How easily does it plug into other work flows?<br \/>We’ve built in Mind Studio but are also going ‘headless’<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@couldashouldawoulda\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@couldashouldawoulda<\/a> Thanks Fraser- interesting use case. <br \/>Right now Colir is intentionally focused as a standalone tool for regular users, not an embeddable integration or SDK. There are still a bunch of core features I want to build, and I\u2019d rather make sure the product itself is genuinely useful and polished before expanding into API\/SDK territory.<\/p>\n<p>Deeper workflow integrations could definitely be interesting later -just not the main focus yet.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very cool – love products like this that don’t try to do too much but nail simple functionality. Clicked the link and played around with it for half an hour without even realizing<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>@saadhaq Thanks! Appreciate the feedback.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Now this is a pretty interesting and unique product! It’s kinda refreshing in this day and age of sloppy content to see a nice & well thought tool to create interesting visual elements and this is something I would definitely buy!<\/p>\n<\/p>\n<p>But it’s probably where my issue lies: I would love to buy a downloadable version of this product even if I have to pay 100$ (so more than the annual fee) to use as a local app but I don’t see myself paying a subscription to generate gradients, no matter how interesting it is, as I could do this with Illustrator in some ways.<\/p>\n<\/p>\n<p>I think you have a very interesting tool, but I’m not sure you got the appropriate business model. I know everyone want to have their monthly revenue and therefore go for the subscription model, but it’s not appropriate for all businesses, and some products are better suited for one-time purchase with yearly updates that you can pay for if you choose to (Xnapper is a real good example of this and got my purchase immediately).<\/p>\n<\/p>\n<p>I wish you the best, and if you decide to offer an alternative way of purchasing your product for local usage without requiring subscription, you already got a customer for that!<\/p>\n<\/p>\n<p>All the best buddy \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@juanggz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@juanggz<\/a> Thanks Juan – really appreciate the thoughtful comment.<\/p>\n<p>Quick correction that might flip your read: Colir already has a perpetual license at $49, tied to your account. Less than half your $100 ceiling, with all features and lifetime updates included. Worth a second look at the pricing page if it wasn’t visible.<\/p>\n<p>The subscription tier is mostly there for designers who need higher export volume during an active project (a brand sprint, a campaign) but aren’t ready to commit to perpetual yet. Most users who plan to keep using Colir go straight to perpetual \u2014 same logic as Xnapper, which is a great call by the way.<\/p>\n<p>On web vs local: Colir runs on WebGL, which is what makes the real-time curve manipulation feel instant. A native rewrite from scratch isn’t on the roadmap right now. But \u2014 if I ever sunset Colir for any reason, every perpetual license holder will get a local downloadable build of whatever the final version was. So the perpetual is genuinely yours, even in a worst-case scenario.<\/p>\n<p>Web also lets me ship features and fixes continuously instead of app-store release cycles, which is the other reason it stays browser-based for now.<\/p>\n<p>Either way \u2014 thanks for pushing on the 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I tried the app and it’s really cool. For the future – how will it handle animations? What export options will you 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>I am working on a similar side project involving animated gradients, and there are many tricky aspects. I’m curious to know how you handled that challenge! Congrats on launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@antoninkus\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@antoninkus<\/a> Thanks Antonin, glad you tried it! Animations are already tested internally but not released yet – I want to make sure the static experience is at its best before adding them, so the UI doesn’t get overcomplicated.<\/p>\n<p>The plan is something like a separate tab\/mode where you animate the gradient you built either with keyframes or automatic presets. For export: MP4\/WebM for the web, plus an embed-code option that renders the animation natively in the browser for best quality.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">Hi everyone \u2014 I’m Roman, the maker behind Colir.<\/p>\n<p>A bit of philosophy behind it:<br \/>\nNot every tool needs to be the star of your workflow. Colir is the one that’s quietly there for when the built-in gradient picker isn’t cutting it. Simple to pick up, smooth learning curve, and the kind of results that feel effortless. Think of it like a good hammer \u2014 nothing flashy, does its job well, and you’ll still be reaching for it years from now.<\/p>\n<p>I built it after years of brand and motion work where every gradient tool I tried gave me the same flat linear stops. So I made the one I actually wanted to use.<\/p>\n<p>Would love your feedback \u2014 both on the tool itself and anything you’d want added. Happy to answer questions in the thread.<br \/>\n\u2014 Roman<\/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\/@roman_tsymbryla\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@roman_tsymbryla<\/a> Really like the \u2018quiet tool\u2019 positioning \u2014 most products try to be the center of the workflow, but the ones that last are usually the ones you keep coming back to without thinking.<\/p>\n<p>Feels like gradients are one of those deceptively simple areas where better control makes a big difference.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/LQG2DFOMGL2NHW\" class=\"app-title\">Voice Agents<\/a><\/p>\n<div class=\"one-liner\">Turn expertise into 24\/7 client-facing AI voice agents<\/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>Voice Agents\u8ba9\u4e13\u5bb6\u7c7b\u4f01\u4e1a\u5c06\u81ea\u8eab\u77e5\u8bc6\u5e93\u8f6c\u4e3a24\u5c0f\u65f6\u5728\u7ebf\u7684AI\u8bed\u97f3\u5ba2\u670d\uff0c\u7528\u6237\u53ef\u4ee5\u76f4\u63a5\u7528\u81ea\u7136\u8bed\u8a00\u63d0\u95ee\u3001\u7ec3\u4e60\u5bf9\u8bdd\u6216\u83b7\u53d6\u652f\u6301\uff0c\u5e76\u80fd\u968f\u65f6\u5207\u6362\u56de\u6587\u5b57\u804a\u5929\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\/a37d54e2-da8d-4e40-8d24-0607d3d583e9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/96d094cf-cc27-4026-b3e7-cc43426a0eae.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dcdd253a-94a7-4736-8b2d-3bc4ab775c23.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b6aae68f-ddda-4ac9-ab5d-2d9e67f39bf2.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\/4699a707-41c6-4727-9f6d-c712735d9dd6.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=YEfTkM6-esk\"><source src=\"https:\/\/www.youtube.com\/watch?v=YEfTkM6-esk\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Tech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8bed\u97f3\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u5ba2\u6237\u652f\u6301\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u5e93\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4e13\u5bb6\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u8bdd\u672f\u8bad\u7ec3<\/span><br \/>\n <span class=\"tag\">\u793e\u533a\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u730e\u624b\u4e0a\u699c<\/span><br \/>\n <span class=\"tag\">\u4e2d\u5c0f\u4f01\u4e1a\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\u4e3b\u8981\u5173\u6ce8\u5177\u4f53\u4f7f\u7528\u573a\u666f\uff08\u5ba2\u6237\u652f\u6301\u3001\u56e2\u961f\u57f9\u8bad\u6216\u793e\u533a\u670d\u52a1\uff09\uff0c\u5e76\u63d0\u51fa\u6539\u8fdb\u5efa\u8bae\uff08\u5982\u4f18\u5316\u8bed\u97f3\u8bc6\u522b\u51c6\u786e\u7387\u3001\u964d\u4f4e\u5ef6\u8fdf\u3001\u652f\u6301\u591a\u8bed\u8a00\uff09\u3002\u591a\u6570\u53cd\u9988\u805a\u7126\u5728\u843d\u5730\u5b9e\u7528\u6027\u548c\u5de5\u4f5c\u6d41\u7a0b\u6574\u5408\u4e0a\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 Voice Agents\u5207\u5165\u4e86\u4e00\u4e2a\u660e\u786e\u4f46\u62e5\u6324\u7684\u5e02\u573a\u2014\u2014\u4e13\u5bb6\u670d\u52a1\u7684AI\u5316\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u5c06\u201c\u8bed\u97f3\u4ea4\u4e92\u201d\u4f5c\u4e3a\u4f20\u7edf\u77e5\u8bc6\u5e93\uff08\u5982PDF\u3001\u8bfe\u7a0b\uff09\u7684\u5347\u7ea7\u5165\u53e3\uff0c\u89e3\u51b3\u201c\u6253\u5b57\u4e0d\u5982\u8bf4\u8bdd\u81ea\u7136\u201d\u7684\u4f53\u9a8c\u75db\u70b9\u3002\u4f46\u5fc5\u987b\u8b66\u60d5\u4e24\u70b9\uff1a\u4e00\u662f\u5f53\u524d\u5927\u6a21\u578b\u8bed\u97f3\u5bf9\u8bdd\u7684\u5ef6\u8fdf\u548c\u9519\u8bef\u7387\u5728\u590d\u6742\u4e1a\u52a1\u573a\u666f\u4e0b\u4ecd\u4e0d\u53ef\u5ffd\u89c6\uff0c\u5c24\u5176\u662f\u6d89\u53ca\u4e13\u4e1a\u672f\u8bed\u6216\u65b9\u8a00\u65f6\uff1b\u4e8c\u662f\u4ea7\u54c1\u672c\u8eab\u66f4\u50cf\u201c\u8bed\u97f3\u5c42\u201d\u63d2\u4ef6\uff0c\u771f\u6b63\u7684\u58c1\u5792\u5728\u4e8e\u5e95\u5c42\u77e5\u8bc6\u5e93\u7684\u8fc1\u79fb\u4e0e\u7ed3\u6784\u5316\u7a0b\u5ea6\u2014\u2014\u82e5\u4ec5\u652f\u6301\u7b80\u5355\u95ee\u7b54\uff0c\u4f1a\u6ca6\u4e3a\u9ad8\u4ef7Siri\u3002\u4f18\u52bf\u5728\u4e8eMindPal\u5df2\u6709\u7684AI Agent\u548cWorkflow\u751f\u6001\uff0c\u80fd\u8ba9\u8bed\u97f3\u4e0e\u81ea\u52a8\u5316\u6d41\u7a0b\uff08\u5982\u9884\u7ea6\u3001\u4ed8\u6b3e\uff09\u7ed3\u5408\uff0c\u8fd9\u70b9\u503c\u5f97\u6df1\u6316\u3002\u77ed\u671f\u6700\u53ef\u80fd\u7206\u53d1\u7684\u573a\u666f\u662f\u9500\u552e\u8bdd\u672f\u8bad\u7ec3\u548c\u8bfe\u7a0b\u793e\u533a\u7b54\u7591\uff0c\u8fd9\u4e9b\u9886\u57df\u5bb9\u9519\u7387\u9ad8\u3001\u53cd\u9988\u95ed\u73af\u77ed\u3002\u4f46\u53d6\u4ee3\u771f\u4eba\u4e13\u5bb6\u652f\u6301\u8fd8\u5f88\u9065\u8fdc\uff0c\u5b9a\u4f4d\u4e3a\u201c\u4f4e\u6210\u672c\u589e\u91cf\u6e20\u9053\u201d\u6bd4\u201c\u66ff\u4ee3\u54c1\u201d\u66f4\u73b0\u5b9e\u3002\u5bf9\u4e2d\u5c0f\u578b\u54a8\u8be2\u516c\u53f8\u3001\u72ec\u7acb\u6559\u7ec3\u548c\u5728\u7ebf\u8bfe\u7a0b\u65b9\uff0c\u8fd9\u7b97\u662f\u4e00\u4e2a\u4f4e\u95e8\u69db\u7684\u589e\u503c\u5de5\u5177\uff0c\u4f46\u9700\u8b66\u60d5\u7528\u6237\u5bf9\u201c\u8bed\u97f3\u8f6c\u6587\u5b57\u518d\u56de\u590d\u201d\u7684\u6469\u64e6\u611f\uff0c\u4ee5\u53ca\u5408\u89c4\u98ce\u9669\uff08\u5982\u533b\u7597\u5efa\u8bae\u7684\u8bed\u97f3\u8bb0\u5f55\uff09\u3002\u4e00\u53e5\u8bdd\uff1a\u65b9\u5411\u5bf9\u4e86\uff0c\u4f46\u843d\u5730\u7ec6\u8282\u624d\u662f\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\">Voice Agents<\/span>\n <\/div>\n<div class=\"comment-content\">Build client-facing voice agents trained on your expertise. Let clients ask questions, practice conversations, and get support by speaking \u2014 then switch back to chat anytime.<\/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>\n<p>We built Voice Agents for MindPal because a lot of expert-based businesses have the same bottleneck:<\/p>\n<\/p>\n<p>their best knowledge is trapped in calls, courses, PDFs, Slack threads, and repeated client conversations.<\/p>\n<\/p>\n<p>MindPal already helps coaches, consultants, agencies, educators, and creators turn their expertise into shareable AI agents and workflows. But for many client-facing use cases, chat still feels one step removed from the way people naturally ask for help.<\/p>\n<\/p>\n<p>So we added voice.<\/p>\n<\/p>\n<p>Use cases:<\/p>\n<p>\u2022 24\/7 client support<\/p>\n<p>\u2022 Content creation by talking<\/p>\n<p>\u2022 Sales roleplay and objection practice<\/p>\n<p>\u2022 Course\/community support<\/p>\n<p>\u2022 Website or client-portal assistants<\/p>\n<\/p>\n<p>We would love your feedback:<\/p>\n<p>– What voice-agent use case would you build first?<\/p>\n<p>– Would you use this more for clients, team training, or your audience\/community?<\/p>\n<p>– What should we improve before this becomes part of your daily workflow?<\/p>\n<\/p>\n<p>Happy to answer questions all day. Thank you for checking it out \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#15<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/KK6QBYWIHZXRNA\" class=\"app-title\">Blueprint<\/a><\/p>\n<div class=\"one-liner\">One-shot bigger coding tasks<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">92<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Blueprint\u901a\u8fc7\u5728\u7f16\u7801\u524d\u63d0\u51fa\u7cbe\u51c6\u7684\u3001\u53ef\u4ea4\u4e92\u7684\u5173\u952e\u6027\u95ee\u9898\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u6f84\u6e05\u6a21\u7cca\u4efb\u52a1\uff0c\u751f\u6210\u53ef\u6267\u884c\u7684\u89c4\u5212\uff0c\u4ece\u800c\u8ba9AI\u7f16\u7801\u5de5\u5177\u4e00\u6b21\u6027\u5b8c\u6210\u5927\u578b\u5f00\u53d1\u4efb\u52a1\uff0c\u907f\u514d\u8fd4\u5de5\u548c\u6d6a\u8d39\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\/b860bb8d-11bc-4989-b34b-d20923b7ab67.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/77615384-1980-4126-bf73-e9107e32f079.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/67d6ecc6-7263-4a98-ba7e-545e64beb3f8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3880afad-e312-4a3c-a138-d10497a041ee.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\/e5c9c802-7194-4c15-9c94-7ccf715b0ae6.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=s_2Br8XtKvw\"><source src=\"https:\/\/www.youtube.com\/watch?v=s_2Br8XtKvw\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f16\u7801\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u89c4\u5212<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u751f\u6210<\/span><br \/>\n <span class=\"tag\">IDE\u63d2\u4ef6<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u63d0\u793a\u5de5\u7a0b<\/span><br \/>\n <span class=\"tag\">\u9879\u76ee\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">Cursor<\/span><br \/>\n <span class=\"tag\">Windsurf<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8d5e\u8d4f\u5176\u56de\u73af\u63d0\u95ee\u673a\u5236\u80fd\u6355\u6349\u201c\u81ea\u5df1\u6ca1\u60f3\u5230\u201d\u7684\u7ec6\u8282\uff0c\u5c24\u5176\u9002\u5408\u5355\u5175\u5f00\u53d1\u7f3a\u4e4f\u8d44\u6df1\u5de5\u7a0b\u5e08\u628a\u5173\u3002\u90e8\u5206\u7528\u6237\u5e0c\u671b\u652f\u6301JetBrains\u7b49\u5176\u4ed6IDE\u3002\u6709\u8bc4\u8bba\u6307\u51fa\u5176\u4ef7\u503c\u5728\u4e8e\u6a21\u62df\u4e86\u8d44\u6df1\u5de5\u7a0b\u5e08\u4f18\u5148\u6f84\u6e05\u95ee\u9898\u7684\u5de5\u4f5c\u4e60\u60ef\uff0c\u800c\u975e\u76f4\u63a5\u751f\u6210\u4ee3\u7801\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 Blueprint\u7684\u4ef7\u503c\u5e76\u975e\u5728\u201c\u7f16\u7801\u201d\u73af\u8282\uff0c\u800c\u662f\u5728\u201c\u7f16\u7801\u524d\u201d\u7684\u8ba4\u77e5\u5bf9\u6297\u4e0a\u3002\u5b83\u7cbe\u51c6\u6293\u4f4f\u4e86\u5f53\u524dAI\u7f16\u7a0b\u5de5\u5177\u6700\u6df1\u7684\u987d\u75be\uff1a\u6a21\u7cca\u7684\u63d0\u793a\u8f93\u5165\u5bfc\u81f4\u5927\u91cf\u65e0\u7528\u4ee3\u7801\u8f93\u51fa\u3002\u4ea7\u54c1\u672c\u8d28\u662f\u5916\u6302\u4e86\u4e00\u4e2a\u201c\u81ea\u52a8\u5316\u9700\u6c42\u5de5\u7a0b\u5e08\u201d\uff0c\u901a\u8fc7\u5f3a\u5236\u6027\u7684\u3001\u7ed3\u6784\u5316\u7684\u591a\u8f6e\u95ee\u7b54\uff0c\u628a\u5f00\u53d1\u8005\u4ece\u201c\u81ea\u4ee5\u4e3a\u662f\u5730\u5199prompt\u201d\u62c9\u56de\u5230\u201c\u8c26\u5351\u5730\u601d\u8003\u9700\u6c42\u201d\u7684\u8f68\u9053\u4e0a\u3002\u8fd9\u79cd\u201c\u5148\u5f04\u6e05\u695a\u518d\u5e72\u6d3b\u201d\u7684\u6a21\u5f0f\uff0c\u76f4\u63a5\u590d\u523b\u4e86\u8f6f\u4ef6\u5de5\u7a0b\u4e2d\u91cf\u6982\u5ff5\u3001\u7a33\u63a8\u8fdb\u7684\u7cbe\u76ca\u7b56\u7565\uff0c\u662f\u5de5\u7a0b\u5316\u601d\u7ef4\u7684\u80dc\u5229\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u9700\u8b66\u60d5\u5176\u5c40\u9650\u6027\uff1a\u9996\u5148\uff0c\u5b83\u5047\u8bbe\u7528\u6237\u613f\u610f\u5728\u89c4\u5212\u9636\u6bb5\u591a\u82b1\u65f6\u95f4\uff0c\u4e0e\u201c\u5373\u65f6\u6ee1\u8db3\u201d\u7684\u4e3b\u6d41\u7f16\u7801\u4f53\u9a8c\u76f8\u6096\uff0c\u53ef\u80fd\u964d\u4f4e\u7528\u6237\u7c98\u6027\uff1b\u5176\u6b21\uff0c90\u7968\u7684\u51b7\u542f\u52a8\u6570\u636e\u53cd\u6620\u51fa\u5f00\u6e90\u5de5\u5177\u5728\u8425\u9500\u548c\u4f53\u9a8c\u6253\u78e8\u4e0a\u7684\u6311\u6218\uff0c\u5f53\u524d\u4ec5\u652f\u6301Cursor\u3001Windsurf\u548cVSCode\uff0c\u751f\u6001\u8986\u76d6\u4e0d\u8db3\uff1b\u6700\u540e\uff0c\u5176\u201c\u8ba1\u5212\u201d\u7684\u6709\u6548\u6027\u9ad8\u5ea6\u4f9d\u8d56\u5e95\u5c42\u7684\u4ee3\u7801\u7406\u89e3\u80fd\u529b\uff0c\u82e5\u4ec5\u505c\u7559\u5728\u6d45\u5c42\u6a21\u677f\u95ee\u7b54\uff0c\u957f\u671f\u6765\u770b\u6280\u672f\u62a4\u57ce\u6cb3\u5e76\u4e0d\u6df1\u3002Blueprint\u662fAI\u7f16\u7801\u9886\u57df\u7684\u201c\u5b88\u95e8\u5458\u201d\uff0c\u4f46\u82e5\u60f3\u6210\u4e3a\u201c\u6838\u5fc3\u5f15\u64ce\u201d\uff0c\u8fd8\u9700\u8bc1\u660e\u5176\u89c4\u5212\u4e0d\u4ec5\u80fd\u201c\u6f84\u6e05\u95ee\u9898\u201d\uff0c\u66f4\u80fd\u6301\u7eed\u53cd\u5411\u4f18\u5316\u6a21\u578b\u5bf9\u590d\u6742\u4ee3\u7801\u5e93\u7684\u201c\u95ee\u9898\u5efa\u6a21\u201d\u80fd\u529b\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\">Blueprint<\/span>\n <\/div>\n<div class=\"comment-content\">Coding agents guess too much. On ambiguous tasks, they rush to code or invent a plan that sounds right and misses what you actually wanted. Blueprint reads your code, asks grounded questions that matter, and hands any agent a plan worth executing. The hope is that Blueprint catches what you didn’t think to think about. The result is a plan your agent can execute in one shot. Free, open source, and available as agent skills or extensions in Cursor, Windsurf, VS Code.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">When the Imbue team started building Blueprint, we thought the final plan (or “blueprint” \ud83d\ude43) would be the most valuable part.<\/p>\n<p>But what we heard from early developers was that the back-and-forth questions (like being interviewed in multiple-choice rounds) revealed decisions and preferences they hadn’t considered at the start.<\/p>\n<p>One dev told us that Blueprint “catches things I didn’t think to think about.”<\/p>\n<p>So we leaned into the questions. We tuned the prompts to probe edges and we made answers click-through, so you stay in the driver’s seat instead of typing paragraphs.<\/p>\n<p>Imbue’s own developers now reach for bigger tasks with Blueprint in their toolkits.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nayana, it was wonderful iterating to simplify and refine the IDE plugin together, congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thisisehsan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thisisehsan<\/a> \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thisisehsan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thisisehsan<\/a> Appreciated your expertise! It was great to see it come together over time!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>when you’re working solo, there’s no senior engineer to push back on a vague task. you’re both the person writing the prompt and the person who should have asked better questions before writing it. ide extensions make sense \u2014 wondering if jetbrains \/ webstorm support is on the roadmap, or is the vs code ecosystem the focus for now.<\/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\/@webappski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@webappski<\/a> Exactly, our goal is for blueprint to catch stuff you didn’t think to think about when working solo and to take on some of the burden of thinking through all the details alone. We’re open to releasing the extension for other IDEs if there’s enough interest!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@webappski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@webappski<\/a> It’s great that Blueprint can be run outside of the agent loop, almost like a “neutral” or “third-party” planner to help gut check the work your conjuring up. Give it a try and let us know how it works for you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>free, open source, and available in the editors people are already in rather than a new tool to learn is the right distribution bet for developer tooling. adoption usually dies at the signup screen.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dmitry_isaevski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dmitry_isaevski<\/a> If you like free and open-source, then you’ll love Imbue’s suite of developer tooling: <a href=\"https:\/\/github.com\/imbue-ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/imbue-ai<\/a> We’re on a mission to make open agent platforms accessible for all.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 nails a problem I saw constantly as CTO scaling an engineering team from 15 to 120 people. The gap between “what the developer typed into the prompt” and “what they actually needed” was the single biggest source of wasted agent cycles. Junior engineers especially would fire off a vague prompt, get back 200 lines of plausible-looking code, and spend hours debugging something that was wrong from the first instruction. The insight that the back-and-forth questioning phase is more valuable than the final plan really resonates – it mirrors how the best senior engineers work. They spend 80% of their time clarifying the problem and 20% solving it. Blueprint essentially automates the “senior engineer asking the right questions” step. Curious whether you’re seeing different question patterns emerge across codebases – like whether Blueprint asks fundamentally different clarifying questions for a microservices repo vs. a monolith.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@avrisimon\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@avrisimon<\/a> Glad to hear you resonate with our vision! We’ve noticed for smaller projects and tasks it primarily asks questions about the scope and behavior of your task. For larger mature codebases Blueprint questions also pay attention to things like existing patterns in the codebase and points of integration with the existing code.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@avrisimon\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@avrisimon<\/a> “Measure twice, cut once” \u2014Blueprint \ud83d\ude06<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#16<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/RGUVVGYTBNEZLC\" class=\"app-title\">Jitera<\/a><\/p>\n<div class=\"one-liner\">Shared context that turns AI into your teammate<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">91<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Jitera\u901a\u8fc7\u6784\u5efa\u53ef\u5171\u4eab\u7684\u201c\u4e0a\u4e0b\u6587\u56fe\u8c31\u201d\uff0c\u5c06\u6587\u6863\u3001\u4ee3\u7801\u3001\u51b3\u7b56\u548c\u56e2\u961f\u9690\u6027\u77e5\u8bc6\u4e92\u8054\uff0c\u89e3\u51b3AI\u5de5\u5177\u5728\u56e2\u961f\u534f\u4f5c\u4e2d\u56e0\u7f3a\u4e4f\u5171\u4eab\u80cc\u666f\u4fe1\u606f\u800c\u5bfc\u81f4\u7684\u8f93\u51fa\u8131\u8282\u4e0e\u77e5\u8bc6\u788e\u7247\u5316\u95ee\u9898\uff0c\u8ba9AI\u4ece\u5b64\u7acb\u7684\u751f\u4ea7\u5de5\u5177\u8fdb\u5316\u4e3a\u6709\u8bb0\u5fc6\u3001\u61c2\u56e2\u961f\u7684\u534f\u4f5c\u8005\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\/69a129c5-efc2-4f8c-9fcb-edacff002268.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\/971105fc-bcd7-4630-9fad-316066624f85.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\/6c9fe3cd-61d6-461d-9f53-f80b76eed966.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\/63e6c248-27d5-4de8-a72e-5d49815eba26.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\/af9cb552-502d-45ac-8e17-284dd30260a5.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Tech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u534f\u4f5c\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u56fe\u8c31<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">AI Agent<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u5171\u4eab<\/span><br \/>\n <span class=\"tag\">\u51b3\u7b56\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u65e5\u672c\u4f01\u4e1a<\/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\u6838\u5fc3\u5173\u6ce8\u7684\u662fAgent\u80fd\u5426\u9002\u914d\u4e2a\u4eba\u5de5\u4f5c\u98ce\u683c\uff08\u5982\u5199\u4f5c\u3001\u51b3\u7b56\u4e60\u60ef\uff09\uff0c\u5f00\u53d1\u8005\u56de\u5e94\u53ef\u901a\u8fc7\u521b\u5efa\u4e2a\u4eba\u56e2\u961f\u548c\u4e13\u5c5eAgent\u5b9e\u73b0\u3002\u56e2\u961f\u5f3a\u8c03\u4ea7\u54c1\u5e95\u5c42\u67b6\u6784\u7075\u6d3b\uff08\u6a21\u5757\u5316\u4e2d\u95f4\u4ef6\u8bbe\u8ba1\uff09\uff0c\u652f\u6301\u81ea\u5b9a\u4e49\u5b58\u50a8\u3001LLM\u8fd0\u884c\u65f6\u7b49\uff0c\u4f46\u65e9\u671f\u9636\u6bb5\u7528\u6237\u5bf9\u6df1\u5ea6\u5b9a\u5236\u548c\u5b9e\u9645\u843d\u5730\u6548\u679c\u4ecd\u5b58\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 Jitera\u7684\u5b9a\u4f4d\u7cbe\u51c6\u5730\u5207\u5165\u4e86\u4e00\u4e2a\u88ab\u5927\u591a\u6570AI\u5de5\u5177\u5ffd\u89c6\u7684\u76f2\u533a\u2014\u2014**\u56e2\u961f\u534f\u4f5c\u4e2d\u7684\u201c\u4e0a\u4e0b\u6587\u9e3f\u6c9f\u201d**\u3002\u5f53\u884c\u4e1a\u6c89\u8ff7\u4e8e\u63d0\u5347\u5355\u70b9\u751f\u6210\u80fd\u529b\u65f6\uff0cJitera\u9009\u62e9\u89e3\u51b3AI\u5728\u96c6\u4f53\u667a\u6167\u4e2d\u7684\u201c\u5931\u5fc6\u75c7\u201d\uff0c\u5176\u201c\u4e0a\u4e0b\u6587\u56fe\u8c31\u201d\u672c\u8d28\u662f\u7ed9AI\u88c5\u4e0a\u4e00\u4efd\u56e2\u961f\u7ef4\u57fa\u767e\u79d1+\u51b3\u7b56\u65e5\u5fd7\u3002\u8fd9\u786e\u5b9e\u6bd4\u201c\u4e07\u80fdPrompt\u201d\u9ad8\u660e\u5f97\u591a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u70ab\u6280\uff08\u5c3d\u7ba1\u5176\u6a21\u5757\u5316\u4e2d\u95f4\u4ef6\u67b6\u6784\u503c\u5f97\u79f0\u9053\uff09\uff0c\u800c\u5728\u4e8e\u5b83\u8bd5\u56fe\u91cd\u65b0\u5b9a\u4e49AI\u5728\u7ec4\u7ec7\u4e2d\u7684**\u89d2\u8272**\uff1a\u4ece\u201c\u63d0\u6548\u5de5\u5177\u201d\u8f6c\u5411\u201c\u8ba4\u77e5\u6210\u5458\u201d\u3002\u4f46\u8fd9\u5f15\u53d1\u4e24\u4e2a\u6838\u5fc3\u8d28\u7591\uff1a\u7b2c\u4e00\uff0c**\u77e5\u8bc6\u8f93\u5165\u7684\u6301\u7eed\u6027\u6210\u672c**\u2014\u2014\u8ba9\u56e2\u961f\u6301\u7eed\u7ef4\u62a4\u201c\u4e0a\u4e0b\u6587\u56fe\u8c31\u201d\u672c\u8eab\u5c31\u662f\u4e00\u9879\u53cd\u4eba\u6027\u7684\u4efb\u52a1\uff0c\u5982\u679c\u7cfb\u7edf\u4e0d\u80fd\u4ece\u65e5\u5e38\u5bf9\u8bdd\u3001\u4ee3\u7801\u63d0\u4ea4\u4e2d\u81ea\u52a8\u3001\u65e0\u611f\u5730\u62bd\u53d6\u77e5\u8bc6\uff0c\u5f88\u5feb\u4f1a\u6ca6\u4e3a\u65b0\u7684\u4fe1\u606f\u5b64\u5c9b\u3002\u7b2c\u4e8c\uff0c**\u4fe1\u4efb\u7684\u5efa\u7acb\u95e8\u69db**\u2014\u2014\u5f53AI\u5f00\u59cb\u201c\u751f\u957f\u201d\u4e0a\u4e0b\u6587\u5e76\u53c2\u4e0e\u51b3\u7b56\uff0c\u56e2\u961f\u5982\u4f55\u9a8c\u8bc1\u5176\u7406\u89e3\u7684\u51c6\u786e\u6027\uff1f\u5c24\u5176\u50cf\u677e\u4e0b\u3001\u4f4f\u53cb\u7535\u5de5\u8fd9\u7c7b\u4f20\u7edf\u4f01\u4e1a\uff0c\u5bf9\u201cAI\u66ff\u4f60\u505a\u51b3\u7b56\u201d\u7684\u63a5\u53d7\u5ea6\u53ef\u80fd\u8fdc\u4f4e\u4e8e\u201cAI\u5e2e\u4f60\u6c47\u603b\u5df2\u77e5\u4fe1\u606f\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d\u8bc4\u8bba\u4e2d\u7684\u53cd\u9988\u4e5f\u9a8c\u8bc1\u4e86\u8fd9\u79cd\u77db\u76fe\uff1a\u7528\u6237\u65e2\u6e34\u671bAgent\u80fd\u7406\u89e3\u7fa4\u4f53\u80cc\u666f\uff0c\u53c8\u5e0c\u671b\u5b83\u9002\u5e94\u4e2a\u4f53\u98ce\u683c\u3002\u8fd9\u6070\u6070\u662fJitera\u6700\u68d8\u624b\u7684\u4ea7\u54c1\u5e73\u8861\u2014\u2014\u8fc7\u4e8e\u5f3a\u8c03\u201c\u5171\u4eab\u201d\u4f1a\u62b9\u6740\u4e2a\u6027\u5316\uff0c\u8fc7\u4e8e\u7eb5\u5bb9\u201c\u4e2a\u6027\u201d\u5219\u7834\u574f\u56fe\u8c31\u7684\u4e00\u81f4\u6027\u3002\u65e5\u672c\u4f01\u4e1a\u7684\u6210\u529f\u6848\u4f8b\u6216\u8bb8\u80fd\u8bc1\u660e\u5176\u5728\u4e25\u5bc6\u6d41\u7a0b\u4e2d\u7684\u6709\u6548\u6027\uff0c\u4f46\u5168\u7403\u5e02\u573a\uff0c\u5c24\u5176\u662f\u8ffd\u6c42\u7075\u6d3b\u4e0e\u654f\u6377\u7684\u521d\u521b\u56e2\u961f\uff0c\u662f\u5426\u613f\u4e3a\u6b64\u653e\u5f03ChatGPT\u7684\u81ea\u7531\u5ea6\u800c\u6295\u5165\u4e00\u5957\u201c\u7ea6\u675f\u6027AI\u534f\u4f5c\u4f53\u7cfb\u201d\uff0c\u4ecd\u9700\u65f6\u95f4\u9a8c\u8bc1\u3002**\u4ea7\u54c1\u7684\u91ce\u5fc3\u5f88\u5927\uff0c\u4f46\u201c\u8ba9AI\u6210\u4e3a\u961f\u53cb\u201d\u7684\u524d\u63d0\u662f\uff0c\u4eba\u7c7b\u5f97\u5148\u5b66\u4f1a\u5982\u4f55\u4e0e\u4e00\u4e2a\u201c\u6709\u8bb0\u5fc6\u7684\u673a\u5668\u201d\u6709\u6548\u5171\u5904**\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\">Jitera<\/span>\n <\/div>\n<div class=\"comment-content\">Jitera gives your team a shared context graph \u2014 so AI agents stop guessing and start working like real teammates. Trusted by Panasonic, Asahi Life, Sumitomo Electric, and 100+ teams.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH \ud83d\udc4b I’m Yota, one of the makers of Jitera.<\/p>\n<\/p>\n<p><strong>Turn AI into your teammate. With shared context.<\/strong><\/p>\n<\/p>\n<p>Over the past year, AI went from novelty to daily tool. But something still feels off.<\/p>\n<\/p>\n<p>Everyone prompts their own AI in their own tab. Outputs get copy-pasted, nobody reads them, and the team falls out of sync. Your organization isn’t learning, it’s just generating.<\/p>\n<\/p>\n<p>Even with AI everywhere, <strong>teamwork itself hasn’t changed.<\/strong><\/p>\n<\/p>\n<p>Here’s what we believe: without context, AI is a genius goldfish, brilliant in the moment, then forgets everything. <strong>With shared context, it becomes your teammate.<\/strong><\/p>\n<\/p>\n<p>Jitera builds that shared context as a <strong>Context Graph<\/strong> \u2014 connecting your <strong>code, docs, decisions, and tribal knowledge<\/strong> so every agent knows who owns what, what was decided, and what’s already been tried.<\/p>\n<\/p>\n<p>That’s Jitera.<\/p>\n<\/p>\n<p><strong>What it looks like \ud83d\udc47<\/strong><\/p>\n<\/p>\n<p>\ud83e\udded <strong>Context Graph<\/strong><br \/>Connect docs, data, decisions, and people into shared context your agents can actually use.<\/p>\n<\/p>\n<p>\ud83c\udf31 <strong>Agents that grow your context<\/strong><br \/>Agents ask the right teammate when context is missing \u2014 so your shared context keeps getting sharper.<\/p>\n<\/p>\n<p>\ud83d\udcdd <strong>Humans and agents co-edit<\/strong><br \/>Docs, specs, and notes edited together by humans and AI, in the same document.<\/p>\n<\/p>\n<p>\ud83d\udcac <strong>One shared thread, not 100 private tabs<\/strong><br \/>The whole team chats with agents in one place. No more copy-paste from private ChatGPT windows.<\/p>\n<\/p>\n<p>Not just faster outputs. <strong>Better decisions, made together.<\/strong><\/p>\n<\/p>\n<p>We’re early, and we’re building this with teams who want AI that actually fits how they work. If that’s you, we’d love your feedback \u2014 the sharp kind \ud83d\ude4f<\/p>\n<\/p>\n<p>\ud83d\udc49 <a href=\"https:\/\/jitera.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/jitera.com\/<\/a><\/p>\n<\/p>\n<p>\u2014 Yota & the Jitera team<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>35<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey, Ivan here, I work on Jitera. <\/p>\n<p>Before this I spent a few years building open-source tooling for people running their own LLMs and agent stacks, so I came into the project with strong opinions about what agent platforms tend to get wrong.<\/p>\n<p>I want to talk about the part of Jitera I’m very proud of, which isn’t really something you’d put on a marketing page. It’s how the platform is built underneath.<\/p>\n<p>The obvious way to build something like this is to make one big core that handles everything itself. The platform decides how memory works, where telemetry goes, what file storage looks like, which LLM runtime gets used. That demos great, but breaks down when someone asks if their agents can route usage data to their own observability stack instead of ours, and another wants their agents to mount an S3 bucket as if it were a local filesystem, and a third wants to swap the LLM runtime to Anthropic’s Claude SDK for one specific team’s agents but not the rest. In the all-in-one version, each of those becomes its own fork in the codebase, and a year later it transforms into something nobody can reason about.<\/p>\n<p>We built it differently, so every behavior in the platform is a small piece of middleware wrapped around the agent loop. Memory, telemetry, input classification, the cloud bucket mounts, even the LLM runtime itself, they all have the same shape and they stack on top of each other without interfering. Adding “always preload this URL into the agent’s context” is just a tiny self-contained module, and the bucket mount and the per-agent telemetry sink are around the same. New behaviors plug in without making the platform more complicated. One interesting bit is that Jitera’s own agents are built on the same exact primitives, so anyone using our products can replicate or enhance our agents on their own.<\/p>\n<p>I’ve worked on enough infrastructure to know this is the kind of decision that pays you back every time and really proud of everything this direction enabled us to do.<\/p>\n<p>I really hope that you’ll like the product’s flexibility and features, excited to see how it’ll be used \ud83d\ude42<\/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>Jitera team member here \ud83d\udc4b<\/p>\n<\/p>\n<p>One thing I personally feel more and more in daily work: even with AI everywhere, great products are still built by teams.<\/p>\n<\/p>\n<p>AI can generate fast outputs, but real product development still needs discussion, shared understanding, feedback loops, and people aligning together. That\u2019s why I\u2019m excited about what we\u2019re building at Jitera \u2014 not AI replacing the team, but humans and agents working together as teammates.<\/p>\n<\/p>\n<p>What makes this especially interesting to me is the \u201cteam in the loop\u201d part. As agents interact with people across the team, they gradually understand more of the company\u2019s tribal knowledge \u2014 past decisions, context behind discussions, ownership, constraints, and how the team actually works.<\/p>\n<p>The context grows with the team, instead of staying trapped in isolated chats and private tabs.<\/p>\n<\/p>\n<p>Really proud to be part of a team building toward that direction \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>A shared context graph for agents is super interesting. <\/p>\n<p>Curious: can agents adapt to individual working styles too (how someone writes, makes decisions, reviews), or is it mostly built around shared team context?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kelvinh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kelvinh<\/a> Great questio. Yes, absolutely! Agents can adapt to your individual working style too.<\/p>\n<p>Simply create your own personal team on Jitera and set up agents under it. They’ll build your context graph!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH, I’m Nao, founder of Jitera!<\/p>\n<\/p>\n<p><strong>Without context, AI is a genius goldfish. With context, your teammate.<\/strong><\/p>\n<\/p>\n<p>Jitera has three layers \u2014 Documents, Memory, and AI Agents.<\/p>\n<p>By giving each agent its own context, we designed AI that works like a real teammate.<\/p>\n<\/p>\n<p>In Japan, we’ve been the context layer for multiple Fortune 500 and global companies \u2014 especially powerful for reverse engineering and product management in software development. Today, we’re launching in the US!<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/abs.twimg.com\/emoji\/v2\/svg\/1f680.svg\" alt=\"\ud83d\ude80\" title=\"Rocket\" style=\"max-width: 100%\"><\/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>Hey PH \ud83d\udc4b Keima here, one of the makers of Jitera.<\/p>\n<p>Recently, AI agents have become incredibly capable. Tools like Claude Code, Codex, and OpenClaw can look almost autonomous. But when you compare them to how humans actually work, there\u2019s still a noticeable gap in the quality of real output. <\/p>\n<p>We think that gap comes from context. Jitera is built around a Context Graph that continuously builds and updates the context an agent needs to do meaningful work. Agents don\u2019t just use context. They grow it. They act based on what the team knows, and at the same time, accumulate new context through their work. In a way, they behave almost like something that \u201clives\u201d on information.<\/p>\n<p>Because of this, when you use Jitera as a team, the context that used to live only inside individual team members gradually becomes shared with agents. The result is a new kind of team experience, where humans and agents operate with the same understanding.<\/p>\n<p>It\u2019s still early, but we\u2019d really love for you to try it with your team and share your feedback \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#17<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/NARFUEPIBE3KTI\" class=\"app-title\">Oly<\/a><\/p>\n<div class=\"one-liner\">Multi-channel listing sync for luxury fashion resellers<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">91<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Oly\u4e3a\u5962\u4f88\u54c1\u4e8c\u624b\u8f6c\u552e\u5546\u63d0\u4f9b\u8de8\u5e73\u53f0\u591a\u6e20\u9053\u5546\u54c1\u540c\u6b65\u4e0a\u67b6\u5de5\u5177\uff0c\u81ea\u52a8\u5728Vestiaire\u3001Grailed\u3001Vinted\u7b4912+\u5e73\u53f0\u7ba1\u7406\u975e\u65b0\u54c1\u5e93\u5b58\uff0c\u5927\u5e45\u964d\u4f4e\u624b\u52a8\u91cd\u590d\u52b3\u52a8\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery single-item\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4af00dfd-f7a5-48f6-b77d-588b192bf236.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Pitch London<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4e8c\u624b\u5962\u4f88\u54c1<\/span><br \/>\n <span class=\"tag\">\u591a\u6e20\u9053\u540c\u6b65<\/span><br \/>\n <span class=\"tag\">\u8f6c\u552e\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u5e93\u5b58\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u591a\u5e73\u53f0\u4e0a\u67b6<\/span><br \/>\n <span class=\"tag\">\u5faa\u73af\u7ecf\u6d4e<\/span><br \/>\n <span class=\"tag\">\u65f6\u5c1a\u8f6c\u552e<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1\u8005<\/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\u4ebaPaula\u5206\u4eab\u4e86\u4ece\u624b\u52a8\u4e0a\u67b6\u5230\u81ea\u5efa\u4ea7\u54c1\u7684\u771f\u5b9e\u7ecf\u5386\u3002\u7528\u6237\u5173\u6ce8\u8de8\u5e73\u53f0\u5dee\u5f02\u5316\u5904\u7406\u95ee\u9898\uff0c\u5b98\u65b9\u56de\u5e94\u79f0\u6210\u529f\u7387\u8fbe96%\uff0c\u4e13\u4e3a\u4e8c\u624b\u5e73\u53f0\u6784\u5efa\uff0c\u80fd\u6709\u6548\u7ffb\u8bd1\u4e0d\u540c\u5e02\u573a\u8981\u6c42\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 Oly\u7684\u4ea7\u54c1\u5207\u5165\u7cbe\u51c6\u2014\u2014\u5b83\u89e3\u51b3\u7684\u4e0d\u662f\u201c\u591a\u5e73\u53f0\u53d1\u5e03\u201d\u8fd9\u4e2a\u901a\u7528\u9700\u6c42\uff0c\u800c\u662f\u4e8c\u624b\u5962\u4f88\u54c1\u9886\u57df\u7279\u6709\u7684\u201c\u975e\u6807\u51c6\u5546\u54c1\u5728\u591a\u5dee\u5f02\u5316\u5e73\u53f0\u95f4\u7684\u540c\u6b65\u75db\u70b9\u201d\u3002\u8fd9\u6bd4\u666e\u901a\u7535\u5546ERP\u8981\u68d8\u624b\u5f97\u591a\uff1a\u4e8c\u624b\u5546\u54c1\u6ca1\u6709\u7edf\u4e00SKU\uff0c\u6210\u8272\u3001\u5c3a\u7801\u3001\u7455\u75b5\u63cf\u8ff0\u5404\u81ea\u4e3a\u653f\uff0cVestiaire\u8981\u6c42\u4e00\u5f20\u56fe\uff0cGrailed\u8981\u53e6\u4e00\u4e2a\u89c4\u683c\u3002Oly\u80fd\u505a\u523096%\u901a\u8fc7\u7387\uff0c\u8bf4\u660e\u5728\u5546\u54c1\u4fe1\u606f\u6620\u5c04\u5c42\u505a\u4e86\u8db3\u591f\u6df1\u7684\u9002\u914d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u503c\u5f97\u5173\u6ce8\u7684\u662f\uff0cPaula\u4ee5\u5355\u67aa\u5339\u9a6c\u3001\u96f6\u8425\u9500\u6295\u5165\u505a\u5230\u516d\u4f4d\u6570ARR\uff0c\u4e14Q1\u5904\u7406\u4e86200\u4e07\u7f8e\u91d1GMV\u3001\u6708\u589e\u957f25%\uff0c\u8fd9\u7edd\u975e\u201c\u5c0f\u5de5\u5177\u201d\u80fd\u89e3\u91ca\u3002\u8fd9\u662f\u5178\u578b\u7684\u201c\u7a84\u9886\u57df+\u5f3a\u9700\u6c42+\u6df1\u58c1\u5792\u201d\u6a21\u578b\u3002\u7528\u6237\u7684\u7591\u95ee\u4e5f\u5370\u8bc1\u4e86\u8fd9\u4e00\u70b9\u2014\u2014\u4ed6\u4eec\u4e0d\u6000\u7591\u201c\u662f\u5426\u65b9\u4fbf\u201d\uff08\u8fd9\u5df2\u662f\u5171\u8bc6\uff09\uff0c\u800c\u662f\u62c5\u5fe7\u201c\u7ec6\u8282\u662f\u5426\u5230\u4f4d\u201d\u3002\u8fd9\u53cd\u800c\u8bf4\u660eOly\u7684\u7ade\u4e89\u58c1\u5792\u4e0d\u5728\u4e8e\u6d41\u91cf\u6216\u54c1\u724c\uff0c\u800c\u5728\u4e8e\u5bf9\u6bcf\u4e2a\u4e8c\u624b\u5e73\u53f0\u89c4\u5219\u4e0e\u8bed\u4e49\u7684\u6df1\u5ea6\u9002\u914d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u98ce\u9669\u540c\u6837\u660e\u663e\uff1a\u9ad8\u5ea6\u4f9d\u8d56\u7b2c\u4e09\u65b9\u5e73\u53f0\u63a5\u53e3\u7a33\u5b9a\u6027\u4e0e\u653f\u7b56\u53d8\u52a8\uff0c\u4e00\u65e6\u67d0\u4e2a\u5927\u5e73\u53f0\u6536\u7d27API\u6216\u81ea\u5efa\u5de5\u5177\uff0c\u751f\u5b58\u7a7a\u95f4\u4f1a\u88ab\u6025\u5267\u538b\u7f29\u3002\u6b64\u5916\uff0c\u76ee\u524d\u4ec5\u9760\u53e3\u7891\u589e\u957f\uff0c\u9762\u5bf9\u50cfChannelAdvisor\u3001Sellbrite\u8fd9\u7c7b\u6f5c\u5728\u7ade\u4e89\u5bf9\u624b\u8f6c\u578b\u5165\u5c40\uff0c\u6269\u54c1\u7c7b\u6216\u6784\u5efa\u7f51\u7edc\u6548\u5e94\u5c06\u662f\u51b3\u5b9a\u6027\u6218\u5f79\u3002\u6574\u4f53\u6765\u770b\uff0cOly\u662f\u6781\u4f73\u7684\u201c\u4e8c\u624b\u7ecf\u6d4e\u57fa\u7840\u8bbe\u65bd\u578b\u201d\u4ea7\u54c1\uff0c\u4f46\u9700\u8981\u5728\u751f\u6001\u7ed1\u5b9a\u548c\u81ea\u4e3b\u6d41\u91cf\u4e4b\u95f4\u5c3d\u5feb\u627e\u5230\u5e73\u8861\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\">Oly<\/span>\n <\/div>\n<div class=\"comment-content\">Oly is the platform that turns secondhand and “not new” inventory into revenue. We connect retailers, brands and resale businesses (think vintage stores) to the right secondhand marketplaces, automatically syncing listings across 12+ platforms including Vestiaire Collective, Grailed, Vinted, eBay and more. Bootstrapped to over six figure annual recurring revenue by solo founder.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey ProductHunt! \ud83d\udc4b I’m Paula, the founder of Oly.<\/p>\n<\/p>\n<p>Six years ago I started working in fashion trying to solve the problem of excess inventory. I built my first startup around upcycling \u2014 helping brands give unsold items a second life. But I quickly realized upcycling was hard to scale, and meanwhile the resale market was exploding.<\/p>\n<\/p>\n<p>So I pivoted. A fashion brand hired me to sell their “not new” inventory across resale platforms and I spent weeks doing it manually \u2014 listing each item one by one across Vinted, Vestiaire, Grailed, each with completely different requirements. No tool existed for this. Every solution was built for new products and completely broke down on secondhand complexity.<\/p>\n<\/p>\n<p>So I built Oly.<\/p>\n<\/p>\n<p>This is my second company, and the one I was always meant to build. I bootstrapped the entire way \u2014 reinvesting every euro of profit back into the business, staying lean, staying focused. That discipline is what got us to six figures with two people and zero marketing spend.<\/p>\n<\/p>\n<p>Today Oly manages over 1 million product listings, has processed $2M GMV in Q1, and we’re growing 25% month on month \u2014 with zero paid acquisition. Grailed, the leading men’s resale marketplace in the US, approached us to power their seller integrations.<\/p>\n<\/p>\n<p>We’re just getting started. Would love to hear from anyone building in resale, fashion or circular economy \u2014 and of course any feedback on the 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=\"comment-item\">\n<div class=\"comment-content\">\n<p>Syncing listings across so many platforms sounds useful,<br \/>but I wonder how well it handles differences between each marketplace.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sandeep_gadher\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sandeep_gadher<\/a> thankyou for your commen + vote t ! Oly is specialised on resale platforms, our whole model has been built to translate product listings across the different marketplaces, we have a 96% success rate on listings accepted by marketplaces<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/FBUESVMOEF6HCM\" class=\"app-title\">Devin for Terminal<\/a><\/p>\n<div class=\"one-liner\">A CLI agent that keeps working when you close your laptop<\/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>Devin for Terminal \u662f\u4e00\u4e2a\u672c\u5730\u5316\u3001\u652f\u6301\u4e91\u7aef\u6301\u4e45\u8fd0\u884c\u7684AI\u7f16\u7a0b\u4ee3\u7406\uff0c\u8ba9\u5f00\u53d1\u8005\u5173\u95ed\u7b14\u8bb0\u672c\u540e\u4ecd\u80fd\u7ee7\u7eed\u6267\u884c\u590d\u6742\u3001\u8017\u65f6\u7684\u7f16\u7801\u4efb\u52a1\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\/28f2408a-18a7-4196-8908-36bb95f21996.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\/c626f58c-fb5c-4b0e-b594-709179563522.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=uLDyWUCVIpQ&feature=youtu.be\"><source src=\"https:\/\/www.youtube.com\/watch?v=uLDyWUCVIpQ&feature=youtu.be\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Software Engineering<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u7f16\u7a0b\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">CLI\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">AI\u7f16\u7801<\/span><br \/>\n <span class=\"tag\">\u4e91\u7aef\u6301\u4e45\u8fd0\u884c<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u4ee3\u7801\u5e93<\/span><br \/>\n <span class=\"tag\">\u6a21\u578b\u5207\u6362<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u63d0\u5347<\/span><br \/>\n <span class=\"tag\">\u8fb9\u7f18\u8ba1\u7b97<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u4e3a\u6b64\u5de5\u5177\u89e3\u51b3\u4e86\u201c\u5173\u673a\u540e\u4efb\u52a1\u4e2d\u65ad\u201d\u7684\u75db\u70b9\u3002\u8bc4\u8bba\u4e2d\u666e\u904d\u79f0\u8d5e\u5176\u201c\u4ea4\u7ed9\u4e91\u7aef\u201d\u7684\u6301\u4e45\u5316\u80fd\u529b\uff0c\u4ee5\u53ca\u652f\u6301\u591a\u79cd\u524d\u6cbf\u6a21\u578b\uff08\u5982Opus 4.7\u3001GPT-5.5\uff09\u7684\u7075\u6d3b\u6027\u3002\u5c11\u6570\u7528\u6237\u5bf9\u6a21\u578b\u5b89\u5168\u6027\u53ca\u672c\u5730\u73af\u5883\u96c6\u6210\u7ec6\u8282\u63d0\u51fa\u7591\u95ee\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 Devin for Terminal \u7684\u672c\u8d28\u5e76\u975e\u53c8\u4e00\u4e2a\u201cAI\u5199\u4ee3\u7801\u201d\u82b1\u67b6\u5b50\uff0c\u800c\u662f\u5bf9\u5f00\u53d1\u8005\u5de5\u4f5c\u6d41\u4e2d\u201c\u65f6\u95f4\u8fde\u7eed\u6027\u201d\u4e0e\u201c\u8ba1\u7b97\u8d44\u6e90\u89e3\u8026\u201d\u7684\u7cbe\u51c6\u5207\u5165\u3002\u5b83\u8bd5\u56fe\u6253\u7834\u201c\u5fc5\u987b\u4eba\u5728\u3001\u673a\u5668\u5728\u624d\u80fd\u7f16\u7a0b\u201d\u7684\u7269\u7406\u74f6\u9888\u2014\u2014\u5f53\u4f60\u7684\u672c\u5730\u73af\u5883\u53d7\u9650\u4e8e\u7535\u6c60\u3001\u7f51\u7edc\u6216\u8ba1\u7b97\u529b\u65f6\uff0c\u8be5\u5de5\u5177\u80fd\u5c06\u672a\u5b8c\u6210\u7684\u590d\u6742\u4efb\u52a1\uff08\u5982\u957f\u65f6\u7f16\u8bd1\u3001\u5927\u89c4\u6a21\u91cd\u6784\u3001\u81ea\u52a8\u5316\u6d4b\u8bd5\uff09\u76f4\u63a5\u7529\u7ed9\u4e91\u7aef\u4ee3\u7406\u6301\u7eed\u8fd0\u884c\u3002\u8fd9\u76f4\u51fb\u4e86\u8fdc\u7a0b\u5de5\u4f5c\u548c\u5f39\u6027\u90e8\u7f72\u65f6\u4ee3\u7684\u6838\u5fc3\u75db\u70b9\uff1a\u5f00\u53d1\u8005\u7684\u521b\u9020\u529b\u4e0d\u5e94\u88ab\u5de5\u4f4d\u4e0a\u7684\u7b14\u8bb0\u672c\u6240\u7ed1\u67b6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u7684\u4ef7\u503c\u85cf\u5728\u201cHand it off to the cloud\u201d\u8fd9\u4e00\u52a8\u4f5c\u91cc\u3002\u5b83\u4e0d\u518d\u8981\u6c42AI\u4ee3\u7406\u4e0e\u4f60\u7684\u7ec8\u7aef\u8fdb\u7a0b\u5171\u5b58\uff0c\u800c\u662f\u5b9e\u73b0\u4e86\u4e00\u79cd\u201c\u5f02\u6b65\u5f00\u53d1\u201d\u6a21\u5f0f\uff1a\u4eba\u5728\uff0c\u5219\u672c\u5730\u5b9e\u65f6\u4ea4\u4e92\uff1b\u4eba\u8d70\uff0c\u5219\u4e91\u4e0a\u9759\u9ed8\u6267\u884c\u3002\u652f\u6301\u5207\u6362\u9876\u7ea7\u6a21\u578b\uff08\u5305\u62ec\u81ea\u7814SWE-1.6\uff09\u5219\u8fdb\u4e00\u6b65\u964d\u4f4e\u4e86\u201c\u6a21\u578b\u9501\u6b7b\u201d\u98ce\u9669\u3002\u4f46\u98ce\u9669\u540c\u6837\u660e\u663e\uff1a\u4e91\u4e0a\u4ee3\u7406\u7684\u5b89\u5168\u6743\u9650\u3001\u4ee3\u7801\u6cc4\u9732\u98ce\u9669\u3001\u4ee5\u53ca\u5f53\u4efb\u52a1\u4ece\u672c\u5730\u8fc1\u79fb\u5230\u4e91\u7aef\u65f6\u7684\u4e0a\u4e0b\u6587\u5b8c\u6574\u6027\uff0c\u90fd\u662f\u60ac\u800c\u672a\u51b3\u7684\u5229\u5251\u3002\u5982\u679c\u5b83\u53ea\u89e3\u51b3\u4e86\u201c\u5f00\u7740\u7ec8\u7aef\u8dd1\u4e00\u591c\u201d\u7684\u521d\u9636\u4f53\u9a8c\uff0c\u800c\u65e0\u6cd5\u5904\u7406\u590d\u6742\u7684\u8de8\u73af\u5883\u4f9d\u8d56\uff08\u5982\u79c1\u6709\u5305\u3001\u6570\u636e\u5e93\u8fde\u63a5\uff09\uff0c\u90a3\u4e48\u5b83\u5c06\u6ca6\u4e3a\u53c8\u4e00\u4e2a\u9ad8\u7ea7\u811a\u672c\u6267\u884c\u5668\u3002\u6b64\u5916\uff0c87\u7968\u7684\u4ea7\u54c1\u70ed\u5ea6\u4e5f\u6697\u793a\u8fd9\u8fd8\u5c5e\u4e8e\u6781\u5ba2\u5708\u5c42\u7684\u73a9\u5177\uff0c\u8ddd\u79bb\u6210\u4e3a\u5343\u767e\u4e07\u5f00\u53d1\u8005\u7684\u6807\u914d\u5de5\u5177\uff0c\u8fd8\u9700\u8981\u8bc1\u660e\u5176\u5728\u4e0d\u540c\u590d\u6742\u5de5\u7a0b\u73af\u5883\u4e0b\u7684\u9c81\u68d2\u6027\u4e0e\u6f14\u8fdb\u80fd\u529b\u3002\u603b\u4e4b\uff0c\u65b9\u5411\u6b63\u786e\uff0c\u4f46\u5c1a\u9700\u7528\u771f\u5b9e\u7684\u5927\u578b\u9879\u76ee\u9a8c\u8bc1\u201c\u5173\u673a\u4e0d\u5173\u6d3b\u201d\u540e\u5230\u5e95\u80fd\u63a5\u4f4f\u591a\u91cd\u7684\u6d3b\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\">Devin for Terminal<\/span>\n <\/div>\n<div class=\"comment-content\">Devin for Terminal is a local coding agent with full access to your codebase, your tools, and your environment. Choose between any frontier model, including Opus 4.7, GPT-5.5, and our own SWE-1.6. When your work outgrows your laptop, hand it off Start a session from your CLI. Hand it off to the cloud, where Devin keeps working even after you close your laptop.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#19<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/RW7XIRICDPTMZY\" class=\"app-title\">Parc AI<\/a><\/p>\n<div class=\"one-liner\">Park, walk away, and get on with your day<\/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>Parc AI \u662f\u4e00\u6b3e\u5229\u7528\u667a\u80fd\u611f\u5e94\u6280\u672f\u81ea\u52a8\u8bc6\u522b\u8f66\u8f86\u505c\u653e\u72b6\u6001\u3001\u89e3\u6790\u5f53\u5730\u505c\u8f66\u89c4\u5219\u5e76\u81ea\u52a8\u7f34\u8d39\u5ef6\u957f\u65f6\u957f\u7684APP\uff0c\u5f7b\u5e95\u89e3\u51b3\u7528\u6237\u56e0\u5fd8\u8bb0\u7eed\u8d39\u6216\u627e\u4e0d\u51c6\u505c\u8f66\u533a\u800c\u5403\u7f5a\u5355\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\/888cd585-df77-482c-98b6-fb20f821d694.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\/6f28d3b3-5122-4758-a7fb-0f925b6170cf.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\/8e4c1154-84e3-487f-8b83-35d4e44c6a60.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\/29feda1e-f3c3-4227-a015-05e17e218491.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Pitch London<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u505c\u8f66\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u7f34\u8d39<\/span><br \/>\n <span class=\"tag\">\u9632\u7f5a\u6b3e<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u611f\u5e94<\/span><br \/>\n <span class=\"tag\">\u540e\u53f0\u8fd0\u884c<\/span><br \/>\n <span class=\"tag\">\u505c\u8f66\u89c4\u5219\u8bc6\u522b<\/span><br \/>\n <span class=\"tag\">\u8f66\u8054\u7f51<\/span><br \/>\n <span class=\"tag\">\u61d2\u4eba\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u51fa\u884c\u6548\u7387<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u9a7e\u9a76\u8f85\u52a9<\/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\u653e\u624b\u5373\u8d70\u201d\u7684\u96f6\u64cd\u4f5c\u4f53\u9a8c\uff0c\u5c24\u5176\u5bf9\u81ea\u52a8\u542f\u52a8\u548c\u505c\u6b62\u3001\u81ea\u52a8\u5ef6\u957f\u65f6\u6548\u8d5e\u8d4f\u6709\u52a0\uff0c\u76f4\u8a00\u201c\u518d\u4e5f\u4e0d\u7528\u8dd1\u56de\u53bb\u7eed\u8d39\u201d\u3002\u671f\u5f85\u8986\u76d6Android\u548c\u66f4\u591a\u5730\u533a\uff0c\u6709\u7528\u6237\u597d\u5947\u5982\u4f55\u5bf9\u63a5\u652f\u4ed8\u7cfb\u7edf\u5e76\u5e0c\u671b\u6269\u5c55\u5230\u5fb7\u5965\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 Parc AI \u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u53c8\u4e00\u4e2a\u505c\u8f66APP\u201d\uff0c\u800c\u5728\u4e8e\u5b83\u628a\u505c\u8f66\u4ece\u201c\u6301\u7eed\u7126\u8651\u7684\u64cd\u4f5c\u6d41\u7a0b\u201d\u53d8\u6210\u201c\u65e0\u611f\u7684\u540e\u53f0\u4e8b\u4ef6\u201d\u3002\u5f53\u524d\u5e02\u9762\u4e0a\u5927\u591a\u6570\u505c\u8f66\u5e94\u7528\uff08\u5982ParkMobile\u3001RingGo\uff09\u53ea\u662f\u5c06\u7eb8\u8d28\u652f\u4ed8\u7ebf\u4e0a\u5316\uff0c\u7528\u6237\u4ecd\u8981\u624b\u52a8\u8f93\u5165\u533a\u57df\u7801\u3001\u9884\u4f30\u65f6\u957f\u3001\u8bbe\u95f9\u949f\u63d0\u9192\u3002Parc \u771f\u6b63\u5207\u4e2d\u7684\u75db\u70b9\u662f\u201c\u8ba4\u77e5\u8d1f\u8377\u201d\uff1a\u4f60\u4e0d\u9700\u8981\u77e5\u9053\u81ea\u5df1\u5728\u54ea\u4e2a\u533a\u3001\u89c4\u5219\u662f\u4ec0\u4e48\u3001\u8fd8\u5269\u591a\u5c11\u5206\u949f\uff0c\u5b83\u81ea\u4f1a\u5bf9\u63a5\u653f\u5e9c\/\u505c\u8f66\u573aAPI\u5e76\u63a7\u5236\u8d77\u6b62\u65f6\u95f4\u3002\u8fd9\u79cd\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u7684\u81ea\u52a8\u5316\u5c42\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u5c06\u6c7d\u8f66\u89c6\u4e3a\u4e00\u4e2a\u667a\u80fd\u7ec8\u7aef\uff0c\u901a\u8fc7\u5730\u7406\u56f4\u680f+\u8f66\u8f7d\u4f20\u611f\u5668\uff08\u6216\u624b\u673a\u5b9a\u4f4d\uff09\u5b9e\u73b0\u4eba-\u8f66-\u57ce\u5e02\u57fa\u7840\u8bbe\u65bd\u7684\u95ed\u73af\u4ea4\u4e92\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5fc5\u987b\u6cfc\u51b7\u6c34\uff1a87\u7968\u7684\u4f4e\u66dd\u5149\u91cf\u8bf4\u660e\u5b83\u4ecd\u5904\u4e8e\u6781\u65e9\u671f\uff0c\u6280\u672f\u58c1\u5792\u5e76\u4e0d\u9ad8\u2014\u2014\u5173\u952e\u5728\u4e8e\u4e0e\u5404\u5730\u505c\u8f66\u670d\u52a1\u5546\u7684API\u6253\u901a\u80fd\u529b\u3002\u82f1\u56fd\u5e02\u573a\u5c1a\u4e14\u53ef\u884c\uff0c\u82e5\u60f3\u5165\u7f8e\uff0c\u5219\u9700\u9762\u5bf9\u6570\u767e\u4e2a\u81ea\u6cbb\u5e02\u3001\u6570\u5341\u79cd\u8ba1\u8d39\u4f53\u7cfb\u7684\u788e\u7247\u5316\u5669\u68a6\u3002\u6b64\u5916\uff0c\u81ea\u52a8\u201c\u5ef6\u957f\u7f34\u8d39\u201d\u529f\u80fd\u82e5\u4f9d\u8d56\u7528\u6237\u7ed1\u5b9a\u4fe1\u7528\u5361\u65e0\u9650\u515c\u5e95\uff0c\u53ef\u80fd\u5f15\u53d1\u9ad8\u989d\u8d26\u5355\u4e89\u8bae\u3002\u82e5\u672a\u80fd\u7cbe\u51c6\u8bc6\u522b\u201c\u6211\u56de\u5230\u8f66\u8fb9\u201d\u548c\u201c\u6211\u53ea\u662f\u5728\u8f66\u8fb9\u4e70\u4e86\u676f\u5496\u5561\u5c31\u5f00\u8d70\u201d\uff0c\u8fd8\u4f1a\u9020\u6210\u8bef\u505c\u673a\u3002Parc \u7684\u62a4\u57ce\u6cb3\u4e0d\u5728\u7b97\u6cd5\uff0c\u800c\u5728\u5546\u52a1\u62d3\u5c55\u901f\u5ea6\u3002\u4e00\u65e6\u5de8\u5934\uff08\u5982Uber\u3001Google\u5730\u56fe\uff09\u52a0\u5165\uff0c\u5927\u6982\u7387\u4f1a\u88ab\u964d\u7ef4\u590d\u5236\u3002\u5176\u771f\u6b63\u4ef7\u503c\u6216\u8bb8\u662f\u9a8c\u8bc1\u4e86\u4e00\u4e2a\u8303\u5f0f\uff1a\u672a\u6765\u6240\u6709\u975e\u9a7e\u9a76\u52a8\u4f5c\u90fd\u5e94\u8be5\u6d88\u5931\u5728\u540e\u53f0\uff0c\u7528\u6237\u53ea\u627f\u62c5\u201c\u4e0a\u8f66\uff0c\u4e0b\u8f66\uff0c\u8d70\u4eba\u201d\u8fd9\u4e00\u76f4\u89c9\u884c\u4e3a\u3002\u5982\u679c\u80fd\u8dd1\u901a\u8fd9\u4e2a\u903b\u8f91\uff0c\u5b83\u5c31\u4e0d\u662f\u505c\u8f66\u5de5\u5177\uff0c\u800c\u662f\u4e07\u7269\u5728\u9014\u81ea\u52a8\u5316\u7684\u5148\u58f0\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\">Parc AI<\/span>\n <\/div>\n<div class=\"comment-content\">Parc detects when you leave your vehicle, understands the parking rules where you are, starts your parking session automatically, keeps it active while you\u2019re away, and ends it when you return. Never get a parking fine again. It turns parking into something that just happens in the background. Parc is building the intelligence layer for the final step of every car journey.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The best app!!! Don\u2019t have to use them annoying pay and displays anymore or have to get out my car and wait in the rain trying to pay for my parking or have to rush back when I\u2019m about to run out. Never have to think about parking again it literally does everything for you all you have to do is park and walk off, it\u2019s going to save me so much money. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Just so much easier, you literally park your car and the app pays for your parking. It knows what bay you’re in, it knows all the codes\/ areas\/ locations\/ rules, I don\u2019t have to think about it anymore. I have no clue how it works but I love it, it means I online one parking app and that\u2019s Parc. I\u2019ve told all my friends to use it. It\u2019s just such a good idea (It\u2019s also especially great for those who get a lot of parking fines).<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Nice one!!- how did you manage to connect to the providers? Would love to see something similar in Austria & Germany! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 simplicity of this is genius. One absolute huge stress I never need to worry about any 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019m constantly parking when I\u2019m rushing around, school runs, appointments, food shops etc and I used to always forget to extend my parking. So I\u2019ve had so many fines because I\u2019d lose track of time. I literally just park and leave. It sorts everything automatically and I don\u2019t have to panic about checking my phone. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Looking forward to this coming to Android and the US, this is a total game changer. I hate the shuffle of figuring out which zone I’m in and what app to use<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>There are already a bunch of parking apps, but most still require manual input and constant checking. What stands out here is the automation layer, from my pov its the auto start n auto stop and extending sessions to avoid fine! . That shift from tool to something that just quietly works in the background is powerful.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/S2UXT6P23OKTH5\" class=\"app-title\">Immersive Fox<\/a><\/p>\n<div class=\"one-liner\">AI turns documents into multilingual training in 10 minutes<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">85<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Immersive Fox \u901a\u8fc7AI\u667a\u80fd\u4f53\uff0c\u5c06\u4f01\u4e1a\u6587\u6863\uff08\u5982SOP\u3001PDF\uff09\u572810\u5206\u949f\u5185\u81ea\u52a8\u8f6c\u5316\u4e3a\u652f\u630140\u591a\u79cd\u8bed\u8a00\u7684\u591a\u6a21\u6001\u57f9\u8bad\u8bfe\u7a0b\uff0c\u5e76\u63d0\u4f9b\u5b9e\u65f6AI\u8f85\u5bfc\u4e0eSCORM\u96c6\u6210\uff0c\u89e3\u51b3\u4f01\u4e1a\u57f9\u8bad\u5185\u5bb9\u5236\u4f5c\u957f\u5468\u671f\u3001\u672c\u5730\u5316\u96be\u3001\u5458\u5de5\u5b66\u4e60\u6548\u7387\u4f4e\u4e0b\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\/5f0fbb80-ce6e-4f6c-8e00-c842c57261e9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7ea8e357-dd87-4a69-9321-a41e3ebe6640.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5856ef58-ae78-4fe5-97b7-397167537a2e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9d520511-6d71-44f8-95b0-3b1204f64353.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/531353cd-9d3f-47aa-a1a1-d296cecff73c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a0236875-a841-4795-888f-683902b2cfe9.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\/e85a0a1b-a7ee-4a17-8c08-db2e83b00ecc.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/6S51piRA7Vc\"><source src=\"https:\/\/youtu.be\/6S51piRA7Vc\" 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\">Pitch London<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u57f9\u8bad<\/span><br \/>\n <span class=\"tag\">\u6587\u6863\u8f6c\u8bfe\u7a0b<\/span><br \/>\n <span class=\"tag\">\u591a\u8bed\u8a00\u672c\u5730\u5316<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7LMS<\/span><br \/>\n <span class=\"tag\">SCORM\u517c\u5bb9<\/span><br \/>\n <span class=\"tag\">AI\u865a\u62df\u8bb2\u5e08<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u95ee\u7b54<\/span><br \/>\n <span class=\"tag\">\u6c89\u6d78\u5f0f\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">SOP\u57f9\u8bad\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1aAI\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>\u521b\u59cb\u4ebaAlisa\u5f3a\u8c03\u4ea7\u54c1\u89e3\u51b3\u4e86\u4f01\u4e1a\u8d2d\u4e70\u5de5\u5177\u540e\u65e0\u4eba\u57f9\u8bad\u5bfc\u81f4\u7684\u201c\u6602\u8d35\u6446\u8bbe\u201d\u95ee\u9898\uff0c\u7a81\u51fa\u901f\u5ea6\uff0810\u5206\u949fvs\u884c\u4e1a2\u5468\uff09\u3001\u7aef\u5230\u7aef\u95ed\u73af\uff08\u751f\u6210+\u4ea4\u4ed8+\u7406\u89e3+\u5e94\u7528\uff09\u300140+\u8bed\u8a00\u5730\u9053\u672c\u5730\u5316\u3001\u5b9e\u65f6AI\u8f85\u5bfc\u548c\u73b0\u6709\u4eba\u529b\u8d44\u6e90\u7ba1\u7406\u7cfb\u7edf\uff08LMS\uff09\u517c\u5bb9\u6027\u3002\u7528\u6237\u5bf9\u96f6\u8fc1\u79fb\u548c\u9ad8\u6548\u7387\u53cd\u54cd\u79ef\u6781\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 Immersive Fox\u7684\u5b9a\u4f4d\u7cbe\u51c6\u523a\u4e2d\u4e86\u4f01\u4e1a\u77e5\u8bc6\u7ba1\u7406\u7684\u6838\u5fc3\u75db\u70b9\u2014\u2014\u5185\u5bb9\u751f\u4ea7\u4e0e\u77e5\u8bc6\u4f20\u9012\u4e4b\u95f4\u7684\u8131\u8282\u3002\u5b83\u6ca1\u6709\u5728AI\u89c6\u9891\u751f\u6210\u7684\u7ea2\u6d77\u4e2d\u4e0eSynthesia\u7b49\u6b63\u9762\u7ade\u4e89\uff0c\u800c\u662f\u9009\u62e9\u4e86\u4e00\u4e2a\u66f4\u7a84\u4f46\u4ed8\u8d39\u610f\u613f\u66f4\u5f3a\u7684\u201c\u4f01\u4e1a\u57f9\u8bad\u81ea\u52a8\u5316\u201d\u8d5b\u9053\u3002\u5176\u771f\u6b63\u7684\u5dee\u5f02\u5316\u4ef7\u503c\u5e76\u975e\u201c10\u5206\u949f\u751f\u6210\u8bfe\u7a0b\u201d\uff0c\u800c\u662f\u201c\u751f\u6210+\u6d4b\u9a8c+\u6a21\u62df+\u5e94\u7528\u201d\u7684\u95ed\u73af\u3002\u5bf9\u4e8e500\u5f3a\u3001\u653f\u5e9c\u53ca\u9ad8\u6821\u800c\u8a00\uff0cSCORM\u517c\u5bb9\u548c\u73b0\u6709LMS\u7684\u96f6\u8fc1\u79fb\u662f\u521a\u9700\uff0c\u8fd9\u76f4\u63a5\u964d\u4f4e\u4e86\u91c7\u8d2d\u95e8\u69db\u3002\u4f46\u9700\u8b66\u60d5\u4e24\u4e2a\u98ce\u9669\uff1a\u5176\u4e00\uff0c\u201c40+\u8bed\u8a00\u5730\u9053\u672c\u5730\u5316\u201d\u7684\u627f\u8bfa\u6781\u96be\u5151\u73b0\uff0c\u6df1\u5c42\u4e13\u4e1a\u672f\u8bed\u548c\u4e0d\u540c\u56fd\u5bb6\u7684\u6587\u5316\u8bed\u5883\u53ef\u80fd\u5bfc\u81f4\u8d28\u91cf\u53c2\u5dee\uff0c\u5f71\u54cd\u53f8\u6cd5\u3001\u653f\u5e9c\u7b49\u9ad8\u654f\u611f\u6027\u5ba2\u6237\u4f53\u9a8c\uff1b\u5176\u4e8c\uff0c\u4ea7\u54c1\u9ad8\u5ea6\u4f9d\u8d56\u7528\u6237\u8f93\u5165\u7684\u6e90\u6587\u6863\u8d28\u91cf\uff0c\u82e5\u539f\u59cbSOP\u6df7\u4e71\uff0c\u751f\u6210\u7684\u8bfe\u7a0b\u53ef\u80fd\u53ea\u662f\u201c\u7cbe\u5fc3\u5305\u88c5\u7684\u5783\u573e\u201d\u3002\u66f4\u8bbd\u523a\u7684\u662f\uff0c\u521b\u59cb\u4eba\u79f0\u201c51%\u5458\u5de5\u662fAI Agent\u201d\uff0c\u8fd9\u867d\u7136\u9177\uff0c\u5374\u4e5f\u66b4\u9732\u4e86\u56e2\u961f\u9ad8\u5ea6\u81ea\u52a8\u5316\u80cc\u540e\u7684\u62a4\u57ce\u6cb3\u8106\u5f31\u6027\u2014\u2014\u4e00\u65e6\u5927\u5e73\u53f0\uff08\u5982\u5fae\u8f6f\u3001\u8c37\u6b4c\uff09\u5c06\u7c7b\u4f3c\u80fd\u529b\u6253\u5305\u8fdb\u73b0\u6709\u5957\u4ef6\uff0cImmersive Fox\u7684\u201c\u72ec\u7acb\u7b2c\u4e09\u65b9\u201d\u7a7a\u95f4\u5c06\u6781\u5177\u538b\u8feb\u611f\u3002\u76ee\u524d\uff0c\u5b83\u66f4\u50cf\u4e00\u4e2a\u628a\u8425\u9500\u6d41\u91cf\u505a\u5230\u6781\u81f4\u7684\u201cB2B\u6548\u7387\u5de5\u5177\u201d\uff0c\u79bb\u201cAI\u91cd\u8bad\u7ec3\u5341\u5e74\u57fa\u7840\u8bbe\u65bd\u201d\u8fd8\u6709\u5f88\u957f\u4e00\u6bb5\u8def\u8981\u8d70\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\">Immersive Fox<\/span>\n <\/div>\n<div class=\"comment-content\">Any document becomes a full multilingual training course in 10 minutes. AI instructors, 40+ languages, SCORM-ready, enterprise-grade. Live at 5 Fortune 500s, 2 national governments, a federal judiciary, and Tier-1 European universities. 51% of our team are AI agents, and we even generate our pitch decks with our own product. Infrastructure for the AI retraining decade.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Hunters! Alisa here, founder of Immersive Fox.<\/p>\n<p>I built this after watching Fortune 500s buy Microsoft Copilot for 50,000 employees, then spend six months still preparing pitch decks manually. Tools without training are just expensive shelfware.<\/p>\n<p>So we built AI agents that turn any document into a full multilingual training course in 10 minutes. SOPs in, courses out.<\/p>\n<p>Why we are different in a crowded category:<\/p>\n<p><strong>Speed.<\/strong> 10 minutes from a PDF to a complete course. Category average: two weeks.<\/p>\n<p><strong>End-to-end loop.<\/strong> Articulate gives you a builder. Synthesia gives you AI video. We give you generation, delivery, comprehension, and on-the-job application in one system.<\/p>\n<p><strong>40+ languages, properly localized.<\/strong> Your French team gets a French course that reads like it was written in Paris.<\/p>\n<p><strong>Conversational AI tutor.<\/strong> Real-time Q&A on the content. Your learners ask, the tutor answers from your source material.<\/p>\n<p><strong>SCORM-ready.<\/strong> Works with your existing LMS. No migration.<\/p>\n<p>What is the slowest piece of training you have sat through this year?<\/p>\n<p>Alisa<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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 \/\/ 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