{"id":272,"date":"2026-07-05T12:33:00","date_gmt":"2026-07-05T04:33:00","guid":{"rendered":"https:\/\/ph.listeningo.cn\/index.php\/2026\/07\/05\/2026-07-04\/"},"modified":"2026-07-05T12:33:00","modified_gmt":"2026-07-05T04:33:00","slug":"2026-07-04","status":"publish","type":"post","link":"https:\/\/ph.listeningo.cn\/index.php\/2026\/07\/05\/2026-07-04\/","title":{"rendered":"PH\u70ed\u699c | 2026-07-04"},"content":{"rendered":"<p><!DOCTYPE html><br \/>\n<html lang=\"zh-CN\"><br \/>\n<head><br \/>\n    <meta charset=\"UTF-8\"><br \/>\n    <meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0\"><br \/>\n    <title>Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-07-04<\/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 | 2026-07-04<\/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\/NK4KBFW256NNE2\" class=\"app-title\">Vida<\/a><\/p>\n<div class=\"one-liner\">Clone yourself. Let AI do the work before you ask<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">352<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Vida\u662f\u4e00\u6b3e\u901a\u8fc7\u6301\u7eed\u5b66\u4e60\u7528\u6237\u5de5\u4f5c\u4e60\u60ef\u3001\u8bb0\u5fc6\u9879\u76ee\u504f\u597d\uff0c\u81ea\u52a8\u5728\u540e\u53f0\u5b8c\u6210\u56de\u590d\u3001\u6e05\u7406\u3001\u603b\u7ed3\u7b49\u91cd\u590d\u6027\u4efb\u52a1\u7684AI\u667a\u80fd\u4f53\uff0c\u89e3\u51b3\u804c\u573a\u4eba\u201c\u88ab\u7410\u4e8b\u6df9\u6ca1\u201d\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\/cbc4ba52-fa3e-436b-9e30-746e5643036e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/60693603-29ce-41a0-a049-a3b533dd0de1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d26d0372-5a47-4878-ac98-fa8f3e3b4778.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e3219932-cf31-4263-b33f-6639bbcdefec.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0473f565-bdbc-4071-9c7e-5a7ee1a1dd83.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/61cc0525-2b33-4ac5-a0f3-72f15003adec.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\/71dfe98f-298d-40d7-be6a-e9267288f1be.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=INgBoXo1flI\"><source src=\"https:\/\/www.youtube.com\/watch?v=INgBoXo1flI\" 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=\"tags-container\">\n<p>            <span class=\"tag\">AI\u667a\u80fd\u4f53<\/span><br \/>\n            <span class=\"tag\">\u5de5\u4f5c\u81ea\u52a8\u5316<\/span><br \/>\n            <span class=\"tag\">\u4e2a\u4ebaAI\u514b\u9686<\/span><br \/>\n            <span class=\"tag\">\u9690\u79c1\u4f18\u5148<\/span><br \/>\n            <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u672c\u5730\u8bb0\u5fc6<\/span><br \/>\n            <span class=\"tag\">\u7528\u4f8b\u9a71\u52a8<\/span><br \/>\n            <span class=\"tag\">Slack\/Notion\u96c6\u6210<\/span><br \/>\n            <span class=\"tag\">\u5de5\u4f5c\u6d41\u4f18\u5316<\/span><br \/>\n            <span class=\"tag\">SOTA\u5b9e\u8df5<\/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\u9690\u79c1\u7b56\u7565\uff08\u672c\u5730\u5904\u7406\u3001\u4e0d\u8bad\u7ec3\u6a21\u578b\uff09\u548c\u7528\u4f8b\u6df1\u5ea6\uff08100\u4e2a\u516c\u5f00\u6311\u6218\uff09\u3002\u4e3b\u8981\u5173\u5207\uff1a\u81ea\u4e3b\u6027\u4fe1\u4efb\u66f2\u7ebf\u4f55\u65f6\u53ef\u514d\u786e\u8ba4\u6267\u884c\uff1f\u8bb0\u5fc6\u80fd\u5426\u88ab\u67e5\u770b\u3001\u7f16\u8f91\u6216\u5220\u9664\uff1fWorkspace Cleanup\u662f\u5426\u8bef\u5220\u6587\u4ef6\uff1f\u4ee5\u53ca\u90e8\u5206\u7528\u4f8b\u7684\u91cd\u590d\u4f7f\u7528\u7387\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                Vida\u7684\u806a\u660e\u4e4b\u5904\u5728\u4e8e\u7528\u201cAI\u514b\u9686\u201d\u7684\u4eba\u8bbe\u6d88\u89e3\u4e86\u7528\u6237\u5bf9\u201c\u88abAI\u66ff\u4ee3\u201d\u7684\u6050\u60e7\uff0c\u8f6c\u800c\u7528\u201c\u53e6\u4e00\u4e2a\u66f4\u9ad8\u6548\u7684\u6211\u201d\u6765\u4f20\u9012\u5b89\u5168\u611f\u3002\u5176100\u4e2a\u7528\u4f8b\u7684\u516c\u5f00\u6311\u6218\u662f\u6781\u4f73\u7684\u4ea7\u54c1\u8425\u9500\u2014\u2014\u65e2\u5c55\u793a\u4e86\u6280\u672f\u91ce\u5fc3\uff0c\u53c8\u901a\u8fc7\u7ec6\u5206\u573a\u666f\u7684\u6301\u7eed\u4ea4\u4ed8\u5efa\u7acb\u4fe1\u4efb\u3002\u7136\u800c\uff0c\u4ea7\u54c1\u771f\u6b63\u7684\u547d\u95e8\u4e0d\u5728\u7528\u4f8b\u6570\u91cf\uff0c\u800c\u5728\u201c\u8bb0\u5fc6\u5c42\u201d\u7684\u8d28\u91cf\uff1aVida\u58f0\u79f0\u80fd\u8bb0\u4f4f\u7528\u6237\u4e60\u60ef\u3001\u9879\u76ee\u548c\u5de5\u4f5c\u65b9\u5f0f\uff0c\u4f46\u8bc4\u8bba\u4e2d\u5df2\u6709\u4eba\u8d28\u7591\u80fd\u5426\u68c0\u67e5\u548c\u7f16\u8f91\u8fd9\u4efd\u8bb0\u5fc6\u3002\u5982\u679c\u8bb0\u5fc6\u53ea\u662f\u57fa\u4e8e\u5bf9\u8bdd\u6216\u64cd\u4f5c\u65e5\u5fd7\u7684\u7c97\u66b4\u5411\u91cf\u5316\uff0c\u5b83\u5f88\u5feb\u5c31\u56e0\u8fc7\u65f6\u6216\u9519\u8bef\u4fe1\u606f\u800c\u6ca6\u4e3a\u566a\u97f3\u3002\u6b64\u5916\uff0c\u201c\u4fe1\u4efb\u66f2\u7ebf\u201d\u7684\u5b9a\u4e49\u8fc7\u4e8e\u6a21\u7cca\u3002\u4ece\u201c\u5efa\u8bae+\u9884\u89c8\u201d\u5230\u201c\u81ea\u52a8\u6267\u884c\u201d\u7684\u8dc3\u8fc1\uff0c\u9700\u8981\u660e\u786e\u7684\u89e6\u53d1\u673a\u5236\u548c\u53ef\u91cf\u5316\u7684\u53ef\u9760\u6027\u6807\u51c6\uff0c\u5426\u5219\u7528\u6237\u8981\u4e48\u6c38\u8fdc\u4e0d\u6562\u6388\u6743\uff0c\u8981\u4e48\u5728\u7b2c\u4e00\u6b21\u9519\u8bef\u540e\u5c31\u5f7b\u5e95\u629b\u5f03\u3002Vida\u76ee\u524d\u6700\u5927\u7684\u7f3a\u53e3\u662f\u7f3a\u4e4f\u201c\u9000\u51fa\u673a\u5236\u201d\u2014\u2014\u6587\u4ef6\u6e05\u7406\u548c\u56de\u590d\u751f\u6210\u5c1a\u53ef\u64a4\u9500\uff0c\u4f46\u4e00\u65e6AI\u5f00\u59cb\u4e3b\u52a8\u6267\u884c\u590d\u6742\u5de5\u4f5c\u6d41\uff08\u5982\u7406\u89e3\u9879\u76ee\u5ef6\u671f\u539f\u56e0\uff09\uff0c\u4e00\u6b21\u9519\u8bef\u5c31\u53ef\u80fd\u5f15\u53d1\u707e\u96be\u3002\u6574\u4f53\u800c\u8a00\uff0cVida\u7684\u65b9\u5411\u6b63\u786e\u2014\u2014\u7528\u7ed3\u679c\u800c\u975e\u8f93\u51fa\u8861\u91cfAI\u4ef7\u503c\u2014\u2014\u4f46\u7eed\u822a\u80fd\u529b\u4ecd\u9700\u9760\u7cfb\u7edf\u5316\u7684\u8bb0\u5fc6\u53ef\u8ffd\u6eaf\u6027\u548c\u9519\u8bef\u6062\u590d\u80fd\u529b\u6765\u8bc1\u660e\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\">Vida<\/span>\n                <\/div>\n<div class=\"comment-content\">Vida is an AI that learns how you work, remembers what matters, and becomes more like you over time. The more you use Vida, the more it understands your habits, your projects, and your way of getting things done. Eventually, it works like a second version of you\u2014quietly handling repetitive work in the background before you even ask. Today, we\u2019re launching our first 5 SOTA use cases: Reply Rescue \u00b7 Prompt Rescue \u00b7 Resume Rescue \u00b7 Workspace Cleanup \u00b7 Daily Wrap 95 more to conquer in public.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi, I\u2019m Giddens from Vida.<\/p>\n<\/p>\n<p>We\u2019re building Vida as your AI clone \u2014 an agent that learns how you work, remembers what matters, and gradually becomes another version of you.<\/p>\n<\/p>\n<p>The more you use Vida, the more it understands your habits, your projects, and your way of getting things done.<\/p>\n<p>Eventually, it works like a second you \u2014 quietly handling repetitive work in the background before you even ask.<\/p>\n<\/p>\n<p>We believe the future of AI won\u2019t be defined by outputs, but by outcomes people can rely on.<\/p>\n<\/p>\n<p>That\u2019s why we\u2019ve set a public challenge:<\/p>\n<p><strong>Conquer 100 real-world work use cases.<\/strong><\/p>\n<p>For us, SOTA means one thing:<br \/>consistent, reliable outcomes that actually move work forward.<\/p>\n<\/p>\n<p>We\u2019ve already shipped the first 5 use cases (live today):<\/p>\n<p>Reply Rescue \u00b7 Prompt Rescue \u00b7 Resume Rescue \u00b7 Workspace Cleanup \u00b7 Daily Wrap<\/p>\n<\/p>\n<p>Here\u2019s what Vida looks like in real work:<\/p>\n<\/p>\n<p>Manager: \u201cWhy is this project delayed?\u201d<br \/>Vida pulls context from Slack \/ Notion \/ Figma and drafts a ready-to-send reply.<\/p>\n<\/p>\n<p>Your prompt is unclear.<br \/>Vida turns it into a production-ready prompt instantly.<\/p>\n<\/p>\n<p>CV outdated.<br \/>Vida rebuilds it based on your latest experience and target role.<\/p>\n<\/p>\n<p>Desktop chaos.<br \/>Vida structures everything first, then cleans it in one click.<\/p>\n<\/p>\n<p>End of day.<br \/>Vida summarizes what actually moved forward \u2014 what\u2019s done, what matters, what\u2019s next.<\/p>\n<\/p>\n<p>We\u2019re building Vida in public and will keep shipping every SOTA use case one by one.<\/p>\n<p>Try it at <a href=\"http:\/\/vida.app\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">vida.app<\/a><br \/>Help us shape what your AI clone should learn next.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>13<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>@giddens Congrats on the launch! Been testing it for a few days and it definitely cuts down on repetitive work.<\/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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@giddens\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@giddens<\/a>&nbsp;congrats on the launch!<\/p>\n<\/p>\n<p>I really like the vision of measuring AI by outcomes instead of outputs. That&#8217;s a much higher bar, and probably the one that matters most in day to day work.<\/p>\n<\/p>\n<p>I&#8217;m curious, after shipping your first five use cases, which one has surprised you the most in terms of user adoption? Was there a workflow people embraced that you didn&#8217;t expect to become a favorite?<\/p>\n<\/p>\n<p>Excited to see how you tackle the journey to 100 real world use cases \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@giddens\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@giddens<\/a>&nbsp;Congrats on the launch Giddens!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! <br \/>The 100 use cases challenge in public is bold. How are you deciding which ones to build next: user requests, usage data from the first 5, or something else?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>12<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a>&nbsp;Thanks a lot \u2014 really great question \uff01<\/p>\n<\/p>\n<p>This is exactly why we\u2019re building in public. We don\u2019t want to decide everything in isolation.<\/p>\n<\/p>\n<p>Instead, we\u2019re asking users to actually try Vida and tell us what painful, repetitive work should be solved next \u2014 and then we take responsibility for building it properly.<\/p>\n<\/p>\n<p>You can see what we\u2019ve already shipped and what\u2019s in progress here:<br \/><a href=\"https:\/\/vida.app\/sotacases\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/vida.app\/sotacases\/<\/a><\/p>\n<\/p>\n<p>We\u2019ll keep updating progress there as we go \ud83d\ude80<\/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\">Congratulations 5 use cases are amazing actually covers a lot of daily hustle<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Since Vida integrates with tools like Slack, Notion, and Figma to pull context for tasks like &#8216;Reply Rescue,&#8217; how does it handle data privacy and security, especially when accessing sensitive or proprietary workspace information?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>11<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@justin2025\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@justin2025<\/a><br \/>Hi Justin, great question\u2014privacy is something we\u2019ve treated as a core product principle from day one.<\/p>\n<p>Our approach is built around three commitments:<\/p>\n<ol>\n<li>\n<p><strong>Zero cloud retention.<\/strong> Voice and screen data are processed in real time, and we don\u2019t store the original inputs on our servers.<\/p>\n<\/li>\n<li>\n<p><strong>Local-first memory.<\/strong> Your interaction history is stored on your own device whenever possible, so you stay in control of your data.<\/p>\n<\/li>\n<li>\n<p><strong>Never used for model training.<\/strong> Your data is never used to train or improve our AI models.<\/p>\n<\/li>\n<\/ol>\n<p>When Vida connects to tools like Slack, Notion, or Figma, it only accesses the specific context required to complete the task you\u2019ve asked it to perform. The goal is to make Vida genuinely useful while keeping your data private and fully under your control.<\/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>The Workspace Cleanup use case sounds great until it deletes something you actually needed \ud83d\ude05 <\/p>\n<p>does Vida show you a preview before it reorganizes anything, or does it just go for 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\/@boyuan_deng1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@boyuan_deng1<\/a>&nbsp;Good question \ud83d\ude04<\/p>\n<\/p>\n<p>Yes\u2014we always show a preview first before anything happens, and nothing is executed without user confirmation.<\/p>\n<\/p>\n<p>Also, Vida never deletes your files. The Workspace Cleanup flow is strictly about organizing and archiving, not removing anything.<\/p>\n<\/p>\n<p>The idea is to make your workspace cleaner and easier to navigate, while keeping full control in your hands.<\/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 guess defining SOTA as consistent outcomes instead of benchmark scores is quite hard. Though, this is what makes the 100 use case challenge interesting! What does the bar look like before a use case ships? By all means, great work!<\/p>\n<\/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\/@artstavenka1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@artstavenka1<\/a>&nbsp;Thanks so much\u2014that\u2019s exactly what makes this challenge so hard. <\/p>\n<\/p>\n<p>For us, SOTA isn\u2019t about benchmark scores. It\u2019s about consistently delivering better real-world outcomes than any existing AI for a specific use case.<\/p>\n<\/p>\n<p>The biggest challenge in AI today isn\u2019t producing an impressive result once\u2014it\u2019s doing it reliably, every single time.<\/p>\n<\/p>\n<p>That\u2019s our release bar: we don\u2019t ship a use case until we believe Vida can consistently outperform other AI solutions for that job. If it doesn\u2019t meet that standard, it stays in development.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 strongest part here is not just \u201cAI does tasks,\u201d but the trust curve. Vida starts with rescue workflows and gradually earns more autonomy.<\/p>\n<p>Curious about the memory layer. Can users inspect, correct, or delete what Vida has learned about their habits and projects over time?<\/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\/@liam_chung\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@liam_chung<\/a>&nbsp;Thanks for the great question \uff01<\/p>\n<\/p>\n<p>Browser automation is one of the key directions we\u2019re actively building toward, but not fully available in Vida yet.<\/p>\n<\/p>\n<p>We\u2019ve open-sourced <strong>BrowserBC<\/strong>, which learns reusable agent skills from human browser trajectories\u2014essentially turning one recorded workflow into a generalized capability.<\/p>\n<\/p>\n<p>GitHub:<br \/><a href=\"https:\/\/github.com\/Einsia\/Browser-BC\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/Einsia\/Browser-BC<\/a><\/p>\n<\/p>\n<p>This is part of the foundation we\u2019re building for bringing more real-world execution abilities into Vida over time \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>2<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the &#8220;Rescue&#8221; naming across the first three use cases is a really nice touch\u2014feels like you mapped a real problem pattern instead of just slapping generic AI labels on them.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>2<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nurullahu6yq\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nurullahu6yq<\/a>&nbsp;Thanks\u2014that really means a lot \ud83d\ude4c<\/p>\n<\/p>\n<p>We\u2019re intentionally trying to structure around real work patterns instead of feature names, so glad that came across.<\/p>\n<\/p>\n<p>More to come as we expand the 100 use cases \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the shift from doing tasks to doing them before you ask is the interesting line. how many runs before it earns enough trust to act without checking first?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>2<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@andrewzakonov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrewzakonov<\/a>&nbsp;That\u2019s a really important question.<\/p>\n<\/p>\n<p>We don\u2019t think of it as a fixed number of runs, but more as a gradual trust curve. Vida starts in a \u201csuggest + preview\u201d mode, and only becomes more autonomous as it consistently proves it understands your patterns and preferences.<\/p>\n<\/p>\n<p>In practice, users stay in control first, and autonomy is earned through repeated correct context handling\u2014not assumed upfront.<\/p>\n<\/p>\n<p>The goal is exactly what you described: shifting from reactive task execution to proactive assistance, but with trust built step by step.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great launch! Excited to try it out on my Mac.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Appreciate it \ud83d\ude4c<\/p>\n<\/p>\n<p>Hope it\u2019s useful in your day-to-day work on Mac\u2014keen to hear your 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>Using Vida for a week now. Reply Rescue is a time-saver, and I love that everything stays local \u2013 no training on my data. Workspace Cleanup previews before deleting, which is thoughtful. Still early, but promising. Excited for the next 95 features.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 100 use cases challenge is a smart move \u2014 it forces you to prove depth instead of just showing breadth. most AI productivity tools demo one impressive thing and hope you extrapolate. shipping 100 specific workflows is the opposite approach and honestly more convincing. curious which of the first 5 gets the most repeat usage vs which gets the most wow-factor on first 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=\"comment-item\">\n<div class=\"comment-content\">Hello @giddens congrats on the launch. It can save tons of time for a lot of people. If I&#8217;m not happy with the result for a quick reply or the workspace cleanup can I edit or undo the changes or edit them myself? How long does it take to create a second version of the user so the LLM is confident enough that it knows the user pretty well? I love productivity ideas let&#8217;s connect \ud83d\ude42<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very cool &#8211; how do you train my data?<\/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=\"comment-item\">\n<div class=\"comment-content\">As a solo founder, this idea always resonated with me. <\/p>\n<p>I&#8217;ve often wished I had multiple versions of myself: one focused on the product and bring all my ideas to life, one on integrations and operations, one on the growth and all connected to my vision.<\/p>\n<p>Curious to see how Vida ( I like the Spanish name &#8211; matches brilliantly your vision ), evolves as it learns from real-world work over time.<\/p>\n<p>Congrats on the launch!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The &#8216;learns how you work and handles repetitive work before you ask&#8217; pitch really lives or dies on where the memory lives and how it&#8217;s scoped. For Workspace Cleanup and Daily Wrap specifically, is the model of what matters built per-workspace, or one global profile that carries across projects, and can I actually inspect and edit what Vida has remembered about me? Also curious whether that memory runs on your servers or stays local, since it&#8217;s watching my habits in the 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=\"comment-item\">\n<div class=\"comment-content\">\n<p>I like the idea of earning autonomy instead of assuming it. My first thought was how the learning loop works. If Vida gets my style or context slightly wrong at the beginning, is it easy to nudge it in the right direction so it improves over time? Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Daily Wrap already saved me from a messy end-of-day scramble, and Resume Rescue pulled together my scattered notes faster than I expected. Curious how it shapes up after a few weeks of real use.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice naming team! And of course, it&#8217;s a great value proposition. I&#8217;m sure you&#8217;ll rock it here! Congrats!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@german_merlo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@german_merlo1<\/a>&nbsp;Thanks a lot\uff01Really appreciate the kind words!<\/p>\n<\/p>\n<p>We\u2019ve put a lot of thought into both the naming and the direction, so it means a lot to hear that it resonates.<\/p>\n<\/p>\n<p>Excited for what\u2019s ahead. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>how does Vida actually learn my habits day to day, does it just watch what I do across apps or do I have to feed it examples for it to get useful quickly?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sattapanbmta\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sattapanbmta<\/a>&nbsp;Great question! <\/p>\n<\/p>\n<p>Vida doesn\u2019t require you to manually teach it with examples before it becomes useful.<\/p>\n<\/p>\n<p>Instead, it builds understanding from your work context\u2014what you\u2019re working on, your interaction history, and the tasks you ask it to help with. As you use Vida over time, it gradually learns your preferences and working style to provide better assistance.<\/p>\n<\/p>\n<p>Our goal is to make the learning process as natural as possible, without creating extra setup work for 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch. Curious which LLM you&#8217;re using behind the scenes?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ismaelyws\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ismaelyws<\/a>&nbsp;Thanks a lot.<\/p>\n<\/p>\n<p>We use a model-routing approach behind the scenes\u2014different tasks are matched with the most suitable models depending on the type of work, context length, and reliability requirements.<\/p>\n<\/p>\n<p>The goal is always the same: optimizing for consistent real-world outcomes rather than relying on a single model.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 can see this becoming really powerful if it integrates deeper with Slack\/Notion workflows 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vanvan_zhao1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vanvan_zhao1<\/a>&nbsp;Totally agree.<\/p>\n<\/p>\n<p>We see Slack and Notion as key surfaces where Vida can become much more useful over time\u2014especially when it comes to understanding ongoing work context rather than isolated tasks.<\/p>\n<\/p>\n<p>We\u2019re already moving in that direction step by step, but the focus is always the same: making sure integrations actually improve real workflows, not just add more connections.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Handling memory in agents is the biggest friction point I&#8217;ve seen as a solo dev\u2014it\u2019s either too shallow or it consumes too many tokens. Curious if you&#8217;re caching interaction styles locally to speed up the learning curve.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ayeshabuilds\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ayeshabuilds<\/a>&nbsp;Great point\u2014we\u2019ve run into the same trade-off. <\/p>\n<\/p>\n<p>Yes, local-first memory is a core part of our approach. Vida keeps interaction history on your device whenever possible, which not only helps preserve privacy but also gives it richer long-term context without relying entirely on growing prompt windows.<\/p>\n<\/p>\n<p>We also open-sourced <strong>OpenChronicle<\/strong>, which explores this direction further. It lets you use local models to summarize memory, keep all your data on your own device, and pause or resume recording whenever you want.<\/p>\n<\/p>\n<p>We believe memory can be incredibly useful without becoming all-or-nothing surveillance.<\/p>\n<\/p>\n<p>GitHub: <a href=\"https:\/\/github.com\/Einsia\/OpenChronicle\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/Einsia\/OpenChronicle<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The questions in this cases for me is always the same. How many tokens? How much control? Who is responsible for that? <\/p>\n<p>With this being said, it seems an incredible app with huge potential.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@bruno_perez_borrell\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bruno_perez_borrell<\/a>&nbsp;Great questions\u2014really appreciate you bringing them up.<\/p>\n<p>On tokens, we\u2019ve intentionally avoided tying core capability to usage limits or feature locks. Instead, our pricing is designed to stay simple and low-cost, while letting users choose what fits their own needs.<\/p>\n<p>We\u2019ve also open-sourced parts of our stack, including <strong>OpenChronicle<\/strong> and <strong>BrowserBC<\/strong>, if you\u2019re interested in how we think about memory and agent skills in more depth:<\/p>\n<ul>\n<li>\n<p><a href=\"https:\/\/github.com\/Einsia\/OpenChronicle\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/Einsia\/OpenChronicle<\/a><\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/github.com\/Einsia\/Browser-BC\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/Einsia\/Browser-BC<\/a><\/p>\n<\/li>\n<\/ul>\n<p>For users who want more control, you can even explore or self-host parts of the system locally.<\/p>\n<p>We\u2019re trying to balance flexibility, transparency, and control depending on how people want to use Vida.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Conglaturations !!<\/p>\n<p>I\u2019ve been waiting for an AI that can hold a natural conversation.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@dai_sheen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dai_sheen<\/a>&nbsp;Thank you!! <\/p>\n<\/p>\n<p>That\u2019s something we\u2019ve been really focused on as well\u2014making interactions feel more natural and grounded in real context, not just prompt-response loops.<\/p>\n<\/p>\n<p>Appreciate you following along \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Out of the 5 SOTA use cases you launched today, Reply Rescue and Workspace Cleanup immediately caught my eye! Which of these 5 has been the team&#8217;s personal favorite to build?<\/div>\n<div class=\"comment-actions\">\n<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\/@tehreem_fatima5\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tehreem_fatima5<\/a>&nbsp;Thanks! That\u2019s a tough one.<\/p>\n<\/p>\n<p>If we had to pick, it would probably be <strong>Reply Rescue<\/strong>. It captures what we think Vida should be\u2014a system that understands enough context to take real work off your plate, instead of just generating text.<\/p>\n<\/p>\n<p>That said, <strong>Workspace Cleanup<\/strong> has also been a lot of fun because it\u2019s such an everyday problem that almost everyone can relate to.<\/p>\n<\/p>\n<p>Hopefully we\u2019ll have many more favorites as we work through the next 95 use cases! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! I&#8217;m the person with 40 unread tabs and an inbox I keep meaning to deal with &#8220;later.&#8221; A tool that actually cleans up my workspace and rescues my replies before I spiral into avoidance mode sounds like exactly what I need. Trying this the moment it&#8217;s live. Good luck!<\/p>\n<p><a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> <a href=\"https:\/\/www.producthunt.com\/@giddens\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"giddens\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@giddens<\/a> <a href=\"https:\/\/www.producthunt.com\/@calvin_xiao\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"calvin_xiao\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@calvin_xiao<\/a> <a href=\"https:\/\/www.producthunt.com\/@eren_cai\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"eren_cai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eren_cai<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sharun_kanan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sharun_kanan<\/a>&nbsp;This might be the most relatable \u201cuser persona\u201d we\u2019ve seen \ud83d\ude04<\/p>\n<\/p>\n<p>Really glad it resonates\u2014that exact \u201clater spiral\u201d is one of the core problems we\u2019re trying to help with.<\/p>\n<\/p>\n<p>Would love to hear how it works for you once you try it. And hopefully Vida can take a few things off that list for you \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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>&#8216;Before you ask&#8217; is the bold part &#8211; proactive agents live or die on that judgment call. In my experience running agents for a business, the hard threshold isn&#8217;t doing the work, it&#8217;s knowing when acting early helps vs when it creates cleanup. How does Vida decide something is safe to do unprompted? Congrats on the launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@david_marko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@david_marko<\/a>&nbsp;Thanks so much\u2014and I completely agree. <\/p>\n<\/p>\n<p>We actually think that\u2019s the hardest problem in proactive AI.<\/p>\n<\/p>\n<p>Our principle is that proactivity should reduce cognitive load, not create more of it\u2014and it should never interrupt your workflow just for the sake of being proactive.<\/p>\n<\/p>\n<p>So Vida starts with low-risk, high-confidence work\u2014things like organizing information, preparing drafts, or surfacing context\u2014while actions that could have meaningful consequences always require user confirmation.<\/p>\n<\/p>\n<p>Over time, as Vida learns your preferences and consistently earns your trust, it can become more proactive. We believe autonomy shouldn\u2019t be assumed\u2014it should be earned.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 with a launch! <\/p>\n<\/p>\n<p>Do you use any type of am agentic browser automation tools?<br \/>I mean, can Vida operate user&#8217;s browser on their behalf?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@valzubkov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@valzubkov<\/a>&nbsp;Thanks for the great question \uff01<\/p>\n<\/p>\n<p>Browser automation is one of the key directions we\u2019re actively building toward, but not fully available in Vida yet.<\/p>\n<\/p>\n<p>We\u2019ve open-sourced <strong>BrowserBC<\/strong>, which learns reusable agent skills from human browser trajectories\u2014essentially turning one recorded workflow into a generalized capability.<\/p>\n<\/p>\n<p>GitHub:<br \/><a href=\"https:\/\/github.com\/Einsia\/Browser-BC\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/Einsia\/Browser-BC<\/a><\/p>\n<\/p>\n<p>This is part of the foundation we\u2019re building for bringing more real-world execution abilities into Vida over time \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The \u201cClone yourself\u201d positioning makes a lot of sense. Everyone has repetitive work they\u2019d happily delegate.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jianing_li\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jianing_li<\/a>&nbsp;Exactly \ud83d\ude4c<\/p>\n<\/p>\n<p>That\u2019s exactly what we\u2019re trying to solve\u2014everyone has repetitive work they shouldn\u2019t have to do manually.<\/p>\n<\/p>\n<p>Glad the positioning resonates!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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\/USFAL64GSIK5C5\" class=\"app-title\">ChecklistFox<\/a><\/p>\n<div class=\"one-liner\">AI checklist maker for beautiful pdfs, free &#038; instant<\/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>ChecklistFox \u662f\u4e00\u4e2a\u901a\u8fc7AI\u63d0\u793a\u8bcd\u5373\u53ef\u514d\u8d39\u751f\u6210\u7cbe\u7f8ePDF\u6e05\u5355\u7684\u5de5\u5177\uff0c\u4e13\u4e3a\u5a5a\u793c\u3001\u671d\u89d0\u3001\u65b0\u751f\u513f\u7b49\u91cd\u5927\u751f\u6d3b\u4e8b\u4ef6\u573a\u666f\uff0c\u89e3\u51b3\u7528\u6237\u4ece\u96f6\u6563\u4fe1\u606f\u4e2d\u624b\u52a8\u6574\u7406\u6e05\u5355\u7684\u6df7\u4e71\u4e0e\u8017\u65f6\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\/3a9d42d1-5410-4bee-ba4b-d798b0576c91.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3b707059-473f-40f9-93b9-cbd5fbcf3d01.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/96e9ad42-7acd-41fb-9b10-6bf17a80ef14.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b631bd97-2838-421f-ba16-e3ef9c80635d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c18fc88a-d82d-4ab6-936c-6927135d30c1.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\/b94d3385-d4ed-4d92-8ece-02d0fd712426.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/4CF8VYZ6boQ\"><source src=\"https:\/\/youtu.be\/4CF8VYZ6boQ\" 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\">Design Tools<\/span><br \/>\n            <span class=\"tag\">Productivity<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u6e05\u5355\u751f\u6210<\/span><br \/>\n            <span class=\"tag\">PDF\u5bfc\u51fa<\/span><br \/>\n            <span class=\"tag\">\u751f\u6d3b\u4e8b\u4ef6\u89c4\u5212<\/span><br \/>\n            <span class=\"tag\">\u514d\u8d39\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u65e0\u767b\u5f55<\/span><br \/>\n            <span class=\"tag\">\u6a21\u677f\u5316\u8bbe\u8ba1<\/span><br \/>\n            <span class=\"tag\">\u5a5a\u793c\u6e05\u5355<\/span><br \/>\n            <span class=\"tag\">\u671d\u89d0\u6e05\u5355<\/span><br \/>\n            <span class=\"tag\">\u65b0\u751f\u513f\u6e05\u5355<\/span><br \/>\n            <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u89e3\u51b3\u771f\u5b9e\u75db\u70b9\uff0c\u4f46\u5173\u6ce8\u70b9\u96c6\u4e2d\u5728\uff1aAI\u751f\u6210\u6e05\u5355\u7684\u53ef\u7f16\u8f91\u6027\uff08\u5220\u9664\/\u91cd\u6392\u9879\u76ee\uff09\u3001\u4e3b\u9898\u504f\u597d\u4fdd\u5b58\u3001\u751f\u6210\u673a\u5236\u662fAI\u5b9a\u5236\u8fd8\u662f\u6a21\u677f\u5e93\u3001\u9690\u79c1\u4e0e\u6570\u636e\u6301\u4e45\u6027\uff08\u6d4f\u89c8\u5668\u5386\u53f2\u4f9d\u8d56\uff09\u3001\u4ee5\u53ca\u662f\u5426\u6536\u8d39\u3002\u5efa\u8bae\u5c06\u7528\u6237\u81ea\u53d1\u4f7f\u7528\u7684\u6848\u4f8b\uff08\u5982\u7b7e\u8bc1\u3001\u56fe\u4e66\u53d1\u5e03\uff09\u5c55\u793a\u5728\u9996\u9875\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                ChecklistFox\u7cbe\u51c6\u5207\u4e2d\u4e86\u4e00\u4e2a\u88ab\u5ffd\u89c6\u7684\u521a\u9700\u2014\u2014\u4e00\u6b21\u6027\u751f\u6d3b\u4e8b\u4ef6\u7684\u6e05\u5355\u5316\u3002\u5b83\u7684\u806a\u660e\u4e4b\u5904\u5728\u4e8e\u5f7b\u5e95\u653e\u5f03\u4e86\u201c\u5168\u6d41\u7a0b\u7ba1\u7406\u201d\u7684\u81c3\u80bf\u8def\u7ebf\uff0c\u7528\u201c\u8f93\u5165\u63d0\u793a-\u9009\u4e3b\u9898-\u4e0b\u8f7dPDF\u201d\u7684\u4e09\u6b65\u6781\u7b80\u95ed\u73af\uff0c\u76f4\u63a5\u56de\u5e94\u7528\u6237\u201c\u7528\u5b8c\u5373\u8d70\u201d\u7684\u771f\u5b9e\u5fc3\u7406\u3002\u8fd9\u79cd\u8bbe\u8ba1\u907f\u5f00\u4e86\u4e0eNotion\u3001Trello\u7b49\u5168\u80fd\u5de5\u5177\u7684\u6b63\u9762\u7ade\u4e89\uff0c\u4e5f\u7ed5\u5f00\u4e86\u8d26\u53f7\u4f53\u7cfb\u7684\u7559\u5b58\u9677\u9631\uff0c\u53cd\u800c\u83b7\u5f97\u4e86\u8d85\u9884\u671f\u7684\u4f7f\u7528\u573a\u666f\u6269\u5c55\uff08\u4ece\u5a5a\u793c\u5230\u7b7e\u8bc1\uff09\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4f46\u201c\u514d\u8d39\u4e14\u65e0\u767b\u5f55\u201d\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u5b83\u964d\u4f4e\u4e86\u83b7\u5ba2\u6469\u64e6\uff0c\u5374\u5728\u8bc4\u8bba\u4e2d\u5f15\u53d1\u4e86\u5bf9\u53ef\u6301\u7eed\u6027\u548c\u6570\u636e\u6301\u4e45\u6027\u7684\u8d28\u7591\u3002\u7528\u6237\u771f\u6b63\u9700\u8981\u7684\u4e0d\u662f\u6c38\u4e45\u6536\u85cf\uff0c\u800c\u662f\u201c\u751f\u6210\u540e\u53ef\u5fae\u8c03\u201d\uff08\u5982\u5220\u9664\u3001\u91cd\u6392\u5355\u9879\uff09\u7684\u7075\u6d3b\u6027\u4e0eAI\u5bf9\u7ec6\u5fae\u63d0\u793a\u5dee\u5f02\u7684\u654f\u611f\u5ea6\u3002\u5982\u679cAI\u6838\u5fc3\u53ea\u662f\u4ece\u9884\u8bbe\u5e93\u4e2d\u5339\u914d\u6a21\u677f\uff0c\u90a3\u4e48\u5b83\u672c\u8d28\u4e0a\u5c31\u662f\u4e00\u4e2a\u5e26\u6f02\u4eae\u5c01\u9762\u7684\u641c\u7d22\u5de5\u5177\uff0c\u7ade\u4e89\u529b\u4f1a\u5927\u6253\u6298\u6263\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u6b64\u5916\uff0c\u521b\u59cb\u4eba\u80cc\u666f\uff08\u4e3a\u59bb\u5b50\u89e3\u51b3\u5bb6\u5ead\u75db\u70b9\uff09\u503c\u5f97\u80af\u5b9a\uff0c\u4f46\u4e0e\u5927\u591a\u6570\u201c\u59bb\u5b50\u89e3\u51b3\u8bbe\u8ba1\u3001\u4e08\u592b\u89e3\u51b3\u6280\u672f\u201d\u7684\u9879\u76ee\u4e00\u6837\uff0c\u4ea7\u54c1\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u4e0d\u5728AI\u6216\u6a21\u677f\uff0c\u800c\u5728\u4e8e\u5bf9\u201c\u975e\u8f6f\u4ef6\u7528\u6237\u201d\u7684\u7ec6\u8282\u611f\u77e5\u2014\u2014\u6bd4\u5982\u5b57\u4f53\u5927\u5c0f\u662f\u5426\u9002\u5408\u8001\u4eba\u9605\u8bfb\u3001\u671d\u89d0\u6e05\u5355\u662f\u5426\u5206\u9636\u6bb5\u3001\u7b7e\u8bc1\u6e05\u5355\u662f\u5426\u6309\u56fd\u5bb6\u66f4\u65b0\u3002\u8fd9\u4e9b\u9700\u8981\u6301\u7eed\u6295\u5165\u975e\u6280\u672f\u4eba\u529b\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u603b\u4f53\u800c\u8a00\uff0cChecklistFox\u5728\u201c\u6700\u5c0f\u53ef\u7528\u54c1\u201d\u9636\u6bb5\u8868\u73b0\u4eae\u773c\uff0c\u4f46\u82e5\u4e0d\u5c3d\u5feb\u5f15\u5165\u7f16\u8f91\u7559\u5b58\u3001\u9ad8\u7ea7\u6a21\u677f\u6216\u573a\u666f\u5316\u5fae\u8c03\uff08\u5982\u652f\u4ed8\u4e00\u6b21\u8ba2\u9605\u89e3\u9501\u591a\u573a\u666f\uff09\uff0c\u5f88\u5bb9\u6613\u88abGPTs\u6216\u6a21\u677f\u7f51\u7ad9\u541e\u566c\u6d41\u91cf\u3002\u5b83\u7684\u672a\u6765\u4e0d\u5728\u529f\u80fd\u5806\u780c\uff0c\u800c\u5728\u5bf9\u201c\u4eba\u751f\u5173\u952e\u65f6\u523b\u201d\u7684\u6df1\u5ea6\u7406\u89e3\u4e0e\u8fed\u4ee3\u3002\n            <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n            <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n            <span class=\"toggle-arrow\">\u25bc<\/span>\n        <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n                    <span class=\"comment-author\">ChecklistFox<\/span>\n                <\/div>\n<div class=\"comment-content\">Type a prompt, get a beautiful planner. Choose a theme that feels like you, then download as a PDF. Built for weddings, hajj, new babies, big moves, and everything in between.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Liked that hajj prep was an example. Does it handle visa checklists ok too since those vary a lot by country. <\/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\">Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>I&#8217;m Usama, and I built ChecklistFox for my wife.<\/p>\n<p>It started from a real frustration in our own home. When we were preparing for an important trip, we were jumping between ten different websites, copy-pasting things into Google Docs, and still felt like we were missing something. It was chaos. And for moments that actually matter in life, it really shouldn&#8217;t be that hard.<\/p>\n<p>So we built ChecklistFox &#8211; type what you&#8217;re planning, get a beautiful checklist, download it as a PDF. That&#8217;s genuinely it.<\/p>\n<p>What surprised us after launching was how many people were using it for things we never even expected &#8211; baby showers, new job prep, visa applications, weekend trips with kids. People just want a simple, clean checklist they can actually use. Not a 3,000-word article.<\/p>\n<p>My wife handled a lot of the design and templates \u2014 she has a great eye for what actually feels useful and I focused on the build. It&#8217;s been a fun project to work on together.<\/p>\n<p>It&#8217;s completely free. No sign-up needed. You can go to checklistfox.com right now and have a checklist in 30 seconds.<\/p>\n<p>I&#8217;d love to hear what you think and tell me what template you wish existed. We read every comment. \ud83e\udd8a<\/p>\n<p>\u2014 Usama &amp; Tayyaba<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>3<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@usama_khalid\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@usama_khalid<\/a>&nbsp;Usama, congratulations on a successful PH launch<br \/>seems a great tool<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@usama_khalid\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@usama_khalid<\/a>&nbsp;Congratulations on the launch! Love the idea  &#8211;  we all need checklists for organizing a variety of personal and business applications. Would be cool to set up a profile so you can save your templates\/checklists.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@usama_khalid\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@usama_khalid<\/a>&nbsp;congrats on the launch \ud83d\ude80<\/p>\n<\/p>\n<p>I love products that come from solving a real problem at home. Those are often the ones that end up helping the most people.<\/p>\n<\/p>\n<p>I&#8217;m curious, what was the most unexpected checklist people started creating after launch that made you think, &#8220;We never saw that use case coming&#8221;?<\/p>\n<\/p>\n<p>Wishing you and your wife an amazing launch! \ud83c\udf89<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Free no signup sounds nice now, wonder if that changes once usage picks up.<\/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>&#8220;beautiful pdf&#8221; lol everyone says that, drop a sample link so we can see before typing our own. <\/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>Don&#8217;t need full editing, just let me delete an item before exporting. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@harper_cole\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harper_cole<\/a>&nbsp;you can do it v. easily. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>ppl already using this for stuff outside your 4 examples, put those on the homepage as ideas.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The type-a-prompt then pick-a-theme then export-PDF flow is what makes this feel usable for a one-off like a big move or a new baby, where I don&#8217;t want to learn a whole app for something I&#8217;ll use once. The thing I&#8217;d hit day one: after it generates the checklist, can I edit or reorder individual items and regenerate just one section before exporting, or is the PDF a fixed one-shot from the original prompt?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on launching! How does the checklist generation work: AI-driven from free text, or template-based?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Curious about how flexible the prompts are, can I really get a planner for something super niche like a visa renewal or a book launch, or is it better suited for the bigger life events you mention?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does the AI tailor the checklist items based on the prompt or is it pulling from a fixed library of templates behind the scenes?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does the AI remember my style preferences across different checklists, or do I have to pick a theme from scratch every single time I generate one?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does the AI keep my prompt private, and can I edit the checklist after it generates or am I locked into whatever it spits out first?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey, congrats on the launch. Curious which LLM you&#8217;re using behind the scenes?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>One question: how much does adding detail to the prompt change the list? Does &#8220;weekend trip to the mountains with a toddler&#8221; get me a meaningfully different checklist than just &#8220;weekend trip&#8221;?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Hey Usama &amp; Tayyaba! Just tried ChecklistFox &#8211; it is working really great! Does it save history of my checklist in browser? I mean, if I will clear the browser history &#8211; would my checklist gone forever?<br \/>It is so interesting, based on user experience did you defined your key users and how do you see the future of it? Are you planning to add some paid options or some extended functionality?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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><a href=\"https:\/\/www.producthunt.com\/@usama_khalid\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"usama_khalid\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@usama_khalid<\/a> Kudos! Right use if AI. Easy to use and i liked the output too. I asked for a trip plan and it generated a itenary and categorized by relevant sections. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Congratulations <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#3<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/7L2MEW5KWZWUUC\" class=\"app-title\">PhoneDeck<\/a><\/p>\n<div class=\"one-liner\"> Turn your iPhone into a free Mac controller<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">219<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>PhoneDeck\u5c06iPhone\u53d8\u8eab\u514d\u8d39Mac\u89e6\u63a7\u526f\u5c4f\uff0c\u7701\u53bb\u9ad8\u4ef7\u786c\u4ef6\uff0c\u8ba9\u7528\u6237\u76f4\u63a5\u5728\u624b\u673a\u4e0a\u5b9e\u73b0\u5a92\u4f53\u63a7\u5236\u3001\u5e94\u7528\u542f\u52a8\u3001\u81ea\u5b9a\u4e49\u5feb\u6377\u952e\u7b49\u64cd\u4f5c\uff0c\u89e3\u51b3\u4e13\u4e1a\u7528\u6237\u4e0d\u613f\u4e3aStreamDeck\u4ed8\u8d39\u4f46\u53c8\u6025\u9700\u591a\u4efb\u52a1\u63a7\u5236\u5668\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\/48c009f4-e45f-4734-932b-3ff2631ea580.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1f238810-e70d-447e-8641-8d8541594934.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/926c5d5a-9cd9-4ea4-9288-6a0afb11f0b2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2886e106-3509-4f0f-a686-4db9456afe27.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b6b0ad89-20fb-46ff-86e4-5a6a7341d234.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9e9bcaca-5b28-4451-9e82-18434c59db5b.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\">iOS<\/span><br \/>\n            <span class=\"tag\">Mac<\/span><br \/>\n            <span class=\"tag\">Productivity<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">iPhone\u63a7\u5236\u5668<\/span><br \/>\n            <span class=\"tag\">Mac\u8f85\u52a9\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">StreamDeck\u66ff\u4ee3<\/span><br \/>\n            <span class=\"tag\">\u5a92\u4f53\u63a7\u5236<\/span><br \/>\n            <span class=\"tag\">\u5e94\u7528\u542f\u52a8\u5668<\/span><br \/>\n            <span class=\"tag\">\u514d\u8d39\u8f6f\u4ef6<\/span><br \/>\n            <span class=\"tag\">\u672c\u5730\u8fde\u63a5<\/span><br \/>\n            <span class=\"tag\">\u81ea\u5b9a\u4e49\u5feb\u6377\u952e<\/span><br \/>\n            <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u89e6\u63a7\u5c4f\u526f\u5c4f<\/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\u6700\u5173\u6ce8\u8fde\u63a5\u65b9\u5f0f\uff08WiFi\/\u84dd\u7259\/\u8de8\u7f51\u6bb5\u7a33\u5b9a\u6027\uff09\u3001\u514d\u8d39\u6a21\u5f0f\u53ef\u6301\u7eed\u6027\uff08\u62c5\u5fc3\u540e\u671f\u6536\u8d39\uff09\u3001\u4e0eKeyboard Maestro\u7b49\u4e13\u4e1a\u5de5\u5177\u5b9a\u4f4d\u5dee\u5f02\u3002\u5b9e\u6d4b\u53cd\u9988\u5a92\u4f53\u63a7\u5236\u54cd\u5e94\u5feb\u3001\u8bbe\u7f6e\u7b80\u5355\uff0c\u4f46\u8de8\u63a5\u53e3\u573a\u666f\uff08\u624b\u673aWiFi + Mac\u6709\u7ebf\uff09\u6613\u51fa\u73b0\u672c\u5730\u7f51\u7edc\u53d1\u73b0\u6545\u969c\uff0c\u5efa\u8bae\u5f00\u53d1\u8005\u660e\u786e\u8fde\u63a5\u94fe\u8def\u662f\u5426\u8d70\u4e91\u7aef\u4e2d\u7ee7\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                PhoneDeck\u7684\u4ef7\u503c\u4e0d\u5728\u6280\u672f\u58c1\u5792\uff0c\u800c\u5728\u5bf9\u201c\u786c\u4ef6\u6ea2\u4ef7\u201d\u7684\u7cbe\u51c6\u89e3\u6784\u3002\u5f53\u4e00\u4e2a\u72ec\u7acb\u5f00\u53d1\u8005\u80fd\u75287\u5929\u590d\u73b0\u4e3b\u6d41\u786c\u4ef6\u6838\u5fc3\u529f\u80fd\u65f6\uff0c\u6070\u6070\u66b4\u9732\u4e86StreamDeck\u8fd9\u7c7b\u4ea7\u54c1\u7684\u9ad8\u5229\u6da6\u672c\u8d28\u3002\u4f46\u51b7\u9759\u770b\uff0c\u5b83\u7684\u8106\u5f31\u6027\u540c\u6837\u660e\u663e\uff1a\u4f9d\u8d56iPhone\u5c4f\u5e55\u610f\u5473\u7740\u7528\u6237\u5fc5\u987b\u727a\u7272\u4e00\u5757\u624b\u673a\u7684\u72ec\u7acb\u6027\uff1b\u201c\u65e0\u8ba2\u9605\u201d\u6a21\u5f0f\u5bf9\u4e2a\u4eba\u5f00\u53d1\u8005\u800c\u8a00\u66f4\u50cf\u60c5\u611f\u6295\u8d44\u800c\u975e\u5546\u4e1a\u6a21\u578b\u2014\u2014\u8bc4\u8bba\u533a\u90a3\u53e5\u771f\u8bda\u7684\u201chow to keep free\u201d\u76f4\u6307\u547d\u95e8\uff0c\u4e00\u65e6\u7528\u6237\u89c4\u6a21\u8d85\u8fc7\u670d\u52a1\u5668\u627f\u8f7d\u529b\uff0c\u8981\u4e48\u52a0\u670d\u52a1\u5668\u6210\u672c\u88ab\u8feb\u4ed8\u8d39\uff0c\u8981\u4e48\u529f\u80fd\u539f\u5730\u8e0f\u6b65\u3002\u53e6\u5916\uff0c\u8bc4\u6d4b\u4e2d\u5df2\u66b4\u9732\u7684\u8de8\u7f51\u7edc\u63a5\u53e3\u3001OBS\u5b9e\u65f6\u6027\u3001\u811a\u672c\u6df1\u5ea6\u7b49\u7ec6\u8282\uff0c\u8bf4\u660e\u5b83\u5728\u4e13\u4e1a\u573a\u666f\uff08\u76f4\u64ad\u63a8\u6d41\u3001\u590d\u6742\u81ea\u52a8\u5316\uff09\u53ea\u80fd\u505a\u201c\u5c1d\u9c9c\u5165\u53e3\u201d\uff0c\u8fdc\u672a\u5230\u66ff\u4ee3Keyboard Maestro\u6216\u786c\u4ef6StreamDeck\u7684\u5c42\u6b21\u3002\u5b83\u7684\u771f\u6b63\u58c1\u5792\u5728\u4e8e\u201c\u96f6\u6469\u64e6\u201d\uff1a\u65e0\u9700\u989d\u5916\u786c\u4ef6\u3001\u65e0\u9700\u8d26\u6237\u6ce8\u518c\u3001\u4e0b\u8f7d\u5373\u7528\u2014\u2014\u8fd9\u79cd\u6781\u7b80\u4e3b\u4e49\u624d\u662f\u72ec\u7acb\u5f00\u53d1\u8005\u6297\u8861\u5927\u5382\u7684\u5200\u950b\u3002\u5efa\u8bae\u56e2\u961f\u8d81\u53e3\u7891\u7a97\u53e3\u671f\uff1a\u4f18\u5148\u901a\u8fc7\u672c\u5730USB\u6216WebSocket\u9501\u5b9a\u4f4e\u5ef6\u8fdf\u8fde\u63a5\uff0c\u660e\u786e\u4e0d\u4f9d\u8d56\u4e91\u7aef\u4e2d\u7ee7\uff1b\u9488\u5bf9\u76f4\u64ad\/\u7f16\u7801\u573a\u666f\u51fa\u4e13\u9879\u4f18\u5316\uff1b\u518d\u628a\u201c\u514d\u8d39\u201d\u53d8\u6210\u201c\u57fa\u7840\u529f\u80fd\u514d\u8d39+\u9ad8\u7ea7\u811a\u672c\/\u4e91\u5907\u4efd\u201d\u7684\u900f\u660e\u5206\u7ea7\uff0c\u907f\u514d\u6b7b\u5728\u4e00\u8154\u70ed\u8840\u4e0a\u3002\u6bd5\u7adf\uff0c\u7528\u6237\u9700\u8981\u7684\u4e0d\u662f\u4e00\u4e2a\u201c7\u5929\u80fd\u505a\u7684\u73a9\u5177\u201d\uff0c\u800c\u662f\u4e00\u4e2a\u201c\u80fd\u6301\u7eed\u75287\u5e74\u7684\u5de5\u5177\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\">PhoneDeck<\/span>\n                <\/div>\n<div class=\"comment-content\">You already own a StreamDeck. It&#8217;s your iPhone. PhoneDeck turns your iPhone into a fully customizable Mac controller, media controls, app launcher, custom buttons, all on your phone&#8217;s screen. No hardware. No subscription. Free. Built by a solo developer in 7 days because I needed it myself. Works out of the box. No setup headaches. Download Now: Phonedeck.io<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Genuinely curious how you&#8217;re keeping this free long term. Solo dev, no subscription&#8230; is the plan to monetize some other way later, or is this just a passion project you&#8217;re fine running at a loss on? <\/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\/@zoe_sullivan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zoe_sullivan<\/a>&nbsp;same question too &#8211; solo dev, no subs. What&#8217;s your plan 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\">Hey Product Hunt! \ud83d\udc4b I&#8217;m Vansh, the solo dev behind PhoneDeck.<\/p>\n<p>I built this in 7 days because I wanted a StreamDeck but couldn&#8217;t justify the price then realized my iPhone was sitting right there.<\/p>\n<p>It&#8217;s completely free. No subscription, no catch. Just download and go.<\/p>\n<p>Would love to hear what features you want next &#8230;. I&#8217;m actively building based on user feedback. AMA!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>4<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does the connection actually work, WiFi only or Bluetooth too? Latency matters a lot for media controls or trigger buttons during a screen share. <\/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>Compared to Bezel which is about mirroring your iPhone onto your Mac, PhoneDeck sounds like it&#8217;s going the other direction, using the phone as the input device rather than the display. Cool that both approaches exist for people who want different things out of that phone Mac link. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>2<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is real prob, wanting a StreamDeck but not wanting to drop the money on hardware. Using a device people already own instead of adding more gear is the right instinct. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>2<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The obvious trade off vs a dedicated StreamDeck is that your phone&#8217;s now tied up as a controller instead of free for other stuff, and you need somewhere to prop it. Not a dealbreaker but worth weighing against the &#8220;free&#8221; part. <\/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>Free with no subscription is rare in this space. Respect. <\/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>&#8220;No setup headaches&#8221; is the part that will make this or break this for me. Every Mac controller app I&#8217;ve tried needs some combo of permissions or network config that breaks the first time your router restarts. If it actually just works out the box that&#8217;s worth the download by itself.  <\/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>Dune&#8217;s already doing context aware Mac automation and Keyboard Maestro&#8217;s the heavy weight for scripting workflows. What&#8217;s PhoneDeck&#8217;s actual lane here. Is it meant to be the simpler, more casual layer on top or a real alternative to those? <\/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>Used it for a few minutes and the media controls on my iPhone for my Mac just work instantly, no fiddling. Nice touch that it&#8217;s free with no account needed.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Downloading this now to test with OBS during my next stream setup. Will report back on whether the media controls actually replace my physical deck or just handle the basics.  <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Finally, a decent alternative to a Stream Deck that doesn&#8217;t cost a fortune. Turned my old iPhone into a Mac controller in a few minutes. No subscription, no extra hardware cluttering my desk. Setup was painless \u2013 just install the app on both devices and it works. Some rough edges (it was built in 7 days after all), but for a free tool, it&#8217;s surprisingly useful. The developer gets it \u2013 we don&#8217;t need more paid junk in this space.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 &#8216;no setup headaches&#8217; bit is the hard part \u2014 iphone\u2194mac local control usually dies on the ios local-network prompt + bonjour discovery when the phone&#8217;s on wifi and the mac&#8217;s on ethernet. that cross-interface case is where these quietly break.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Reusing the phone I already own instead of buying a StreamDeck is the right insight, and shipping it free in 7 days because you needed it yourself is the kind of small utility I like. Before I map custom buttons to shortcuts, the thing I&#8217;d want to know is how the phone actually talks to the Mac: is it a direct local connection over the LAN (or USB), or does it route through a cloud relay? For a controller I&#8217;d much rather it stay on-device with nothing leaving my network.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Took it for a quick spin and the media controls showed up on my phone almost instantly, no fiddling with settings. Nice that it&#8217;s free 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=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love this idea, turning a phone you already own into a free StreamDeck is such a clever way to solve a problem without selling people more hardware.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Oh wow, I stepped into a completely different universe! I&#8217;m a huge fan of Apple products and the seamless connection between Mac, iPhone and iPad &#8211; but I can&#8217;t quite figure out the benefit of controlling your Mac from your iPhone. Maybe because I&#8217;m a designer, not a developer?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>That&#8217;s clever. Do you plan to support app-specific button profiles, or is it always global?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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><a href=\"https:\/\/www.producthunt.com\/@vanshmparihar\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"vanshmparihar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vanshmparihar<\/a> Kudos !! Works like a charm, even on a iPad. Saves money on a Elgato. I agree with some of the comments, you need to charge it as this an app in need. <br \/>Requests &#8211; Scale to ipad ratio, Have 3 default configs &#8211; AI &#8211; Design &#8211; Music etc. free on iphone but Charge for custom setups, like 3&#215;4 grids or iphone etc. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<\/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\/S6W2K3J2ADWUN2\" class=\"app-title\">CentryAI<\/a><\/p>\n<div class=\"one-liner\">Subscription tracker built by someone who forgot 11 of them<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">190<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>CentryAI\u901a\u8fc7\u626b\u63cfGmail\u6216iCloud\u6536\u4ef6\u7bb1\u6765\u81ea\u52a8\u8bc6\u522b\u5e76\u5206\u6790\u7528\u6237\u7684\u8ba2\u9605\u670d\u52a1\uff0c\u7528\u201c\u50f5\u5c38\u8bc4\u5206\u201d\u627e\u51fa\u4e0d\u5e38\u7528\u7684\u9879\u76ee\uff0c\u5e76\u4e00\u952e\u5b9a\u4f4d\u53d6\u6d88\u9875\u9762\uff0c\u4e13\u6cbb\u90a3\u4e9b\u56e0\u9057\u5fd8\u800c\u6301\u7eed\u6263\u8d39\u7684\u9690\u5f62\u8ba2\u9605\u8d26\u5355\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\/77a1902e-7d0a-415d-ba13-4b02344dfb01.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ba9727ee-4e62-4b25-aea4-2ddd0b5f0acb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1b678532-64ae-42ca-a944-39b142aa7cfd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/abcb1cf1-d3b8-41b2-aee8-394ed95e20fa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d4f8ea73-9ec3-4e53-81e3-cfea3d001583.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f9897e4f-3d0a-45e2-86ff-ccba41c55672.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Productivity<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n            <span class=\"tag\">Personal Finance<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u8ba2\u9605\u8ffd\u8e2a<\/span><br \/>\n            <span class=\"tag\">\u8d22\u52a1\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">ADHD\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u6536\u4ef6\u7bb1\u626b\u63cf<\/span><br \/>\n            <span class=\"tag\">\u53d6\u6d88\u8ba2\u9605<\/span><br \/>\n            <span class=\"tag\">Gmail\u96c6\u6210<\/span><br \/>\n            <span class=\"tag\">iCloud\u96c6\u6210<\/span><br \/>\n            <span class=\"tag\">\u8d26\u5355\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">\u9632\u9057\u5fd8<\/span><br \/>\n            <span class=\"tag\">\u6d88\u8d39\u8005\u4fdd\u62a4<\/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\u5173\u6ce8\u9690\u79c1\uff08\u90ae\u4ef6\u89e3\u6790\u5728\u670d\u52a1\u7aef\u8fd0\u884c\u4f46\u7acb\u5373\u4e22\u5f03\uff0c\u4e14\u4e3a\u4e00\u6b21\u6027\u626b\u63cf\uff0c\u53ef\u968f\u65f6\u64a4\u9500\u6743\u9650\uff09\u548c\u53d6\u6d88\u529f\u80fd\u7684\u53ef\u9760\u6027\uff08\u91c7\u7528\u201c\u4eba\u5de5\u5e93+\u5b9e\u65f6\u641c\u7d22+\u793e\u533a\u53cd\u9988\u201d\u6df7\u5408\u673a\u5236\u9632\u94fe\u63a5\u5931\u6548\uff09\u3002\u6709\u7528\u6237\u6307\u51fa\u201c\u50f5\u5c38\u8bc4\u5206\u201d\u5bf9VPN\u7b49\u9690\u6027\u5fc5\u9700\u54c1\u7684\u8bef\u5224\uff0c\u9700\u6539\u8fdb\u8bc4\u5206\u6a21\u578b\u3002\u5bf9\u5f00\u53d1\u8005\u672c\u4eba\u7684ADHD\u7ecf\u5386\u8868\u793a\u5171\u9e23\uff0c\u8ba4\u4e3a\u4ea7\u54c1\u6bd4\u901a\u7528\u5de5\u5177\u66f4\u53ef\u4fe1\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                CentryAI\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u88ab\u5ffd\u89c6\u4e14\u6781\u5176\u201c\u75bc\u75db\u201d\u7684\u573a\u666f\u2014\u2014\u8ba2\u9605\u9057\u5fd8\u75c7\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u201c\u7ba1\u7406\u8ba2\u9605\u201d\uff0c\u800c\u662f\u201c\u627e\u56de\u5fd8\u8bb0\u7684\u8ba2\u9605\u201d\uff0c\u8fd9\u4e0e\u5e02\u9762\u4e0a\u90a3\u4e9b\u9700\u8981\u624b\u52a8\u8f93\u5165\u6216\u94fe\u63a5\u94f6\u884c\u8d26\u6237\u7684\u8bb0\u8d26\u7c7b\u5de5\u5177\u6709\u672c\u8d28\u533a\u522b\u3002\u901a\u8fc7\u626b\u63cf\u51e0\u4e4e\u6240\u6709\u6570\u5b57\u7528\u6237\u90fd\u62e5\u6709\u7684\u201c\u8d26\u5355\u6570\u5b57\u6c34\u5370\u201d\u2014\u2014\u6536\u4ef6\u7bb1\uff0c\u5b83\u89e3\u51b3\u4e86\u4fe1\u606f\u83b7\u53d6\u7684\u6700\u540e\u4e00\u4e2a\u96be\u9898\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ece\u7528\u6237\u53cd\u9988\u770b\uff0c\u5176\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u662f\u201c\u53d6\u6d88\u96be\u201d\u7684\u7834\u89e3\u3002\u53d6\u6d88\u94fe\u63a5\u5e38\u88ab\u5927\u516c\u53f8\u6545\u610f\u9690\u85cf\u548c\u53d8\u52a8\uff0cCentryAI\u7528\u201c\u4e09\u5c42\u6b66\u5668\u201d\uff08\u4eba\u5de5\u7ef4\u62a4+\u5b9e\u65f6\u641c\u7d22+\u793e\u533a\u53cd\u9988\uff09\u6765\u5bf9\u6297\u8fd9\u79cd\u201c\u9ed1\u6697\u6a21\u5f0f\u201d\uff0c\u8fd9\u6bd4\u5355\u7eaf\u7684\u8d26\u5355\u53d1\u73b0\u66f4\u6709\u6d88\u8d39\u8005\u4fdd\u62a4\u610f\u4e49\uff0c\u4e5f\u66f4\u96be\u88ab\u7ade\u4e89\u5bf9\u624b\u590d\u5236\u3002\u5f00\u53d1\u8005\u7684ADHD\u80cc\u666f\u4e3a\u5176\u8d4b\u4e88\u4e86\u6781\u5f3a\u7684\u4ea7\u54c1\u540c\u7406\u5fc3\uff0c\u5e76\u4f53\u73b0\u5728\u5bf9\u9690\u79c1\u7684\u201c\u504f\u6267\u201d\u5904\u7406\u4e0a\uff08CASA Tier 2\u8ba4\u8bc1\u3001\u6570\u636e\u4e0d\u843d\u5730\u3001\u4e00\u6b21\u6027\u626b\u63cf\uff09\uff0c\u8fd9\u662f\u8d62\u5f97\u7528\u6237\u4fe1\u4efb\u7684\u5173\u952e\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4f46\u4ea7\u54c1\u5e76\u975e\u65e0\u61c8\u53ef\u51fb\u3002\u8bc4\u8bba\u4e2d\u6307\u51fa\u7684\u201c\u50f5\u5c38\u8bc4\u5206\u201d\u5bf9VPN\u3001\u57df\u540d\u7b49\u88ab\u52a8\u578b\u670d\u52a1\u7684\u8bef\u5224\uff0c\u66b4\u9732\u4e86\u5f53\u524d\u7b97\u6cd5\u7684\u7c97\u7cd9\u3002\u6b64\u5916\uff0c\u5b98\u7f51\u672a\u63d0\u4f9b\u6f14\u793a\u89c6\u9891\u3001\u9700\u8981\u518d\u4ed8\u4e00\u4e2a\u8ba2\u9605\u8d39\u6765\u7ba1\u7406\u8ba2\u9605\u7684\u201c\u53cd\u8bbd\u201d\u5546\u4e1a\u903b\u8f91\uff0c\u90fd\u53ef\u80fd\u6210\u4e3a\u7528\u6237\u8f6c\u5316\u548c\u53e3\u7891\u4f20\u64ad\u7684\u963b\u788d\u3002\u82e5\u80fd\u6301\u7eed\u8fed\u4ee3\u8bc4\u5206\u6a21\u578b\uff0c\u5e76\u601d\u8003\u5982\u4f55\u5728\u4e0d\u589e\u52a0\u7528\u6237\u65b0\u8ba2\u9605\u7684\u524d\u63d0\u4e0b\u5b9e\u73b0\u53d8\u73b0\uff08\u5982\u6309\u201c\u6bcf\u6b21\u6210\u529f\u53d6\u6d88\u201d\u6536\u8d39\uff09\uff0c\u5176\u5e02\u573a\u6f5c\u529b\u4f1a\u66f4\u5927\u3002\u603b\u7684\u6765\u8bf4\uff0c\u8fd9\u662f\u4e00\u6b3e\u201c\u75db\u5f97\u771f\u5b9e\uff0c\u89e3\u51b3\u5f97\u806a\u660e\u201d\u7684\u5b9e\u7528\u5de5\u5177\uff0c\u4f46\u79bb\u5b8c\u7f8e\u7684\u5546\u4e1a\u95ed\u73af\u8fd8\u6709\u4e00\u6b65\u4e4b\u9065\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\">CentryAI<\/span>\n                <\/div>\n<div class=\"comment-content\">I built CentryAI because I have ADHD and was paying for 11 subscriptions I hadn&#8217;t used in months. Most trackers make you enter everything manually \u2014 that doesn&#8217;t work if you&#8217;ve forgotten what you&#8217;re paying for. CentryAI scans your Gmail or iCloud, finds every recurring charge, and scores which ones you&#8217;re not using. The real pain is cancelling. CentryAI&#8217;s Cancel Finder locates the exact cancellation page in one tap. No bank linking. Emails are never stored. Available in 18 languages.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH! I&#8217;m Emre, and I have ADHD.<br \/>\nA couple of years ago I realized I was paying for 11 subscriptions I wasn&#8217;t using. Not because I&#8217;m careless \u2014 because &#8220;out of sight, out of mind&#8221; is real when you have ADHD. I couldn&#8217;t find an app that actually solved this, so I built one.<br \/>\nCentryAI scans your inbox (Gmail or iCloud), detects every recurring subscription, scores which ones you&#8217;re not using, and helps you cancel with one tap. No bank linking. Your emails are never stored.<br \/>\nWould love your honest feedback \u2014 especially from fellow ADHD folks who&#8217;ve been burned by forgotten free trials. Happy to answer anything!<\/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\/@yilmazemre\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yilmazemre<\/a>&nbsp;Eleven forgotten subscriptions is the kind of origin story you can&#8217;t fake, and it&#8217;s exactly why I&#8217;d trust a tracker like this over the generic ones \u2014 you built it because the pain was yours. <\/p>\n<p>Quick thing I spotted: your launch went up without a demo video, and a short one really does help people get it in ten seconds. So<strong> I made you one, free and yours to keep: <\/strong><a href=\"https:\/\/www.youtube.com\/watch?v=S6-hxU3J6QQ\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>https:\/\/www.youtube.com\/watch?v=S6-hxU3J6QQ<\/strong><\/a><strong> <\/strong>\u2014 it&#8217;s whitelabel, branded only to CentryAI, no strings. <\/p>\n<p><strong>Your launch is still editable, so you can drop it straight into your gallery right now.<\/strong> Made it with <a href=\"https:\/\/foxplug.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/foxplug.com<\/a>. Rooting for you today \u2014 go get that spot.<\/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\/@yilmazemre\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yilmazemre<\/a>&nbsp;good work man!! all the best.. will look into it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the great launch! Like the skipping bank linking! Receipt emails carry the service name and renewal date while bank statements give you &#8220;PAYPAL *XYZ 9.99&#8221;. Question on Cancel Finder. Cancellation pages get moved and buried on purpose, static index might rot fast etc. Is it a curated list, scraped on a schedule, or resolved live at tap time?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@artstavenka1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@artstavenka1<\/a>&nbsp;Sharp question \u2014 link rot is exactly the failure mode we designed around. It&#8217;s a hybrid, in three layers:<\/p>\n<\/p>\n<p> 1. A curated base for well-known services \u2014 fastest path, reviewed URLs.<\/p>\n<p> 2. Live resolution at tap time for services we don&#8217;t know yet \u2014 we search for the current cancellation page on demand, validate it, and only then open it (no blind redirects).<\/p>\n<p> 3. Community feedback as the rot detector: after a cancel attempt the app asks &#8220;did this page work?&#8221; \u2014 downvoted URLs get invalidated and re-resolved, upvoted ones get promoted for the next user.<\/p>\n<\/p>\n<p> So a page that moved last week gets healed by the first person who hits the dead end \u2014 everyone after them lands on the fresh URL. And you nailed the receipt-vs-statement point: &#8220;PAYPAL *XYZ 9.99&#8221; tells you nothing; the receipt email has the name, the price AND the renewal date.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 inbox-scan then detect-recurring-charges then score-what-you-don&#8217;t-use flow is the useful core, but connecting Gmail\/iCloud is also the part I&#8217;d want to understand before granting access: does the email parsing run on-device, or does my mail get sent to a server to find the charges? And is it a one-time scan I can revoke, or a live connection that keeps reading new mail? For a utility like this, where the parsing actually runs is basically the whole trust decision.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@hi_i_am_mimo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hi_i_am_mimo<\/a>&nbsp;Great question \u2014 where the parsing runs is exactly the right thing to ask before granting access. Full transparency:<\/p>\n<\/p>\n<p>The parsing runs server-side, not on-device \u2014 but your emails are processed in memory and never stored. The only thing that gets saved is what you confirm: service name, price, renewal date. Not the emails themselves, not even snippets.<\/p>\n<\/p>\n<p>It&#8217;s a one-time scan per tap, not a live connection. Access is read-only, the scan runs only when you press the button, and we don&#8217;t hold tokens that would let us read your mail in the background. You can revoke access anytime from your Google Account \u2192 Security \u2192 Third-party apps.<\/p>\n<\/p>\n<p>On the trust side: CentryAI is a Google-verified app \u2014 to keep Gmail access we went through CASA Tier 2, an independent security assessment Google requires for apps touching Gmail (penetration testing, code scanning, the works). We passed it this year and it&#8217;s re-validated annually. iCloud works differently: an app-specific password that lives only in your device&#8217;s Keychain and is wiped on sign-out.<\/p>\n<\/p>\n<p>Happy to go deeper on any part of this \u2014 it&#8217;s the piece of the app I&#8217;m most opinionated 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>Thankfully, I do not have many subscriptions (only Claude and Twitter Premium), but this is certainly helpful for someone who has more than 5, because then you are getting lost \ud83d\ude00<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>You&#8217;re right <a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a>&nbsp;This tool may not help you and me, but this helps who have more than 5+ subs. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a>&nbsp;Claude + Twitter Premium only? That&#8217;s the most disciplined subscription stack I&#8217;ve seen all week \u2014 respect \ud83d\ude04 The danger zone really does start around #5: that&#8217;s when &#8220;wait, WHAT am I paying for?&#8221; kicks in. 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>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 literally just canceled my Leetcode sub after months of blind pay \ud83d\ude24<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>So it wants me to pay a subscription to manage my subscriptions?? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice \u2014 the &#8220;find the cancel page in one tap&#8221; piece is the part that actually matters.<br \/>A lot of those forgotten subscriptions aren&#8217;t just forgotten, they&#8217;re <em>engineered<\/em> to be: negative-option billing, a cancel flow buried three menus deep, the &#8220;are you sure?&#8221; guilt screen. <br \/>The FTC&#8217;s whole click-to-cancel push exists because companies bank on that friction. Anything that collapses cancellation back to one tap is doing real consumer-protection work. Curious whether you flag the free trials that auto-convert <em>before<\/em> the first charge lands \u2014 that&#8217;s where most people actually get caught.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@peterdigitalis\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peterdigitalis<\/a>&nbsp;Exactly right \u2014 the friction is the business model for a lot of these companies. Negative-option billing, the three-menu-deep cancel flow, the guilt screen asking if you&#8217;re really sure \u2014 none of that is accidental UX. It&#8217;s revenue retention by design.<\/p>\n<p>That&#8217;s precisely what Cancel Finder is built to cut through. One tap, straight to the cancel page, no detours.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 Gmail scan worked surprisingly fast and actually caught a couple of subscriptions I had completely forgotten about, including one I had no idea how to cancel until the one tap option found the page for me. Solid for anyone who loses track of recurring charges.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@gocemennur76590\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gocemennur76590<\/a>&nbsp;This is exactly the scenario CentryAI was built for \u2014 the subscription you forgot existed, cancelled by a service you didn&#8217;t know how to find. That&#8217;s the full loop working.<\/p>\n<\/p>\n<p>Curious: what was the subscription? Always interesting to hear which ones actually catch people off guard.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 seems especially useful for anyone who&#8217;s signed up for dozens of AI tools over the past year \ud83d\ude04. The Cancel Finder alone could save a lot of time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sonali_nayak2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sonali_nayak2<\/a>&nbsp;The timing is not lost on us \u2014 the past 18 months created an entire new subscription category: AI tools you signed up for during a demo, forgot about, and are still paying for monthly.<\/p>\n<p>CentryAI was actually built in a pile of those. Irony fully acknowledged.<\/p>\n<\/p>\n<p>Cancel Finder especially earns its keep here \u2014 AI companies are not known for making cancellation obvious.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Ironically, you need one more subscription to track your other subscriptions. Lifetime plan?<\/p>\n<p>Anyway, I like the idea.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@onikienko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@onikienko<\/a>&nbsp;Ha \u2014 fair point, and we&#8217;ve heard that one before.<\/p>\n<p>The counter: one $7.99\/mo subscription that finds and cancels the ones bleeding you quietly tends to pay for itself pretty fast. The average user recovers $40\u201360\/month in forgotten charges. The math usually works out.<\/p>\n<p>On lifetime \u2014 not right now. Subscription businesses need recurring revenue to stay alive (ironic, yes). A one-time payment model means the incentive to keep improving the product disappears the moment you pay. We&#8217;d rather earn the monthly fee.<\/p>\n<\/p>\n<p>Glad the idea landed though.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 zombie score is a nice touch. I imagine it&#8217;s tricky though, because not every subscription is meant to be used regularly. A VPN, domain renewal, or cloud backup might look &#8220;dead&#8221; even when it&#8217;s doing its job. How do you handle those cases? Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>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\/@jared_salois\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jared_salois<\/a>&nbsp;Sharp observation \u2014 and honestly, you&#8217;ve identified a real limitation.<\/p>\n<p>The zombie score doesn&#8217;t currently distinguish between subscription types. A VPN or cloud backup that&#8217;s quietly doing its job will score similarly to a streaming service you haven&#8217;t opened in months \u2014 both look &#8220;silent&#8221; to the algorithm.<\/p>\n<\/p>\n<p>What we do instead: the score is a flag, not a verdict. It surfaces subscriptions worth a second look, but the final call is yours. A high zombie score on your domain renewal is a prompt to confirm it&#8217;s still intentional \u2014 not an instruction to cancel it.<\/p>\n<\/p>\n<p>Differentiating passive infrastructure from active services is the next meaningful refinement for the scoring model. You&#8217;re not the first to point at this gap, which tells us it belongs on the roadmap sooner rather than later.<\/p>\n<\/p>\n<p>Thanks \u2014 and congrats on the sharp eye.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 this.. i have been something like this exist.. curious how did you gett he signals for user? integrate with bank\/financials?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@rnagulapalle\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rnagulapalle<\/a>&nbsp;No bank or financial integration at all \u2014 that&#8217;s actually a core design decision.<\/p>\n<p>CentryAI scans your Gmail or iCloud inbox for subscription receipts and billing confirmation emails. Every subscription leaves a paper trail in your inbox: trial start, first charge, renewal. We read those signals, extract the subscription details, and the raw email content is discarded immediately after \u2014 never stored.<\/p>\n<p>The bank-linking route gives you transaction data but requires handing over financial credentials. Email gives us the same subscription signals with a much smaller trust ask. Read-only Gmail access vs. your bank login \u2014 for most people that&#8217;s an easy call.<\/p>\n<p>Glad it resonated \u2014 hope it saves you some zombie subscriptions. \ud83e\udddf<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>No bank linking is the right call here. How does the Gmail scan work under the hood &#8211; parsed locally, or sent through a server and discarded right after? People get understandably nervous about anything reading their inbox.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Great question <a href=\"https:\/\/www.producthunt.com\/@christian_knaut\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@christian_knaut<\/a>, and totally fair to ask \u2014 inbox access deserves a straight answer.<\/p>\n<p>The scan runs through a Cloud Function on servers, not locally on-device. Here&#8217;s exactly what happens:<\/p>\n<\/p>\n<p> 1. You authorize read-only Gmail access via Google&#8217;s OAuth (we only request gmail.readonly \u2014 no send, no delete, no compose)<\/p>\n<p> 2. Server fetches receipt-style emails matching subscription patterns<\/p>\n<p> 3. Subscription data is extracted in-memory and written to your account<\/p>\n<p> 4. The raw email content is discarded immediately \u2014 it&#8217;s never stored, logged, or written to a database<\/p>\n<\/p>\n<p>We went through <strong>Google&#8217;s CASA Tier 2 security assessment<\/strong> (completed June 2026) specifically because of the Gmail scope \u2014 it&#8217;s an independent audit of exactly this data handling. The certificate is public.<\/p>\n<p>The tradeoff vs. local parsing: on-device would mean shipping our detection logic inside the app (reversible, extractable), and it couldn&#8217;t leverage server-side AI for ambiguous cases. Server-side with strict discard gives us better detection without retaining anything.<\/p>\n<\/p>\n<p>Short version: we see your emails for ~seconds, extract subscription signals, then they&#8217;re gone.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 so hard on subscribing to something so I have very few subscriptions, but anyway, I think your product sounds really great &#8211; with a lot of information around every person these days it is so easy to miss and forget something, even if you are not having ADHD<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Thank you <a href=\"https:\/\/www.producthunt.com\/@julia_shtogren\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@julia_shtogren<\/a>&nbsp; \u2014 and you said it better than my marketing does \ud83d\ude04 The overload is universal now: dozens of accounts, trials, renewals&#8230; ADHD just turns the volume up on a problem everyone has. Staying disciplined about subscriptions like you do is genuinely rare \u2014 the app is basically that discipline, automated for the rest of us. Thanks for the support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is useful. Does it catch App Store or Google Play charges, or only email-based ones?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@dhiraj_patel5\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dhiraj_patel5<\/a>&nbsp;Straight answer: CentryAI has no direct connection to App Store or Google Play \u2014 those subscription lists are private to your account, and Apple\/Google don&#8217;t let third-party apps read them (by design, and honestly that&#8217;s how it should be).<\/p>\n<\/p>\n<p>CentryAI works from email: if a subscription shows up as a receipt email in the inbox you scan, it gets caught. For anything the scan can&#8217;t see \u2014 including store-billed subscriptions \u2014 you can add it manually in a few seconds, and everything else (renewal reminders, zombie scoring, Cancel Finder) works exactly the same for manually added ones.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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, especially the privacy angle. One thing that would help me: let me set a &#8220;trial reminder&#8221; that pings me a day or two before any free trial auto-renews, since those sneak past Gmail scans sometimes. Would catch the ones your scanner might 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>&nbsp;Thank you <a href=\"https:\/\/www.producthunt.com\/@ykselgrbrxob8\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ykselgrbrxob8<\/a> \u2014 really glad the privacy angle resonates; it ended up shaping most of our technical decisions.<\/p>\n<\/p>\n<p>To be transparent about how it works: CentryAI doesn&#8217;t continuously read your inbox \u2014 the scan runs only when you tap it, by design. That&#8217;s also why a trial can occasionally slip past: trial-start emails usually carry no amount and no invoice, so they don&#8217;t look like receipts to the scanner. We&#8217;re actively improving the email scan to detect trial sign-ups as well. In the meantime, if you add a trial yourself (takes a few seconds), the reminders kick in automatically \u2014 you get pinged before it converts to a paid plan, so the &#8220;quiet auto-renewal&#8221; moment never happens.<\/p>\n<\/p>\n<p>And you&#8217;ve basically read the roadmap without seeing it: automatic trial detection in the scan \u2014 &#8220;you started a trial on X, it converts to paid on Y, want a reminder?&#8221; \u2014 is one of the next things I want to build. Feedback like this moves it up the list \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>Congrats with your launch!<\/p>\n<p>I see more and more products &amp; media getting targeted towards people with ADHD.<\/p>\n<p>As a person with basically zero ADHD myself (I can focus on a single task for hours without any distractions, I have an excellent memory, and enjoy staying on topic), I find it hard to relate to the advertisement, but I&#8217;m curious and I do support. <\/p>\n<p>Could you please explain simply what differentiate a products build for people with ADHD from the other products? We all have subscriptions, and many people track them in some way or another. <\/p>\n<p>Which product design decisions were you making following this direction?<\/p>\n<p>Thanks.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks <a href=\"https:\/\/www.producthunt.com\/@valzubkov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@valzubkov<\/a> \u2014 and genuinely good question, because &#8220;for ADHD&#8221; is often just marketing paint. For me it&#8217;s not: I have ADHD myself. I kept forgetting subscriptions existed, and even when I found them, the detective work of tracking them down and the mental load of actually cancelling kept getting postponed forever. I built CentryAI for exactly that: finding the subscriptions I&#8217;d forgotten and making cancelling them easy. Here&#8217;s what that concretely changed in the product:<\/p>\n<\/p>\n<p>1. Zero manual entry as a hard rule. Every tracker before this asked you to log subscriptions by hand. If your working memory is the problem, an app that depends on your working memory is dead on arrival. So the inbox scan does the remembering \u2014 that single decision is the product.<\/p>\n<\/p>\n<p>2. The app assumes you&#8217;ll forget \u2014 it doesn&#8217;t punish you for it. The zombie score climbs silently while you do nothing, and the app pings you: &#8220;you haven&#8217;t touched this in 60 days, still want it?&#8221; It&#8217;s external memory, not another dashboard you have to remember to open.<\/p>\n<\/p>\n<p>3. Friction removal at the action step. Knowing you should cancel and actually cancelling are different tasks when task-initiation is hard. Cancel Finder deep-links to the exact cancellation page \u2014 one tap, not a 15-minute hunt that gets postponed forever.<\/p>\n<\/p>\n<p>The honest part: none of this is ADHD-exclusive. It&#8217;s the curb-cut effect \u2014 designed for the people who need it most, useful for everyone who&#8217;s busy or distracted. You with your excellent memory probably don&#8217;t need the reminders&#8230; but you also probably haven&#8217;t audited your subscriptions in a year \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>Good idea, will I be able to cancel them from the app?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sasha_havrilyuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sasha_havrilyuk<\/a>&nbsp;Great question \u2014 honest answer: no app can legally cancel on your behalf (the contract is between you and the service). What CentryAI does instead is kill the worst part: the hunt. Cancel Finder takes you to the exact cancellation page of the service in one tap \u2014 no digging through settings mazes or support docs. You confirm the cancellation there, usually in under a minute.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 one will save dollars; it&#8217;s difficult to track fringe subscriptions like that domain autorenewal that I never use and I can already see long term savings. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@roopesh_donde\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@roopesh_donde<\/a>&nbsp;Domain autorenewals are the final boss of forgotten subscriptions \ud83d\ude04 Yearly cadence, tiny receipt email, and by the time it renews you&#8217;ve forgotten the side project entirely. That&#8217;s exactly the category the inbox scan catches best \u2014 thanks Roopesh, hope it pays for itself quickly for you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It\u2019s an interesting idea, I have found subscriptions I forgot about before and wished I cancelled sooner. <\/p>\n<\/p>\n<p>But people who are looking to reduce subscriptions won\u2019t want to subscribe and pay? Maybe you can do ads or a different monitization scheme?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@mjohnson42\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mjohnson42<\/a>&nbsp;Fair challenge \u2014 and honestly the question I asked myself before building it. Three thoughts:<\/p>\n<\/p>\n<p>There&#8217;s a free tier: track up to 3 subscriptions, no payment. For a lot of people that&#8217;s already enough to catch the forgotten ones.<\/p>\n<\/p>\n<p>For Pro, the math tends to defend itself: it costs less than one forgotten subscription. Find a single $10\/month zombie you&#8217;d forgotten and the app has paid for itself several times over in a year. It&#8217;s the one subscription whose job is to delete the others \ud83d\ude04<\/p>\n<\/p>\n<p>On ads: an app that reads your inbox AND shows you ads would be a terrifying combo \u2014 monetizing attention or data is exactly what we can&#8217;t touch if &#8220;privacy-first&#8221; is the whole point. Charging users directly keeps us accountable to you, not advertisers.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 &#8216;out of sight, out of mind&#8217; thing hits so close to home. honestly, the biggest barrier with existing tools is definitely the manual entry or the invasive bank syncing, so scanning the inbox without storing the data is a huge UX win.<\/p>\n<\/p>\n<p>Curious about how you handle the usage scoring though. if you don&#8217;t link the bank and don&#8217;t store the emails, what signals are you using to determine if someone isn&#8217;t using a subscription? is it based on the frequency of receipt emails, or something else?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@andrasczeizel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrasczeizel<\/a>&nbsp;Good catch \u2014 and honest answer: the scoring is deliberately low-tech, because the alternatives (bank data, tracking what apps you use) are exactly the invasiveness we built this to avoid.<\/p>\n<\/p>\n<p>Two signals: receipt cadence from your scans confirms a subscription is still alive \u2014 you&#8217;re being charged. Usage comes from you: the app asks &#8220;when did you last use this?&#8221; and one-tap check-ins update it. No check-in while time passes \u2192 the score climbs at 15\/31\/60-day thresholds, and past a threshold it&#8217;s flagged as a zombie with a push notification.<\/p>\n<\/p>\n<p>So yes, it needs a tiny bit of input from you. That&#8217;s the trade-off we chose over surveillance \u2014 and for the &#8220;I haven&#8217;t opened Netflix since March&#8221; cases it works surprisingly well, because those are exactly the ones you never check in on.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#5<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/BDTNVXE532I5H6\" class=\"app-title\">Termi Protocol<\/a><\/p>\n<div class=\"one-liner\">Watch your AI coding agents build, live in 3D<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">173<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Termi Protocol\u5c06AI\u7f16\u7801\u4ee3\u7406\uff08\u5982Claude Code\uff09\u7684\u7ec8\u7aef\u64cd\u4f5c\u5b9e\u65f6\u6e32\u67d3\u4e3a3D\u529e\u516c\u5ba4\u52a8\u753b\uff0c\u8ba9\u5f00\u53d1\u8005\u901a\u8fc7\u89c6\u89c9\u5316\u65b9\u5f0f\u76f4\u89c2\u76d1\u63a7\u3001\u8c03\u8bd5\u591a\u4ee3\u7406\u534f\u4f5c\u6d41\u7a0b\uff0c\u89e3\u51b3\u4f20\u7edf\u65e5\u5fd7\u96be\u4ee5\u8ffd\u8e2a\u4ee3\u7406\u610f\u56fe\u548c\u9519\u8bef\u7684\u95ee\u9898\u3002<\/div>\n<p>    <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n                <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/a7fd3261-7251-46c1-91e5-7909501ac1ff.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=4oR6KZ0HCQI\"><source src=\"https:\/\/www.youtube.com\/watch?v=4oR6KZ0HCQI\" 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\/4cf58ccf-889b-4b93-a318-fdae6b1f40b4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2d1cdd7e-e546-4028-940a-5abc47304fa9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/551de09c-2673-4af0-86ef-51dc5f983fc2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/943372cc-8540-4038-8d3b-94ad30c8c63f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/48ea2f5a-2922-41fb-9b63-8eb737368f75.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b93f5be0-dde7-42bb-80d3-69fa2818e38f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/db4aa521-bdb1-4c99-9999-a8fb97ab3c75.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3ac56b2d-46f9-4782-9dfc-dc070e968bc1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c2a1e610-6919-49c2-b6c1-eb3ea71eed53.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Productivity<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n            <span class=\"tag\">Games<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u4ee3\u7406\u53ef\u89c6\u5316<\/span><br \/>\n            <span class=\"tag\">3D\u76d1\u63a7<\/span><br \/>\n            <span class=\"tag\">\u7f16\u7801\u4ee3\u7406<\/span><br \/>\n            <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u5de5\u4f5c\u6d41\u6a21\u62df<\/span><br \/>\n            <span class=\"tag\">\u672c\u5730\u4f18\u5148<\/span><br \/>\n            <span class=\"tag\">\u591a\u4ee3\u7406\u534f\u4f5c<\/span><br \/>\n            <span class=\"tag\">\u8c03\u8bd5\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">CLI\u4ee3\u7406<\/span><br \/>\n            <span class=\"tag\">\u4ea7\u54c1\u730e<\/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\u540c3D\u89c6\u89c9\u5316\u8ba9\u4ee3\u7406\u884c\u4e3a\u66f4\u6613\u7406\u89e3\uff0c\u5c24\u5176\u5173\u6ce8\u591a\u4ee3\u7406\u573a\u666f\u4e0b\u7684\u72b6\u6001\u7f16\u7801\uff08\u5982\u6587\u4ef6\u9501\u3001\u963b\u585e\uff09\u548c\u9519\u8bef\u63d0\u793a\uff08\u7ea2\u8b66+\u6296\u52a8\uff09\u3002\u6838\u5fc3\u7591\u95ee\u96c6\u4e2d\u5728\uff1a\u662f\u5426\u652f\u6301\u73b0\u6709\u4f1a\u8bdd\u9644\u52a0\u3001\u662f\u5426\u5168\u672c\u5730\u8fd0\u884c\u3001\u80fd\u5426\u56de\u653e\u5386\u53f2\u4e8b\u4ef6\u4ee5\u7528\u4e8e\u8c03\u8bd5\u3002\u63d0\u51fa\u589e\u5f3a\u201c\u4e3a\u4f55\u6267\u884c\u67d0\u6b65\u201d\u8f68\u8ff9\u7684\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                Termi Protocol\u7684\u521b\u610f\u5671\u5934\u5927\u4e8e\u5b9e\u8d28\u4ef7\u503c\u3002\u628a\u7f16\u7801\u4ee3\u7406\u505a\u62103D\u5c0f\u4eba\u8d70\u529e\u516c\u684c\uff0c\u786e\u5b9e\u6bd4\u770b\u7ec8\u7aef\u65e5\u5fd7\u66f4\u201c\u6709\u8da3\u201d\uff0c\u4f46\u4ea7\u54c1\u7684\u6838\u5fc3\u547d\u9898\u2014\u2014**\u53ef\u89c6\u5316\u80fd\u5426\u5e26\u6765\u771f\u5b9e\u7684\u6548\u7387\u63d0\u5347**\u2014\u2014\u56de\u7b54\u5f97\u542b\u7cca\u5176\u8f9e\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ece\u7528\u6237\u8bc4\u8bba\u548c\u5f00\u53d1\u8005\u56de\u590d\u770b\uff0c\u5f53\u524d\u7248\u672c\u5b9e\u8d28\u4e0a\u4ecd\u662f\u4e00\u4e2a**\u9ad8\u7ea7\u7ec8\u7aef\u76d1\u63a7\u76ae\u80a4**\u3002\u6240\u8c13\u7684\u201c\u9519\u8bef\u68c0\u6d4b\u201d\u4e0d\u8fc7\u662f\u8bfb\u53d6\u65e5\u5fd7\u540e\u89e6\u53d1\u9884\u8bbe\u52a8\u753b\uff08\u7ea2\u8272\u8b66\u544a+\u6296\u52a8\uff09\uff0c\u5e76\u672a\u5b9e\u73b0\u5bf9\u4ee3\u7406\u884c\u4e3a\u7684\u8bed\u4e49\u7406\u89e3\u6216\u667a\u80fd\u9884\u5224\u3002\u81f3\u4e8e\u201c\u91cd\u73b0\u5386\u53f2\u4e8b\u4ef6\u201d\u7684\u627f\u8bfa\uff0c\u76ee\u524d\u53ea\u662f\u65b9\u5411\u800c\u975e\u529f\u80fd\u3002\u591a\u4ee3\u7406\u534f\u4f5c\u4e2d\u7684\u6587\u4ef6\u9501\u548c\u72b6\u6001\u7f16\u7801\u867d\u88ab\u63d0\u53ca\uff0c\u4f46\u8fd9\u5b8c\u5168\u53ef\u4ee5\u5728\u547d\u4ee4\u884c\u754c\u9762\u901a\u8fc7\u66f4\u7b80\u6d01\u7684\u6807\u8bb0\u5b9e\u73b0\uff0c3D\u5316\u53cd\u800c\u589e\u52a0\u4e86\u89c6\u89c9\u566a\u58f0\u2014\u2014\u6b63\u5982\u4e00\u540d\u7528\u6237\u62c5\u5fe7\u7684\u201c8\u5c0f\u65f6\u540e\u5c31\u6210\u89c6\u89c9\u5783\u573e\u201d\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u771f\u6b63\u7684\u4ef7\u503c\u53ef\u80fd\u85cf\u5728\u4e24\u4e2a\u4f4e\u8c03\u8bbe\u8ba1\u91cc\uff1a**\u672c\u5730\u8fd0\u884c+\u9644\u7740\u73b0\u6709\u4f1a\u8bdd**\u3002\u5168\u672c\u5730\u6267\u884c\u4fdd\u8bc1\u4e86\u6570\u636e\u5b89\u5168\uff0c\u65e0\u9700\u91cd\u542f\u4f1a\u8bdd\u5219\u964d\u4f4e\u4e86\u8fc1\u79fb\u6210\u672c\u3002\u4f46\u95ee\u9898\u5728\u4e8e\uff0c\u8fd9\u672c\u8d28\u662f\u9526\u4e0a\u6dfb\u82b1\u2014\u2014\u5f00\u53d1\u8005\u5df2\u7ecf\u5728\u7528Claude Code\u4e86\uff0cTermi\u4e0d\u8fc7\u662f\u7ed9\u5df2\u6709\u7684\u6405\u62cc\u673a\u88c5\u4e2a\u900f\u660e\u5916\u58f3\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u98ce\u9669\u5728\u4e8e\uff0c\u5982\u679c3D\u573a\u666f\u65e0\u6cd5\u76f4\u8fde\u63a7\u5236\u903b\u8f91\uff08\u5982\u901a\u8fc7\u70b9\u51fb\u4ee3\u7406\u56fe\u6807\u6765\u6682\u505c\/\u56de\u6eda\/\u6bd4\u8f83\u4fee\u6539\uff09\uff0c\u5b83\u6c38\u8fdc\u53ea\u80fd\u662f\u201c\u597d\u770b\u7684\u76d1\u63a7\u5c4f\u201d\u3002\u76ee\u524d\u7528\u6237\u53ea\u80fd\u901a\u8fc7\u53f3\u4fa7\u547d\u4ee4\u4e2d\u5fc3\u64cd\u4f5c\uff0c\u4e0e3D\u573a\u666f\u662f\u5272\u88c2\u7684\u3002\u8fd9\u5c31\u50cf\u7ed9\u6c7d\u8f66\u5b89\u88c5\u9ad8\u6e05\u4eea\u8868\u76d8\u4f46\u65b9\u5411\u76d8\u8fd8\u662f\u8001\u5f0f\u673a\u68b0\u2014\u2014\u89c6\u89c9\u611f\u5b98\u63d0\u5347\u4e86\uff0c\u9a7e\u9a76\u4f53\u9a8c\u5e76\u672a\u8d28\u53d8\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4e00\u53e5\u8bdd\u603b\u7ed3\uff1a\u5bf9\u72ec\u81ea\u5de5\u4f5c\u7684\u6781\u5ba2\u5f00\u53d1\u8005\u800c\u8a00\uff0c\u8fd9\u662f\u4e2a\u53ef\u7231\u7684\u73a9\u7269\uff1b\u5bf9\u4e8e\u56e2\u961f\u534f\u4f5c\u6216\u4e25\u8083\u6392\u9519\u573a\u666f\uff0c\u5b83\u79bb\u201c\u751f\u4ea7\u529b\u5de5\u5177\u201d\u8fd8\u6709\u4e09\u4e2a\u7248\u672c\u7684\u8ddd\u79bb\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\">Termi Protocol<\/span>\n                <\/div>\n<div class=\"comment-content\">The Termi Protocol is a 3D simulation of AI agent workflows. Give your coding agents a face, a desk and a living room. Watch them read, write and run commands live in 3D, like a game. You run the agents; we visualize the process.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi Product Hunt \ud83d\udc4b<\/p>\n<p>I built The Termi Protocol because I run coding agents all day, and staring at scrolling terminal logs never really showed me what they were actually doing.<\/p>\n<p>So I gave them a body.<\/p>\n<p>Termi is a 3D room where your real CLI agents like Claude Code, Codex, Gemini, and five more live and work. You can watch each one walk to its desk, read files, write code, and run commands as a little robot in real time.<\/p>\n<p>It is not a chat app. It is not an IDE. You keep using the agents you already use. Termi simply turns the whole process into something you can see, steer, and control.<\/p>\n<p>A few things I am proud of:<\/p>\n<p>Claude and Codex can work on the same repo. File locks keep them from colliding, and an idle agent can pick up a peer\u2019s work.<\/p>\n<p>Checkpoints let you rewind any step, almost like time travel for your code.<\/p>\n<p>On-device memory remembers what each agent did and why. It is fully searchable and does not need an API key.<\/p>\n<p>Nothing risky happens without your one-tap approval.<\/p>\n<p>And yes, there is a pet that grows with your coding days.<\/p>\n<p>Termi runs on macOS and Windows. It is local-first, pay once, and yours for life. Founding backers get it for $6.99.<\/p>\n<p>I would love your honest feedback, especially on the watch-it-work experience.<\/p>\n<p>Happy to answer anything in the comments. \ud83d\ude4f<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>6<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Very creative. I&#8217;m curious does visualizing the workflow actually help you catch bugs or inefficiencies that you&#8217;d normally miss in terminal logs?<\/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\/@thys_beesman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thys_beesman<\/a>&nbsp;<\/p>\n<p>Thank you, I really appreciate that.<\/p>\n<p>Yes, that is one of the main reasons I built it. Agents often work with a kind of hive-mind psychology, especially when multiple sessions are active at the same time. In a normal terminal, it is easy to miss when one of them gets stuck, repeats the same action, or runs into an error.<\/p>\n<p>In Termi, the visual layer helps make those moments obvious. For example, if an agent hits a possible error, a red warning appears above its head and the robot starts shaking, so you can immediately notice that something needs attention.<\/p>\n<p>On the technical side, it also notifies you when an error happens. You can then check the history section to see where it happened, what caused it, and decide how to intervene.<\/p>\n<p>So the goal is not to replace terminal logs, but to make problems easier to catch and supervise before they disappear inside a long wall of text.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>watching agents work in 3d is genuinely fun. i stared at agent logs for years and they never showed intent. does the view hint at why, not just what?<\/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\/@andrewzakonov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrewzakonov<\/a>&nbsp;<\/p>\n<p>Exactly, that is the idea.<\/p>\n<p>When a project grows, managing agents through terminal logs becomes harder. With Termi, I wanted to make the process more fun, but also make real problems easier to see.<\/p>\n<p>For example, if an agent hits a bug or has an issue with the file it is running, the robot can shake, make a small alert sound, and show a red warning above its head. Then the issue is added to the history section, where you can see what happened and why.<\/p>\n<p>So the goal is not only to show what the agent is doing, but to make its state and problems easier to understand.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Giving CLI agents a literal body in a 3D room is a clever way to make what Claude Code \/ Codex are actually doing legible instead of scrolling terminal logs. The practical thing I&#8217;d want to know: does Termi attach to my existing agent sessions (reading the terminal\/process I already have running), or does it need to launch and wrap the agents itself? And does the visualization run fully local, or does it stream my file\/command activity to a hosted backend to render the room?<\/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\/@noctis06\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@noctis06<\/a>&nbsp;you actually think it&#8217;s a practical way of checking if your agent is doing legible work or not, or you just kidding?<\/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\/@noctis06\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@noctis06<\/a>&nbsp;Thank you for the valuable feedback and thoughtful question.<\/p>\n<p>Termi connects to your existing agent sessions. You do not need to restart them or go through an extra wrapping process. It basically attaches to the sessions you already have running and gives them a body inside the 3D room.<\/p>\n<p>The visualization also runs fully local. Your file activity, command activity, and agent workflow are not sent to a hosted backend for rendering. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Eric, I&#8217;m the exact target here, a solo dev running Claude Code all day, so &#8220;logs never showed me what they were actually doing&#8221; hits home \ud83d\ude42<\/p>\n<\/p>\n<p>Honest question: does the 3D actually change how you <em>steer<\/em> the agents, or is it delight on top? For one agent, watching a robot walk to its desk risks becoming visual noise after 8 hours. Where it&#8217;d be indispensable is the multi-agent case, does the room really encode state (this one holds a lock, this one&#8217;s blocked) so you see a collision before it lands? That&#8217;s the line between the product and a beautiful skin. <\/p>\n<\/p>\n<p>Congrats on the launch! \ud83d\ude09<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@keirodev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@keirodev<\/a>&nbsp;<\/p>\n<p>Thank you for the valuable feedback, K\u00e9vin.<\/p>\n<p>Yes, we can say the room actually encodes state. It is not just a decorative 3D layer. Agents move based on your interactions in the Command Center. When you give a prompt, the agent starts working and the room visually simulates what is happening in the background.<\/p>\n<p>For example, if an agent runs something like npm install, digital rain starts above the drawer and you can see the download process while it is happening. Once it finishes, the related book or script goes into the drawer. If the agent reads files before coding, papers come out of the computer. These papers represent the actual files being read, like app.tsx. The agent scans them, reads them, and stores that context in memory.<\/p>\n<p>On the multi-agent side, Sync Mode allows agents to see and read each other\u2019s tasks, so they can work together. Their status also becomes easier to understand in the room, such as working, idle, or sleeping.<\/p>\n<p>Also, if the gamified room ever feels like too much, you can make the Command Center full screen and manage the whole process from there. You can also hide the room and focus only on the script or workflow side.<\/p>\n<p>So the goal is not just to make agents look cute. The room is designed to make their state, activity, and collaboration process easier to understand.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 visualization angle is interesting if it helps debug handoffs, not just make agents look fun. I&#8217;d be curious whether command\/log events can be replayed later, because that would make it much more useful for reviewing failed runs.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jimmy_lee12\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jimmy_lee12<\/a>&nbsp;<\/p>\n<p>Exactly. That is the main goal, not just making agents look fun.<\/p>\n<p>We are trying to make project and agent management easier to follow, more readable, and easier to review. The visualization is connected to real activity, so users can understand what happened during a run without digging through a wall of logs.<\/p>\n<p>Replay is also a very important direction for us. Being able to review command and log events later, especially after failed runs or broken handoffs, would make the system much more useful for debugging and improving workflows.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hello Eric. Congrats on the launch, very fun idea! How exactly can I control the agents if I just see them in 3D? These checkpoints are saved in local cache or inside the Termi server? Thanks let&#8217;s connect :)!<\/div>\n<div class=\"comment-actions\">\n<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\/@konstant_gk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@konstant_gk<\/a>&nbsp;<\/p>\n<p>Everything runs on the local computer; it doesn&#8217;t connect to Termi servers everything happens right on your machine! I&#8217;m following this.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Will watching them not burn more tokens? and be shit more expensive? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@divyansh_lohia\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@divyansh_lohia<\/a>&nbsp;<\/p>\n<p>No, quite the opposite; our goal beyond just gamification is to ensure that every time you assign a new agent, the model added to the project consumes fewer tokens. We achieve this through a history and graph system, where the graph operates based on &#8220;hive mind&#8221; dynamics.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 answer I was hoping for \u2014 attaching to running sessions and keeping the render local is what makes it usable day to day. On the attach mechanism: does Termi tap the session by reading the PTY\/terminal output, or hook into the agent process directly? And if I have two or three agents going at once (say Claude Code plus Codex), do they share one room or spawn separate ones?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@noctis06\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@noctis06<\/a>&nbsp;<\/p>\n<p>The algorithm hooks into events within the terminal and translates them into animations; the project incorporates a &#8220;hive mind&#8221; psychology, where every newly assigned agent goes there to gather information, allowing them to stay informed at no cost.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch. The local-first angle is the part I\u2019d trust most here. For AI coding agents, visibility is useful only if it helps me make a decision: pause, approve, rewind, or compare what two agents changed.<\/p>\n<\/p>\n<p>One small suggestion: make the \u201cwhy this step happened\u201d trail as important as the 3D view. Commands run, files touched, checkpoint reason, and approval history would turn this from a fun visualization into a review tool I could actually rely on.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@grace_lee26\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@grace_lee26<\/a>&nbsp;<\/p>\n<p>Thank you for the valuable feedback, I really appreciate it.<\/p>\n<p>I completely agree with your point. The 3D view is only the first layer, but the real value comes when visibility helps the user make better decisions.<\/p>\n<p>Commands run, files touched, checkpoint reasons, approval history, pause, rewind, and comparing agents are exactly the kind of things we want to make stronger as Termi evolves.<\/p>\n<p>Really appreciate you taking the time to share this. It helps us shape the product in the right direction.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 idea is really fun! Now I wonder &#8211; how deep it is connected with real activity of agents. Will it help to get visual signal that something is going wrong and can user control agents through those 3D models, or they are working only one side, just visualising the process?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@julia_shtogren\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@julia_shtogren<\/a>&nbsp;<\/p>\n<p>Thank you Julia, great question.<\/p>\n<p>Right now, Termi is connected to real agent activity and visualizes things like reading files, writing code, running commands, and permission states.<\/p>\n<p>It is not just decorative. When something goes wrong, the user gets a negative sound alert, a red warning appears above the agent, and the agent shakes. Then the history section explains what happened and why.<\/p>\n<p>At this stage, the 3D layer is mainly for visibility and awareness, but our goal is to turn it step by step into a stronger control layer where users can better pause, review, compare, and guide their agents.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>That&#8217;s interesting. Does it work with any agent that exposes terminal output, or only specific ones?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@dhiraj_patel5\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dhiraj_patel5<\/a>&nbsp;Currently, there is support for seven or eight CLI agents\u2014including Claude, Codex, <a href=\"http:\/\/X.AI\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">X.AI<\/a>, GitHub Copilot, Amazon Q, Aider, and OpenCode allowing you to connect all your agents and seamlessly create and manage workflows.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Giving agents a desk and a living room is delightfully absurd and weirdly useful at the same time &#8211; watching the process beats reading a wall of logs for spotting when an agent gets stuck in a loop. I live in Claude Code all day, so yes, I want to see my agent pacing around its office. 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\/@david_marko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@david_marko<\/a>&nbsp;<\/p>\n<p>Thank you so much, I really appreciate that.<\/p>\n<p>Yes, that is exactly the goal. I wanted to gamify the coding agent workflow without making it less serious. When you live in Claude Code all day, watching a wall of logs can get tiring, and it is easy to miss when an agent gets stuck or loops.<\/p>\n<p>Giving agents a desk, a room, and visible behavior makes the process more enjoyable, but also easier to supervise. The fun part is intentional, but the workflow problem behind it is very real.<\/p>\n<p>Thanks again for the support and for checking out the launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the living room touch is genuinely clever, makes coding sessions feel less sterile than the usual terminal wall. nice execution on making agent work feel like something you&#8217;d actually want to watch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@graina55903751\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@graina55903751<\/a>&nbsp;Thank you. We spend hours here; I wanted to make our workload easier to manage and add a bit of fun to the mix, too. \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>the little office setup is weirdly charming, watching my agent pace around the room while it ran tests actually made debugging feel less painful. would love a way to peek at the full command output without losing the 3d view though<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@blahgeputc93775\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@blahgeputc93775<\/a>&nbsp;<\/p>\n<p>Thank you for the great feedback, I really appreciate it.<\/p>\n<p>And yes, that exact feature is already in Termi. The Command Center on the right side is built for this. You can keep the 3D project scene in the center, while checking the full command output and agent details without leaving the room view.<\/p>\n<p>The bottom section also lets you inspect your other Termis and follow what each one is doing. I tried to design it so the visual layer stays fun, but the technical details are always one step away when you need them.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The watch-it-work idea is strongest when the room has a hard mapping to operational state, not just animation. For coding agents I would want every visible action to answer one of four questions: what file\/process is currently owned, what decision is waiting for approval, what checkpoint can I roll back to, and what changed since the last human review.<\/p>\n<p>A useful test case would be two agents touching adjacent files during a refactor. If the 3D room can show lock ownership, blocked\/waiting state, command output risk, and the exact diff\/checkpoint boundary without opening a terminal first, then it becomes a control surface. If I still need to read the raw logs to know whether to pause or approve, the room is mostly a pleasant monitor.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats with a launch!<\/p>\n<p>So we&#8217;re not all confused here, it&#8217;s just a fun project, you are not suggesting it as a serious workflow, right?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@valzubkov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@valzubkov<\/a>&nbsp;<\/p>\n<p>Thank you, I really appreciate it.<\/p>\n<p>This project is our main ship. Termi is planned as a 9 stage roadmap, and we want to improve it step by step instead of trying to force everything into the first version.<\/p>\n<p>The current stage is what we call the Milano Protocol. Its focus is turning the agent workflow into a 3D and gamified experience. The next stage will be the Istanbul Protocol, where we will focus more on identifying missing parts, improving workflow control, and making agent management easier in real use.<\/p>\n<p>So yes, the playful side is intentional, but this is also a long-term product for making coding agent work more understandable and manageable.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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\/Y3L6IGHPEJ6VZB\" class=\"app-title\">ShotLab<\/a><\/p>\n<div class=\"one-liner\">Turn boring screenshots into scroll-stopping content!<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">39<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>ShotLab\u662f\u4e00\u6b3e\u514d\u8d39\u7684\u622a\u56fe\u7f8e\u5316\u5de5\u5177\uff0c\u5e2e\u52a9\u521b\u4f5c\u8005\u548c\u8425\u9500\u4eba\u5458\u5feb\u901f\u4e3a\u5e73\u6de1\u65e0\u5947\u7684\u622a\u56fe\u6dfb\u52a0\u7cbe\u7f8e\u80cc\u666f\u3001\u771f\u5b9e\u76f8\u6846\u3001\u8d34\u7eb8\u548c\u6807\u6ce8\uff0c\u89e3\u51b3\u201c\u622a\u56fe\u592a\u4e11\u3001\u5de5\u5177\u592a\u8d35\u6216\u592a\u590d\u6742\u201d\u7684\u75db\u70b9\uff0c\u8f7b\u677e\u6253\u9020\u5438\u5f15\u773c\u7403\u7684\u9ad8\u8d28\u91cf\u89c6\u89c9\u5185\u5bb9\uff0c\u63d0\u5347\u793e\u4ea4\u5a92\u4f53\u3001\u4ea7\u54c1\u5c55\u793a\u548c\u6559\u7a0b\u7684\u4f20\u64ad\u6548\u679c\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\/d5caf0fd-4bc4-4c5e-bbce-bc2d6636fe7c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ab09d306-34ee-4d2e-b925-c63235c4e996.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2da029fe-db9c-430e-9c6b-2b3c2b1723d8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f4d06afe-e310-4179-8047-4a2e840ecc0c.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\/eed4e8a0-3e13-4d8e-8732-b6eb07b46d97.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=xEyl1Uoq0uA\"><source src=\"https:\/\/www.youtube.com\/watch?v=xEyl1Uoq0uA\" 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\">Design Tools<\/span><br \/>\n            <span class=\"tag\">SaaS<\/span><br \/>\n            <span class=\"tag\">Photo editing<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u622a\u56fe\u7f8e\u5316<\/span><br \/>\n            <span class=\"tag\">\u56fe\u7247\u7f16\u8f91<\/span><br \/>\n            <span class=\"tag\">\u793e\u4ea4\u5a92\u4f53\u8425\u9500<\/span><br \/>\n            <span class=\"tag\">\u521b\u4f5c\u8005\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1\u8005<\/span><br \/>\n            <span class=\"tag\">UI\u5c55\u793a<\/span><br \/>\n            <span class=\"tag\">\u514d\u8d39\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u80cc\u666f\u6dfb\u52a0<\/span><br \/>\n            <span class=\"tag\">\u6807\u6ce8\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u89c6\u89c9\u5185\u5bb9<\/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\u79f0\u8d5e\u7f16\u8f91\u5668\u7b80\u6d01\u3001\u6846\u67b6\u8bbe\u8ba1\u5e72\u51c0\u4e0d\u6d6e\u5938\uff0c\u6807\u6ce8\u5de5\u5177\u8d34\u5fc3\u5b9e\u7528\u3002\u6f5c\u5728\u7528\u6237\u8be2\u95ee\u5e74\u5ea6\u8ba2\u9605\u8ba1\u5212\uff0c\u56e2\u961f\u786e\u8ba4\u5df2\u5728\u8def\u7ebf\u56fe\u4e2d\u3002\u6709\u7528\u6237\u597d\u5947\u6838\u5fc3\u7528\u6237\u753b\u50cf\uff0c\u56e2\u961f\u660e\u786e\u4e3b\u653b\u72ec\u7acb\u5f00\u53d1\u8005\u3001\u521b\u4f5c\u8005\u548c\u521b\u59cb\u4eba\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                ShotLab\u7684\u5b9a\u4f4d\u7cbe\u51c6\u800c\u52a1\u5b9e\u2014\u2014\u5b83\u6ca1\u6709\u8bd5\u56fe\u6210\u4e3a\u53e6\u4e00\u4e2aCanva\u6216Figma\uff0c\u800c\u662f\u805a\u7126\u4e8e\u201c\u622a\u56fe\u7f8e\u5316\u201d\u8fd9\u4e2a\u6781\u5176\u7ec6\u5206\u5374\u9ad8\u9891\u7684\u573a\u666f\u3002\u4ece\u8bc4\u8bba\u53cd\u9988\u770b\uff0c\u7528\u6237\u5bf9\u5176\u201c\u5feb\u901f\u3001\u5e72\u51c0\u3001\u4e0d\u5ec9\u4ef7\u201d\u7684\u4f53\u9a8c\u7ed9\u4e88\u4e86\u771f\u5b9e\u80af\u5b9a\uff0c\u8fd9\u6070\u6070\u51fb\u4e2d\u4e86\u5f53\u524d\u5e02\u573a\u75db\u70b9\uff1a\u5927\u591a\u6570\u622a\u56fe\u5de5\u5177\u8981\u4e48\u8fc7\u4e8e\u7b80\u964b\uff08\u5982\u7cfb\u7edf\u81ea\u5e26\uff09\uff0c\u8981\u4e48\u529f\u80fd\u81c3\u80bf\u4e14\u6536\u8d39\u9ad8\u6602\uff08\u5982Adobe\u7cfb\u5217\u6216\u90e8\u5206\u62a0\u56fe\u5de5\u5177\uff09\u30021.99\u7f8e\u5143\/\u6708\u7684\u6c34\u5370\u53bb\u9664\u5b9a\u4ef7\u7b56\u7565\u660e\u667a\uff0c\u65e2\u964d\u4f4e\u4e86\u4f7f\u7528\u95e8\u69db\uff0c\u53c8\u4e3a\u9ad8\u9891\u7528\u6237\u63d0\u4f9b\u4e86\u660e\u786e\u7684\u4ed8\u8d39\u951a\u70b9\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4f46\u9700\u8b66\u60d5\u7684\u662f\uff0c\u5176\u6838\u5fc3\u529f\u80fd\u7684\u6280\u672f\u58c1\u5792\u4e0d\u9ad8\u3002\u622a\u56fe\u7f8e\u5316\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u201c\u8bbe\u8ba1\u6837\u5f0f\u5e93+\u7b80\u6613\u7f16\u8f91\u5668\u201d\u7684\u7ec4\u5408\uff0c\u5f88\u5bb9\u6613\u88ab\u5927\u578b\u5de5\u5177\uff08\u5982Canva\u3001Snagit\uff09\u6216AI\u751f\u6210\u5de5\u5177\uff08\u5982Recraft\u3001Leonardo AI\uff09\u4ee5\u66f4\u5f3a\u5927\u7684\u6574\u4f53\u80fd\u529b\u964d\u7ef4\u6253\u51fb\u3002ShotLab\u80fd\u5426\u7559\u4f4f\u7528\u6237\uff0c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u6301\u7eed\u63a8\u51fa\u66f4\u5177\u5dee\u5f02\u5316\u7684\u529f\u80fd\uff08\u5982\u8bc4\u8bba\u4e2d\u63d0\u5230\u7684\u52a8\u6001\u8d34\u7eb8\u3001GIF\u5bfc\u51fa\u3001\u6697\u8272\u6a21\u5f0f\uff09\uff0c\u5e76\u771f\u6b63\u878d\u5165\u521b\u4f5c\u8005\u7684\u65e5\u5e38\u5de5\u4f5c\u6d41\uff0c\u800c\u975e\u4ec5\u4ec5\u4f5c\u4e3a\u4e00\u4e2a\u201c\u4e00\u6b21\u6027\u7f8e\u5316\u5de5\u5177\u201d\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u6b64\u5916\uff0c\u56e2\u961f\u76ee\u524d\u7784\u51c6\u201c\u72ec\u7acb\u5f00\u53d1\u8005\u3001\u521b\u4f5c\u8005\u548c\u521b\u59cb\u4eba\u201d\u662f\u806a\u660e\u7684\u9009\u62e9\uff0c\u8fd9\u7fa4\u4eba\u65e2\u6709\u5f3a\u9700\u6c42\uff0c\u4e5f\u613f\u610f\u4e3a\u6548\u7387\u4ed8\u8d39\u3002\u4f46\u957f\u671f\u6765\u770b\uff0c\u82e5\u4e0d\u80fd\u62d3\u5c55\u5230\u66f4\u5e7f\u6cdb\u7684\u201c\u8fdc\u7a0b\u529e\u516c\u3001\u6559\u80b2\u3001\u652f\u6301\u5de5\u5355\u201d\u7b49\u573a\u666f\uff0c\u7528\u6237\u5929\u82b1\u677f\u4f1a\u5f88\u660e\u663e\u3002\u6574\u4f53\u8bc4\u4ef7\uff1a\u4e00\u4e2a\u5e72\u51c0\u3001\u76f4\u63a5\u3001\u5b9a\u4ef7\u5408\u7406\u7684\u5fae\u521b\u65b0\u5de5\u5177\uff0c\u503c\u5f97\u4e00\u8bd5\uff0c\u4f46\u9700\u8981\u8dd1\u5f97\u66f4\u5feb\uff0c\u624d\u80fd\u5728\u5de8\u5934\u7684\u96f7\u8fbe\u8986\u76d6\u524d\u5efa\u7acb\u81ea\u5df1\u7684\u62a4\u57ce\u6cb3\u3002\n            <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n            <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n            <span class=\"toggle-arrow\">\u25bc<\/span>\n        <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n                    <span class=\"comment-author\">ShotLab<\/span>\n                <\/div>\n<div class=\"comment-content\">Add beautiful backgrounds, realistic frames, stickers, annotations, and more to your screenshots with an easy to use editor. Create eye-catching visuals that grab attention, boost engagement, and make your posts, products, and content stand out instantly.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi PH! \ud83d\udc4b<\/p>\n<\/p>\n<p><a href=\"https:\/\/www.producthunt.com\/@vasudevsoni\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"vasudevsoni\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vasudevsoni<\/a> &amp; <a href=\"https:\/\/www.producthunt.com\/@jai_mittal\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"jai_mittal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jai_mittal<\/a> here, makers of ShotLab. Together with our early users, we&#8217;ve been working on a new exciting project for the last months. We&#8217;re so stoked to share it with you today:<\/p>\n<\/p>\n<p>Meet ShotLab, the simplest way to spice up boring screenshots for free.<\/p>\n<\/p>\n<p>\ud83d\ude4b\ud83c\udffb\u200d\u2640\ufe0f Why ShotLab?<\/p>\n<p>As founders, &amp; marketers we were frustrated with existing screenshot editors. Most tools are either too complicated, packed with features you&#8217;ll never use, or locked behind expensive subscriptions. We wanted a fast, beautiful, and affordable way to turn ordinary screenshots into professional visuals. That&#8217;s why we built ShotLab.<\/p>\n<\/p>\n<p>1. Works fast: Create stunning screenshots in seconds. Add beautiful backgrounds, gradients, frames, annotations, text, and effects with an intuitive editor designed for speed. Take it for a spin, no sign-up needed: <a href=\"https:\/\/shotlab.pro\/editor\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">shotlab.pro\/editor<\/a><\/p>\n<\/p>\n<p>2. Built for creators &amp; indie hackers: Whether you&#8217;re sharing product updates, social media posts, bug reports, tutorials, or marketing assets, ShotLab helps you create polished visuals that stand out and get noticed.<\/p>\n<\/p>\n<p>3. ShotLab Pro: Simple pricing. ShotLab pro enables you to remove the watermark from exported images, at $1.99\/month. We also offer a lifetime free plan.<\/p>\n<\/p>\n<p>\ud83e\udd29 Powerful features for FREE<\/p>\n<p>Unlimited screenshot exports, custom backgrounds, stunning gradients, cool stickers &amp; emojis, annotations with multiple text options, pre-sized canvases for multiple platforms including ProductHunt, Dribbble, X, Reddit &amp; more, Export formats including JPEG, PNG and WebP, Instant Previews, Unlimited Step-back, and many more.<\/p>\n<\/p>\n<p>\ud83d\ude80 What\u2019s next? <\/p>\n<p>Animated stickers, GIF exports, dark mode, mobile editor, and more! Take a look at our public roadmap (<a href=\"https:\/\/shotlab.featurebase.app\/roadmap\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">shotlab.featurebase.app\/roadmap<\/a>) to see what features will be shipping soon.<\/p>\n<\/p>\n<p>\ud83e\udd11 Today&#8217;s discount: 40% off ShotLab Pro<\/p>\n<p>To celebrate our PH launch we&#8217;re offering 40% off ShotLab Pro for 1 month. Use MONTHLY40 at checkout, only redeemable by first the 50 users.<\/p>\n<\/p>\n<p>\ud83d\udc9c Let us know what you think! <\/p>\n<p>ShotLab is made from the heart and we couldn\u2019t be more excited for you to check out our work. We would love to hear from you and get your thoughts on how to take our product to the next level. Feel free to leave a comment below, join us on X (<a href=\"https:\/\/x.com\/shotlab_pro\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">x.com\/shotlab_pro<\/a>), or reach out via email (<a href=\"mailto:hello@shotlab.pro\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">hello@shotlab.pro<\/a>), anytime.  <\/p>\n<\/p>\n<p>Vasudev &amp; Jai<\/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\/@vasudevsoni\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vasudevsoni<\/a>&nbsp; <a href=\"https:\/\/www.producthunt.com\/@jai_mittal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jai_mittal<\/a>&nbsp;Congrats on the launch! Loved the design.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Tried it on a couple of screenshots and the frame options actually look clean instead of cheesy. Liked how quick it was to drop in annotations without fiddling around.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@selinmd2r Thank you so much, Selin! \u2764\ufe0f We spent a lot of time refining the frames and annotation experience, so it&#8217;s awesome to hear they felt clean and easy to use. Really appreciate you trying ShotLab!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I was recently looking for a tool like this. Perfect timing. Congrats on the launch!<\/p>\n<p>Will you have an option for a yearly plan after the LFD is over?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@ismaelyws Thank you, Hans! \ud83c\udf89 Perfect timing indeed \ud83d\ude04 Yes! A yearly plan is definitely on our roadmap. Stay tuned, and thanks for the great question and support! \ud83d\ude4c<\/div>\n<div class=\"comment-actions\">\n<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 annotation tools feel really thoughtfully designed\u2014it&#8217;s clear the team actually used them on real screenshots while building this, which is rare.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@birsenu6d2 Thank you so much, Birsen! \u2764\ufe0f That means a lot because that&#8217;s exactly how we built ShotLab.<br \/>\nReally appreciate your support!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love how clean the editor feels, no clutter getting in the way of actually styling the screenshot. The frame options look genuinely polished too, way beyond the usual rough borders you see in tools like this.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@zeynepkluu Thanks a lot, Zeynep! \ud83d\ude4c Keeping the editor clean and distraction-free was one of our biggest goals, so this feedback means a lot. Really happy you liked the frame quality too\u2014thanks for the support! \u2764\ufe0f<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wow, this is impressive \u2014 so many ways to decorate screenshots! But I&#8217;m so curious about the use case. Personally I usually use screenshots either to circle or point at something specific, or just send them as-is and ask Claude about it. Who is your main user?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@julia_shtogren Glad you liked it! We are currently focusing on indie hackers, creators &amp; founders.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@julia_shtogren Yes, exactly \ud83d\udcaf<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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\/TX7NZFLH2JSMPJ\" class=\"app-title\">Qik Office<\/a><\/p>\n<div class=\"one-liner\">AI Office that deploys AI managers across agentic rooms<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">25<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Qik Office\u901a\u8fc7\u201cAgentic Rooms\u201d\uff08\u667a\u80fd\u4ee3\u7406\u623f\u95f4\uff09\u90e8\u7f72AI\u9879\u76ee\u7ecf\u7406\u548c\u52a9\u624b\uff0c\u5728\u56e2\u961f\u534f\u4f5c\u3001\u4f1a\u8bae\u4e0e\u9879\u76ee\u7ba1\u7406\u573a\u666f\u4e2d\uff0c\u89e3\u51b3\u4fe1\u606f\u788e\u7247\u5316\u3001\u4efb\u52a1\u8ddf\u8fdb\u8131\u8282\u548c\u5de5\u5177\u5272\u88c2\u7684\u75db\u70b9\uff0c\u5b9e\u73b02\u500d\u6548\u7387\u63d0\u5347\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\/e2862186-78ca-4204-922f-4d9cf02989a5.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\/3eef8ab9-a31e-480a-a7cc-393dde736dc3.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\/16c6e9ba-240c-49e6-be58-d031b438c27c.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\/b635ab58-daf6-4bab-9db2-9c159f716949.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\/483df74b-b138-46cc-97e6-f9b0f8356fcb.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\/33d47f4d-1793-4bee-b346-c7b7651b3431.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/8ns7MFPojj4\"><source src=\"https:\/\/youtu.be\/8ns7MFPojj4\" 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\u529e\u516c\u5ba4<\/span><br \/>\n            <span class=\"tag\">\u667a\u80fd\u4ee3\u7406<\/span><br \/>\n            <span class=\"tag\">\u9879\u76ee\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">\u4f1a\u8bae\u7eaa\u8981<\/span><br \/>\n            <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n            <span class=\"tag\">\u81ea\u52a8\u5316\u4efb\u52a1<\/span><br \/>\n            <span class=\"tag\">Agentic Rooms<\/span><br \/>\n            <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u201cAgentic Rooms\u201d\u7684\u6301\u4e45\u4e0a\u4e0b\u6587\u548c\u56e2\u961f\u534f\u4f5c\u7406\u5ff5\uff0c\u8ba4\u4e3aAI\u50cf\u961f\u5458\u800c\u975e\u5de5\u5177\u3002\u6838\u5fc3\u7591\u95ee\u5305\u62ec\uff1a\u5982\u4f55\u7ba1\u7406AI\u5728\u6df7\u4e71\u8ba8\u8bba\u4e2d\u8bef\u5224\u51b3\u7b56\uff08\u566a\u58f0\u7ba1\u7406\uff09\u3001\u591a\u4e2aAI\u4efb\u52a1\u51b2\u7a81\u5904\u7406\uff0c\u4ee5\u53ca\u7f3a\u4e4f\u771f\u5b9e\u573a\u666f\u6f14\u793a\u548c\u8fed\u4ee3\u6848\u4f8b\u4ee5\u5efa\u7acb\u4fe1\u4efb\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                Qik Office\u8bd5\u56fe\u89e3\u51b3\u4e00\u4e2a\u771f\u5b9e\u4e14\u6602\u8d35\u7684\u75db\u70b9\uff1a\u56e2\u961f\u534f\u4f5c\u4e2d\u7684\u4fe1\u606f\u65ad\u5c42\u4e0e\u534f\u8c03\u8fc7\u8f7d\u3002\u5176\u6838\u5fc3\u521b\u65b0\u201cAgentic Rooms\u201d\u5e76\u975e\u53c8\u4e00\u4e2a\u804a\u5929\u673a\u5668\u4eba\u6216\u4f1a\u8bae\u8bb0\u5f55\u5458\uff0c\u800c\u662f\u8bd5\u56fe\u521b\u9020\u4e00\u4e2aAI\u4f5c\u4e3a\u201c\u6c38\u4e45\u5458\u5de5\u201d\u7684\u6301\u7eed\u5de5\u4f5c\u7a7a\u95f4\u2014\u2014\u8fd9\u6bd4\u5e02\u9762\u4e0a\u591a\u6570\u53ea\u505a\u5355\u70b9\u4efb\u52a1\uff08\u5982\u8f6c\u5f55\u3001\u5f85\u529e\uff09\u7684AI\u5de5\u5177\u66f4\u5177\u91ce\u5fc3\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4f46\u4ece\u7528\u6237\u53cd\u9988\u6765\u770b\uff0c\u4ea7\u54c1\u771f\u6b63\u843d\u5730\u9762\u4e34\u4e25\u5cfb\u6311\u6218\u3002\u4e00\u662f\u201c\u566a\u58f0\u7ba1\u7406\u201d\u95ee\u9898\uff1aAI\u5982\u4f55\u5728\u56e2\u961f\u5934\u8111\u98ce\u66b4\u548c\u6700\u7ec8\u51b3\u7b56\u4e4b\u95f4\u5212\u6e05\u754c\u9650\uff0c\u907f\u514d\u9519\u8bef\u5730\u5c06\u201c\u60f3\u6cd5\u201d\u6807\u8bb0\u4e3a\u201c\u4efb\u52a1\u201d\uff0c\u8fd9\u76f4\u63a5\u51b3\u5b9a\u4e86\u7528\u6237\u4f53\u9a8c\u662f\u201c\u66f4\u9ad8\u6548\u201d\u8fd8\u662f\u201c\u66f4\u6df7\u4e71\u201d\u3002\u4e8c\u662f\u4fe1\u4efb\u6784\u5efa\uff1a\u6709\u8bc4\u8bba\u4e00\u9488\u89c1\u8840\u5730\u6307\u51fa\uff0c\u4ea7\u54c1\u7f3a\u4e4f\u771f\u5b9e\u4f7f\u7528\u573a\u666f\u5c55\u793a\u548c\u201c\u5931\u8d25-\u8fed\u4ee3\u201d\u8fc7\u7a0b\uff0c\u6ca1\u6709\u89c6\u9891\u6f14\u793a\u4e00\u4e2a\u771f\u5b9e\u7528\u6237\u5982\u4f55\u4ece\u6df7\u4e71\u8d70\u5411\u6709\u5e8f\u3002\u8fd9\u66b4\u9732\u4e86\u5f53\u524dAI\u5de5\u5177\u7684\u901a\u75c5\u2014\u2014\u8fc7\u5ea6\u5ba3\u4f20\u201c\u9b54\u6cd5\u201d\uff0c\u800c\u56de\u907f\u4e86\u73b0\u5b9e\u4e2d\u7684\u201c\u78e8\u5408\u201d\u6210\u672c\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u6b64\u5916\uff0cQik Office\u5ba3\u79f0\u201c\u514d\u8d39\u201d\u3001\u201c\u65e0\u9650\u5236\u623f\u95f4\u548cAI\u9879\u76ee\u7ecf\u7406\u201d\uff0c\u8fd9\u5728\u5546\u4e1a\u4e0a\u4e0d\u53ef\u6301\u7eed\u3002\u8981\u4e48\u662f\u83b7\u53d6\u7528\u6237\u6570\u636e\u4e0e\u4f7f\u7528\u4e60\u60ef\u7684\u94a9\u5b50\uff0c\u8981\u4e48\u8fdf\u65e9\u4f1a\u8f6c\u5411\u4ed8\u8d39\u5899\u3002\u5982\u679c\u56e2\u961f\u7684\u6838\u5fc3\u5de5\u4f5c\u6d41\u5b8c\u5168\u4f9d\u8d56\u5176AI\uff0c\u672a\u6765\u7684\u8f6c\u5411\u6210\u672c\u5c06\u6781\u9ad8\u3002\u672c\u8d28\u4e0a\uff0c\u5b83\u66f4\u50cf\u662f\u4e00\u4e2a\u9ad8\u5ea6\u5b9a\u5236\u5316\u7684\u201c\u96f6\u4ee3\u7801\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41\u201d\u5e73\u53f0\uff0c\u62ab\u4e0a\u4e86AI\u529e\u516c\u5ba4\u7684\u5916\u8863\u3002\u5176\u6210\u8d25\u4e0d\u5728\u4e8eAI\u6709\u591a\u806a\u660e\uff0c\u800c\u5728\u4e8e\u5b83\u80fd\u5426\u5728\u4e0d\u589e\u52a0\u65b0\u6df7\u4e71\u7684\u524d\u63d0\u4e0b\uff0c\u4f18\u96c5\u5730\u63a5\u7ba1\u5e76\u4e32\u8054\u65e7\u5de5\u5177\u4ea7\u751f\u7684\u6df7\u4e71\u3002\u5bf9\u4e8e\u8ffd\u6c42\u6781\u81f4\u6548\u7387\u548c\u5f3a\u4e8e\u7ed3\u6784\u5316\u7684\u521d\u521b\u56e2\u961f\uff0c\u503c\u5f97\u4e00\u8bd5\uff1b\u4f46\u5bf9\u590d\u6742\u7ec4\u7ec7\uff0c\u5b83\u76ee\u524d\u66f4\u50cf\u4e00\u4e2a\u5192\u9669\u7684\u5b9e\u9a8c\uff0c\u800c\u4e0d\u662f\u4e00\u4e2a\u5373\u63d2\u5373\u7528\u7684\u89e3\u51b3\u65b9\u6848\u3002\n            <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n            <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n            <span class=\"toggle-arrow\">\u25bc<\/span>\n        <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n                    <span class=\"comment-author\">Qik Office<\/span>\n                <\/div>\n<div class=\"comment-content\">Build your first AI Office that deploys unlimited AI project managers and AI assistants. These agents work with humans in shared environments called Agentic Rooms and help to write AI minutes, execute commands, do research, schedule meetings, auto-assign tasks, set reminders, plan new projects &#038; execute specific assigned tasks. AI Office delivers 2x productivity for individuals, small teams, startups and enterprises. It is completely free with extra agent credits for product hunters.<\/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 Ravi here, founder of Qik Office.<\/p>\n<p>I&#8217;ll be honest &#8211; this is the best product we ever created.<\/p>\n<p>I kept watching the same scene play out in almost every company: brilliant teams, drowning in coordination. Meetings with no follow-through. Decisions made and immediately forgotten. Work scattered across 12 different apps, none of which talked to each other. And everyone just&#8230; accepted it as normal.<\/p>\n<p>We didn&#8217;t.<\/p>\n<p>Today we&#8217;re launching something we&#8217;ve never seen anyone else build: **Agentic Rooms** \u2014 persistent environments where AI project managers and humans co-exist, share context, and actually execute work together. Not a chatbot. Not a notetaker. A real AI agent that lives inside your team room, knows your goals, manages your plans, and drives work forward \u2014 whether you&#8217;re online, in-person, or anywhere in between.<\/p>\n<p>Here&#8217;s what blew our early users&#8217; minds: you walk into a room, give one command, and your AI project manager spins up sprint boards, assigns tasks, schedules syncs, writes minutes, and follows up \u2014 automatically. Whether it&#8217;s a standup, a board meeting, a client call, or an in-person session \u2014 the AI agent handles minutes for every type of meeting: customized to your context, written in your team&#8217;s voice, and with action items auto-assigned to the right people. Recording works in-person too, recognizing 99 languages and distinguishing individual voices so nothing gets lost no matter where or how your team meets. It&#8217;s the first time AI has felt like a teammate, not a tool.<\/p>\n<p>**It&#8217;s free to start. No credit card. Unlimited rooms. Unlimited AI project managers.**<\/p>\n<p>If you&#8217;ve ever felt like your team&#8217;s potential is being swallowed by coordination overhead \u2014 this is for you. \ud83d\ude80<\/p>\n<p>Would love your support today, and even more \u2014 would love to hear what you think after you try it. Drop your questions, feedback, brutal honesty \u2014 we&#8217;re here all day. Let&#8217;s build something great together. \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>17<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@qik_ravi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@qik_ravi<\/a>&nbsp;<strong>Love the concept of Agentic Rooms!<\/strong> The vision of AI project managers working with humans in a shared space is really compelling. Looking forward to trying it out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@qik_ravi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@qik_ravi<\/a>&nbsp;One feature I&#8217;m personally excited about is Agentic Rooms. Instead of starting from scratch every time, your AI Project Manager remembers your team&#8217;s context, understands ongoing work, and helps execute it. It feels less like using an AI tool and more like collaborating with a teammate.<\/p>\n<\/p>\n<p>Would love for everyone to try it out and let us know what you think! <\/p>\n<\/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\/@qik_ravi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@qik_ravi<\/a>&nbsp;Congrats on the launch! ShotLab looks useful for founders and creators who need better product visuals fast. I like the screenshot-to-polished-visual workflow.<\/p>\n<p>Curious if you\u2019re planning to add more templates or export options next?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\ud83d\udc4b Hi everyone! We&#8217;re incredibly excited to finally share what we&#8217;ve been building&#8230;<\/p>\n<p>We believe the future of work doesn&#8217;t need to revolve around a physical office.<\/p>\n<p>For decades, offices have existed because people needed a shared place to communicate, collaborate, remember decisions, and keep work moving. Today, with AI, we think all of that can happen in a digital workspace\u2014and in many ways, even better.<\/p>\n<p>That&#8217;s why we built <strong>Qik Office<\/strong>.<\/p>\n<p>Imagine a workspace where meetings don&#8217;t disappear once they&#8217;re over. Where AI Agents understand your team&#8217;s context, <strong>Agentic Rooms<\/strong> remember everything that&#8217;s happened before, knowledge is never lost, and projects and sprints naturally stay connected. Instead of switching between countless tools, your entire team&#8217;s workflow lives in one intelligent workspace.<\/p>\n<p>Our goal is to build an AI-powered office that helps teams collaborate from anywhere, without sacrificing productivity or connection.<\/p>\n<p>We&#8217;re excited to hear what you think. <strong>Do you believe the traditional office will eventually become optional, or do you think there will always be a need for a physical workspace?<\/strong> We&#8217;d genuinely love to hear your perspective and answer any questions about what we&#8217;re building.<\/p>\n<p>Thanks so much for checking us out and supporting our launch! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>13<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@karthick_sriram\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@karthick_sriram<\/a>&nbsp;Congratulations on the launch. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>6<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi Product Hunt community! \ud83d\ude80<\/p>\n<p>I am incredibly thrilled to introduce Qik Office to you all today. Our team has poured countless days and nights into building this platform, and we are incredibly proud to finally share it with everyone here.Qik Office introduces a new way to work by deploying autonomous AI Project Managers and AI Assistants directly into your Agentic Rooms.<br \/>\nEvery virtual room features a dedicated AI agent waiting to execute your commands. Whether you need a top-tier project manager to track milestones or a highly capable executive assistant to support you and your team, our agents are built to handle the heavy lifting.<\/p>\n<p>Explore it and find it&#8217;s magic!<\/p><\/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\/@adhithya_chandrasekar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adhithya_chandrasekar<\/a>&nbsp;Keep Going\ud83d\udcaf\ud83d\ude4c\ud83c\udffb<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\ud83d\ude80 The way we work has changed. Maybe it&#8217;s time the office did too.<\/p>\n<p>For decades, the office has been the operating system for every organization\u2014a place where people collaborate, make decisions, preserve knowledge, and move work forward.<\/p>\n<p>But in the age of AI, does that operating system still need to be tied to a physical location?<\/p>\n<p>That&#8217;s the question behind <strong>Qik Office<\/strong>.<\/p>\n<p>We&#8217;re building an <strong>Agentic Workspace<\/strong> where AI isn&#8217;t just another assistant\u2014it&#8217;s an active participant in how work gets done. <strong>Agentic Rooms<\/strong> preserve context across every conversation, <strong>AI Project Managers<\/strong> help teams execute without constant follow-ups, and the <strong>Command Center<\/strong> gives leaders a real-time view of everything happening across the organization. Instead of fragmented tools and disconnected workflows, every discussion, decision, project, and sprint becomes part of a shared organizational memory.<\/p>\n<p>This isn&#8217;t about replacing people. It&#8217;s about eliminating friction. Less time searching for updates. Less context switching. More time creating, collaborating, and building.<\/p>\n<p>We believe the future office won&#8217;t be defined by desks or meeting rooms\u2014it will be defined by intelligence, context, and continuity.<\/p>\n<p>We&#8217;re excited to finally share this vision with the Product Hunt community.<\/p>\n<p>What do you think? Are <strong>Agentic Workspaces<\/strong> the next evolution of work, or will the traditional office always remain at the center of collaboration?<\/p>\n<p>We&#8217;d genuinely love your feedback and can&#8217;t wait to hear your thoughts. \ud83d\ude80<\/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\/@revathi_shree\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@revathi_shree<\/a>&nbsp;This is such a refreshing take on the future of work. Everything looks clean, thoughtful, and easy to understand. Excited to see how Qik Office grows!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@revathi_shree\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@revathi_shree<\/a>&nbsp;Love the direction you&#8217;re taking with this. It&#8217;s clear a lot of thought has gone into solving real workplace challenges. Wishing you all the success!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>love the idea of customizing the minutes to the team&#8217;s voice, huge congrats for shipping this <a href=\"https:\/\/www.producthunt.com\/@qik_ravi\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"qik_ravi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@qik_ravi<\/a> qq . can we set specific templates or styles for the output?<\/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\/@priya_kushwaha1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@priya_kushwaha1<\/a>&nbsp;Thanks so much, Priya! \ud83d\ude4c Yes \u2014 you can try the command center on the agentic room and just give commands like write a note or create a todo or create a project. You can also enable specific templates for your meeting minutes written by the agent. It has many built in templates and would love to customize more in the future. Happy to walk you through it if you&#8217;d like!<\/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>\ud83d\ude80 It&#8217;s here. Meet Qik Office.<\/p>\n<\/p>\n<p>We think the office\u2014as a physical requirement\u2014is becoming optional. Not because people stopped needing connection, collaboration, or shared memory. But because AI can now deliver all of that digitally, often better.<\/p>\n<\/p>\n<p>Qik Office gives you:<\/p>\n<\/p>\n<p>Meetings that don&#8217;t vanish once they end<\/p>\n<p>AI Agents that actually understand your team&#8217;s context<\/p>\n<p>Agentic Rooms that remember everything, always<\/p>\n<p>Projects and sprints that stay connected automatically<\/p>\n<p>One intelligent workspace instead of a dozen scattered tools<\/p>\n<p>Our mission: an AI-powered office that lets teams work from anywhere\u2014without losing productivity or connection.<\/p>\n<\/p>\n<p>Curious what you think: is the physical office on its way out, or will it always have a place? Drop your thoughts\u2014we&#8217;re here to answer questions.<\/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\/@yamuna_s\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yamuna_s<\/a>&nbsp;congratulations team \ud83c\udf89 <\/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>What if every workspace had an AI teammate that actually remembered your work?<\/p>\n<\/p>\n<p>That&#8217;s the idea behind Agentic Rooms.<\/p>\n<\/p>\n<p>Unlike traditional AI that starts fresh with every prompt, Agentic Rooms understand the context of your meetings, conversations, tasks, and shared knowledge. They build on what your team has already discussed, helping you plan sprints, answer questions, organize work, and keep projects moving without losing context.<\/p>\n<\/p>\n<p>We built Agentic Rooms because modern work is spread across too many tools, making it hard for teams to stay aligned. Our vision is to bring meetings, knowledge, collaboration, and AI into one intelligent workspace that feels like working together in the same office\u2014whether your team is remote, hybrid, or in person.<\/p>\n<\/p>\n<p>This is just the beginning, and we&#8217;d love your thoughts. What would you want an AI workspace to do for your team? Your feedback will help shape what we build next.<\/p>\n<\/p>\n<p>Thanks for checking us out and supporting our launch! \ud83d\ude80<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>5<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone! \ud83d\udc4b<\/p>\n<\/p>\n<p>We&#8217;re incredibly excited to finally launch Qik Office on Product Hunt!<\/p>\n<\/p>\n<p>The way we work has changed dramatically. Teams no longer rely on just emails or chat\u2014they collaborate through meetings, documents, tasks, messages, and countless other interactions. At the same time, AI has made it possible to extract meaningful context from all of these touchpoints. We believe that work shouldn&#8217;t be scattered across disconnected tools.<\/p>\n<\/p>\n<p>That&#8217;s the vision behind Qik Office: bringing your workplace into one intelligent, connected experience where information is easy to find, collaboration feels effortless, and AI helps you work smarter instead of harder.<\/p>\n<\/p>\n<p>Building Qik Office has been an exciting journey, and this launch is just the beginning. We&#8217;d genuinely love to hear your thoughts, answer your questions, and learn from your feedback. Every comment helps us improve the product and shape what comes next.<\/p>\n<\/p>\n<p>Thank you so much for taking the time to check us out and for supporting our launch. We hope you enjoy using Qik Office as much as we&#8217;ve enjoyed building it. \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>5<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The shift from passive AI note-takers to an active agent that actually owns the room context is a really interesting direction. we always struggle with context drift between syncs and tracking tools, so having a persistent space where the AI actually drives the project board makes a lot of sense.<\/p>\n<\/p>\n<p>the hardest part with this kind of setup is usually noise management. if the agent is always present, how do you handle the threshold between a chaotic brainstorming session and an actual final decision? curious how you prevent the PM agent from auto-assigning tasks when the team is just throwing out half-baked ideas.<\/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\/@andrasczeizel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrasczeizel<\/a>&nbsp;Hey Andras,<\/p>\n<\/p>\n<p>It&#8217;s a wonderful question! In a nutshell, it&#8217;s not just what you discussed in the current meeting, we capture and act on all the previous meetings. That&#8217;s where our conversational intelligence engine comes in to the picture <\/p>\n<\/p>\n<p>I would suggest that you try our product to know more!<\/p>\n<\/p>\n<p>Thanks for asking!<\/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>Hi <a href=\"https:\/\/www.producthunt.com\/@andrasczeizel\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"andrasczeizel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrasczeizel<\/a> the current sprint context is always present with the agent along with room&#8217;s context when it writes the next meeting notes. The agent isn&#8217;t just present for one meeting, it carries the current sprint&#8217;s context forward with it in the room. So when it&#8217;s time to write the next set of meeting notes, it&#8217;s already weaving in what&#8217;s in flight, what&#8217;s blocked, and what&#8217;s changed since last time. Feels less like a notetaker and more like a teammate who never forgets the plot. Hope that helps.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How do the AI project managers actually handle conflict when two agents assign overlapping tasks to the same person at the same time?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I&#8217;ve been seeing a lot of AI agent products lately, and most of them share the same pattern &#8211; no strong proof it won&#8217;t break something on a real work machine, no specific use cases, no video showing a real user with a real problem and how the result improves over iterations. Because nothing works perfectly the first time, and that&#8217;s okay &#8211; but showing that journey builds so much more trust.<\/p>\n<p>The teams that crack this will make a rocket jump. Curious where Qik Office is focusing first?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/7XDPM6P5XPLYDR\" class=\"app-title\">List Detective: Free Email List Checker<\/a><\/p>\n<div class=\"one-liner\">Find out what&#8217;s wrong with your email list. 100% Free.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">22<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>List Detective\u662f\u4e00\u6b3e100%\u514d\u8d39\u7684\u6d4f\u89c8\u5668\u7aef\u90ae\u7bb1\u5217\u8868\u68c0\u6d4b\u5de5\u5177\uff0c\u5e2e\u52a9\u90ae\u4ef6\u8425\u9500\u4eba\u5458\u5728\u4e0d\u6cc4\u9732\u6570\u636e\u9690\u79c1\u7684\u524d\u63d0\u4e0b\uff0c\u5373\u65f6\u53d1\u73b0\u90ae\u7bb1\u5217\u8868\u4e2d\u7684\u65e0\u6548\u683c\u5f0f\u3001\u89d2\u8272\u5730\u5740\u3001\u4e34\u65f6\u57df\u540d\u7b49\u9690\u85cf\u95ee\u9898\uff0c\u63d0\u5347\u6295\u9012\u7387\u548c\u53d1\u4ef6\u4eba\u58f0\u8a89\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\/d43b677b-719d-411c-9859-381684061df9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4c64de6f-f3c0-4dbd-aac5-10442338c75f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Sales<\/span><br \/>\n            <span class=\"tag\">Email Marketing<\/span><br \/>\n            <span class=\"tag\">Marketing<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u90ae\u4ef6\u5217\u8868\u68c0\u6d4b<\/span><br \/>\n            <span class=\"tag\">\u90ae\u7bb1\u9a8c\u8bc1<\/span><br \/>\n            <span class=\"tag\">\u90ae\u4ef6\u8425\u9500<\/span><br \/>\n            <span class=\"tag\">\u6570\u636e\u9690\u79c1<\/span><br \/>\n            <span class=\"tag\">GDPR\u5408\u89c4<\/span><br \/>\n            <span class=\"tag\">\u6d4f\u89c8\u5668\u7aef\u5904\u7406<\/span><br \/>\n            <span class=\"tag\">\u6295\u9012\u7387\u4f18\u5316<\/span><br \/>\n            <span class=\"tag\">\u53d1\u4ef6\u4eba\u58f0\u8a89<\/span><br \/>\n            <span class=\"tag\">\u514d\u8d39\u5de5\u5177<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u6d4f\u89c8\u5668\u7aef\u5904\u7406\u7684\u9690\u79c1\u4f18\u52bf\uff0c\u4ee5\u53ca\u514d\u8d39\u65e0\u5957\u8def\u7684\u7279\u70b9\u3002\u63d0\u51fa\u7684\u95ee\u9898\u5305\u62ec\uff1a\u89d2\u8272\u5730\u5740\u548c\u4e34\u65f6\u90ae\u7bb1\u7684\u68c0\u6d4b\u673a\u5236\u3001\u65e0\u9700\u670d\u52a1\u5668\u7aefMX\u68c0\u67e5\u7684\u5c40\u9650\u6027\u3001\u8001\u65e7\u5217\u8868\u7684\u65f6\u6548\u6027\u68c0\u6d4b\u9700\u6c42\u3001\u4f01\u4e1a\u7ea7\u72b6\u6001\uff08\u516c\u53f8\u662f\u5426\u5b58\u7eed\uff09\u7684\u8bc6\u522b\u3002\u5f00\u53d1\u8005\u56de\u5e94\u4e86\u6280\u672f\u7ec6\u8282\uff0c\u5e76\u786e\u8ba4\u4ed8\u8d39\u7248\u672c\u53ef\u5f15\u5165\u540e\u7aef\u68c0\u6d4b\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                List Detective\u7684\u4eae\u70b9\u5e76\u975e\u6280\u672f\u672c\u8eab\uff0c\u800c\u662f\u7cbe\u51c6\u5730\u5207\u4e2d\u4e86\u4e00\u4e2a\u9690\u5f62\u7684\u4fe1\u4efb\u7f3a\u53e3\uff1a\u90ae\u4ef6\u8425\u9500\u4eba\u5458\u4e3a\u4e86\u6e05\u6d17\u5217\u8868\uff0c\u4e0d\u5f97\u4e0d\u5c06\u5ba2\u6237\u6570\u636e\u4e0a\u4f20\u5230\u7b2c\u4e09\u65b9\u670d\u52a1\u5668\uff0c\u8fd9\u672c\u8eab\u5c31\u662f\u4e00\u79cd\u5408\u89c4\u98ce\u9669\u3002\u5c06\u5904\u7406\u903b\u8f91\u5b8c\u5168\u642c\u5230\u6d4f\u89c8\u5668\u7aef\uff0c\u7528\u201c\u65e0\u9700\u4fe1\u4efb\u201d\u53d6\u4ee3\u201c\u627f\u8bfa\u4fe1\u4efb\u201d\uff0c\u662f\u4e00\u79cd\u806a\u660e\u4e14\u4f18\u96c5\u7684\u67b6\u6784\u9009\u62e9\u3002\u5b83\u5728\u9690\u79c1\u5408\u89c4\uff08\u5c24\u5176\u662fGDPR\uff09\u4e0a\u63d0\u4f9b\u7684\u4ef7\u503c\uff0c\u8fdc\u8d85\u5176\u529f\u80fd\u5217\u8868\u672c\u8eab\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u5fc5\u987b\u6307\u51fa\u5b83\u7684\u5c40\u9650\u6027\u3002\u6d4f\u89c8\u5668\u7aef\u7eaf\u524d\u7aef\u68c0\u67e5\uff0c\u672c\u8d28\u4e0a\u53ea\u80fd\u505a\u8bed\u6cd5\u548c\u672c\u5730\u5217\u8868\u7684\u9759\u6001\u5339\u914d\u3002\u5b83\u65e0\u6cd5\u8fdb\u884cMX\u8bb0\u5f55\u9a8c\u8bc1\u3001\u90ae\u7bb1\u5b58\u5728\u6027\u6821\u9a8c\u6216\u5b9e\u65f6\u57df\u540d\u72b6\u6001\u67e5\u8be2\u3002\u8fd9\u610f\u5473\u7740\u5b83\u53ea\u80fd\u6e05\u6d17\u6389\u201c\u660e\u663e\u6709\u95ee\u9898\u201d\u7684\u5730\u5740\uff0c\u800c\u771f\u6b63\u7684\u6740\u624b\u7ea7\u9700\u6c42\u2014\u2014\u5224\u65ad\u90ae\u7bb1\u662f\u5426\u771f\u5b9e\u6709\u6548\u3001\u4e2a\u4eba\u662f\u5426\u79bb\u804c\u3001\u516c\u53f8\u662f\u5426\u5012\u95ed\u2014\u2014\u5b83\u5168\u90e8\u65e0\u80fd\u4e3a\u529b\u3002\u8fd9\u5bfc\u81f4\u5b83\u53ea\u80fd\u7528\u4f5c\u201c\u9884\u68c0\u201d\u5de5\u5177\uff0c\u65e0\u6cd5\u66ff\u4ee3\u771f\u6b63\u7684\u90ae\u4ef6\u9a8c\u8bc1\u670d\u52a1\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u66f4\u81f4\u547d\u7684\u662f\uff0c\u6295\u7968\u6570\u53ea\u670922\uff0c\u5178\u578b\u7684\u201c\u51b7\u542f\u52a8\u201d\u72b6\u6001\u3002\u5373\u4f7f\u4ea7\u54c1\u7406\u5ff5\u518d\u51fa\u8272\uff0c\u7f3a\u4e4f\u793e\u533a\u52bf\u80fd\u548c\u7528\u6237\u57fa\u6570\uff0c\u4e5f\u96be\u4ee5\u6210\u4e3a\u4e3b\u6d41\u9009\u62e9\u3002\u5f00\u53d1\u8005\u63d0\u5230\u7684\u4ed8\u8d39\u7248\u672c\u540e\u7aef\u68c0\u6d4b\uff0c\u624d\u662f\u771f\u6b63\u7684\u4ef7\u503c\u6240\u5728\uff0c\u73b0\u5728\u8fd9\u4e2a\u7248\u672c\u66f4\u50cf\u662f\u4e3a\u4e86\u8bc1\u660e\u6982\u5ff5\u7684Demo\u3002\u4f46\u65e0\u8bba\u5982\u4f55\uff0c\u5b83\u4e3a\u90ae\u4ef6\u8425\u9500\u884c\u4e1a\u63d0\u4f9b\u4e86\u4e00\u4e2a\u7a00\u7f3a\u7684\u3001\u503c\u5f97\u5c0a\u91cd\u7684\u9009\u62e9\uff1a\u4e00\u4e2a\u5bf9\u6570\u636e\u9690\u79c1\u771f\u6b63\u201c\u8bf4\u771f\u8bdd\u201d\u7684\u514d\u8d39\u5de5\u5177\u3002\n            <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n            <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n            <span class=\"toggle-arrow\">\u25bc<\/span>\n        <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n                    <span class=\"comment-author\">List Detective: Free Email List Checker<\/span>\n                <\/div>\n<div class=\"comment-content\">Uncover hidden problems in your email list \u2014 instantly and for free. Up to 100,000 addresses \u2014 runs entirely in your browser, nothing is sent to a server. Built for email marketers who care about deliverability and sender reputation. Try now with the sample data available on the site.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Calling all curious email marketers! \ud83d\udd75\ufe0f<\/p>\n<p>Mumme here, a marketing technologist from Stockholm \u2014 and I built List Detective because I kept seeing the same problem: email marketers uploading lists to cleaning tools without realizing they were sending their subscribers&#8217; data to a third-party server.<\/p>\n<p>List Detective runs entirely in your browser. Your list never leaves your device \u2014 not a single address is sent anywhere. For anyone with compliance obligations \u2014 GDPR in particular, that matters.<\/p>\n<p>It checks for invalid formats, role-based addresses (info@, noreply@, admin@), disposable domains, common typos like gmial.com, and suspicious TLDs \u2014 up to 100,000 addresses at once, instantly.<\/p>\n<p>Try it with the sample data on the site to see every flag type in action before uploading your own list.<\/p>\n<p>Would love your feedback \u2014 especially from email marketers who&#8217;ve run into deliverability issues from dirty lists. What checks would you want to see in v2?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mumme_fanaei\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mumme_fanaei<\/a>&nbsp;A genuinely free list checker with no bait-and-switch is rarer than it should be, so this is a nice one to see on the front page. <\/p>\n<p>One gap I noticed: there&#8217;s no demo video on your launch yet, and showing exactly what&#8217;s wrong with a list is the kind of thing that&#8217;s far more convincing when people watch it happen. So<strong> I made you a short one, free and yours: <\/strong><a href=\"https:\/\/www.youtube.com\/watch?v=vw9ngx_4yHY\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>https:\/\/www.youtube.com\/watch?v=vw9ngx_4yHY<\/strong><\/a><strong>. <\/p>\n<p>It&#8217;s whitelabel, branded only to List Detective, no strings attached. Your launch is still editable \u2014 drop it into the gallery whenever you like. <\/strong><\/p>\n<p>Made with <a href=\"https:\/\/foxplug.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/foxplug.com<\/a>. Wishing you a strong day up there.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The in-browser processing is a smart move for something handling sensitive email data, no server uploads means no trust gap to overcome. Clean execution for a tool that could have easily felt sketchy otherwise.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@zzetrkca\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zzetrkca<\/a>&nbsp;Hi \u0130zzet! Yes, the &#8220;no trust gap to overcome&#8221; is exactly the right framing. The moment you ask someone to upload their subscriber list to a server, you&#8217;ve introduced a promise that has to be kept. Browser-based removes the promise from the equation entirely&#8230; there&#8217;s simply nothing to trust or distrust. Glad that came through in the execution.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 &#8220;your list never leaves your device&#8221; angle is underrated. Every email marketer I&#8217;ve talked to has done the mental gymnastics of &#8220;we&#8217;re technically leaking our subscriber list to clean it, but the tool promises they&#8217;ll delete it.&#8221; Browser-based removes the promise from the equation entirely.<\/p>\n<\/p>\n<p>Been running my own cold email prep for the last month (9 mailboxes across 3 domains, all warmed) and the pattern I keep seeing: teams verify their list once at import, but a 6-month-old verified list is not a verified list anymore. Emails go stale, roles change, companies fold. The list you cleaned in January is not the list you&#8217;re sending to in July.<\/p>\n<\/p>\n<p>To your v2 question, the check I keep wanting is company-level status detection. Not just &#8220;is this email valid&#8221; but &#8220;is this company still active.&#8221; A valid inbox at a shut-down company still bounces, just with a different error signature. Distinguishing &#8220;person left&#8221; from &#8220;company gone&#8221; would be the deliverability signal most tools don&#8217;t surface.<\/p>\n<\/p>\n<p>Also the disposable domain check is a category that&#8217;s evolving faster than most check tools track. New disposable providers spin up weekly. Curious how you handle keeping that list fresh without needing constant manual maintenance.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@elias_motionfy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elias_motionfy<\/a>&nbsp;Elias \u2014 thank you, this is exactly the kind of feedback that shapes v2.<\/p>\n<\/p>\n<p>&#8220;The list you cleaned in January is not the list you&#8217;re sending to in July&#8221; should be printed and put on the wall of every email team. It&#8217;s the core problem that one-time verification doesn&#8217;t solve&#8230; and honestly what makes the case for running List Detective before every major send, not just at import.<\/p>\n<\/p>\n<p>On the disposable domain freshness question: the tool loads a live community-maintained blocklist of 7,800+ domains from GitHub each time the page opens, so it&#8217;s always pulling the latest version without any manual maintenance on my end. It&#8217;s not perfect \u2014 new disposable services spin up faster than any static list can track \u2014 but it&#8217;s significantly better than a frozen built-in list.<\/p>\n<\/p>\n<p>The company-level status detection idea is genuinely interesting and you&#8217;re right that no tool surfaces it cleanly. Distinguishing &#8220;person left&#8221; from &#8220;company gone&#8221; from &#8220;domain expired&#8221; are three different signals with three different remediation paths. That&#8217;s a server-side problem though \u2014 MX record checking, domain registration status, WHOIS data \u2014 which means it would require a backend and would break the &#8220;nothing leaves your browser&#8221; promise. Worth thinking about as a separate paid tier.<\/p>\n<\/p>\n<p>Bookmarking your cold email setup \u2014 9 mailboxes across 3 domains warmed is a serious operation.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does it actually catch things like role-based addresses or temporary inboxes, and is it checking against a maintained blocklist or just syntax rules?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ersinfjap\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ersinfjap<\/a>&nbsp;Hi Ersin, K\u00fcbra asked almost the same thing just above \u2014 please see my answer there for the full breakdown! Short version: static lists for role prefixes, a live-updated community blocklist for disposable domains, and pattern matching for everything else. No MX checks&#8230; keeping it server-free is the whole point.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does it actually catch things like role-based or disposable addresses, and does it check MX records live or just match against a static list?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@kbra84zm\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kbra84zm<\/a>&nbsp;Great question K\u00fcbra, here&#8217;s exactly how it works under the hood:<\/p>\n<\/p>\n<p>Role-based addresses are caught by matching the local part (everything before the @) against a list of 40+ known role prefixes&#8230; info, admin, noreply, support, billing, marketing and so on.<\/p>\n<\/p>\n<p>Disposable domains are checked against a built-in list of 300+ known services (Mailinator, YopMail, Guerrilla Mail etc), plus a live feed from a community-maintained GitHub repository of 7,800+ disposable domains that loads in the background when you open the tool.<\/p>\n<\/p>\n<p>No MX record checking \u2014 that requires a server-side call which would mean your addresses leaving the browser, which defeats the whole privacy purpose. What we catch is structural: format validity, known bad domains, typos, suspicious TLDs and non-ASCII characters. For existence verification (does this mailbox actually exist right now) you&#8217;d need a dedicated verification service.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 not an email marketer, but interested in the topic and I really love the way you organised FAQ section on the website &#8211; very thoughtful and informative! 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@julia_shtogren\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@julia_shtogren<\/a>&nbsp;Thank you Julia, that genuinely means a lot! The FAQ was one of those sections that kept growing as I thought through every question a marketer might have, including the uncomfortable ones like &#8220;why didn&#8217;t it catch this disposable address?&#8221; Glad it came across as thoughtful rather than just box-ticking.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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! I tried it on your site and like how it works. I find this genuinely useful, especially the GDPR angle since nothing leaves the browser. One question: you mention up to 100k addresses &#8212; does that run comfortably on an average laptop, or is there a point where browser performance starts to degrade? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@alieksia\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alieksia<\/a>&nbsp;Thank you Anastasiia \u2014 really glad the GDPR angle resonated, it was the core reason for building it this way.<\/p>\n<\/p>\n<p>On the 100k question: in testing it handles 100,000 addresses comfortably on a modern laptop \u2014 the processing is pure JavaScript string matching with no heavy computation. The one caveat is the results table, which only renders the first 500 rows in the browser for performance reasons. The full list is always available via the download buttons regardless of size.<\/p>\n<\/p>\n<p>On older or lower-powered devices there may be a brief pause on very large lists \u2014 which is why the button shows &#8220;Checking\u2026&#8221; during processing so you know it&#8217;s working. If anyone hits issues I would love to hear about it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Being able to flag role-based addresses like info@ or support@ would be a nice addition since those often cause more bounces than personal inboxes.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@demet44834\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@demet44834<\/a>&nbsp;Great news, Demet! List Detective already flags role-based addresses! info@, support@, admin@, noreply@ and 37 other role-based prefixes are all caught automatically. Try it with the sample data on the site to see it in action.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/ZRCMLY6GYJ7GNB\" class=\"app-title\">TubeMailer<\/a><\/p>\n<div class=\"one-liner\">Find &#038; export YouTube creator emails in bulk<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">19<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>TubeMailer\u662f\u4e00\u6b3e\u6d4f\u89c8\u5668\u6269\u5c55\uff0c\u901a\u8fc7\u6279\u91cf\u6293\u53d6YouTube\u9891\u9053\u53ca\u5173\u8054\u7f51\u7ad9\u4e0a\u7684\u516c\u5f00\u5546\u4e1a\u90ae\u7bb1\uff0c\u5e2e\u52a9\u8425\u9500\u4eba\u5458\u3001\u673a\u6784\u548c\u8d5e\u52a9\u5546\u544a\u522b\u624b\u52a8\u590d\u5236\u7c98\u8d34\u4e0e\u9ad8\u989dSaaS\u8ba2\u9605\uff0c\u9ad8\u6548\u7b5b\u9009\u521b\u4f5c\u8005\u8fdb\u884c\u5916\u8054\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\/a97af83b-26d8-4bf2-bf05-e858cd82a4a0.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\/db2dc5ed-ec46-4f03-92b4-20a85abd7553.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\/50218fc1-1199-4132-bfae-85cca1f05a87.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\/e56a6443-010f-4ad5-8314-af4893b236d6.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\">Chrome Extensions<\/span><br \/>\n            <span class=\"tag\">Sales<\/span><br \/>\n            <span class=\"tag\">Marketing<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Chrome\u6269\u5c55<\/span><br \/>\n            <span class=\"tag\">YouTube\u8425\u9500<\/span><br \/>\n            <span class=\"tag\">\u6279\u91cf\u90ae\u7bb1\u6293\u53d6<\/span><br \/>\n            <span class=\"tag\">\u521b\u4f5c\u8005\u5916\u8054<\/span><br \/>\n            <span class=\"tag\">\u8de8\u5883\u7535\u5546\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u6570\u636e\u5bfc\u51fa<\/span><br \/>\n            <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u793e\u5a92\u8425\u9500<\/span><br \/>\n            <span class=\"tag\">\u81ea\u52a8\u5316<\/span><br \/>\n            <span class=\"tag\">\u51b7\u542f\u52a8\u83b7\u5ba2<\/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\u80af\u5b9a\u4e86\u672c\u5730\u8fd0\u884c\u3001\u514dAPI\u548c\u6309\u91cf\u4ed8\u8d39\u7684\u67b6\u6784\u4f18\u52bf\uff0c\u8ba4\u4e3a\u8fd9\u98a0\u8986\u4e86\u4f20\u7edf\u4e2d\u4ecb\u5e73\u53f0\u7684\u9ad8\u6210\u672c\u6a21\u5f0f\u3002\u6709\u7528\u6237\u63d0\u51fa\u7f3a\u4e4f\u4ea7\u54c1\u6f14\u793a\u89c6\u9891\u662f\u5f53\u524d\u77ed\u677f\uff0c\u5e76\u5efa\u8bae\u5c55\u793a\u6279\u91cf\u5217\u8868\u62c9\u53d6\u8fc7\u7a0b\u4ee5\u63d0\u5347\u8bf4\u670d\u529b\u3002\u540c\u65f6\uff0c\u6709\u7528\u6237\u5173\u6ce8\u5bf9\u9690\u85cf\u4e8e\u8868\u5355\/\u9a8c\u8bc1\u7801\u540e\u9762\u7684\u90ae\u7bb1\u5904\u7406\u80fd\u529b\uff0c\u5236\u4f5c\u8005\u5766\u8bda\u5f53\u524d\u4f1a\u8df3\u8fc7\u6b64\u7c7b\u5185\u5bb9\uff0c\u4ee5\u4fdd\u8bc1\u6570\u636e\u7eaf\u51c0\u5ea6\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                TubeMailer\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u6280\u672f\u58c1\u5792\u201d\uff0c\u800c\u5728\u4e8e\u7cbe\u51c6\u5730\u780d\u6389\u4e86\u201c\u4e2d\u95f4\u5546\u7a0e\u201d\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u5f53\u524d\u5e02\u573a\uff0c\u65e0\u8bba\u662fHubSpot\u5f0f\u7684\u5de8\u578bCRM\u8fd8\u662f\u52a8\u8f84\u6708\u8d39500\u7f8e\u5143\u7684\u5782\u76f4\u5e73\u53f0\uff0c\u5176\u6838\u5fc3\u903b\u8f91\u662f\u5c06\u201c\u4fe1\u606f\u6536\u96c6\u201d\u8fd9\u4ef6\u810f\u6d3b\u5916\u5305\uff0c\u7136\u540e\u6309\u8bbf\u95ee\u6b21\u6570\u6536\u8d39\u3002TubeMailer\u7684\u201c\u6d4f\u89c8\u5668\u6269\u5c55+\u672c\u5730\u8fd0\u884c\u201d\u67b6\u6784\uff0c\u672c\u8d28\u4e0a\u662f\u5bf9\u4ea7\u4e1a\u5b9a\u4ef7\u6743\u7684\u4e00\u6b21\u7cbe\u51c6\u6253\u51fb\uff1a\u5b83\u610f\u8bc6\u5230\u5bf9\u4e8e\u8425\u9500\u4eba\u5458\u800c\u8a00\uff0c\u6536\u96c61000\u4e2a\u90ae\u7bb1\u5e76\u4e0d\u503c500\u7f8e\u5143\uff0c\u53ea\u503c\u4e00\u676f\u5496\u5561\u548c\u4e00\u70b9\u70b9\u7b97\u529b\u3002\u5b83\u628a\u6210\u672c\u66f2\u7ebf\u4ece\u201cSaaS\u8ba2\u9605\u201d\u62c9\u56de\u4e86\u201c\u4e00\u6b21\u6027\u5de5\u5177\u5305\u201d\uff0c\u8fd9\u6bd4\u4efb\u4f55\u529f\u80fd\u8fed\u4ee3\u90fd\u66f4\u5177\u5546\u4e1a\u4e0a\u7684\u201c\u53bb\u9b45\u201d\u610f\u4e49\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\u5fc5\u987b\u8b66\u60d5\u201c\u5de5\u5177\u5316\u201d\u9677\u9631\u3002\u4ea7\u54c1\u76ee\u524d\u7684\u5b9a\u4f4d\u662f\u201c\u9ad8\u6548\u642c\u8fd0\u5de5\u201d\uff0c\u4f46\u201c\u642c\u8fd0\u201d\u672c\u8eab\u6ca1\u6709\u62a4\u57ce\u6cb3\u3002\u4e00\u65e6Google\u6539\u53d8\u9875\u9762\u7ed3\u6784\u3001\u63d0\u9ad8\u53cd\u722c\u95e8\u69db\uff0c\u6216\u6d8c\u73b0\u51fa\u66f4\u806a\u660e\u7684\u6570\u636e\u6e05\u6d17\u670d\u52a1\uff0c\u7528\u6237\u8fc1\u79fb\u6210\u672c\u51e0\u4e4e\u4e3a\u96f6\u3002\u4ea7\u54c1\u771f\u6b63\u7684\u957f\u671f\u4ef7\u503c\u5728\u4e8e\uff1a\u80fd\u5426\u4ece\u201c\u6279\u91cf\u5bfc\u51fa\u201d\u5347\u7ea7\u4e3a\u201c\u4fe1\u53f7\u8bc6\u522b\u201d\u3002\u5982\u8bc4\u8bba\u4e2d\u63d0\u5230\u7684\u201c\u624b\u52a8\u7b5b\u9009\u8fc7\u7a0b\u672c\u8eab\u5c31\u662f\u4e00\u79cd\u8d44\u683c\u8fc7\u6ee4\u201d\uff0cTubeMailer\u82e5\u80fd\u7ed3\u5408\u7528\u6237\u7684\u884c\u4e3a\u6570\u636e\uff08\u5982\u8c01\u5728\u4e0b\u8f7d\u6570\u636e\u540e\u8f6c\u5316\u7387\u9ad8\u3001\u54ea\u4e9b\u90ae\u4ef6\u57df\u540d\u6709\u6548\uff09\u53cd\u5411\u6307\u5bfc\u7528\u6237\u201c\u5e94\u8be5\u627e\u8c01\u201d\uff0c\u5c31\u80fd\u4ece\u6267\u884c\u5c42\u5de5\u5177\u8fdb\u5316\u4e3a\u51b3\u7b56\u5c42\u6570\u636e\u5f15\u64ce\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u6700\u540e\uff0c\u5bf9\u201c\u8df3\u8fc7\u8868\u5355\/\u9a8c\u8bc1\u7801\u201d\u7684\u8bda\u5b9e\u8868\u6001\u503c\u5f97\u80af\u5b9a\uff0c\u4f46\u8fd9\u4e5f\u63ed\u793a\u4e86\u4ea7\u54c1\u7684\u5929\u82b1\u677f\u2014\u2014\u5b83\u89e3\u51b3\u4e8680%\u7684\u201c\u7b80\u5355\u516c\u5f00\u6570\u636e\u201d\uff0c\u5374\u5bf9\u5269\u4f5920%\u7684\u201c\u5546\u4e1a\u4ef7\u503c\u66f4\u9ad8\u4f46\u6df1\u5ea6\u9690\u533f\u201d\u7684\u6570\u636e\u65e0\u80fd\u4e3a\u529b\u3002\u5bf9\u4e8e\u4e25\u8083\u7684B2B\u5916\u8054\uff0c\u8fd920%\u5f80\u5f80\u662f\u5173\u952e\u51b3\u7b56\u4eba\u90ae\u7bb1\u3002\u672a\u6765\u662f\u5426\u8981\u5f15\u5165AI\u9a71\u52a8\u7684\u81ea\u7136\u8bed\u8a00\u63a5\u53e3\uff08\u5982\u81ea\u52a8\u586b\u5199\u8868\u5355\u5e76\u89e3\u6790\u91cd\u5b9a\u5411\uff09\u6216\u4f4e\u4eba\u529b\u7684\u9a8c\u8bc1\u7801\u89e3\u6790\u670d\u52a1\uff0c\u5c06\u6210\u4e3a\u5b83\u80fd\u5426\u4ece\u201c\u73a9\u5177\u201d\u8dc3\u5347\u4e3a\u201c\u57fa\u5efa\u201d\u7684\u5173\u952e\u3002\u5426\u5219\uff0c\u5b83\u7ec8\u5c06\u6ca6\u4e3a\u53e6\u4e00\u4e2a\u88ab\u5176\u4ed6\u66f4\u806a\u660e\u7684\u805a\u5408\u5668\u8fb9\u7f18\u5316\u7684\u201c\u5c0f\u4f17\u63d2\u4ef6\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\">TubeMailer<\/span>\n                <\/div>\n<div class=\"comment-content\">TubeMailer is a Chrome extension that finds the business emails behind YouTube channels \u2014 in bulk. Search a niche, and it pulls emails from channel About pages, follows creators&#8217; linked sites when there&#8217;s no email on YouTube, then exports clean lists to CSV, Excel, or JSON. No API keys. No per-contact fees. No metered &#8220;unlocks.&#8221; It runs in your own browser, handles up to 1,000 emails\/day, and starts for free. Built for agencies, sponsors, and marketers doing creator outreach.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b<\/p>\n<p>I&#8217;m Kunal, the maker of TubeMailer.<\/p>\n<p>This started with a painfully manual problem. If you&#8217;ve ever done outreach to<br \/>\nYouTube creators \u2014 sponsorships, partnerships, influencer campaigns \u2014 you know<br \/>\nthe drill: open a channel, click About, solve a captcha, copy the email, repeat<br \/>\n200 times. And half the channels don&#8217;t even list an email on YouTube \u2014 it&#8217;s<br \/>\nburied on their linked website instead.<\/p>\n<p>The existing influencer platforms &#8220;solve&#8221; this, but they charge $200\u2013$500\/month<br \/>\nand meter how many emails you can unlock (often just 150\u2013400 a month). That math<br \/>\nnever worked for the agencies and founders I kept talking to.<\/p>\n<p>So I built TubeMailer: a Chrome extension that does the manual work for you, at<br \/>\nvolume. Search a niche, and it pulls business emails from channel About pages \u2014<br \/>\nand follows creators&#8217; linked sites when there&#8217;s no email on YouTube \u2014 then<br \/>\nexports clean lists to CSV, Excel, or JSON. It runs entirely in your own browser<br \/>\n(no API keys), handles up to 1,000 emails\/day, and starts free.<\/p>\n<p>It&#8217;s for anyone doing creator outreach: agencies, brand sponsors, and marketers<br \/>\nbuilding lists.<\/p>\n<p>Would love your feedback \u2014 especially on what would make outreach less painful<br \/>\nfor you. I&#8217;ll be here all day answering questions \ud83d\ude4f<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>2<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kunalukey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kunalukey<\/a>&nbsp;Bulk-exporting creator contact info is one of those quietly powerful tools every YouTube marketer ends up needing, so this should find its people fast. <\/p>\n<p>One thing I&#8217;d add: your launch went up without a demo video, and for a find-and-export-in-bulk product, watching it pull a list is the whole pitch.<strong> I made you a short demo to cover that \u2014 free, yours to use: <\/strong><a href=\"https:\/\/www.youtube.com\/watch?v=tXvgPQ3QWjw\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>https:\/\/www.youtube.com\/watch?v=tXvgPQ3QWjw<\/strong><\/a><strong>. <\/p>\n<p>It&#8217;s whitelabel, branded only to TubeMailer, no strings. <\/strong>The launch is still editable, so you can add it to your gallery right away. Made with <a href=\"https:\/\/foxplug.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/foxplug.com<\/a>. Best of luck today \u2014 keep shipping in public.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 that everything runs locally in the browser instead of another SaaS with usage credits. Nice touch. Wishing you a great launch! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sonali_nayak2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sonali_nayak2<\/a>&nbsp;Thanks! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The extension model over API model is a smart architectural choice for this use case. Most influencer platforms are effectively middleware between the browser and the browser, you&#8217;re paying $300\/month for someone else to run Chrome for you. Cutting out the middleman changes the economics entirely.<\/p>\n<\/p>\n<p>Been building cold outreach for DTC beauty brands solo, and the same math you&#8217;re describing applies to my ICP. Manually sourcing 150 leads takes 8-10 hours and produces higher-quality data than what I get from paid databases. The tradeoff is time, but the leads convert 3-4x better because the sourcing process itself is a qualification filter.<\/p>\n<\/p>\n<p>Curious about the follow-linked-sites feature, how do you handle the case where the linked site&#8217;s contact page is behind a form or captcha? That&#8217;s usually where the paid tools get their edge, even if the value doesn&#8217;t justify their price.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@elias_motionfy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elias_motionfy<\/a>&nbsp;<br \/>Ha \u2014 &#8220;paying $300\/month for someone else to run Chrome for you&#8221; is the<\/p>\n<p>whole thesis in one line. Stealing that.<\/p>\n<p>And your manual-sourcing point is spot on: the sourcing process is itself<\/p>\n<p>a qualification filter, and stale database records lose that signal. The<\/p>\n<p>way I think about it, TubeMailer keeps some of it \u2014 it pulls the email a<\/p>\n<p>creator actually published on their own channel\/site right now, not a<\/p>\n<p>record someone scraped 18 months ago. You still do the niche and targeting<\/p>\n<p>judgment; it just removes the copy-paste-captcha grind on the emails<\/p>\n<p>themselves.<\/p>\n<p>On the linked-site question \u2014 honest answer: it doesn&#8217;t try to beat forms<\/p>\n<p>or captchas. It reads plainly published addresses (mailto links, emails in<\/p>\n<p>the page text) and if the contact is gated behind a form\/captcha, it skips<\/p>\n<p>and moves on. Two reasons: chasing the gated ~10% is a fragile rabbit hole<\/p>\n<p>that breaks constantly, and skipping keeps the data clean \u2014 I&#8217;d rather<\/p>\n<p>return nothing than guess a pattern address that bounces. The bet is that<\/p>\n<p>most business-minded creators still list a plain email somewhere, and the<\/p>\n<p>tool wins on speed across that majority.<\/p>\n<p>Funnily enough, DTC beauty is squarely in the ICP \u2014 those brands live on<\/p>\n<p>creator outreach. If you ever want to point it at a beauty-creator list,<\/p>\n<p>I&#8217;d genuinely love your feedback, since you&#8217;ve felt this exact pain.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#10<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/2RH34RERNJ4UP2\" class=\"app-title\">Salestrics AI-Native Email Beta<\/a><\/p>\n<div class=\"one-liner\">Stop paying the SaaS tax. One database. Zero fragmentation. <\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">16<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Salestrics AI-Native Email\u901a\u8fc7\u5c06\u90ae\u4ef6\u7cfb\u7edf\u539f\u751f\u6784\u5efa\u5728\u7edf\u4e00\u6570\u636e\u5e93\u4e4b\u4e0a\uff0c\u89e3\u51b3\u4f01\u4e1a\u56e0\u4f7f\u7528\u591a\u4e2aSaaS\u5de5\u5177\u5bfc\u81f4\u6570\u636e\u788e\u7247\u5316\u3001\u4e0a\u4e0b\u6587\u5272\u88c2\u7684\u75db\u70b9\uff0c\u8ba9CRM\u3001\u5ba2\u670d\u3001\u6587\u6863\u7b49\u6a21\u5757\u7684\u6c9f\u901a\u8bb0\u5f55\u81ea\u52a8\u5f52\u96c6\u5230\u5bf9\u5e94\u4e1a\u52a1\u8bb0\u5f55\u4e0b\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\/43e1b346-68c7-4e2f-b2c2-fa06933e8395.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/65f760dd-b782-4085-841d-723be860856f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/50f47ff6-4ec7-455a-a499-6c5ee8328db7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0bb6f658-89fb-441c-a956-dfcd395c6331.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6a9551f0-a788-4fcf-bae4-c757bf73f53f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/96cba254-14ef-4d80-8a69-f2235ddb2b55.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/697220f5-0804-4946-84f6-6a83b1e9a7d9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/be2f10b3-149c-42ba-9993-9b50dda13c3a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f0531d00-929f-4324-8b78-90249c2dcc41.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/195be491-a03e-4a41-a846-4b7364ecc125.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5831e310-10cb-4fb9-9a21-42dee32a3a5b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/be06e5b6-585f-47f1-860a-d5d37ad60428.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\/2acb315d-ee7f-447e-8781-de4bc3e9112c.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/kvIoBmgpb_o\"><source src=\"https:\/\/youtu.be\/kvIoBmgpb_o\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Email<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n            <span class=\"tag\">CRM<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u4f01\u4e1a\u7ea7\u90ae\u4ef6\u5f15\u64ce<\/span><br \/>\n            <span class=\"tag\">\u6570\u636e\u5e93\u539f\u751f<\/span><br \/>\n            <span class=\"tag\">\u4e00\u4f53\u5316\u5de5\u4f5c\u7a7a\u95f4<\/span><br \/>\n            <span class=\"tag\">CRM\u96c6\u6210<\/span><br \/>\n            <span class=\"tag\">Threadmail<\/span><br \/>\n            <span class=\"tag\">BYOD<\/span><br \/>\n            <span class=\"tag\">AI\u6458\u8981\/\u8d77\u8349<\/span><br \/>\n            <span class=\"tag\">Google Sync<\/span><br \/>\n            <span class=\"tag\">\u9632\u788e\u7247\u5316<\/span><br \/>\n            <span class=\"tag\">SaaS\u7a0e<\/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\u79f0\u8d5e\u4ea7\u54c1\u754c\u9762\u7b80\u6d01\uff0c\u9002\u5408\u521d\u521b\u516c\u53f8\uff1b\u5e76\u8be2\u95ee\u662f\u5426\u6709\u81ea\u52a8ICP\u4e30\u5bcc\u529f\u80fd\u6216\u57fa\u4e8eThreadmail\u6570\u636e\u7684\u57df\u540d\u6620\u5c04\u3002\u5f00\u53d1\u8005\u56de\u5e94\u5df2\u6709BYOD\u57df\u540d\u6620\u5c04\u652f\u6301\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                Salestrics\u8fd9\u4e00\u7248\u672c\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u201cAI\u201d\uff0c\u800c\u5728\u4e8e\u201c\u6570\u636e\u5e93\u539f\u751f\u67b6\u6784\u201d\u5bf9\u4e1a\u52a1\u6c9f\u901a\u6d41\u7a0b\u7684\u91cd\u6784\u3002\u591a\u6570CRM\u548c\u90ae\u4ef6\u5de5\u5177\uff08\u5982HubSpot\u3001Outlook\uff09\u7684\u6574\u5408\u662f\u677e\u8026\u5408\u7684\uff1a\u90ae\u4ef6\u4f9d\u8d56API\u62c9\u53d6\uff0cAI\u5219\u53ea\u8bfb\u5f53\u524d\u7a97\u53e3\u6587\u672c\uff0c\u5bfc\u81f4\u6bcf\u6b21\u5207\u6362\u90fd\u9700\u8981\u4eba\u5de5\u62fc\u51d1\u4e0a\u4e0b\u6587\u3002Salestrics\u5c06\u90ae\u4ef6\u7ebf\u7a0b\u76f4\u63a5\u6620\u5c04\u4e3a\u6570\u636e\u5e93\u4e2d\u7684\u4e1a\u52a1\u8bb0\u5f55\uff08Threadmail\uff09\uff0c\u7b49\u4e8e\u8ba9\u6bcf\u4e00\u5c01\u90ae\u4ef6\u5929\u7136\u6210\u4e3aCRM\u3001\u5de5\u5355\u3001\u6587\u6863\u7b49\u6a21\u5757\u7684\u5173\u8054\u6570\u636e\u8282\u70b9\u3002\u8fd9\u672c\u8d28\u4e0a\u6d88\u9664\u4e86\u201c\u4e8b\u540e\u5173\u8054\u201d\u7684\u82e6\u6d3b\uff0c\u8ba9AI\u5f97\u4ee5\u5728\u5b8c\u6574\u4e1a\u52a1\u8c31\u7cfb\u4e2d\u6267\u884c\u6458\u8981\u3001\u8d77\u8349\u548c\u6539\u5199\uff0c\u800c\u975e\u4ec5\u505a\u6587\u672c\u5c42\u9762\u7684\u6587\u5b57\u6e38\u620f\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4f46\u98ce\u9669\u540c\u6837\u660e\u663e\uff1a\u4ea7\u54c1\u76ee\u524d\u4ecd\u5728Beta\u9636\u6bb5\uff0c\u6295\u7968\u4ec516\u7968\uff0c\u8bf4\u660e\u9a8c\u8bc1\u6837\u672c\u6781\u5c0f\u3002\u4f01\u4e1a\u7ea7\u7528\u6237\u5bf9\u90ae\u4ef6\u670d\u52a1\u7684\u53ef\u9760\u6027\u3001\u5408\u89c4\u6027\u548c\u8fc1\u79fb\u6210\u672c\u6781\u4e3a\u654f\u611f\u2014\u2014\u5f3a\u884c\u8981\u6c42\u7528\u6237\u5c06\u90ae\u4ef6\u670d\u52a1\u5668\u6307\u5411\u4e00\u4e2a\u65b0\u5174\u5e73\u53f0\uff0c\u54ea\u6015\u5ba3\u79f0\u652f\u6301BYOD\u548cGoogle Sync\uff0c\u4e5f\u4f1a\u9762\u4e34\u5927\u91cf\u4fe1\u4efb\u548c\u6d41\u7a0b\u58c1\u5792\u3002\u6b64\u5916\uff0c\u201c50%\u6298\u62636\u4e2a\u6708\u201d\u7684\u4fc3\u9500\u7b56\u7565\u6697\u793a\u5176\u5b9a\u4ef7\u4e0d\u4f4e\uff0c\u5728Salesforce\u3001Gmail\u7b49\u6210\u719f\u751f\u6001\u7684\u9634\u5f71\u4e0b\uff0cSalestrics\u9700\u8981\u8bc1\u660e\u5176\u201c\u6570\u636e\u5e93\u7edf\u4e00\u201d\u5e26\u6765\u7684\u6548\u7387\u63d0\u5347\u8db3\u4ee5\u62b5\u6d88\u7528\u6237\u653e\u5f03\u73b0\u6709\u5de5\u5177\u7684\u4e60\u60ef\u6210\u672c\u3002\u4e00\u53e5\u8bdd\u603b\u7ed3\uff1a\u6280\u672f\u903b\u8f91\u6f02\u4eae\uff0c\u4f46\u5e02\u573a\u843d\u5730\u4ecd\u9700\u786c\u4ed7\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\">Salestrics AI-Native Email Beta<\/span>\n                <\/div>\n<div class=\"comment-content\">Salestrics AI-Native Email is live! We ripped out our old, bare-bones email threads and rebuilt an enterprise communication engine. As an expansion of our live revenue workspace\u2014which unifies CRM, Service Desk, video calling, and a Docs\/Drive suite\u2014this update adds Threadmail\u2122 (isolated inboxes for every record via custom domains\/BYOD), server-side Google Sync, and database-native AI to Summarize, Draft, and Rewrite with zero blind spots. 30-day trial + 50% off for 6 months!<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<h3><strong>Salestrics AI-Native Email: The Database-Native Smart Inbox<\/strong><\/h3>\n<\/p>\n<p>Happy 4th of July, everyone. Cheers to a great day. <\/p>\n<\/p>\n<p><strong>What is Salestrics AI-Native Email?<\/strong><\/p>\n<p>Today, we are officially launching Salestrics AI-Native Email in Public Beta. This isn\u2019t just a minor patch\u2014it is a complete, ground-up architectural rewrite that permanently replaces our previous bare-bones email interface with an enterprise-grade, high-velocity communication engine.<\/p>\n<\/p>\n<p>Salestrics is already live as a fully integrated revenue workspace\u2014combining an advanced CRM, full Service Desk, native Zoom\/Slack-style video calling, and a unified Workspace suite (Drive, Docs, Sheets, Slides). With this launch, we are bringing that same single-database leverage directly to your inbox.<\/p>\n<\/p>\n<p>Most platforms treat email as a bolt-on afterthought, relying on fragile API sync pipelines or clunky browser extensions to drag data from external servers. We engineered Salestrics Email to run directly on top of our core database, processing server-level communications in under 100ms.<\/p>\n<\/p>\n<h3><strong>Which Features Make It Stand Out?<\/strong><\/h3>\n<\/p>\n<p>\ud83d\ude80 <strong>1. Threadmail\u2122 Architecture<\/strong><\/p>\n<p>Stop drowning in a messy, unstructured global inbox. Salestrics introduces an isolated threading model that gives every single module record in your workspace (a specific lead, a pipeline deal, or an active support ticket) its own unique, cryptographic routing address: <a href=\"mailto:record_id-org_id@mysalestrics.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">record_id-org_id@mysalestrics.com<\/a>.<\/p>\n<ul>\n<li>\n<p><em>For Launch, Runway, Scale, and Enterprise tiers:<\/em> This maps natively over your custom business domain (<a href=\"mailto:record_id-org_id@yourdomain.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">record_id-org_id@yourdomain.com<\/a>).<\/p>\n<\/li>\n<li>\n<p>Outbound and inbound messages permanently lock to that specific record&#8217;s vertical timeline, giving your entire team instant, isolated context.<\/p>\n<\/li>\n<\/ul>\n<p>\ud83c\udf10 <strong>2. Full BYOD (Bring Your Own Domain) Freedom<\/strong><\/p>\n<p>We believe in total domain autonomy. Connect your custom business domains to Salestrics in seconds. The platform provides full, native validation frameworks for enterprise-grade deliverability protocols\u2014including SPF, DKIM, and DMARC verification\u2014allowing you to confidently scale outbound volume while aggressively protecting your sender IP reputation.<\/p>\n<p>\ud83d\udd04 <strong>3. Extension-Free Google Workspace Sync<\/strong><\/p>\n<p>If your team isn&#8217;t ready to leave Gmail behind, you don&#8217;t have to. Our deep, bidirectional Google OAuth integration mirrors your inbox in real-time. Because the sync happens entirely at the server level, you get flawless data mirroring without installing heavy, laggy Chrome extensions that constantly break and demand re-authentication.<\/p>\n<p>\ud83e\udde0 <strong>4. AI-Native (Not AI-Added) Context<\/strong><\/p>\n<p>Standard inbox AI assistants are just superficial wrappers\u2014they can only read the text of the single message open on your screen. Because Salestrics AI sits directly on top of our 11-module unified database, it has zero operational blind spots:<\/p>\n<ul>\n<li>\n<p><strong>Summarize:<\/strong> Instantly generates a high-integrity briefing by pulling context across the entire customer history, including linked CRM notes and past service desk tickets.<\/p>\n<\/li>\n<li>\n<p><strong>Draft:<\/strong> Pulls real-time database signals (like technical product specs, custom deal terms, or live calendar availability) to architect 100% accurate, personalized drafts.<\/p>\n<\/li>\n<li>\n<p><strong>Rewrite:<\/strong> Instantly fine-tunes tone (e.g., from &#8220;Aggressive Closing&#8221; to &#8220;Empathetic Support&#8221;) with one click, maintaining strict brand governance across the workspace.<\/p>\n<\/li>\n<\/ul>\n<h3><strong>The Salestrics Standard<\/strong><\/h3>\n<p>We are moving at an extreme velocity because our earliest customers are directly shaping the platform. Every single release is held to one brutal operational standard: <em>Does this remove actual complexity so businesses can focus on growth instead of managing disconnected tools?<\/em> We are running an exclusive launch special this week: a 30-day free trial (no credit card required) + 50% off for your first 6 months for the Product Hunt community.<\/p>\n<p>Dive in, test the server latency, and let us know your most brutal feedback in the comments below!<\/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\/@austinbuhl\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@austinbuhl<\/a>&nbsp;looks super clean for startups. any plans to add automatic ICP enrichment or domain mapping based on incoming threadmail data?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@mohsinproduct We have full domain mapping currently with BYOD.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Happy 4th of July, everyone. <\/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<\/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\/PE7RTTC2VMYV2C\" class=\"app-title\">digitvest.com<\/a><\/p>\n<div class=\"one-liner\">Starter SaaS websites built for founders<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">14<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Digitvest \u662f\u4e00\u4e2a\u7cbe\u9009\u7684SaaS\u6210\u54c1\u7f51\u7ad9\u9500\u552e\u5e73\u53f0\uff0c\u4e3a\u521b\u4e1a\u8005\u63d0\u4f9b\u53ef\u76f4\u63a5\u8f6c\u8ba9\u3001\u8fd0\u8425\u7684\u9884\u5236\u6570\u5b57\u8d44\u4ea7\uff0c\u5e2e\u4ed6\u4eec\u8df3\u8fc7\u4ece\u96f6\u642d\u5efa\u7684\u521d\u671f\u9636\u6bb5\uff0c\u5feb\u901f\u542f\u52a8\u65b0\u4e1a\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 single-item\">\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/538972b5-d00c-4446-aa81-971c4ca76803.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\">Investing<\/span><br \/>\n            <span class=\"tag\">SaaS<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u6210\u54c1SaaS<\/span><br \/>\n            <span class=\"tag\">\u7f51\u7ad9\u8f6c\u8ba9<\/span><br \/>\n            <span class=\"tag\">\u6570\u5b57\u8d44\u4ea7<\/span><br \/>\n            <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1\u8005<\/span><br \/>\n            <span class=\"tag\">\u521b\u4e1a\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u9884\u5236\u9879\u76ee<\/span><br \/>\n            <span class=\"tag\">AI\u8d44\u4ea7<\/span><br \/>\n            <span class=\"tag\">\u5728\u7ebf\u5e02\u573a<\/span><br \/>\n            <span class=\"tag\">\u6280\u672f\u8d44\u4ea7\u4ea4\u6613<\/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\u5efa\u8bae\u5728\u5217\u8868\u9875\u589e\u52a0\u5b9a\u4ef7\u5bf9\u6bd4\u8868\uff0c\u4ee5\u4fbf\u5feb\u901f\u67e5\u770b\u6536\u5165\u3001\u6d41\u91cf\u548c\u6280\u672f\u6808\uff0c\u51cf\u5c11\u6c9f\u901a\u6210\u672c\u3002\u53e6\u6709\u7528\u6237\u6307\u51fa\u4ea7\u54c1\u9875\u9762\u7f3a\u5c11\u89c6\u9891\u6f14\u793a\uff0c\u5e76\u4e3b\u52a8\u63d0\u4f9b\u4e86\u4e00\u4e2a\u514d\u8d39\u6f14\u793a\u89c6\u9891\uff0c\u8ba4\u4e3a\u5c55\u793a\u4ea4\u4ed8\u901f\u5ea6\u5bf9\u9500\u552e\u81f3\u5173\u91cd\u8981\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                Digitvest\u7cbe\u51c6\u5207\u4e2d\u4e86\u201c\u4e0d\u60f3\u4ece\u96f6\u5f00\u59cb\u201d\u7684\u72ec\u7acb\u5f00\u53d1\u8005\u4e0e\u5fae\u578b\u521b\u59cb\u4eba\u7fa4\u4f53\u3002\u5176\u4ef7\u503c\u4e0d\u5728\u4e8e\u6210\u4e3a\u4e00\u4e2a\u5e9e\u5927\u7684\u5f00\u6e90\u5e02\u573a\uff08\u4e0eFlippa\u7b49\u7eaf\u8d44\u4ea7\u4ea4\u6613\u5e73\u53f0\u4e0d\u540c\uff09\uff0c\u800c\u5728\u4e8e\u201c\u7cbe\u9009+\u9884\u5236+\u53ef\u8f6c\u8ba9\u201d\u7684\u5b9a\u4f4d\u2014\u2014\u5b83\u66f4\u50cf\u4e00\u4e2a\u7531\u5355\u4e00\u5356\u5bb6\u7cbe\u5fc3\u70ae\u5236\u7684\u6210\u54c1\u9879\u76ee\u5e93\uff0c\u6bcf\u4e2a\u201c\u8d27\u67b6\u5546\u54c1\u201d\u90fd\u7701\u53bb\u4e86\u4ece0\u52301\u7684\u6784\u601d\u4e0e\u5f00\u53d1\u8fc7\u7a0b\u3002\u8fd9\u79cd\u6a21\u5f0f\u7684\u4f18\u52bf\u662f\u4ea4\u4ed8\u786e\u5b9a\u6027\u9ad8\u3001\u4ea7\u54c1\u6807\u51c6\u5316\uff1b\u4f46\u6f5c\u5728\u98ce\u9669\u4e5f\u663e\u800c\u6613\u89c1\uff1a\u4f5c\u4e3a\u5355\u4e00\u4e70\u624b\u5236\u5e73\u53f0\uff0c\u5176\u9879\u76ee\u7684\u591a\u6837\u6027\u3001\u521b\u65b0\u6027\u4e0e\u5e02\u573a\u9a8c\u8bc1\u80fd\u529b\u5b8c\u5168\u53d6\u51b3\u4e8e\u521b\u5efa\u8005\u81ea\u8eab\u7684\u5ba1\u7f8e\u548c\u5f00\u53d1\u80fd\u529b\uff0c\u5bb9\u6613\u9677\u5165\u54c1\u7c7b\u5355\u8c03\u6216\u8131\u79bb\u771f\u5b9e\u5e02\u573a\u9700\u6c42\u7684\u56f0\u5883\u3002\u8bc4\u8bba\u4e2d\u7528\u6237\u8981\u6c42\u7684\u5b9a\u4ef7\u5bf9\u6bd4\u8868\u4e0e\u89c6\u9891\u6f14\u793a\uff0c\u6070\u5982\u5176\u5206\u5730\u66b4\u9732\u4e86\u5f53\u524d\u201c\u9ed1\u76d2\u5f0f\u201d\u9648\u5217\u7684\u77ed\u677f\u2014\u2014\u5bf9\u4e8e\u4e70\u5bb6\u800c\u8a00\uff0c\u82e5\u65e0\u6cd5\u4e00\u773c\u770b\u6e05\u9879\u76ee\u7684\u8425\u6536\u6570\u636e\u3001\u6d41\u91cf\u7ed3\u6784\u548c\u540e\u7eed\u7ef4\u62a4\u590d\u6742\u5ea6\uff0c\u6240\u8c13\u7684\u201c\u8df3\u8fc7\u521d\u671f\u9636\u6bb5\u201d\u65e0\u975e\u662f\u6362\u4e86\u4e00\u79cd\u5f62\u5f0f\u7684\u76f2\u76d2\u6d88\u8d39\u3002\u4ece\u6218\u7565\u5c42\u9762\u770b\uff0cDigitvest\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u4e0d\u5728\u4e8e\u201c\u5356\u7f51\u7ad9\u201d\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u5efa\u7acb\u8d77\u4e00\u5957\u53ef\u4fe1\u8d56\u7684\u3001\u900f\u660e\u7684\u9879\u76ee\u4ef7\u503c\u8bc4\u4f30\u4f53\u7cfb\uff0c\u5e2e\u52a9\u4e70\u5bb6\u5728\u4fe1\u606f\u4e0d\u5bf9\u79f0\u4e2d\u505a\u51fa\u51b3\u7b56\u3002\u5426\u5219\uff0c\u5b83\u6700\u7ec8\u53ea\u4f1a\u6ca6\u4e3a\u4e00\u4e2a\u7531\u6781\u5c11\u6570\u4eba\u4e3b\u5bfc\u7684\u3001\u4f4e\u6d41\u52a8\u6027\u7684\u6570\u5b57\u8d44\u4ea7\u5c0f\u5356\u90e8\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\">digitvest.com<\/span>\n                <\/div>\n<div class=\"comment-content\">Digitvest is a curated sales page for ready-made SaaS websites, web apps, and AI-powered digital assets. Each project is built, packaged, and prepared for transfer, so founders, indie hackers, and operators can skip the early setup phase and start with an existing product foundation. The focus is on simple, usable starter projects that can be improved, marketed, monetized, or used as a base for a new business.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi everyone,<\/p>\n<p>I built Digitvest as a simple way to present and sell ready-made SaaS websites, web apps, and AI-powered digital assets.<\/p>\n<p>The idea came from my own experience building multiple small SaaS and web projects. Many founders and indie hackers want to start faster, but do not always want to begin from a blank page. Digitvest focuses on packaged starter products that can be transferred, improved, marketed, or used as the foundation for a new business.<\/p>\n<p>It is not a large open marketplace. It is more like a curated portfolio of digital assets that I build and offer for sale.<\/p>\n<p>I would be happy to hear your feedback, especially on positioning, clarity, and what kind of projects would be most interesting for buyers.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nurettin_kilincarslan1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nurettin_kilincarslan1<\/a>&nbsp;Starter sites are where most founders lose their first month, so packaging that into something ready-to-ship is a genuinely useful wedge. <\/p>\n<p>Noticed you launched without a video though \u2014 and for a product that&#8217;s all about a fast, polished start, a demo that shows the speed would sell it instantly.<strong> I went ahead and made you one, no strings, free to use: <\/strong><a href=\"https:\/\/www.youtube.com\/watch?v=jvxx9Nl8_8Y\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>https:\/\/www.youtube.com\/watch?v=jvxx9Nl8_8Y<\/strong><\/a><strong>.<\/p>\n<p> It&#8217;s whitelabel \u2014 branded only to digitvest, nothing of mine on it. Since your launch is still editable, you can add it to your gallery in a click. <\/strong><\/p>\n<p>Built it with <a href=\"https:\/\/foxplug.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/foxplug.com<\/a>. Have a great launch day \u2014 build in public and keep shipping.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>A pricing comparison table on each listing would be super helpful so I can see expected revenue, traffic stats, and tech stack at a glance before reaching out. Would save a lot of back and forth.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\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\/6NMSAW7NJDIGKH\" class=\"app-title\">Lysterly<\/a><\/p>\n<div class=\"one-liner\">The smarter, quicker, simpler Etsy Tool<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">13<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Lysterly\u662f\u4e00\u6b3e\u4e13\u4e3aEtsy\u5356\u5bb6\u8bbe\u8ba1\u7684AI\u5de5\u5177\uff0c\u80fd\u6839\u636e\u4ea7\u54c1\u4e0e\u5e97\u94fa\u4fe1\u606f\u81ea\u52a8\u751f\u6210\u7b26\u5408\u5e73\u53f0\u89c4\u8303\u7684\u6807\u9898\u3001\u63cf\u8ff0\u53ca13\u4e2a\u957f\u5c3e\u6807\u7b7e\uff0c\u5e2e\u52a9\u5356\u5bb6\u8282\u7701SEO\u4f18\u5316\u65f6\u95f4\uff0c\u540c\u65f6\u4fdd\u7559\u4e2a\u6027\u5316\u8c03\u6574\u7a7a\u95f4\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\/91d9343d-8e18-4523-bf31-d922bb9168a7.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/87b1260c-0097-405c-bbd5-32c441944f4a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/189983bc-e635-404a-ac29-b0af6d82443b.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\/610686a4-1cf7-4d06-9bcf-11bbf4021536.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/f1582af3d2bc4b8e8634c9c8a0ffa15c\"><source src=\"https:\/\/www.loom.com\/share\/f1582af3d2bc4b8e8634c9c8a0ffa15c\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Productivity<\/span><br \/>\n            <span class=\"tag\">SaaS<\/span><br \/>\n            <span class=\"tag\">E-Commerce<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Etsy\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">AI\u6587\u6848\u751f\u6210<\/span><br \/>\n            <span class=\"tag\">\u957f\u5c3e\u5173\u952e\u8bcd<\/span><br \/>\n            <span class=\"tag\">SEO\u4f18\u5316<\/span><br \/>\n            <span class=\"tag\">\u7535\u5546\u6548\u7387\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u4ea7\u54c1\u5217\u8868\u4f18\u5316<\/span><br \/>\n            <span class=\"tag\">\u5356\u5bb6\u8f85\u52a9<\/span><br \/>\n            <span class=\"tag\">\u5185\u5bb9\u81ea\u52a8\u5316<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u6b63\u9762\uff0c\u8ba4\u4e3a\u751f\u6210\u7684\u6807\u9898\u81ea\u7136\u65e0\u5173\u952e\u8bcd\u5806\u780c\uff0c\u957f\u5c3e\u6807\u7b7e\u5b9e\u7528\uff1b\u4f46\u7f3a\u4e4f\u6f14\u793a\u89c6\u9891\uff0c\u5efa\u8bae\u589e\u52a0\u89c6\u9891\u5c55\u793a\u4ee5\u589e\u5f3a\u4fe1\u4efb\u611f\u548c\u4ea7\u54c1\u76f4\u89c2\u4f53\u9a8c\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                Lysterly\u5207\u4e2d\u4e86Etsy\u5356\u5bb6\u7684\u4e00\u4e2a\u771f\u5b9e\u75db\u70b9\uff1a\u5728\u5197\u6742\u7684SEO\u89c4\u5219\u548c\u6d77\u91cf\u5546\u54c1\u7ade\u4e89\u4e0b\uff0c\u624b\u52a8\u7f16\u5199\u5408\u89c4\u4e14\u9ad8\u6548\u7684\u5217\u8868\u4fe1\u606f\u6781\u8017\u7cbe\u529b\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u5c06\u201c\u5408\u89c4\u6027\u201d\u4e0e\u201cSEO\u6548\u7387\u201d\u6253\u5305\u6210\u81ea\u52a8\u5316\u6d41\u7a0b\u2014\u201413\u4e2a\u957f\u5c3e\u6807\u7b7e\u7684\u751f\u6210\u5e76\u975e\u6cdb\u6cdb\u7684\u5173\u952e\u8bcd\u5806\u780c\uff0c\u800c\u662f\u57fa\u4e8e\u4ea7\u54c1\u7ec6\u8282\u7684\u7cbe\u51c6\u5339\u914d\uff0c\u8fd9\u6b63\u662f\u5de5\u5177\u533a\u522b\u4e8e\u901a\u7528AI\u6587\u6848\u52a9\u624b\u7684\u62a4\u57ce\u6cb3\u3002\u4f46\u51b7\u9759\u6765\u770b\uff0c\u4ea7\u54c1\u7684\u5f53\u524d\u9636\u6bb5\u5b58\u5728\u660e\u663e\u77ed\u677f\uff1a\u6295\u7968\u4ec513\u7968\u4e14\u7528\u6237\u53cd\u9988\u6837\u672c\u8fc7\u5c11\uff0c\u8bf4\u660e\u5c1a\u672a\u7ecf\u5386\u5927\u89c4\u6a21\u68c0\u9a8c\uff1b\u8bc4\u8bba\u4e2d\u51fa\u73b0\u7684\u201c\u6f14\u793a\u89c6\u9891\u7f3a\u5931\u201d\u63d0\u793a\uff0c\u66b4\u9732\u4e86\u56e2\u961f\u5728\u8425\u9500\u53d9\u4e8b\u4e0a\u7684\u7c97\u7cd9\u2014\u2014\u5bf9\u4e8e\u5f3a\u8c03\u201c\u66f4\u7b80\u5355\u201d\u7684\u6548\u7387\u5de5\u5177\uff0c\u89c6\u89c9\u5316\u8bc1\u660e\u8fdc\u6bd4\u6587\u5b57\u58f0\u660e\u66f4\u5177\u8bf4\u670d\u529b\u3002\u6b64\u5916\uff0cEtsy\u7b97\u6cd5\u7684\u6301\u7eed\u53d8\u52a8\u610f\u5473\u7740SEO\u7b56\u7565\u9700\u8981\u52a8\u6001\u8fed\u4ee3\uff0c\u82e5Lysterly\u4ec5\u63d0\u4f9b\u9759\u6001\u6a21\u677f\uff0c\u6781\u6613\u88ab\u7ade\u54c1\u53d6\u4ee3\u3002\u771f\u6b63\u7684\u58c1\u5792\u4e0d\u5728\u4e8e\u751f\u6210\u6807\u9898\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u5efa\u7acb\u5bf9Etsy\u5e73\u53f0\u89c4\u5219\u7684\u5b9e\u65f6\u89e3\u6790\u80fd\u529b\uff0c\u4ee5\u53ca\u5e2e\u52a9\u5356\u5bb6\u5728\u6807\u51c6\u5316\u4ea7\u51fa\u4e2d\u6ce8\u5165\u5dee\u5f02\u5316\u7684\u201c\u8bed\u8c03\u201d\u2014\u2014\u8fd9\u6070\u6070\u662f\u5f53\u524d\u7248\u672c\u4ec5\u4f5c\u4e3a\u201c\u8349\u7a3f\u751f\u6210\u5668\u201d\u7684\u5c40\u9650\u6027\u3002\u957f\u8fdc\u770b\uff0c\u82e5\u56e2\u961f\u80fd\u56f4\u7ed5\u6570\u636e\u5206\u6790\uff08\u5982\u6807\u7b7e\u8f6c\u5316\u7387\u8ffd\u8e2a\uff09\u3001\u6279\u91cf\u5904\u7406\u3001\u4e0eEtsy API\u6df1\u5ea6\u96c6\u6210\u6765\u6784\u5efa\u95ed\u73af\uff0c\u624d\u53ef\u80fd\u4ece\u201c\u7701\u65f6\u5de5\u5177\u201d\u5347\u7ea7\u4e3a\u201c\u589e\u957f\u5f15\u64ce\u201d\uff0c\u5426\u5219\u6781\u6613\u9677\u5165\u88ab\u66f4\u4f4e\u4ef7AI\u5de5\u5177\u66ff\u4ee3\u7684\u6ce5\u6f6d\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\">Lysterly<\/span>\n                <\/div>\n<div class=\"comment-content\">Lysterly uses your product and store details to write a draft Etsy compliant title and descriptions with 13 long tail tags to enhance your SEO. Save hours of time and still put your tone of voice and personal touches before adding to Etsy.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi!<\/p>\n<p>Along side a successful Etsy store owner, we are proud to have built Lysterly. We aim to save shops owners hours of research and allow them to focus on what they do best, create beautiful products. <\/p>\n<p>Just add your product details and create a draft listing in seconds. An Etsy compliant title, description and 13 long tail keywords, ready to add your own tone of voice and personality. <\/p>\n<p>We have started a blog and a YouTube channel to share the potential pitfalls and how to avoid them, from our real experience of running Etsy stores. Any feedback is very appreciated!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@dave_reilly\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dave_reilly<\/a>&nbsp;<\/p>\n<blockquote>\n<p>Etsy sellers are drowning in clunky tools, so smarter, quicker, simpler is exactly the promise that corner of the market wants to hear. <\/p>\n<p><em>Small thing that could help it land harder today: <\/em><strong><em>your launch doesn&#8217;t have a demo video, and simpler is something you really have to see to believe. I made you one to fix that \u2014 free, yours to keep: <\/em><\/strong><a href=\"https:\/\/www.youtube.com\/watch?v=PCnVCD_e394\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong><em>https:\/\/www.youtube.com\/watch?v=PCnVCD_e394<\/em><\/strong><\/a><strong><em>.<\/em><\/strong><\/p>\n<p><strong> It&#8217;s fully whitelabel, branded only to Lysterly, no strings. Since the launch is still editable, you can add it to your gallery right now while you&#8217;re getting traffic. <\/strong><\/p>\n<p>Put it together with <a href=\"https:\/\/foxplug.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/foxplug.com<\/a>. Go have a great launch \u2014 cheering the build.<\/p>\n<\/blockquote>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Pasted in a tricky vintage clock listing and the title came back solid, no keyword stuffing, and the long tail tags actually made sense for once. The tone button is a nice touch too.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/4ILMUKK7Y7JS3B\" class=\"app-title\">WP Triage<\/a><\/p>\n<div class=\"one-liner\">Get alerted to vulnerable WordPress sites before they break<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">12<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>WP Triage \u901a\u8fc7\u8f7b\u91cf\u7ea7\u63d2\u4ef6\u81ea\u52a8\u626b\u63cfWordPress\u7f51\u7ad9\u7684\u63d2\u4ef6\u3001\u4e3b\u9898\u548c\u6838\u5fc3\u6f0f\u6d1e\uff0c\u6309\u98ce\u9669\u6392\u5e8f\u751f\u6210\u9884\u8b66\u6e05\u5355\uff0c\u5e2e\u52a9\u4ee3\u7406\u5546\u548c\u81ea\u7531\u5f00\u53d1\u8005\u4ece\u6570\u5341\u4e2a\u7ad9\u70b9\u7684\u7ef4\u62a4\u4e2d\u63d0\u524d\u53d1\u73b0\u9ad8\u5371\u95ee\u9898\uff0c\u907f\u514d\u7ad9\u70b9\u5d29\u6e83\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\/a14cc842-7709-4f61-98bc-87455877051b.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\">WordPress<\/span><br \/>\n            <span class=\"tag\">Developer Tools<\/span><br \/>\n            <span class=\"tag\">Security<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">WordPress\u5b89\u5168<\/span><br \/>\n            <span class=\"tag\">\u6f0f\u6d1e\u626b\u63cf<\/span><br \/>\n            <span class=\"tag\">\u7f51\u7ad9\u98ce\u9669\u9884\u8b66<\/span><br \/>\n            <span class=\"tag\">\u63d2\u4ef6\u76d1\u63a7<\/span><br \/>\n            <span class=\"tag\">\u6279\u91cf\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">\u4e09\u65b9\u7ef4\u62a4<\/span><br \/>\n            <span class=\"tag\">\u5b89\u5168\u8fd0\u7ef4<\/span><br \/>\n            <span class=\"tag\">\u4e3b\u52a8\u544a\u8b66<\/span><br \/>\n            <span class=\"tag\">\u98ce\u9669\u8bc4\u5206<\/span><br \/>\n            <span class=\"tag\">\u4ee3\u7406\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\u5efa\u8bae\u589e\u52a0\u8de8\u7ad9\u6279\u91cf\u6807\u8bb0\u8bef\u62a5\u548c\u767d\u540d\u5355\u529f\u80fd\uff0c\u4ee5\u8282\u7701\u4ee3\u7406\u5546\u9010\u7ad9\u91cd\u590d\u64cd\u4f5c\u7684\u65f6\u95f4\u3002\u8fd8\u6709\u7528\u6237\u8be2\u95ee\u5bf9\u81ea\u6258\u7ba1\u7ad9\u70b9\u7684\u517c\u5bb9\u6027\u53ca\u6027\u80fd\u5f71\u54cd\uff0c\u5f00\u53d1\u8005\u56de\u590d\u79f0\u901a\u8fc7\u5916\u53d1HTTPS\u8f7b\u91cf\u63d2\u4ef6\u5b9e\u73b0\uff0c\u65e0\u5165\u4fb5\u4e14\u4ec5\u6bcf\u65e5\u4e00\u6b21JSON\u6570\u636e\u4ea4\u6362\uff0c\u6027\u80fd\u65e0\u788d\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                WP Triage\u5207\u4e2d\u4e86\u4e00\u4e2a\u7ec6\u788e\u4f46\u771f\u5b9e\u7684\u5e02\u573a\u75db\u70b9\uff1a\u7ba1\u7406\u591a\u4e2aWordPress\u5ba2\u6237\u7ad9\u70b9\u7684\u8fd0\u7ef4\u4eba\u5458\u957f\u671f\u9762\u4e34\u201c\u5b89\u5168\u76f2\u533a\u201d\u4e0e\u201c\u544a\u8b66\u8f70\u70b8\u201d\u7684\u53cc\u91cd\u56f0\u5883\u3002\u4ea7\u54c1\u4ef7\u503c\u4e0d\u5728\u4e8e\u63d0\u4f9b\u82b1\u54e8\u7684\u626b\u63cf\u6280\u672f\uff0c\u800c\u5728\u4e8e\u5c06\u5206\u6563\u7684\u6f0f\u6d1e\u4fe1\u606f\u201c\u6c47\u603b+\u6392\u5e8f+\u63a8\u9001\u201d\u8fd9\u4e00\u884c\u975e\u5e38\u6734\u7d20\u7684\u5de5\u7a0b\u52a8\u4f5c\u2014\u2014\u8fd9\u6070\u6070\u662f\u5f88\u591a\u5927\u800c\u5168\u7684\u5b89\u5168\u5e73\u53f0\u61d2\u5f97\u505a\u3001\u4e5f\u4e0d\u64c5\u957f\u505a\u7684\u810f\u6d3b\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u5173\u952e\u5728\u4e8e\u201cTriage\u201d\u4e00\u8bcd\uff1a\u5b83\u8f93\u51fa\u7684\u4e0d\u662f\u539f\u59cb\u5a01\u80c1\u6570\u636e\uff0c\u800c\u662f\u51b3\u7b56\u4f18\u5148\u7ea7\u3002\u4ee3\u7406\u5546\u6700\u6015\u7684\u4e0d\u662f\u6f0f\u6d1e\u7206\u70b8\uff0c\u800c\u662f\u98ce\u9669\u6700\u5dee\u7684\u7ad9\u70b9\u5728\u544a\u8b66\u5806\u91cc\u6f0f\u6389\u3002WP Triage\u7684\u6bcf\u65e5\u4e00\u6b21\u5916\u53d1\u68c0\u67e5+\u98ce\u9669\u8bc4\u5206\u8bbe\u8ba1\uff0c\u5728\u6027\u80fd\u548c\u5165\u4fb5\u98ce\u9669\u4e4b\u95f4\u627e\u5230\u4e86\u73b0\u5b9e\u5e73\u8861\uff0c\u8ba9\u4f5c\u4e3a\u7b2c\u4e09\u65b9\u7684\u670d\u52a1\u5546\u80fd\u7528\u4e00\u79cd\u4e0d\u6253\u6270\u5ba2\u6237\u7684\u9ed1\u8272\u6a21\u5f0f\u4ecb\u5165\u2014\u2014\u8fd9\u65e2\u662f\u6280\u672f\u65b9\u6848\u4e5f\u662f\u5546\u52a1\u8c08\u5224\u7684\u52a0\u5206\u9879\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ea7\u54c1\u76ee\u524d\u9762\u4e34\u7684\u6700\u5927\u95ee\u9898\u662f\u201c\u91cf\u201d\uff1a\u5b83\u53ea\u670912\u4e2a\u6295\u7968\uff0c\u8bf4\u660e\u8fd8\u5904\u4e8e\u6781\u65e9\u671f\u3002\u9632\u5fa1\u7c7b\u5de5\u5177\u5929\u751f\u7f3a\u5c11\u201c\u5c16\u53eb\u65f6\u523b\u201d\uff0c\u9664\u975e\u771f\u6709\u4eba\u56e0\u4e3a\u9519\u8fc7\u9884\u8b66\u4e22\u4e86\u5ba2\u6237\u3002\u4e00\u65e6\u7528\u6237\u7684\u7ad9\u70b9\u88ab\u9ed1\uff0c\u8ba2\u9605\u5c31\u5728\u90a3\u4e00\u523b\u53d8\u6210\u4e86\u201c\u521a\u9700\u201d\u3002\u56e0\u6b64\uff0c\u4ea7\u54c1\u4e0b\u4e00\u6b65\u5e94\u8be5\u7784\u51c6\u4e2d\u5c0f\u578b\u4ee3\u7406\u5546\u7684\u53e3\u7891\u540c\u76df\uff0c\u5c24\u5176\u5f3a\u8c03\u4ece\u201c\u4f60\u4ee5\u4e3a\u5b89\u5168\u201d\u5230\u201c\u53d1\u73b0\u5fc5\u987b\u4fee\u201d\u7684\u53cd\u76f4\u89c9\u5dee\u8ddd\u6848\u4f8b\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4e0d\u8fc7\uff0c\u8bc4\u8bba\u4e2d\u63d0\u5230\u7684\u6279\u91cf\u8bef\u62a5\u5904\u7406\u7f3a\u5931\u662f\u5b9e\u7528\u6027\u7684\u660e\u663e\u77ed\u677f\u3002\u5bf9\u4e8e\u624b\u4e2d\u63e1\u6709\u51e0\u5341\u4e2a\u7ad9\u70b9\u7684\u4ee3\u7406\u800c\u8a00\uff0c\u6bcf\u4e2a\u91cd\u590d\u544a\u8b66\u90fd\u662f\u64cd\u4f5c\u6210\u672c\u3002\u5982\u679c\u4e0d\u80fd\u5728\u65e9\u671f\u7248\u672c\u5feb\u901f\u8fed\u4ee3\u8865\u9f50\u201c\u767d\u540d\u5355\u7ba1\u7406\u201d\u8fd9\u7c7b\u57fa\u7840\u6548\u7387\u529f\u80fd\uff0c\u5b83\u7684\u201ctriage\u201d\u8fc7\u7a0b\u53cd\u800c\u4f1a\u6210\u4e3a\u65b0\u7684\u8d1f\u62c5\u3002\u603b\u4f53\u6765\u8bf4\uff0c\u5c0f\u5de5\u5177\u601d\u8def\u6e05\u6670\u3001\u6267\u884c\u8f7b\u5de7\uff0c\u4f46\u80fd\u5426\u6d3b\u4e0b\u53bb\u4e0d\u9760\u6280\u672f\u7eb5\u6df1\uff0c\u800c\u770b\u80fd\u5426\u5feb\u901f\u5403\u5230\u201cWordPress\u8fd0\u7ef4\u5b89\u5168\u201d\u8fd9\u5757\u88ab\u5ffd\u89c6\u7684\u53e3\u7cae\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\">WP Triage<\/span>\n                <\/div>\n<div class=\"comment-content\">WP Triage connects to your WordPress sites and continuously checks plugins, themes, and core against known vulnerability data. Instead of digging through dozens of dashboards, you get one clear triage list. It scores each site by risk so you always know what to fix first. Alerts let you act before a problem becomes an incident.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>A bulk action to mark false positives across multiple sites would save a ton of time for agencies juggling dozens of installs. Right now flagging the same noisy plugin on each one feels repetitive, and a way to suppress or whitelist recurring findings site-wide would make the triage list way more actionable.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@dokgoz_sal40692\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dokgoz_sal40692<\/a>&nbsp;that&#8217;s a really good point, thank you for your feedback! <\/p>\n<\/p>\n<p>I plan to add something like this very soon; hopefully will be able to push it within the next couple of days. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does it handle sites that aren&#8217;t hosting on your platform, like self-hosted ones behind a firewall? Curious if the check-in is lightweight enough not to slow things down.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@semanurnzwk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@semanurnzwk<\/a>&nbsp;Self-hosted is the main use case since WP Triage doesn&#8217;t host your WordPress sites at all.<\/p>\n<p>You install a small plugin on each site. It sends an outbound HTTPS call to WP Triage once a day (plus a manual \u201csync now\u201d if you want).  There are no inbound connections, tunnel or firewall holes on your server.  As long as the site can reach <a href=\"http:\/\/wptriage.app\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">wptriage.app<\/a> over HTTPS, you\u2019re good.<\/p>\n<p>The check-in is intentionally lightweight: just plugin\/theme names and versions, WordPress version, and PHP version.  One small JSON POST via WP-Cron, not real-time polling.  It&#8217;s designed so you can leave it on client sites without noticing it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>At some point it became an interesting question for me &#8211; are specific professions naturally drawn to specific platforms? Framer, for example, has clearly become the platform for designers and startups. So I&#8217;m curious &#8211; who is the typical WordPress user today?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@julia_shtogren\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@julia_shtogren<\/a>&nbsp;Yeah that&#8217;s a good question.  It&#8217;s not one I&#8217;m attempting to answer with this product.  <br \/>There are plenty of current WordPress users and WP Triage is specifically for agencies and freelancers juggling many client sites. It&#8217;s less about \u201cpick a platform to build on,\u201d than \u201cdon\u2019t miss the one site that\u2019s about to break.\u201d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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\/PKUJ6IISF6JAHO\" class=\"app-title\">AI Secretary (Telegram Bot)<\/a><\/p>\n<div class=\"one-liner\">Your personal AI secretary inside Telegram \u2014 notes reminders<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">11<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>AI Secretary\u662f\u4e00\u4e2a\u5185\u7f6e\u4e8eTelegram\u7684\u667a\u80fd\u52a9\u624b\uff0c\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u4ea4\u4e92\u5e2e\u7528\u6237\u968f\u65f6\u8bb0\u5f55\u7b14\u8bb0\u3001\u8bbe\u7f6e\u63d0\u9192\uff0c\u89e3\u51b3\u5728\u591aApp\u95f4\u5207\u6362\u7ba1\u7406\u4fe1\u606f\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\/daac5b5f-bb3e-4e60-b39d-c9645c44ecc0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b35b6e8a-20c0-4361-95c9-7a76cbf7bb0c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/47ac1938-6caa-4391-87bc-7d67bebfdc69.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/79c3a20a-a317-4498-acfd-b6b1d350cf5e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0a19d51b-8f56-420f-81ed-d124bb4fcee3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0a2605fd-3172-45a9-ae44-df01187bb52a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0bcff8d8-adcb-4ed6-8c27-07c561d234b3.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\">Telegram<\/span><br \/>\n            <span class=\"tag\">Productivity<\/span><br \/>\n            <span class=\"tag\">Virtual Assistants<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Telegram\u673a\u5668\u4eba<\/span><br \/>\n            <span class=\"tag\">AI\u52a9\u624b<\/span><br \/>\n            <span class=\"tag\">\u7b14\u8bb0\u8bb0\u5f55<\/span><br \/>\n            <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u63d0\u9192<\/span><br \/>\n            <span class=\"tag\">\u591a\u667a\u80fd\u4f53\u7cfb\u7edf<\/span><br \/>\n            <span class=\"tag\">\u4efb\u52a1\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">\u4fe1\u606f\u805a\u5408<\/span><br \/>\n            <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n            <span class=\"tag\">\u6587\u6863\u5904\u7406<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u81ea\u7136\u8bed\u8a00\u63d0\u9192\u7684\u51c6\u65f6\u6027\u548c\u65e0\u9700\u4e0b\u8f7d\u65b0App\u7684\u8f7b\u91cf\u4f53\u9a8c\u3002\u4e3b\u8981\u5efa\u8bae\u5305\u62ec\uff1a\u652f\u6301\u7b14\u8bb0\u5bfc\u51fa\u4e3aMarkdown\/Notion\u6587\u6863\u4ee5\u4fbf\u957f\u671f\u4f7f\u7528\uff0c\u4ee5\u53ca\u8fdb\u4e00\u6b65\u4f18\u5316\u591a\u667a\u80fd\u4f53\u529f\u80fd\u7684\u6613\u7528\u6027\u3002\u5f00\u53d1\u8005\u5df2\u786e\u8ba4\u5c06\u6dfb\u52a0\u5bfc\u51fa\u529f\u80fd\uff0c\u4e14\u8bed\u97f3\u8f6c\u6587\u5b57\u529f\u80fd\u5df2\u652f\u6301\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                AI Secretary\u672c\u8d28\u662f\u4e00\u4e2a\u201c\u5bc4\u751f\u5f0f\u201d\u751f\u4ea7\u529b\u5de5\u5177\uff0c\u5b83\u806a\u660e\u5730\u5c06\u81ea\u5df1\u5ac1\u63a5\u5230Telegram\u8fd9\u4e2a\u9ad8\u9891\u4f7f\u7528\u573a\u666f\u4e2d\uff0c\u501f\u6b64\u7ed5\u5f00\u4e86\u6240\u6709\u65b0App\u90fd\u5fc5\u987b\u9762\u5bf9\u7684\u201c\u4e0b\u8f7d\u5b89\u88c5\u201d\u8fd9\u4e00\u6700\u9ad8\u95e8\u69db\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u201c\u964d\u4f4e\u6469\u64e6\u201d\uff1a\u7528\u6237\u65e0\u9700\u8bb0\u4f4f\u590d\u6742\u547d\u4ee4\uff0c\u7528\u65e5\u5e38\u804a\u5929\u7684\u65b9\u5f0f\u5c31\u80fd\u5b8c\u6210\u4fe1\u606f\u6355\u6349\u548c\u4efb\u52a1\u7ba1\u7406\uff0c\u8fd9\u79cd\u6781\u4f4e\u7684\u5b66\u4e60\u6210\u672c\u662f\u5b83\u533a\u522b\u4e8eNotion\u3001Todoist\u7b49\u91cd\u578b\u5de5\u5177\u7684\u5173\u952e\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u7136\u800c\uff0c\u8fd9\u6b3e\u4ea7\u54c1\u7684\u5929\u82b1\u677f\u4e5f\u5f88\u660e\u663e\u3002\u5b83\u76ee\u524d\u7684\u529f\u80fd\u96c6\uff08\u7b14\u8bb0+\u63d0\u9192+\u5f31\u667a\u4f53\u5bf9\u8bdd\uff09\u5e76\u672a\u8d85\u51fa\u4e3b\u6d41AI\u52a9\u624b\u7684\u8303\u7574\uff0c\u6240\u8c13\u7684\u201c\u591a\u667a\u80fd\u4f53\u201d\u66f4\u50cf\u662f\u9884\u8bbe\u7684Prompt\u6807\u7b7e\uff0c\u800c\u975e\u5177\u5907\u72ec\u7acb\u8ba4\u77e5\u7684Agent\u3002\u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\uff1a\u5f53\u7528\u6237\u7684\u7b14\u8bb0\u548c\u4efb\u52a1\u79ef\u7d2f\u5230\u4e00\u5b9a\u91cf\u7ea7\u540e\uff0c\u4ec5\u9760\u5bf9\u8bdd\u4ea4\u4e92\u662f\u5426\u8fd8\u80fd\u9ad8\u6548\u68c0\u7d22\u548c\u7ba1\u7406\uff1f\u76ee\u524d\u7528\u6237\u63d0\u51fa\u7684\u201c\u5bfc\u51fa\u201d\u9700\u6c42\u6070\u6070\u4f50\u8bc1\u4e86\u8fd9\u4e00\u70b9\u2014\u2014\u4ed6\u4eec\u6f5c\u610f\u8bc6\u91cc\u8ba4\u4e3a\u8fd9\u9053\u5177\u53ea\u9002\u5408\u4e34\u65f6\u5b58\u50a8\uff0c\u800c\u975e\u957f\u671f\u7684\u77e5\u8bc6\u5e93\u3002\u6b64\u5916\uff0c\u9ad8\u5ea6\u4f9d\u8d56\u5355\u4e00\u5e73\u53f0\uff08Telegram\uff09\u65e2\u662f\u62a4\u57ce\u6cb3\u4e5f\u662f\u7262\u7b3c\uff0c\u4e00\u65e6\u5e73\u53f0API\u8c03\u6574\u6216\u51fa\u73b0\u66f4\u5f3a\u52bf\u7684\u7ade\u54c1\uff0c\u7528\u6237\u8fc1\u79fb\u6210\u672c\u6781\u4f4e\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u77ed\u671f\u6765\u770b\uff0cAI Secretary\u786e\u5b9e\u80fd\u6210\u4e3a\u201c\u7528\u8fc7\u5c31\u56de\u4e0d\u53bb\u201d\u7684\u6548\u7387\u5c0f\u5de5\u5177\uff0c\u5c24\u5176\u9002\u5408\u91cd\u5ea6Telegram\u7528\u6237\u3002\u4f46\u82e5\u60f3\u5b9e\u73b0\u4ece\u201c\u597d\u7528\u7684\u5c0f\u5de5\u5177\u201d\u5230\u201c\u5fc5\u8981\u7684\u57fa\u7840\u8bbe\u65bd\u201d\u7684\u8de8\u8d8a\uff0c\u5b83\u5fc5\u987b\u89e3\u51b3\u4e24\u4e2a\u95ee\u9898\uff1a\u4e00\u662f\u63d0\u4f9b\u7ed3\u6784\u5316\u77e5\u8bc6\u7ba1\u7406\u7684\u80fd\u529b\uff0c\u8ba9\u4fe1\u606f\u4e0d\u6c89\u5e95\uff1b\u4e8c\u662f\u5efa\u7acb\u8de8\u751f\u6001\u7684\u6570\u636e\u58c1\u5792\uff0c\u6bd4\u5982\u901a\u8fc7\u5bfc\u51fa\/\u5bfc\u5165\u529f\u80fd\u6216\u5f00\u653eAPI\u4e0e\u5916\u90e8\u5de5\u5177\u8054\u52a8\u3002\u5426\u5219\uff0c\u5b83\u7ec8\u5c06\u6ca6\u4e3a\u53c8\u4e00\u4e2a\u201c\u60ca\u8273\u7684\u6bd5\u4e1a\u8bbe\u8ba1\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\">AI Secretary (Telegram Bot)<\/span>\n                <\/div>\n<div class=\"comment-content\">AI Secretary is a Telegram-native assistant that helps you capture notes, organize information, and get reminders without installing yet another app. Just message the bot like you normally chat \u2014 and it turns your input into structured actions Notes &#038; memory: save important info from chats and ideas on the go Natural-language reminders: \u201cremind me tomorrow at 9\u201d \u2192 delivered automatically Multi-agent mode: enable specialized AI roles (e.g., marketing, finance, legal) depending on your workflow<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I built it because I live in Telegram, but my \u201cthinking tools\u201d were scattered across apps: notes in one place, reminders in another, quick research in a third. I wanted one lightweight workspace inside Telegram that helps me act faster \u2014 not just chat.<br \/>\nWhat makes AI Secretary different:<br \/>\nMulti\u2011agent system: you can enable multiple AI agents depending on the situation \u2014 from narrow specialists (e.g. marketing, finance, legal-style drafting, tutoring) to a more generalist assistant. You choose the \u201cmode\u201d based on the task.<br \/>\nSecretary + smart follow\u2011ups: capture notes and set natural\u2011language reminders like \u201cremind me tomorrow at 9\u201d \u2014 and it will actually follow up in Telegram.<br \/>\nBonus scheduled info feeds: optional \u201cwidgets\u201d that can send useful updates at specific times (e.g. weather, currency rates, metals\/stocks) so you don\u2019t waste time searching the same info across different apps\/sites.<br \/>\nI\u2019d love your feedback:<br \/>\n1) Which agents would be most useful for you (specialist roles or a generalist)?<br \/>\n2) What daily info would you want as scheduled updates?<br \/>\nTry it here: <a href=\"https:\/\/t.me\/AI_Secretary_work_bot\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/t.me\/AI_Secretary_work_bot<\/a><br \/>\nI\u2019m here all day \u2014 happy to answer questions and ship improvements based on your comments.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Finally tried this and the natural-language reminders actually fire on time, which surprised me since most bots I test miss by a few minutes.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@alpercpz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alpercpz<\/a>&nbsp;I quite often forget things, so I decided to create a secretary for myself that could remind me of my tasks at specific times. It has been a great help to me for quite a while now, and my work efficiency has increased.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>AI Secretary<\/strong> is a Telegram bot for people who have <strong>a lot of tasks<\/strong>, sometimes <strong>forget things<\/strong>, and want to <strong>save time<\/strong> on everyday routine.<\/p>\n<p>What it helps with:<\/p>\n<p>Turn messages into <strong>notes<\/strong> and <strong>reminders<\/strong> (in natural language, directly in the chat).<\/p>\n<p>Get <strong>scheduled info updates<\/strong>, so you don\u2019t have to search the same things across multiple apps every day, such as:<\/p>\n<p>weather<\/p>\n<p>holidays<\/p>\n<p>currency exchange rates<\/p>\n<p>markets \/ exchanges<\/p>\n<p>It also includes a <strong>system of AI agents<\/strong> (both narrow specialists and a broader general assistant). These agents can <strong>find information quickly<\/strong>, help <strong>scan\/understand documents<\/strong>, <strong>draft new documents<\/strong>, and <strong>save structured data into a database<\/strong> \u2014 so you spend less time on manual work and more time on what matters.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the natural language reminders being parsed directly in chat feels really thoughtfully built, no clunky date pickers or commands to memorize. clever move letting it live inside telegram instead of forcing another app download.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>one thing i&#8217;d love is a way to export everything i save with the bot into a single markdown or notion doc, so i can actually use the notes long term instead of losing them inside telegram.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@melisrtekimejb\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@melisrtekimejb<\/a>&nbsp;All right, exporting notes to various document formats will be added.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>One thing I&#8217;d love to see is voice note support \u2014 being able to send a quick voice message to the bot and have it transcribed into a note or reminder would be huge when I&#8217;m on the go and don&#8217;t feel like typing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@uursargzmeygxp\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@uursargzmeygxp<\/a>&nbsp;This feature is already supported.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love that this lives right inside Telegram instead of forcing another app download. The natural-language reminders feel especially smooth, like texting an actual assistant rather than filling out a form.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ilk_l13311\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ilk_l13311<\/a>&nbsp;Thank you so much! Yes \u2014 the idea is exactly that: not forcing people to install another app and \u201clive\u201d in it. Everything happens in Telegram.<\/p>\n<p>That\u2019s why notes and reminders are designed as simple, normal messages.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#15<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/LII5R3HP2YQHYN\" class=\"app-title\">LinkingMem &#8211; v0.3.0<\/a><\/p>\n<div class=\"one-liner\">LinkingMem \u2014 Graph-native RAG Engine<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">11<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>LinkingMem \u662f\u4e00\u6b3e\u7528 Rust \u548c Python \u5f00\u53d1\u7684\u56fe\u539f\u751f RAG \u5f15\u64ce\uff0c\u901a\u8fc7\u5c06\u5411\u91cf\u641c\u7d22\u4e0e\u56fe\u904d\u5386\u6df1\u5ea6\u96c6\u6210\uff0c\u89e3\u51b3\u590d\u6742\u591a\u8df3\u77e5\u8bc6\u63a8\u7406\u65f6\u68c0\u7d22\u788e\u7247\u5316\u3001\u6548\u7387\u4f4e\u4e0b\u7684\u75db\u70b9\uff0c\u5c24\u5176\u9002\u5408\u9700\u8981\u9ad8\u541e\u5410\u3001\u4f4e\u5ef6\u8fdf\u7684\u77e5\u8bc6\u5bc6\u96c6\u578b\u5e94\u7528\u573a\u666f\u3002<\/div>\n<p>    <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3cd99ed2-ab8a-42c7-9310-d59168f256f5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/22940f88-69a8-4690-a4b3-3977eeaa242a.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\/213dd2b0-8183-4c68-b6c8-684168f2a427.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\/4f3de2aa-2e5f-4409-9a63-5a59e9301bd7.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\">Open Source<\/span><br \/>\n            <span class=\"tag\">GitHub<\/span><br \/>\n            <span class=\"tag\">Database<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u56fe\u6570\u636e\u5e93<\/span><br \/>\n            <span class=\"tag\">RAG\u5f15\u64ce<\/span><br \/>\n            <span class=\"tag\">\u5411\u91cf\u641c\u7d22<\/span><br \/>\n            <span class=\"tag\">\u56fe\u904d\u5386<\/span><br \/>\n            <span class=\"tag\">\u591a\u8df3\u63a8\u7406<\/span><br \/>\n            <span class=\"tag\">\u591a\u6a21\u6001\u68c0\u7d22<\/span><br \/>\n            <span class=\"tag\">\u77e5\u8bc6\u56fe\u8c31<\/span><br \/>\n            <span class=\"tag\">Rust\u5f00\u53d1<\/span><br \/>\n            <span class=\"tag\">\u4fe1\u606f\u68c0\u7d22<\/span><br \/>\n            <span class=\"tag\">AI\u5de5\u5177<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u79f0\u591a\u8df3\u68c0\u7d22\u201c\u6d41\u7545\u201d\u3002\u6838\u5fc3\u5efa\u8bae\u96c6\u4e2d\u5728\u53ef\u89c2\u6d4b\u6027\uff1a\u9700\u63d0\u4f9b\u6bcf\u8df3\u5ef6\u8fdf\u3001\u8282\u70b9\u904d\u5386\u8def\u5f84\u3001\u526a\u679d\u539f\u56e0\u7b49\u5185\u7f6e\u8ffd\u8e2a\uff0c\u4ee5\u8c03\u8bd5\u5e7b\u89c9\uff1b\u4e5f\u6709\u7528\u6237\u671f\u5f85\u539f\u751f\u67e5\u8be2\u8bed\u8a00\uff08\u5982Cypher\uff09\u4ee5\u652f\u6301\u76f4\u63a5\u56fe\u63a2\u7d22\u3002\u5f00\u53d1\u8005\u56de\u5e94\u8f83\u52a1\u5b9e\uff0c\u627f\u8ba4\u526a\u679d\u903b\u8f91\u7f3a\u5931\uff0c\u4f46\u4e0d\u8003\u8651\u52a0\u67e5\u8be2\u8bed\u8a00\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                LinkingMem \u5728\u6280\u672f\u8def\u7ebf\u4e0a\u9009\u5bf9\u4e86\u75db\u70b9\uff1a\u5f53\u524d RAG \u7cfb\u7edf\u5927\u591a\u53ea\u662f\u5411\u91cf\u6570\u636e\u5e93\u7684\u5957\u58f3\uff0c\u7f3a\u4e4f\u5bf9\u77e5\u8bc6\u95f4\u5173\u8054\u5173\u7cfb\u7684\u5efa\u6a21\uff0c\u5bfc\u81f4\u591a\u8df3\u63a8\u7406\u53d8\u6210\u4e32\u884c\u3001\u4f4e\u6548\u7684\u4f2a\u667a\u80fd\u3002LinkingMem \u7528 HNSW\uff08\u5411\u91cf\u641c\u7d22\uff09+ BFS\uff08\u56fe\u904d\u5386\uff09\u7684\u7d27\u8026\u5408\u7ba1\u9053\uff0c\u786e\u5b9e\u80fd\u5728\u67b6\u6784\u4e0a\u7f29\u77ed\u591a\u8df3\u67e5\u8be2\u7684\u8def\u5f84\u957f\u5ea6\uff0c\u7b97\u662f\u5bf9\u201c\u7528\u5411\u91cf\u573a\u8fd1\u4f3c\u56fe\u5173\u7cfb\u201d\u8fd9\u79cd\u6d41\u884c\u4f46\u7c97\u7cd9\u505a\u6cd5\u7684\u62e8\u4e71\u53cd\u6b63\u3002Rust \u505a\u5e95\u5c42\u5e26\u6765\u6027\u80fd\u548c\u5185\u5b58\u4f18\u52bf\uff0cPython \u63d2\u4ef6\u4fdd\u7559\u7075\u6d3b\u6027\uff0c\u8fd9\u79cd\u201c\u91cd\u91d1\u5c5e+\u8f7b\u80f6\u6c34\u201d\u7684\u6df7\u642d\u662f\u52a1\u5b9e\u7684\u9009\u62e9\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4f46\u771f\u6b63\u51b3\u5b9a\u5176\u4ef7\u503c\u7684\u4e0d\u662f\u6280\u672f\u7279\u70b9\uff0c\u800c\u662f\u201c\u53ef\u8c03\u8bd5\u6027\u201d\u8fd9\u4e00\u81f4\u547d\u77ed\u677f\u3002\u7528\u6237\u53cd\u9988\u975e\u5e38\u7cbe\u51c6\uff1a\u5f53\u7cfb\u7edf\u51fa\u73b0\u5e7b\u89c9\u6216\u9519\u8bef\u63a8\u7406\u65f6\uff0c\u4f60\u6839\u672c\u65e0\u6cd5\u8ddf\u968f\u5176\u601d\u7ef4\u8fc7\u7a0b\u2014\u2014\u56e0\u4e3a\u6ca1\u6709\u5185\u7f6e\u7684\u8ffd\u8e2a\u673a\u5236\u3002\u4e00\u4e2a\u7ed9 LLM \u63d0\u4f9b\u201c\u4e8b\u5b9e\u201d\u7684\u5f15\u64ce\uff0c\u5982\u679c\u81ea\u8eab\u5c31\u662f\u4e00\u4e2a\u9ed1\u76d2\uff0c\u90a3\u5b83\u7684\u7ed3\u8bba\u5c31\u6beb\u65e0\u53ef\u4fe1\u5ea6\u53ef\u8a00\u3002\u5f00\u53d1\u8005\u91cd\u89c6\u4e86\u201c\u591a\u6a21\u6001\u201d\uff08\u5176\u5b9e\u4e0d\u8fc7\u662f\u6253\u5305\u4e86\u4e2a CLIP\uff09\uff0c\u5374\u5ffd\u7565\u4e86\u6700\u57fa\u672c\u7684\u201c\u4e3a\u4ec0\u4e48\u8fd9\u4e2a\u8282\u70b9\u88ab\u904d\u5386\u4e86\u201d\u3002\u8fd9\u66b4\u9732\u4e86\u5178\u578b\u7684\u5de5\u7a0b\u5e08\u601d\u7ef4\uff1a\u628a\u7cfb\u7edf\u505a\u5f97\u53c8\u5feb\u53c8\u590d\u6742\uff0c\u5374\u5fd8\u4e86\u7528\u6237\u6700\u9700\u8981\u7684\u662f\u201c\u80fd\u7406\u89e3\u6211\u201d\u7684\u7cfb\u7edf\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u6b64\u5916\uff0c\u523b\u610f\u62d2\u7edd\u539f\u751f\u67e5\u8be2\u8bed\u8a00\uff08\u5982 Cypher\uff09\u4e5f\u662f\u77ed\u89c6\u884c\u4e3a\u3002\u4f60\u53ef\u4ee5\u5ba3\u79f0\u201c\u8bc4\u5206\u7ba1\u9053\u5c31\u662f\u67e5\u8be2\u754c\u9762\u201d\uff0c\u4f46\u5f53\u7528\u6237\u60f3\u8981\u4eba\u5de5\u9a8c\u8bc1\u56fe\u7ed3\u6784\u3001\u624b\u52a8\u8c03\u8bd5\u9519\u8bef\u5173\u8054\u65f6\uff0c\u6ca1\u6709\u8868\u8fbe\u5de5\u5177\u7b49\u4e8e\u8ba9\u5ba2\u6237\u8d64\u624b\u7a7a\u62f3\u62c6\u5f15\u64ce\u3002\u6838\u5fc3\u80fd\u529b\u5f88\u786c\uff0c\u4f46\u4ea7\u54c1\u4f53\u9a8c\u7684\u5b8c\u6574\u6027\u8fd8\u505c\u5728 Demo \u9636\u6bb5\u3002LinkingMem \u6216\u8bb8\u80fd\u6210\u4e3a RAG \u5316\u77e5\u8bc6\u56fe\u8c31\u7684\u5e95\u5c42\u57fa\u7840\u8bbe\u65bd\uff0c\u4f46\u79bb\u201c\u5f00\u7bb1\u5373\u7528\u201d\u7684\u5f00\u53d1\u8005\u5de5\u5177\uff0c\u8fd8\u5dee\u4e00\u5957\u5b8c\u6574\u7684\u53ef\u89c2\u6d4b\u6027\u548c\u8c03\u8bd5\u5de5\u5177\u94fe\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\">LinkingMem &#8211; v0.3.0<\/span>\n                <\/div>\n<div class=\"comment-content\">A high-performance Rust + Python engine for graph-based RAG, unifying vector search, graph traversal, and LLM reasoning in a single system. Query \u2192 Embedding \u2192 HNSW retrieval \u2192 Graph expansion (BFS) \u2192 Ranking \u2192 LLM answer LinkingMem combines vector search and graph traversal in one tightly integrated pipeline, enabling fast multi-hop reasoning, efficient memory usage, and production-ready scalability.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Quick update from the LinkingMem team \u2014 we&#8217;re back with v0.3.0, and this one&#8217;s a big jump from what we launched before.<\/p>\n<p>The short version of what&#8217;s new:<\/p>\n<p>\ud83d\uddbc\ufe0f Multimodal, for real this time \u2014 text and image nodes now share the same vector space. Query the graph with a text question or an image URL, and it works the same way under the hood. Two embedding modes to pick from: Vision-LLM captioning (works out of the box, no extra setup) or CLIP embeddings (true visual similarity, no LLM call needed per image).<\/p>\n<p>\ud83d\udc1b Two nasty bugs squashed \u2014 one where importing a graph could silently corrupt your data directory on the next merge, another where re-ingesting text in separate calls could quietly produce duplicate\/colliding entity IDs. Both found through actual end-to-end testing against a running stack, not just unit tests \u2014 details in the <a href=\"https:\/\/github.com\/khapu2906\/LinkingMem\/blob\/main\/CHANGELOG.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/khapu2906\/Lin&#8230;<\/a> if you&#8217;re curious how deep that rabbit hole went.<\/p>\n<p>\ud83d\udcda Docs you can actually trust \u2014 went through every doc, every env var, every API endpoint and made sure it matches what the code actually does. If you tried LinkingMem before and hit a doc that lied to you, that should be fixed now.<\/p>\n<p>\ud83d\udc33 Docker images are live \u2014 khapu2906\/linkingmem:v0.3.0-full (all-in-one) and v0.3.0-engine (bring your own plugin), both on Docker Hub.<\/p>\n<p>If you checked us out at launch and bounced off a rough edge, this is a good time to give it another look. And if you&#8217;re new here: LinkingMem is a Rust + Python engine that does vector search + graph traversal + LLM reasoning in one system, instead of stitching together separate vector\/graph DBs.<\/p>\n<p>Would love to hear what you think, especially if you&#8217;re testing the image\/multimodal side \u2014 that&#8217;s the part I&#8217;m most excited about in this release. \ud83d\ude80<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the mmap-based storage approach for low-latency graph access is genuinely clever, especially paired with rust under the hood. curious how the python ai plugins handle serialization overhead in production pipelines.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@grkemellek1eu3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@grkemellek1eu3<\/a>&nbsp;Thanks! it&#8217;s good comment. There&#8217;s real JSON serialization overhead per embed call, no getting around that with an HTTP\/JSON boundary. We batch (up to 256 texts per plugin call instead of one-by-one) and cache aggressively (embed + query result caches) to keep it from mattering in practice. Worth flagging though: <br \/>Unix socket mode only helps when engine and plugin are on the same host &#8211; doesn&#8217;t do anything for a distributed setup. <br \/>Curious if you&#8217;ve got a specific production pipeline in mind &#8211; are you thinking multi-host, and if so what&#8217;s your usual approach to cutting serialization cost there (binary formats, gRPC, something else)?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Spent an afternoon with LinkingMem and the graph-plus-vector combo genuinely made multi-hop retrieval feel snappy. Loved that the Python plugin layer didn&#8217;t choke on my custom embeddings.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@aliyenayirqaqs\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aliyenayirqaqs<\/a>&nbsp;Love hearing that, thank you! Which embedding model did you plug in? Always curious what people are running through it :3<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 Rust plus Python hybrid setup is genuinely useful for teams like ours. One thing that would help a lot: built-in observability for the retrieval path itself, like per-hop latency, which entities got traversed, and why certain branches were pruned. Right now debugging multi-hop answers feels like guesswork, and having that trace baked in would save hours when something hallucinates.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@betlkonurabzyh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@betlkonurabzyh<\/a>&nbsp;Sharpest ask of the three. Per-hop timing already exists, but &#8220;why was this branch pruned&#8221; doesn&#8217;t \u2014 our BFS just has a blunt node cap today, no real pruning logic to explain. Good flag, and it applies to ingestion too (we found duplicate entities slipping through the same blind spot recently).<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Native query language support would be a great addition, something like Cypher or a GraphQL-style interface so users can explore the knowledge graph directly without writing custom traversal code. Would make debugging and ad-hoc analysis much smoother.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@bedriyedoa3hpc\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bedriyedoa3hpc<\/a>&nbsp; Honestly, that&#8217;s a deliberate &#8220;not planned&#8221; for us , the scoring pipeline is meant to be the query interface, not a Cypher-style layer on top. That said, GET \/nodes , GET \/edges already cover basic ad-hoc filtering. What specific pattern are you missing that those don&#8217;t handle?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 built-in query debugger that visualizes the graph traversal path and intermediate retrieval scores for each multi-hop question would be incredibly useful for tuning relevance and catching hallucination sources.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@kbrakvpp\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kbrakvpp<\/a>&nbsp;Good catch \u2014 multihop responses don&#8217;t actually keep per-hop trace data yet (vector_sim: 0.0 for every node right now), so that&#8217;s the real work before any visualization. Adding it to the roadmap. Would a JSON trace be enough, or do you want an actual diagram?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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\/ILMKLD4TF3EKGM\" class=\"app-title\">Paste Switch<\/a><\/p>\n<div class=\"one-liner\">Paste and switch recent clips in place<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">10<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Paste Switch \u662f\u4e00\u6b3eMac\u526a\u8d34\u677f\u5de5\u5177\uff0c\u901a\u8fc7\u201c\u5148\u7c98\u8d34\u3001\u518d\u539f\u5730\u5207\u6362\u201d\u7684\u5feb\u6377\u64cd\u4f5c\uff0c\u89e3\u51b3\u7528\u6237\u5728\u9891\u7e41\u7c98\u8d34\u4e0d\u540c\u5386\u53f2\u5185\u5bb9\u65f6\u4e2d\u65ad\u5de5\u4f5c\u6d41\u3001\u9700\u624b\u52a8\u6253\u5f00\u5386\u53f2\u9762\u677f\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\/e958e245-b94e-49bb-bc0c-7a3c3f8b42c8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/841d882c-e659-45d9-831c-9296637e4252.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3a80c981-d703-4a86-b070-99e9330229e7.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\/cc18af7c-d948-421d-a87a-4b029481559e.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/6C3wC_AtTj0\"><source src=\"https:\/\/youtu.be\/6C3wC_AtTj0\" 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\">Menu Bar Apps<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Mac<\/span><br \/>\n            <span class=\"tag\">\u526a\u8d34\u677f\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u5feb\u6377\u5207\u6362<\/span><br \/>\n            <span class=\"tag\">\u5de5\u4f5c\u6d41\u4f18\u5316<\/span><br \/>\n            <span class=\"tag\">\u6587\u672c\u7c98\u8d34<\/span><br \/>\n            <span class=\"tag\">\u56fe\u50cf\u7c98\u8d34<\/span><br \/>\n            <span class=\"tag\">\u5185\u5b58\u5b58\u50a8<\/span><br \/>\n            <span class=\"tag\">\u6ce8\u610f\u529b\u4fdd\u62a4<\/span><br \/>\n            <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8d5e\u8d4f\u201c\u539f\u5730\u5faa\u73af\u5207\u6362\u201d\u7684\u6d41\u7545\u4f53\u9a8c\uff0c\u8ba4\u4e3a\u5728\u957f\u6587\u6863\u4e2d\u5207\u6362\u6587\u672c\u7247\u6bb5\u65f6\u80fd\u4fdd\u6301\u4e13\u6ce8\uff0c\u6bd4\u4f20\u7edf\u5386\u53f2\u9762\u677f\u66f4\u5feb\u3002\u4e00\u4f4d\u7528\u6237\u8be2\u95ee\u5207\u6362\u987a\u5e8f\u903b\u8f91\uff0c\u5f00\u53d1\u8005\u56de\u590d\u6309\u201c\u6700\u65b0\u4f18\u5148\u201d\u987a\u5e8f\u5faa\u73af\uff0c\u590d\u5236\u7684\u6b21\u5e8f\u5373\u4e3a\u5207\u6362\u6b21\u5e8f\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                Paste Switch \u7684\u201c\u5148\u7c98\u8d34\u518d\u5207\u6362\u201d\u7406\u5ff5\u786e\u5b9e\u51fb\u4e2d\u4e86\u9ad8\u9891\u7c98\u8d34\u573a\u666f\u7684\u75db\u70b9\u2014\u2014\u4f20\u7edf\u526a\u8d34\u677f\u5de5\u5177\u5f3a\u8feb\u7528\u6237\u6682\u505c\u8f93\u5165\u3001\u6d4f\u89c8\u5217\u8868\u3001\u624b\u52a8\u9009\u62e9\uff0c\u800c\u8fd9\u6b3e\u5de5\u5177\u901a\u8fc7\u5355\u4e00\u7684\u5feb\u6377\u952e\u7ec4\u5408\u5b9e\u73b0\u4e86\u201c\u65e0\u4e2d\u65ad\u5faa\u73af\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u529f\u80fd\u5806\u53e0\uff0c\u800c\u662f\u5bf9\u6ce8\u610f\u529b\u8282\u594f\u7684\u5c0a\u91cd\uff1a\u7a0b\u5e8f\u5458\u5199\u4ee3\u7801\u3001\u6587\u6848\u8d77\u8349\u957f\u7a3f\u65f6\uff0c\u6bcf\u4e00\u6b21\u4e2d\u65ad\u90fd\u53ef\u80fd\u4ed8\u51fa\u201c\u4e0a\u4e0b\u6587\u5207\u6362\u201d\u7684\u8ba4\u77e5\u6210\u672c\uff0c\u800c Paste Switch \u5c06\u8fd9\u79cd\u6210\u672c\u538b\u7f29\u81f3\u8fd1\u4e4e\u4e3a\u96f6\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4f46\u4ea7\u54c1\u7684\u5c40\u9650\u6027\u4e5f\u76f8\u5f53\u660e\u663e\uff1a\u4ec5\u652f\u6301\u6587\u672c\u548cPNG\/TIFF\u56fe\u50cf\uff0c\u4e14\u5386\u53f2\u8bb0\u5f55\u5728\u9000\u51fa\u540e\u81ea\u52a8\u6e05\u7a7a\uff0c\u8fd9\u610f\u5473\u7740\u5b83\u66f4\u9002\u5408\u201c\u77ac\u65f6\u590d\u7528\u201d\u800c\u975e\u201c\u957f\u671f\u8d44\u6599\u7ba1\u7406\u201d\u3002\u4e0e Mac \u5e73\u53f0\u6210\u719f\u7684 Paste\u3001Alfred \u7b49\u5de5\u5177\u76f8\u6bd4\uff0c\u529f\u80fd\u7eb5\u6df1\u4e0d\u8db3\u3002\u6b64\u5916\uff0c10\u4e2a\u6295\u7968\u6570\u548c\u6709\u9650\u7684\u8bc4\u8bba\u91cf\u6697\u793a\u5176\u4ecd\u5904\u4e8e\u6781\u65e9\u671f\uff0c\u7528\u6237\u53cd\u9988\u66f4\u591a\u662f\u201c\u5c1d\u9c9c\u4f53\u9a8c\u201d\u800c\u975e\u957f\u671f\u4f9d\u8d56\u540e\u7684\u6df1\u5ea6\u8bc4\u4ef7\u3002\u5982\u679c\u80fd\u589e\u52a0\u5386\u53f2\u6301\u4e45\u5316\u3001\u81ea\u5b9a\u4e49\u5207\u6362\u6392\u5e8f\u89c4\u5219\uff0c\u751a\u81f3\u4e0e\u542f\u52a8\u5668\u7c7b\u5de5\u5177\u96c6\u6210\uff0c\u6216\u8bb8\u80fd\u4ece\u5c0f\u4f17\u6548\u7387\u5de5\u5177\u8de8\u8d8a\u4e3a\u91cd\u5ea6\u7528\u6237\u7684\u751f\u4ea7\u529b\u4f34\u4fa3\u3002\u603b\u7684\u6765\u8bf4\uff0c\u8fd9\u662f\u4e00\u4e2a\u201c\u65b9\u5411\u6b63\u786e\u4f46\u5c1a\u9700\u6253\u78e8\u201d\u7684\u5fae\u521b\u65b0\u4ea7\u54c1\uff0c\u9002\u5408\u8ffd\u6c42\u6781\u7b80\u5feb\u6377\u952e\u6d41\u7684\u7528\u6237\uff0c\u4f46\u4e0d\u8db3\u4ee5\u64bc\u52a8\u4e3b\u6d41\u526a\u8d34\u677f\u5de5\u5177\u7684\u751f\u6001\u4f4d\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\">Paste Switch<\/span>\n                <\/div>\n<div class=\"comment-content\">Paste Switch is a Mac clipboard tool that turns repeated paste work into a speed advantage: paste the latest clip, press the same shortcut again to switch in place, and keep typing while others are still opening history.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt,<\/p>\n<p>I built Paste Switch around a small workflow that happens many times a day: pasting something you copied earlier.<\/p>\n<p>Most clipboard tools make you stop, open history, scan rows, pick an item, and return to what you were writing. Paste Switch takes a different approach: paste first, then switch in place.<\/p>\n<p>Press Cmd + Shift + V to paste the latest clip. If it is not the one you want, press V again while holding Cmd + Shift, and Paste Switch replaces it with another recent clip right at the cursor.<\/p>\n<p>The goal is not just fewer clicks. It is to protect your attention and turn a tiny repeated action into a speed advantage. When you paste, switch, and keep typing without breaking flow, you move faster through the work than people still managing clipboard history by hand.<\/p>\n<p>It currently supports recent text and PNG\/TIFF image clips on macOS. History stays local and in memory, and clears when the app quits.<\/p>\n<p>In the right scenarios, \u201cpaste first, switch in place\u201d is simply more efficient. If you already use a similar tool, try it as a speed upgrade. If you have not used one yet, start here and feel how fast pasting can be\uff01<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The in-place cycling is genuinely satisfying, especially when pulling snippets into a long doc without breaking my flow to open a history panel. Wish more clipboard tools took this shortcut-first approach.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@glsmceleptmy2a\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@glsmceleptmy2a<\/a>&nbsp;Thanks for checking it out\uff01<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 cycling shortcut idea is genuinely handy, especially when I am jumping between snippets while drafting a doc. Felt faster than digging through my usual clipboard history.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@toprak4irg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@toprak4irg<\/a>&nbsp;Thanks for checking it out. I\u2019m glad it helped, and I\u2019d love to hear any further thoughts or usage suggestions as you use it more. That would mean a lot.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>how does it actually decide what to switch to when you press the shortcut again, especially if you&#8217;ve copied a few things in quick succession<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@rem0gga\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rem0gga<\/a>&nbsp;It uses a simple \u201cmost recent first\u201d order. The first Cmd+Shift+V pastes the newest thing you copied. If you press it again right away, Paste Switch replaces that pasted text with the previous clip, then the one before that, and so on. If you copy something new, that becomes the new first option. I\u2019d really love for you to take a closer look and share any suggestions after trying it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#17<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/AU26PJB3AUK5QW\" class=\"app-title\">LimitBar<\/a><\/p>\n<div class=\"one-liner\">macOS menu bar app showing your Claude usage limits<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">10<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>LimitBar\u662f\u4e00\u6b3emacOS\u83dc\u5355\u680f\u5e94\u7528\uff0c\u81ea\u52a8\u66f4\u65b0\u663e\u793aClaude AI\u7684\u7528\u91cf\u9650\u989d\uff0c\u8ba9\u91cd\u5ea6\u7528\u6237\u907f\u514d\u8d85\u9650\u4e2d\u65ad\uff0c\u65e0\u9700\u624b\u52a8\u67e5\u8be2\u5373\u53ef\u4ece\u5bb9\u89c4\u5212\u5de5\u4f5c\u8282\u594f\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\/f4b7498f-bf3e-46ea-bafd-25923badbfc4.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\/93baeabc-48d0-4842-af8e-80e2050fe8a9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/780ab978-5c9c-4fb1-8bf0-c1bd140507c2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">Productivity<\/span><br \/>\n            <span class=\"tag\">Developer Tools<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">macOS\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u83dc\u5355\u680f\u63d2\u4ef6<\/span><br \/>\n            <span class=\"tag\">AI\u7528\u91cf\u76d1\u63a7<\/span><br \/>\n            <span class=\"tag\">Claude\u9644\u5c5e\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n            <span class=\"tag\">\u539f\u751fSwift\u5e94\u7528<\/span><br \/>\n            <span class=\"tag\">\u672c\u5730\u5b89\u5168\u8bfb\u53d6<\/span><br \/>\n            <span class=\"tag\">\u4ed8\u8d39\u8f6f\u4ef6<\/span><br \/>\n            <span class=\"tag\">\u5f00\u53d1\u8f85\u52a9<\/span><br \/>\n            <span class=\"tag\">\u8d44\u6e90\u7ba1\u7406<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u8f7b\u91cf\uff08<1MB\uff09\u548c60\u79d2\u5237\u65b0\uff0c\u8ba4\u4e3a\u907f\u514d\u624b\u52a8\u67e5\u8be2\/usage\u547d\u4ee4\u5f88\u5b9e\u7528\u3002\u6709\u7528\u6237\u8be2\u95ee\u6570\u636e\u8bfb\u53d6\u65b9\u5f0f\uff0c\u5f00\u53d1\u8005\u89e3\u91ca\u662f\u901a\u8fc7\u8c03\u7528Claude\u5185\u90e8\u63a5\u53e3\u800c\u975e\u516c\u5171API\u3002\u90e8\u5206PC\u7528\u6237\u8868\u793a\u6709\u7c7b\u4f3c\u9700\u6c42\uff0c\u4f46\u6682\u65e0\u8de8\u5e73\u53f0\u652f\u6301\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                LimitBar\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u88ab\u4e3b\u6d41\u5382\u5546\u9009\u62e9\u6027\u5ffd\u89c6\u7684\u521a\u9700\u2014\u2014AI\u7b97\u529b\u6d88\u8d39\u7684\u201c\u4eea\u8868\u76d8\u201d\u3002\u5f53Anthropic\u53ea\u63d0\u4f9b\u85cf\u5f97\u5f88\u6df1\u7684\u7528\u91cf\u8f6e\u76d8\u548c\u547d\u4ee4\u884c\u67e5\u8be2\u65f6\uff0cLimitBar\u752860\u79d2\u5237\u65b0\u673a\u5236\u5c06\u65e0\u5f62\u9884\u7b97\u53d8\u6210\u4e86\u53ef\u89c1\u7684\u89c4\u5212\u5de5\u5177\u3002\u5176\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u521b\u65b0\uff0c\u800c\u5728\u4e8e\u4ea7\u54c1\u611f\u7684\u80dc\u5229\uff1a\u628a\u4e00\u4e2a\u672c\u5e94\u7531\u5e73\u53f0\u65b9\u63d0\u4f9b\u7684\u900f\u660e\u5ea6\u529f\u80fd\uff0c\u505a\u6210\u4e86\u6bd4\u539f\u5382\u66f4\u4f18\u96c5\u7684\u5b58\u5728\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ea7\u54c1\u8bbe\u8ba1\u4e0a\u6709\u51e0\u4e2a\u503c\u5f97\u79f0\u9053\u7684\u5224\u65ad\uff1a\u9009\u62e9\u539f\u751fSwift\u800c\u975eElectron\uff0c\u786e\u4fdd1MB\u4f53\u79ef\u548c\u96f6\u611f\u77e5\u8fd0\u884c\uff0c\u8fd9\u662f\u5bf9\u201c\u5de5\u5177\u5e94\u8be5\u6d88\u5931\u201d\u54f2\u5b66\u7684\u8df5\u884c\uff1b\u901a\u8fc7\u7ed5\u8fc7\u516c\u5171API\u7684internal endpoint\u8bfb\u53d6\u6570\u636e\uff0c\u867d\u7136\u5b58\u5728\u88ab\u56f4\u527f\u7684\u98ce\u9669\uff0c\u4f46\u76ee\u524d\u505a\u5230\u4e86\u96f6Token\u6d88\u8017\uff0c\u89e3\u51b3\u4e86\u201c\u76d1\u63a7\u6210\u672c\u201d\u7684\u6096\u8bba\uff1b\u5f00\u53d1\u8005\u4ece\u7528\u6237\u53cd\u9988\u4e2d\u5c06\u5356\u70b9\u4ece\u201c\u907f\u514d\u610f\u5916\u9501\u5b9a\u201d\u8c03\u6574\u4e3a\u201c\u66f4\u4ece\u5bb9\u7684\u89c4\u5212\u201d\uff0c\u8bf4\u660e\u5bf9\u573a\u666f\u7406\u89e3\u7ecf\u5386\u4e86\u4ece\u5e94\u6025\u5230\u9884\u9632\u7684\u8fed\u4ee3\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4f46\u9700\u6b63\u89c6\u5176\u8106\u5f31\u6027\uff1a\u4f9d\u8d56\u975e\u516c\u5f00\u63a5\u53e3\u672c\u8d28\u4e0a\u662f\u5728\u73a9\u732b\u9f20\u6e38\u620f\uff0c\u4e00\u65e6Anthropic\u8c03\u6574\u5185\u90e8API\u7ed3\u6784\u6216\u5f3a\u5316\u6743\u9650\u7ba1\u7406\uff0cLimitBar\u5c31\u9762\u4e34\u5931\u6548\u98ce\u9669\u3002\u20ac2.99\u7684\u4e00\u6b21\u6027\u5b9a\u4ef7\u4e0e\u6e90\u7801\u6346\u7ed1\u4e0b\u8f7d\u7684\u7b56\u7565\u867d\u663e\u8bda\u610f\uff0c\u4f46\u4e5f\u6697\u793a\u4e86\u5176\u5c0f\u800c\u7f8e\u7684\u5b9a\u4f4d\u5929\u82b1\u677f\u2014\u2014\u65e0\u6cd5\u6784\u5efa\u8ba2\u9605\u6a21\u5f0f\u6216\u589e\u503c\u670d\u52a1\uff0c\u5546\u4e1a\u4e0a\u96be\u4ee5\u89c4\u6a21\u5316\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u5bf9Claude\u91cd\u5ea6\u7528\u6237\uff08\u5c24\u5176\u662f\u6bcf\u65e5\u5728Fable\u4e0a\u6d88\u80175\u5c0f\u65f6\u9650\u989d\u7684\u8d85\u7ea7\u7528\u6237\uff09\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u7b14\u503c\u56de\u7968\u4ef7\u7684\u65f6\u95f4\u6295\u8d44\u3002\u4f46\u5bf9\u666e\u901a\u7528\u6237\u6216\u8de8\u5e73\u53f0\u5de5\u4f5c\u8005\uff0c\u5b83\u7684\u4ef7\u503c\u968f\u7740\u4f7f\u7528\u9891\u7387\u5448\u6307\u6570\u7ea7\u8870\u51cf\u3002\u4e00\u53e5\u8bdd\u603b\u7ed3\uff1a\u6280\u672f\u542b\u91cf\u4e0d\u9ad8\uff0c\u4f46\u4ea7\u54c1\u76f4\u89c9\u5230\u4f4d\uff1b\u5b83\u80fd\u6d3b\u591a\u4e45\uff0c\u53d6\u51b3\u4e8eAnthropic\u7684\u5bbd\u5bb9\u5ea6\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\">LimitBar<\/span>\n                <\/div>\n<div class=\"comment-content\">If you&#8217;re powerusing Claude Code (esp. with Fable), the usage limits are your work budget. LimitBar keeps all of them in your Mac menu bar, updated every 60s, so you can plan your day instead of re-running \/usage or clicking the usage wheel all the time. Native Swift, under 1 MB, no Electron. Reads the same numbers Claude shows you and spends zero tokens doing it. Unofficial, not an Anthropic product. \u20ac2.99, source included.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH! I use Claude Code all day on a Max plan, and at some point I noticed I was planning my whole workday around the usage limits: the 5-hour window decides when I start a heavy session, the weekly cap decides what gets pushed to next week. The annoying part was that meter is invisible unless you keep clicking the usage wheel or running \/usage. I was checking it constantly.<\/p>\n<p>So I built LimitBar for myself first: a tiny native menu bar app that shows every limit Anthropic reports on your account (5-hour window, weekly, per-model like Fable), refreshed every 60 seconds. Reading the numbers never invokes a model, so watching your budget costs none of your budget. And hitting limits mid-session never catches you by surprise anymore.<\/p>\n<p>Two things changed a lot on the way to launch. First, the pitch. I assumed the selling point was avoiding surprise lockouts, but after living with it for a while it became obvious the real value is calmer planning, so the whole product got reframed around that. Second, my first test user hit a wall of macOS permission dialogs, so I rewrote the Keychain handling to go through Apple&#8217;s own security tool. Most Macs now see zero permission popups.<\/p>\n<p>it&#8217;s unofficial and not affiliated with Anthropic. macOS 13+, needs Claude Code logged in on a Pro or Max plan. \u20ac2.99 one time, 30-day refund, and the source ships in the download and compiles locally on your Mac, so you can read exactly what runs.<\/p>\n<p>I built it with Claude Code, while watching LimitBar count what building it was costing me. Happy to answer anything.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>finally something that just sits in the menu bar and does one job well, the 60s refresh is fast enough that i stopped thinking about it, native swift at under 1MB is a nice flex 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sibel8d87\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sibel8d87<\/a>&nbsp;much appreciated \ud83d\ude4f how has your experience been otherwise, using it?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does it actually read those numbers from Claude Code without an API hook, just scraping the local session data or something else?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nerimand1c7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nerimand1c7<\/a>&nbsp;it is an API call in the literal sense. What I meant is it&#8217;s not the public developer API and not hooked into Claude Code&#8217;s process. LimitBar calls the same internal usage endpoint Anthropic&#8217;s own clients use, with your existing login. Appreciate the question!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally something that lives in my menu bar and actually respects my machine, sub-1 MB Swift is a treat. The 60s polling feels right and seeing the numbers without spawning a \/usage command is genuinely useful for pacing long sessions.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@kumsalukh1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kumsalukh1<\/a>&nbsp;much appreciated! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@kumsalukh1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kumsalukh1<\/a>&nbsp;much appreciated!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/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 idea. I work on pc mostly so not for me but I often have a tab wasted to keep checking on this. Nice clean way to visualize. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@mjohnson42\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mjohnson42<\/a>&nbsp;much appreciated. Where would you want this on your screen on your PC &#8211; same place or somewhere else?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\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\/S7YP322VSICSS2\" class=\"app-title\">Mozy: Walk to Unlock Apps<\/a><\/p>\n<div class=\"one-liner\"> \ud83c\udf31 Walk More. Scroll Less. Unlock Apps with Movement.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">10<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Mozy \u901a\u8fc7\u201c\u8d70\u8def\u89e3\u9501\u5e94\u7528\u201d\u7684\u673a\u5236\uff0c\u5c06\u6b65\u6570\u5151\u6362\u4e3a\u5c4f\u5e55\u4f7f\u7528\u65f6\u95f4\uff0c\u6253\u7834\u65e0\u610f\u8bc6\u5237\u624b\u673a\u7684\u6076\u6027\u5faa\u73af\uff0c\u8ba9\u5065\u5eb7\u8fd0\u52a8\u6210\u4e3a\u6570\u5b57\u81ea\u5f8b\u7684\u81ea\u7136\u52a8\u529b\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\/ea310086-cba0-4c1e-b430-f6a81342deb1.jpeg?auto=format\" data-video-url=\"https:\/\/youtube.com\/shorts\/gjXRh1Y_mQo?feature=share\"><source src=\"https:\/\/youtube.com\/shorts\/gjXRh1Y_mQo?feature=share\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/561129ea-79f3-4517-a459-ae51988e645f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d13fca8f-e2b6-4160-aa50-bdb5bbee3dc7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b0b245ae-a37a-4ee0-ba45-e057e2dec74f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bae183ab-c5f0-4c23-9db0-8287ba8ddfcf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/853b1081-b196-4d43-9720-f123e4ab6696.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\">Health &#038; Fitness<\/span><br \/>\n            <span class=\"tag\">Productivity<\/span><br \/>\n            <span class=\"tag\">Tech<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u6570\u5b57\u5065\u5eb7<\/span><br \/>\n            <span class=\"tag\">\u5e94\u7528\u9501<\/span><br \/>\n            <span class=\"tag\">\u6b65\u6570\u5151\u6362<\/span><br \/>\n            <span class=\"tag\">\u5c4f\u5e55\u65f6\u95f4\u7ba1\u7406<\/span><br \/>\n            <span class=\"tag\">\u65e0\u610f\u8bc6\u6eda\u52a8<\/span><br \/>\n            <span class=\"tag\">\u4e60\u60ef\u517b\u6210<\/span><br \/>\n            <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1<\/span><br \/>\n            <span class=\"tag\">\u9690\u79c1\u4f18\u5148<\/span><br \/>\n            <span class=\"tag\">\u8fd0\u52a8\u6fc0\u52b1<\/span><br \/>\n            <span class=\"tag\">\u884c\u4e3a\u8bbe\u8ba1<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8d5e\u8d4f\u201c\u5ffd\u7565+\u591a\u7ed915\u5206\u949f\u201d\u7684\u7834\u89e3\u65b9\u6848\uff0c\u8ba4\u4e3a\u6b65\u6570\u5151\u6362\u5c4f\u5e55\u65f6\u95f4\u6bd4\u5355\u7eaf\u9650\u5236\u66f4\u806a\u660e\u3002\u6838\u5fc3\u7591\u95ee\u96c6\u4e2d\u5728\u6b65\u6570\/\u65f6\u95f4\u5151\u6362\u6bd4\u4f8b\u662f\u5426\u53ef\u81ea\u5b9a\u4e49\u3001\u662f\u5426\u652f\u6301\u540e\u53f0\u8ddf\u8e2a\u3002\u5f00\u53d1\u8005\u786e\u8ba4\u5e94\u7528\u5b8c\u5168\u79bb\u7ebf\u3001\u65e0\u9700\u6ce8\u518c\uff0c\u540e\u53f0\u8ba1\u6b65\u81ea\u52a8\u8fd0\u884c\uff0c\u5e76\u56de\u5e94\u79f0\u5f53\u524d\u7248\u672c\u8fd8\u652f\u6301\u5bb6\u5ead\u5171\u4eab\u53ca\u81ea\u5b9a\u4e49\u5e94\u7528\u9ed1\u540d\u5355\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                Mozy \u7684\u806a\u660e\u4e4b\u5904\u5728\u4e8e\u5207\u6362\u4e86\u884c\u4e3a\u8bbe\u8ba1\u7684\u652f\u70b9\u2014\u2014\u5b83\u4e0d\u662f\u7528\u60e9\u7f5a\uff08\u9501\u5e94\u7528\uff09\u6765\u5bf9\u6297\u5373\u65f6\u6ee1\u8db3\uff0c\u800c\u662f\u7528\u201c\u5ef6\u8fdf\u6ee1\u8db3+\u771f\u5b9e\u56de\u62a5\u201d\u6784\u5efa\u6b63\u53cd\u9988\u56de\u8def\u3002\u4f20\u7edf\u9650\u65f6\u5e94\u7528\u5931\u8d25\u7684\u6838\u5fc3\u5728\u4e8e\u201c\u5fcd\u201d\u7684\u4e0d\u53ef\u6301\u7eed\u6027\uff1a\u610f\u5fd7\u529b\u662f\u6d88\u8017\u54c1\uff0c\u5c4f\u853d\u6309\u94ae\u6c38\u8fdc\u5728\u624b\u8fb9\u3002Mozy \u628a\u5c4f\u5e55\u65f6\u95f4\u53d8\u6210\u4e00\u79cd\u9700\u8981\u201c\u52aa\u529b\u8d5a\u53d6\u201d\u7684\u8d27\u5e01\uff0c\u7cbe\u51c6\u51fb\u4e2d\u4e86\u6570\u5b57\u6212\u65ad\u4e2d\u5bf9\u201c\u63a7\u5236\u611f\u201d\u4e0e\u201c\u5408\u7406\u6027\u201d\u7684\u6e34\u671b\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4f46\u95ee\u9898\u7684\u5173\u952e\u5728\u4e8e\u5151\u6362\u7387\u7684\u5e73\u8861\u3002\u5982\u679c\u6b65\u6570\u95e8\u69db\u8fc7\u4f4e\uff0c\u7528\u6237\u5f88\u5feb\u4f1a\u56e4\u79ef\u5927\u91cf\u65f6\u95f4\uff0c\u4e60\u60ef\u4f9d\u65e7\u96be\u4ee5\u6539\u53d8\uff1b\u5982\u679c\u8fc7\u9ad8\uff0c\u5219\u53ef\u80fd\u8ba9\u7528\u6237\u4ea7\u751f\u632b\u6298\u611f\uff0c\u5e72\u8106\u5173\u95ed\u5e94\u7528\u3002\u53e6\u5916\uff0c\u8be5\u6a21\u5f0f\u5929\u7136\u5bf9\u4e45\u5750\u529e\u516c\u6216\u4e0d\u4fbf\u884c\u8d70\u7684\u7528\u6237\u4e0d\u53cb\u597d\uff0c\u8fd9\u53ef\u80fd\u4f7f\u5176\u4ece\u201c\u666e\u4e16\u5de5\u5177\u201d\u6ed1\u5411\u201c\u5c0f\u4f17\u6e38\u620f\u201d\u3002\u540c\u65f6\uff0c\u53ea\u80fd\u9650\u52363\u4e2a\u5e94\u7528\u7684\u514d\u8d39\u7248\u672c\u672a\u514d\u8fc7\u4e8e\u4fdd\u5b88\uff0c\u7528\u6237\u4f1a\u5f88\u5feb\u89e6\u8fbe\u5929\u82b1\u677f\uff0c\u4ed8\u8d39\u8f6c\u5316\u7684\u64cd\u4f5c\u7a7a\u95f4\u5c1a\u5f85\u9a8c\u8bc1\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u771f\u6b63\u7684\u4ef7\u503c\u5728\u4e8e\uff0c\u5b83\u8ba9\u62bd\u8c61\u7684\u6570\u5b57\u201c\u62a4\u773c\u201d\u6216\u201c\u6212\u624b\u673a\u201d\u53d8\u5f97\u53ef\u91cf\u5316\u3001\u53ef\u4ea4\u6362\u3002\u4f46\u8981\u8ba9\u8fd9\u4e2a\u6a21\u578b\u6301\u7eed\u751f\u6548\uff0cMozy \u9700\u8981\u4ece\u201c\u5206\u949f\u5151\u6b65\u6570\u201d\u8d70\u5411\u66f4\u7cbe\u7ec6\u7684\u201c\u65f6\u95f4\u5b9a\u4ef7\u201d\u2014\u2014\u6bd4\u5982\u5237\u77ed\u89c6\u9891\u7684\u6d88\u8017\u901f\u7387\u5e94\u8fdc\u9ad8\u4e8e\u9605\u8bfb\u6216\u56de\u6d88\u606f\u3002\u82e5\u80fd\u628a\u8d70\u8def\u53d8\u6210\u4e00\u79cd\u201c\u8d44\u4ea7\u914d\u7f6e\u201d\uff0cMozy \u624d\u771f\u6b63\u6709\u673a\u4f1a\u4ece\u4e00\u4e2a\u6709\u8da3\u7684\u5c0f\u4f17\u5de5\u5177\uff0c\u957f\u6210\u884c\u4e3a\u5e72\u9884\u7684\u5e95\u5c42\u534f\u8bae\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\">Mozy: Walk to Unlock Apps<\/span>\n                <\/div>\n<div class=\"comment-content\">Mozy helps you break the scrolling habit by turning your physical activity into screen time. Walk. Earn screen time. Unlock apps. No walking? No scrolling. Mozy is a unique app blocker and step counter that rewards movement instead of punishing phone use. Every step you take earns screen time minutes that can be used on your favorite apps. Once your earned time runs out, Mozy blocks access until you get moving again.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\ud83d\udc4b Hey Product Hunt!<\/p>\n<p>I&#8217;m Mahesh, an indie developer behind Mozy.<\/p>\n<p>The idea came from a simple realization: every screen time app failed for me.<\/p>\n<p>Whenever I hit my limit, I&#8217;d just tap &#8220;Ignore&#8221;, &#8220;15 more minutes&#8221;, or disable the blocker entirely. \ud83d\ude05<\/p>\n<p>So instead of trying to rely on willpower, I built something different.<\/p>\n<p>Mozy lets you earn your screen time by walking.<\/p>\n<p>When your time runs out, your distracting apps lock. Want more Instagram, YouTube, or Reddit? Go for a walk and earn it back.<\/p>\n<p>The goal isn&#8217;t to punish you\u2014it&#8217;s to make healthier habits feel natural.<\/p>\n<p> \ud83c\udf89 Launch Offer<\/p>\n<p>To celebrate the launch, we&#8217;re offering Lifetime Premium for just $7.99 for our earliest supporters. This is a one-time launch price and will increase as we continue adding new features.<\/p>\n<p>\ud83d\udc9a There&#8217;s also a generous free version, so you can try the core experience without spending anything:<\/p>\n<p>* Block up to 3 apps<br \/>* Beautiful home screen widget<br \/>* Background step tracking<br \/>* All the essential Walk-to-Unlock features<\/p>\n<p>I&#8217;d genuinely love your feedback. Whether it&#8217;s a feature request, criticism, or an idea you&#8217;ve always wanted in a digital wellbeing app, I&#8217;m reading every comment and building Mozy with the community.<\/p>\n<p>Thanks so much for checking it out and supporting indie makers! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Turning steps into earned screen time instead of just nagging you at a limit is a clever flip, the ignore-and-add-15-minutes problem is exactly why most blockers quietly fail. How did you land on the steps-to-minutes ratio, is it fixed or can you tune how much walking a scroll session costs you? Curious whether people push it toward strict or lenient once the novelty wears off.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does the step tracking happen in the background while your phone is in your pocket, or do you have to keep the app open for it to actually count toward your screen time balance?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@fundakjel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fundakjel<\/a>&nbsp;It happens in the background, you dont have to do anything once you install app and give the step counter permission, and by the way, this app is completely offline and private, with no account login and no signups <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#19<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/VBXHUDNIOD3APG\" class=\"app-title\">The Deals Store<\/a><\/p>\n<div class=\"one-liner\">Real deals. No affiliate agenda.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">10<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>The Deals Store \u662f\u4e00\u4e2a\u5254\u9664\u8054\u76df\u4f63\u91d1\u6a21\u5f0f\u3001\u4ee5\u793e\u533a\u9a71\u52a8\u4e3a\u6838\u5fc3\u7684\u4f18\u60e0\u4fe1\u606f\u5e73\u53f0\uff0c\u65e8\u5728\u89e3\u51b3\u7528\u6237\u88ab\u4f20\u7edf\u4f18\u60e0\u7f51\u7ad9\u9ad8\u4f63\u91d1\u63a8\u8350\u6240\u8bef\u5bfc\u3001\u65e0\u6cd5\u83b7\u5f97\u771f\u6b63\u4f18\u8d28\u4f18\u60e0\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\/79b8e8b6-45e4-47cb-9c64-b812e98b7224.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\/6186b4e1-3999-4636-990b-0aed4265d666.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\/cf83d2a9-940e-4c90-a1ea-1ca7ab5e0fa2.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\/1974d40a-6ff5-4ce7-aa5f-acf5e3c38d6d.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\/defaa460-f8cd-4829-8b0b-f501e177f8e5.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\">Sales<\/span><br \/>\n            <span class=\"tag\">Marketing<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">\u4f18\u60e0\u4fe1\u606f\u5e73\u53f0<\/span><br \/>\n            <span class=\"tag\">\u53bb\u4f63\u91d1\u5316<\/span><br \/>\n            <span class=\"tag\">\u793e\u533a\u9a71\u52a8<\/span><br \/>\n            <span class=\"tag\">\u900f\u660e\u63a8\u8350<\/span><br \/>\n            <span class=\"tag\">\u4ea4\u6613\u53d1\u73b0<\/span><br \/>\n            <span class=\"tag\">\u65e0\u8054\u76df\u8425\u9500<\/span><br \/>\n            <span class=\"tag\">\u771f\u5b9e\u4f18\u60e0<\/span><br \/>\n            <span class=\"tag\">\u7528\u6237\u4fe1\u4efb<\/span><br \/>\n            <span class=\"tag\">\u6570\u5b57\u4ea7\u54c1<\/span><br \/>\n            <span class=\"tag\">\u6d88\u8d39\u51b3\u7b56<\/span>\n        <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n                <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u201c\u53bb\u4f63\u91d1\u5316\u201d\u7406\u5ff5\uff0c\u8ba4\u4e3a\u4f20\u7edf\u5e73\u53f0\u63a8\u8350\u53d7\u4f63\u91d1\u5f71\u54cd\u3002\u6838\u5fc3\u7591\u95ee\u662f\u5546\u4e1a\u6a21\u5f0f\uff1a\u63d0\u95ee\u8005\u5173\u5fc3\u5982\u4f55\u76c8\u5229\uff0c\u5b98\u65b9\u56de\u590d\u5c06\u4f9d\u8d56\u5e7f\u544a\u4e0e\u4ed8\u8d39\u7f6e\u9876\u3002\u6709\u7528\u6237\u5efa\u8bae\u6dfb\u52a0\u6f14\u793a\u89c6\u9891\u4ee5\u63d0\u5347\u53ef\u4fe1\u5ea6\u3002\n            <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n                The Deals Store \u7684\u5207\u5165\u70b9\u7cbe\u51c6\u4e14\u52c7\u6562\u2014\u2014\u76f4\u63a5\u6311\u6218\u4e86\u4f18\u60e0\u8054\u76df\u884c\u4e1a\u201c\u5229\u76ca\u5373\u63a8\u8350\u201d\u7684\u6f5c\u89c4\u5219\u3002\u5176\u201c\u65e0\u4f63\u91d1\u201d\u7684\u4fe1\u4efb\u724c\uff0c\u786e\u5b9e\u80fd\u7cbe\u51c6\u5438\u5f15\u90a3\u4e9b\u88ab\u201c\u795e\u4ef7\u201d\u5ffd\u60a0\u540e\u4ea7\u751f\u6297\u836f\u6027\u7684\u7cbe\u660e\u6d88\u8d39\u8005\u3002\u76ee\u524d\u4ece10\u7968\u7684\u51b7\u542f\u52a8\u6765\u770b\uff0c\u7528\u6237\u4e3b\u8981\u53cd\u9988\u5e76\u975e\u529f\u80fd\uff0c\u800c\u662f\u96c6\u4e2d\u5728\u4e00\u4e2a\u81f4\u547d\u8ffd\u95ee\uff1a\u201c\u4f60\u4eec\u600e\u4e48\u8d5a\u94b1\uff1f\u201d\n            <\/p>\n<p class=\"ai-content\">\n                \u5b98\u65b9\u7684\u56de\u590d\u201c\u5e7f\u544a+\u4ed8\u8d39\u7f6e\u9876\u201d\u770b\u4f3c\u5408\u7406\uff0c\u5b9e\u5219\u6697\u85cf\u5de8\u5927\u96f7\u533a\u3002\u4ed8\u8d39\u7f6e\u9876\u672c\u8d28\u4e0a\u53ea\u662f\u5c06\u4f63\u91d1\u8d39\u7528\u4ece\u4ea4\u6613\u540e\u62bd\u6210\u53d8\u4e3a\u8d2d\u4e70\u6d41\u91cf\u4f4d\u7f6e\u7684\u524d\u7f6e\u6210\u672c\uff0c\u4e00\u65e6\u5546\u4e1a\u5316\u52a0\u901f\uff0c\u5e73\u53f0\u6781\u53ef\u80fd\u9677\u5165\u201c\u8c01\u7ed9\u94b1\u591a\u8c01\u5c31\u7f6e\u9876\u201d\u7684\u65e7\u5faa\u73af\uff0c\u6700\u7ec8\u80cc\u79bb\u201c\u771f\u5b9e\u4ef7\u503c\u201d\u7684\u521d\u5fc3\u3002\u800c\u5e7f\u544a\u5219\u4f1a\u76f4\u63a5\u6c61\u67d3\u201c\u5e72\u51c0\u7684\u4fe1\u606f\u6d41\u201d\u2014\u2014\u8fd9\u6070\u6070\u662f\u7528\u6237\u5f53\u524d\u6700\u5927\u7684\u8d5e\u7f8e\u70b9\u3002\n            <\/p>\n<p class=\"ai-content\">\n                \u4ea7\u54c1\u76ee\u524d\u7684\u6700\u5927\u4ef7\u503c\u5728\u4e8e\u5176\u201c\u7406\u5ff5\u201d\u800c\u975e\u201c\u6280\u672f\u201d\uff0c\u66f4\u50cf\u4e00\u4e2a\u5bf9\u884c\u4e1a\u53d1\u8d77\u7684\u516c\u5f00\u5021\u8bae\u3002\u5b83\u6210\u529f\u642d\u5efa\u4e86\u4e00\u4e2a\u4fe1\u4efb\u951a\u70b9\uff0c\u4f46\u7f3a\u4e4f\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u3002\u5982\u679c\u65e0\u6cd5\u5efa\u7acb\u4e00\u4e2a\u7531\u7528\u6237\u52a8\u6001\u884c\u4e3a\uff08\u5982\u6295\u7968\u3001\u8bc4\u4ef7\u3001\u771f\u5b9e\u8d2d\u4e70\u53cd\u9988\uff09\u9a71\u52a8\u7684\u3001\u4e0d\u53ef\u88ab\u91d1\u94b1\u5e72\u9884\u7684\u6392\u5e8f\u7b97\u6cd5\uff0c\u6216\u63a2\u7d22\u7c7b\u4f3c\u201c\u7528\u6237\u4f17\u5305\u8d5e\u52a9\u201d\u3001\u201c\u4f1a\u5458\u9690\u79c1\u4ed8\u8d39\u201d\u7b49\u66f4\u521b\u65b0\u7684\u8425\u6536\u6a21\u5f0f\uff0c\u90a3\u4e48\u5b83\u5f88\u5bb9\u6613\u6210\u4e3a\u4e00\u4e2a\u6f02\u4eae\u7684\u3001\u6ca1\u6709\u89c4\u6a21\u7684\u5c0f\u4f17\u7406\u60f3\u56fd\u3002\u8bb0\u4f4f\uff0c\u5546\u4e1a\u4e0d\u662f\u9760\u4fe1\u5ff5\u9a71\u52a8\u7684\uff0c\u7528\u6237\u7684\u4fe1\u4efb\u5f88\u5bb9\u6613\u88ab\u4e00\u6b21\u201c\u4ed8\u8d39\u63a8\u5e7f\u201d\u51fb\u788e\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 Deals Store<\/span>\n                <\/div>\n<div class=\"comment-content\">Deals Store is the first deals platform built without affiliate commissions as its business model. Unlike traditional deal websites that prioritise commission-based products, we focus on transparency, trust, and genuine value. Discover and share real deals chosen for their quality, not their payout. We&#8217;re building a community-first approach to deal discovery.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi everyone! \ud83d\udc4b<\/p>\n<p>We&#8217;re excited to launch Deals Store today.<\/p>\n<p>After using deal websites for years, we noticed that most platforms rely heavily on affiliate commissions. While there&#8217;s nothing inherently wrong with affiliate marketing, we wondered: what would a deals platform look like if affiliate revenue wasn&#8217;t the business model?<\/p>\n<p>That&#8217;s why we built Deals Store.<\/p>\n<p>Our goal is to create a more transparent, community-driven platform where deals are discovered and shared because they offer genuine value, not because they generate the highest commission. We believe users deserve to know that recommendations are driven by quality and relevance first.<\/p>\n<p>We&#8217;re still at the beginning of our journey, and we&#8217;d love to hear your thoughts:<\/p>\n<p>\u2022 Do you think affiliate commissions influence the deals featured on traditional platforms?<br \/>\n\u2022 What features would make you trust a deals website more?<br \/>\n\u2022 What frustrates you most about existing deal platforms?<\/p>\n<p>We&#8217;ll be here throughout the day to answer questions and discuss your feedback. Thanks for checking out Deals Store! \ud83d\ude80<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@faisalabdalla\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@faisalabdalla<\/a>&nbsp;Taking the affiliate agenda out of a deals site is a bold, trust-first position \u2014 and honestly the reason I&#8217;d actually check it. <\/p>\n<p>Worth flagging: y<strong>our launch is live without a demo video, and for a deals product, a quick visual tour of the real listings does a lot of the convincing for you.<\/strong> So here&#8217;s one I made you, free and no strings: <a href=\"https:\/\/www.youtube.com\/watch?v=GWd-zz6bbWg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.youtube.com\/watch?v=GWd-zz6bbWg<\/a>. <strong><\/p>\n<p>It&#8217;s whitelabel \u2014 branded only to The Deals Store, nothing of mine attached. Your launch is still editable, so you can slot it into the gallery in seconds.<\/strong> Made it with <a href=\"https:\/\/foxplug.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/foxplug.com<\/a>. Have a great run today, and keep building in the open.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Curious how you actually make money then, since commissions are off the table. Is it ads, a subscription, or something else entirely?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@remlwon\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@remlwon<\/a>&nbsp;I am planning to place related, min ads  in the product page and charge for featured listings in the front page. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally a deals site that doesn&#8217;t feel like it&#8217;s just pushing whatever pays the most. Browsed the home page and noticed the picks actually looked useful, not random junk with inflated &#8220;original&#8221; prices.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>1<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The affiliate commission problem is real. And transparency angle is very nice thing.<\/p>\n<p>Curious though: how do you plan to make money if not through affiliate commissions? That&#8217;s usually the hardest part of this kind of model to solve.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@julia_shtogren\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@julia_shtogren<\/a>&nbsp;Featured listings   and  min placed, related  ads <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>1<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>finally a deals site that doesn&#8217;t feel like every &#8220;top pick&#8221; is just whoever paid the highest commission<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Finally tried The Deals Store and was honestly surprised how clean the feed feels compared to other deal sites I&#8217;ve used. Liked seeing a deal on a coffee maker I&#8217;d actually want, not just random junk pushed for commission.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ezgiimq3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ezgiimq3<\/a>&nbsp;Thank you Ezgi<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#20<\/div>\n<div class=\"title-group\">\n            <a href=\"https:\/\/www.producthunt.com\/r\/U7EVPIQDGMSV3U\" class=\"app-title\">InkWeaver<\/a><\/p>\n<div class=\"one-liner\">The AI Writing Studio That Remembers Your Entire Novel<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">9<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>InkWeaver\u662f\u4e00\u6b3e\u4e3a\u957f\u7bc7\u5c0f\u8bf4\u4f5c\u8005\u8bbe\u8ba1\u7684AI\u5199\u4f5c\u5de5\u5177\uff0c\u901a\u8fc7\u81ea\u52a8\u8ffd\u8e2a\u89d2\u8272\u3001\u4e16\u754c\u89c2\u548c\u60c5\u8282\u7ebf\u7d22\uff0c\u89e3\u51b3\u4e3b\u6d41AI\u5de5\u5177\u5728\u957f\u7bc7\u521b\u4f5c\u4e2d\u5e38\u89c1\u7684\u201c\u8bb0\u5fc6\u65ad\u7247\u201d\u548c\u524d\u540e\u77db\u76fe\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\/0b28de09-b90d-4e3e-a95c-9894a7fdabce.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/wbhIJT3lT9U?si=EEpldXIiXRM53LVT\"><source src=\"https:\/\/youtu.be\/wbhIJT3lT9U?si=EEpldXIiXRM53LVT\" 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\/478e1f54-afd6-47ab-aaf7-3d8795e75f89.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/81b7f4d3-5232-4dc1-b883-b9b1b9e16e04.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/de9df72d-e012-4260-a2b3-bb5cc26c78a4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/931c2d37-2554-415c-8d62-e8170bcc506e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n            <\/div>\n<div class=\"media-item-wrapper\">\n                <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/db271bfc-fdda-4121-9048-eae401354ff6.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\">Writing<\/span><br \/>\n            <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n            <span class=\"tag\">Books<\/span>\n        <\/div>\n<div class=\"tags-container\">\n<p>            <span class=\"tag\">AI\u5199\u4f5c\u52a9\u624b<\/span><br \/>\n            <span class=\"tag\">\u957f\u7bc7\u5c0f\u8bf4\u521b\u4f5c<\/span><br \/>\n            <span class=\"tag\">\u53d9\u4e8b\u4e00\u81f4\u6027<\/span><br \/>\n            <span class=\"tag\">\u6545\u4e8b\u5723\u7ecf<\/span><br \/>\n            <span class=\"tag\">\u5199\u4f5c\u8bb0\u5fc6<\/span><br \/>\n            <span class=\"tag\">\u89d2\u8272\u8ffd\u8e2a<\/span><br \/>\n            <span class=\"tag\">\u60c5\u8282\u7f16\u6392<\/span><br \/>\n            <span class=\"tag\">\u4f4e\u6210\u672cAI<\/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\u53cd\u9988\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u4e00\u81f4\u6027\u68c0\u67e5\uff0c\u5982\u53d1\u73b0\u89d2\u8272\u59d3\u540d\u9519\u8bef\u3002\u540c\u65f6\u63d0\u51fa\u4e24\u5927\u9700\u6c42\uff1a1. \u53ef\u89c6\u5316\u62d6\u62fd\u65f6\u95f4\u7ebf\u7ba1\u7406\u526f\u60c5\u8282\uff1b2. \u201c\u5dee\u5f02\u5bf9\u6bd4\u201d\u529f\u80fd\uff0c\u8ba9\u7528\u6237\u5ba1\u8ba1AI\u5bf9\u89d2\u8272\u5f27\u548c\u4e16\u754c\u89c4\u5219\u7684\u4fee\u6539\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                InkWeaver\u7cbe\u51c6\u5207\u4e2d\u4e86AI\u957f\u7bc7\u5c0f\u8bf4\u5199\u4f5c\u4e2d\u6700\u624e\u5fc3\u7684\u75db\u70b9\u2014\u2014\u5de5\u5177\u5931\u5fc6\u3002\u5f53ChatGPT\u7b49\u901a\u7528\u6a21\u578b\u57282000\u5b57\u540e\u5c31\u5f00\u59cb\u201c\u9b3c\u6253\u5899\u201d\u822c\u641e\u9519\u89d2\u8272\u548c\u8bbe\u5b9a\u65f6\uff0c\u65b0\u624b\u4f5c\u8005\u53ea\u4f1a\u9a82\u81ea\u5df1\u5199\u5f97\u70c2\uff0c\u800c\u8d44\u6df1\u4f5c\u8005\u5219\u4f1a\u9a82AI\u6ca1\u8111\u5b50\u3002InkWeaver\u7684\u201cStory Matrix\u201d\u548c\u201cConsistency Checker\u201d\u672c\u8d28\u4e0a\u662f\u5728\u7ed9AI\u88c5\u4e0a\u4e00\u4e2a\u201c\u4eba\u8089\u7248\u672c\u7ba1\u7406\u5927\u8111\u201d\uff0c\u8ba9AI\u4ece\u201c\u8bdd\u75e8\u804a\u5929\u673a\u5668\u4eba\u201d\u771f\u6b63\u53d8\u6210\u201c\u6709\u804c\u4e1a\u64cd\u5b88\u7684\u7f16\u8f91\u52a9\u7406\u201d\u3002\n            <\/p>\n<p class=\"ai-content\">\n                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\u4e0d\u8fc7\uff0c\u5b83\u4ecd\u9762\u4e34\u4e00\u4e2a\u9690\u5fe7\uff1a\u6545\u4e8b\u521b\u4f5c\u7684\u672c\u8d28\u662f\u6fc0\u60c5\u548c\u610f\u5916\u4e4b\u7f8e\uff0c\u800c\u975e\u5355\u7eaf\u7684\u903b\u8f91\u4e00\u81f4\u6027\u3002\u5f53AI\u8fc7\u4e8e\u6267\u7740\u4e8e\u201c\u4e0d\u51fa\u9519\u201d\uff0c\u53cd\u800c\u53ef\u80fd\u627c\u6740\u6389\u90a3\u4e9b\u7cbe\u5f69\u7684\u201c\u5373\u5174\u8c2c\u8bef\u201d\u3002\u53e6\u5916\uff0c\u89e3\u51b3\u4f5c\u8005\u201c\u5931\u53bb\u52a8\u529b\u201d\u7684\u7ec8\u6781\u65b9\u6848\u5e76\u975e\u66f4\u597d\u7684\u68c0\u67e5\u5668\uff0c\u800c\u662f\u66f4\u6df1\u5ea6\u7684\u53d9\u4e8b\u751f\u6210\u5f15\u64ce\u3002\u76ee\u524d\u5b83\u66f4\u50cf\u4e00\u4e2a\u5f3a\u5316\u7248\u7684Grammarly for novelists\uff0c\u800c\u975e\u4e00\u4e2a\u521b\u610f\u4f19\u4f34\u3002\u5982\u679c\u540e\u7eed\u80fd\u5c06\u201c\u4fa7\u8fb9\u680f\u5bf9\u6bd4\u5dee\u5f02\u201d\u548c\u201c\u5b50\u60c5\u8282\u62d6\u62fd\u65f6\u95f4\u7ebf\u201d\u8fd9\u4e24\u4e2a\u7528\u6237\u547c\u58f0\u6700\u9ad8\u7684\u9700\u6c42\u505a\u6210\u201c\u4e00\u952e\u65f6\u95f4\u65c5\u884c\u201d\u7ea7\u522b\u7684\u529f\u80fd\uff0c\u5c06\u771f\u6b63\u4ece\u5199\u4f5c\u52a9\u7406\u8dc3\u5347\u4e3a\u5851\u5f62\u4f60\u8111\u6d77\u53f2\u8bd7\u7684\u5de5\u7a0b\u5e73\u53f0\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\">InkWeaver<\/span>\n                <\/div>\n<div class=\"comment-content\">Most AI tools forget your story after a few chapters. InkWeaver remembers everything \u2014 characters, world rules, plot threads \u2014 flags contradictions before readers do, and writes in your voice. Story bibles shaped for 30+ genres, from Fantasy to Romance and even LitRPG. Starting from zero? The Story Engine turns a rough idea into characters, world, and a chapter-by-chapter outline in one sitting. And by design, it uses ~80% fewer tokens than most AI writing tools.<\/div>\n<\/p><\/div>\n<p>            <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Tried it with a fantasy series I have been stuck on for months and it caught a name inconsistency I had been rolling past for three chapters. The story bible feature alone feels worth the price.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@okanvgyo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@okanvgyo<\/a>&nbsp;Okay this made my day \ud83d\ude42 This is exactly what we built it for. Those name inconsistencies are so easy to write past when you&#8217;re deep in a series. Really glad it caught it. If you hit anything that feels off or missing, I&#8217;d love to hear it, that feedback is what shapes what we build next. Hope InkWeaver helps you get going again on the series \ud83d\udc9a<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b<br \/>\nI&#8217;m Tobias, solo founder, and more importantly, a publishing indie author. InkWeaver exists because I got tired of my own tools.<br \/>\nHere&#8217;s what kept happening: I&#8217;d be 60,000 words into a draft, ask an AI assistant to write a scene, and it would get my character&#8217;s eye color wrong. Or resurrect someone who died in chapter 9. Or write prose so generically &#8220;AI&#8221; that I&#8217;d rewrite every sentence anyway. The tools treated my novel like a chat thread with amnesia.<br \/>\nSo I built the studio I wanted:<br \/>\nStory Matrix \u2014 a living map of every character, location, and rule in your world, built automatically as you write. The AI always knows your book.<br \/>\nVoiceprint \u2014 analyzes a sample of your prose and generates text with your rhythm and vocabulary, not ChatGPT&#8217;s.<br \/>\nConsistency Checker \u2014 catches the eye-color slips and timeline contradictions before your readers do.<br \/>\nGenre-shaped story bibles \u2014 romance beats, LitRPG stat\/level tracking, mystery clue webs. 30+ genres, because a thriller and a cozy mystery are not the same shape.<br \/>\nOn pricing, I did something deliberately unfashionable: one flat price, and the AI runs through your own OpenRouter key. No credit packs, no surprise overage emails, no throttling dressed up as &#8220;fair use.&#8221; The focused-context architecture uses ~80% fewer tokens than most AI writing tools, so your API costs stay low too.<br \/>\nThere&#8217;s a genuinely free tier, and the paid trial is 28 days with no card required.<br \/>\nI&#8217;ll be here all day \u2014 ask me anything. And I&#8217;m curious: for those of you writing with AI today, what&#8217;s the thing that breaks first \u2014 continuity, voice, or cost?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>A drag and drop timeline view for plot threads would be amazing. Sometimes I lose track of which subplot should resolve when, especially in longer fantasy series. Being able to visually drag threads around a chapter timeline directly inside the story bible would make juggling multiple arcs so much easier.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ceydaotman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ceydaotman<\/a>&nbsp;Great idea, especially for longer fantasy series where subplots can start running in parallel.<\/p>\n<p>InkWeaver already tracks open threads and recently paid-off threads in Story Memory, so you can see what is still unresolved and what has landed. It also has five story frameworks you can choose from, which map beats to chapters as guidance, not rigid rules.<\/p>\n<p>A drag-and-drop timeline for plot threads would be a natural visual layer on top of that: seeing when subplots are introduced, escalated, paused, resolved, or left dangling across chapters\/books.<\/p>\n<p>That feels like the next step beyond consistency checking: helping writers manage pacing and arc resolution, not just continuity. Definitely aligned with where I want InkWeaver to 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Long-time fantasy writer here, and the story bible concept is genuinely appealing, especially the contradiction flagging. One thing that would push me to subscribe: a side-by-side view of how a chapter changed a character&#8217;s arc or world rules, so I can audit the AI&#8217;s edits against my original intent before accepting them.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                        <span>\u25b2<\/span><br \/>\n                        <span>0<\/span>\n                    <\/div>\n<p>                    <span>\u56de\u590d<\/span>\n                <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nazlcanzay5vlt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nazlcanzay5vlt<\/a>&nbsp;Love this, and I agree with the principle completely: AI should never silently mutate canon.<\/p>\n<p>InkWeaver already works chapter by chapter against your Story Codex, characters, locations, timeline, plus any house rules you define. Story Memory tracks open threads, and the consistency checker only flags something when it can quote both sides of the conflict: the manuscript passage and the codex\/rule\/timeline detail it contradicts.<\/p>\n<p>The side-by-side view you\u2019re describing feels like the next layer of that: a \u201ccanon diff\u201d showing how a chapter changes character arcs, world rules, relationships, or open threads before anything is accepted into the bible. That\u2019s very aligned with where I want InkWeaver to go: AI as a continuity assistant, not a black-box co-author.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n                                <span>\u25b2<\/span><br \/>\n                                <span>0<\/span>\n                            <\/div>\n<p>                            <span>\u56de\u590d<\/span>\n                        <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<\/div>\n<p><!-- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846 --><\/p>\n<div id=\"imageModal\" class=\"modal\">\n    <span class=\"close\">&times;<\/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 = 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