{"id":4603,"date":"2026-07-27T05:58:45","date_gmt":"2026-07-26T21:58:45","guid":{"rendered":"http:\/\/viplao.com\/index.php\/2026\/07\/27\/%e7%83%ad%e9%97%a8%e6%8a%80%e8%83%bd-vol-049-deerflow-%e5%ad%97%e8%8a%82%e8%b7%b3%e5%8a%a8%e5%bc%80%e6%ba%90%e7%9a%84%e8%b6%85%e7%ba%a7agent%e5%ba%95%e5%ba%a7\/"},"modified":"2026-07-27T05:58:45","modified_gmt":"2026-07-26T21:58:45","slug":"%e7%83%ad%e9%97%a8%e6%8a%80%e8%83%bd-vol-049-deerflow-%e5%ad%97%e8%8a%82%e8%b7%b3%e5%8a%a8%e5%bc%80%e6%ba%90%e7%9a%84%e8%b6%85%e7%ba%a7agent%e5%ba%95%e5%ba%a7","status":"publish","type":"post","link":"http:\/\/viplao.com\/index.php\/2026\/07\/27\/%e7%83%ad%e9%97%a8%e6%8a%80%e8%83%bd-vol-049-deerflow-%e5%ad%97%e8%8a%82%e8%b7%b3%e5%8a%a8%e5%bc%80%e6%ba%90%e7%9a%84%e8%b6%85%e7%ba%a7agent%e5%ba%95%e5%ba%a7\/","title":{"rendered":"\u70ed\u95e8\u6280\u80fd Vol.049 | DeerFlow \u2014 \u5b57\u8282\u8df3\u52a8\u5f00\u6e90\u7684\u8d85\u7ea7Agent\u5e95\u5ea7"},"content":{"rendered":"<div style=\"max-width:680px;margin:0 auto;font-family:-apple-system,BlinkMacSystemFont,'PingFang SC','Microsoft YaHei',sans-serif;color:#333;line-height:1.7;font-size:15px\">\n<p><!-- ==================== BANNER ==================== --><\/p>\n<div style=\"background:linear-gradient(135deg,#c2185b,#880e4f);border-radius:14px;padding:36px 28px;text-align:center;color:#fff\">\n<div style=\"font-size:11px;letter-spacing:4px;text-transform:uppercase;color:rgba(255,255,255,.6)\">\u6bcf\u65e5\u70ed\u95e8\u6280\u80fd\u5206\u4eab \u00b7 Vol.049<\/div>\n<div style=\"height:12px\"><\/div>\n<div style=\"font-size:24px;font-weight:900;line-height:1.4;color:#fff;letter-spacing:0.5px\">DeerFlow<\/div>\n<div style=\"height:6px\"><\/div>\n<div style=\"font-size:14px;color:rgba(255,255,255,.8);font-weight:400\">\u5b57\u8282\u8df3\u52a8\u5f00\u6e90\u7684\u8d85\u7ea7 Agent \u5e95\u5ea7 \u00b7 \u4e00\u53e5\u8bdd\u62c9\u8d77\u6df1\u5ea6\u7814\u7a76<\/div>\n<div style=\"height:16px\"><\/div>\n<div style=\"padding-top:14px;border-top:1px solid rgba(255,255,255,.2)\">\n    <span style=\"font-size:12px;color:rgba(255,255,255,.55)\">\u8d85\u7ea7Agent Harness \u00b7 Skills\u534f\u8bae \u00b7 \u591aIM\u6e20\u9053 \u00b7 \u6c99\u7bb1\u6267\u884c \u00b7 \u5b57\u8282\u8df3\u52a8\u80cc\u4e66 \u00b7 GitHub 41.7K Stars<\/span>\n  <\/div>\n<\/div>\n<p><!-- ==================== \u4e00\u53e5\u8bdd\u5b9a\u4f4d ==================== --><\/p>\n<div style=\"height:20px\"><\/div>\n<div style=\"padding:18px 20px;border-left:3px solid #c2185b;background:#fafafa;border-radius:0 10px 10px 0\">\n<div style=\"font-size:14px;color:#333;line-height:1.8\">DeerFlow \u662f\u5b57\u8282\u8df3\u52a8\u5f00\u6e90\u7684 LangGraph \u8d85\u7ea7 Agent \u5e95\u5ea7 (Deep Exploration and Efficient Research Flow)\uff0c\u628a\u5b50Agent\u3001\u957f\u671f\u8bb0\u5fc6\u3001Skills \u534f\u8bae\u3001\u6c99\u7bb1\u6267\u884c\u3001IM \u6e20\u9053\u6574\u5408\u6210\u4e00\u6761\u7aef\u5230\u7aef\u6df1\u5ea6\u7814\u7a76\u6d41\u6c34\u7ebf\u30022.0 \u5168\u9762\u91cd\u5199\u540e\u767b\u9876 GitHub Trending #1\uff0c2026 \u5e74\u4f01\u4e1a\u7ea7 Agent \u6846\u67b6\u7684\u4e8b\u5b9e\u6807\u6746\u3002<\/div>\n<\/div>\n<p><!-- ==================== \u5173\u952e\u6570\u636e ==================== --><\/p>\n<div style=\"height:24px\"><\/div>\n<table cellpadding=\"0\" cellspacing=\"0\" width=\"100%\" style=\"width:100%;border-collapse:collapse;border:1px solid #e8e8e8;border-radius:12px;overflow:hidden\">\n<tr>\n<td style=\"width:25%;padding:20px 8px;text-align:center;border-right:1px solid #e8e8e8\">\n<div style=\"font-size:24px;font-weight:900;color:#c2185b;line-height:1\">41.7K<\/div>\n<div style=\"height:6px\"><\/div>\n<div style=\"font-size:11px;color:#999;letter-spacing:0.5px\">GitHub Stars<\/div>\n<\/td>\n<td style=\"width:25%;padding:20px 8px;text-align:center;border-right:1px solid #e8e8e8\">\n<div style=\"font-size:24px;font-weight:900;color:#c2185b;line-height:1\">#1<\/div>\n<div style=\"height:6px\"><\/div>\n<div style=\"font-size:11px;color:#999;letter-spacing:0.5px\">Trending \u699c\u9996<\/div>\n<\/td>\n<td style=\"width:25%;padding:20px 8px;text-align:center;border-right:1px solid #e8e8e8\">\n<div style=\"font-size:24px;font-weight:900;color:#c2185b;line-height:1\">2.0<\/div>\n<div style=\"height:6px\"><\/div>\n<div style=\"font-size:11px;color:#999;letter-spacing:0.5px\">\u5168\u91cf\u91cd\u5199\u7248\u672c<\/div>\n<\/td>\n<td style=\"width:25%;padding:20px 8px;text-align:center\">\n<div style=\"font-size:24px;font-weight:900;color:#c2185b;line-height:1\">5+<\/div>\n<div style=\"height:6px\"><\/div>\n<div style=\"font-size:11px;color:#999;letter-spacing:0.5px\">IM \u6e20\u9053\u96c6\u6210<\/div>\n<\/td>\n<\/tr>\n<\/table>\n<p><!-- ==================== BEFORE \/ AFTER ==================== --><\/p>\n<div style=\"height:24px\"><\/div>\n<div style=\"text-align:center;font-size:16px;font-weight:800;color:#1a1a1a;letter-spacing:0.5px\">\u4ece Deep Research \u5230 Super Agent Harness<\/div>\n<div style=\"height:16px\"><\/div>\n<table cellpadding=\"0\" cellspacing=\"0\" width=\"100%\" style=\"width:100%;border-collapse:collapse\">\n<tr>\n<td style=\"width:48%;padding:20px;background:#fff8f8;border:1px solid #f5d5d5;border-radius:12px;vertical-align:top\">\n<div style=\"font-size:11px;font-weight:700;letter-spacing:2px;color:#c62828;text-transform:uppercase\">BEFORE \u901a\u7528 Agent \u6846\u67b6<\/div>\n<div style=\"height:12px\"><\/div>\n<div style=\"font-size:13px;color:#555;line-height:2.0\">\n        \u2022 \u5355 Agent \u8dd1\u957f\u4efb\u52a1\u4e2d\u9014\u4e0a\u4e0b\u6587\u7206\u70b8<br \/>\n        \u2022 \u591a Agent \u72b6\u6001\u65e0\u7edf\u4e00\u7ba1\u7406\u534f\u8bae<br \/>\n        \u2022 Skills \u6269\u5c55\u9760\u590d\u5236\u7c98\u8d34 Prompt<br \/>\n        \u2022 \u6c99\u7bb1\u6267\u884c\u548c Web \u7aef\u5272\u88c2\u90e8\u7f72<br \/>\n        \u2022 \u98de\u4e66\/\u9489\u9489\/\u5fae\u4fe1\u63a5\u5165\u5404\u5199\u4e00\u5957<br \/>\n        \u2022 \u8dd1\u5b8c\u4e00\u6b21\u6ca1\u6c89\u6dc0\u53ef\u590d\u7528\u7684\u8d44\u4ea7\n      <\/div>\n<\/td>\n<td style=\"width:4%\"><\/td>\n<td style=\"width:48%;padding:20px;background:#f5faf5;border:1px solid #d0e8d0;border-radius:12px;vertical-align:top\">\n<div style=\"font-size:11px;font-weight:700;letter-spacing:2px;color:#2e7d32;text-transform:uppercase\">AFTER DeerFlow 2.0<\/div>\n<div style=\"height:12px\"><\/div>\n<div style=\"font-size:13px;color:#555;line-height:2.0\">\n        \u2022 Harness \u8c03\u5ea6\u5b50 Agent \u63a5\u529b\u8dd1\u957f\u4efb\u52a1<br \/>\n        \u2022 4 \u670d\u52a1\u62d3\u6251 + LangGraph \u7edf\u4e00\u72b6\u6001\u5c42<br \/>\n        \u2022 Skills \u534f\u8bae\u6807\u51c6\u5316\u7248\u672c\u5316\u7ba1\u7406<br \/>\n        \u2022 Docker\/K8s \u6c99\u7bb1 + Web UI \u540c\u4e00\u6808<br \/>\n        \u2022 \u98de\u4e66\/\u9489\u9489\/Slack\/TG\/DC \u4e00\u952e\u6865\u63a5<br \/>\n        \u2022 Session Goal + \u957f\u671f\u8bb0\u5fc6\u81ea\u52a8\u6c89\u6dc0\n      <\/div>\n<\/td>\n<\/tr>\n<\/table>\n<p><!-- ==================== \ud83d\udca1 \u6280\u80fd\u539f\u7406 ==================== --><\/p>\n<div style=\"height:28px\"><\/div>\n<div style=\"text-align:center;font-size:16px;font-weight:800;color:#1a1a1a;letter-spacing:0.5px\">\ud83d\udca1 \u6280\u80fd\u539f\u7406<\/div>\n<div style=\"text-align:center;font-size:12px;color:#999;margin-top:4px\">DESIGN PHILOSOPHY<\/div>\n<div style=\"height:16px\"><\/div>\n<div style=\"padding:20px;background:#fff;border:1px solid #eee;border-radius:12px\">\n<div style=\"font-size:14px;font-weight:700;color:#1a1a1a\">\u8d85\u7ea7 Agent Harness\uff1a\u7528\u5b50 Agent + \u534f\u8bae\u5316 Skills \u66ff\u4ee3\u5355\u4f53 LLM \u8c03\u7528<\/div>\n<div style=\"height:8px\"><\/div>\n<div style=\"font-size:13px;color:#333;line-height:1.8\">DeerFlow \u7684\u6838\u5fc3\u4e0d\u662f\u300c\u518d\u505a\u4e00\u4e2a ChatGPT\u300d\uff0c\u800c\u662f\u7ed9\u4f01\u4e1a\u7ea7\u590d\u6742\u4efb\u52a1\u9020\u4e00\u4e2a\u53ef\u8c03\u5ea6\u3001\u53ef\u89c2\u6d4b\u3001\u53ef\u6269\u5c55\u7684\u6267\u884c\u5e95\u5ea7\u3002\u5b83\u628a LangGraph \u5f53\u6210\u56fe\u6267\u884c\u5f15\u64ce\uff0cGateway \u5f53\u6210 LangGraph \u517c\u5bb9\u7684 HTTP \u5916\u58f3\uff0c\u6240\u6709\u80fd\u529b\uff08\u641c\u7d22\u3001\u722c\u53d6\u3001\u4ee3\u7801\u6267\u884c\u3001\u6587\u4ef6\u64cd\u4f5c\u3001IM \u63a8\u9001\uff09\u90fd\u5c01\u88c5\u6210\u53ef\u88ab Agent \u8c03\u7528\u7684\u300c\u5de5\u5177 + \u6280\u80fd\u300d\u3002Harness \u5c42\u8d1f\u8d23\u62c6\u5206\u76ee\u6807\u3001\u6d3e\u53d1\u5b50 Agent\u3001\u5408\u5e76\u7ed3\u679c\u3001\u6301\u4e45\u5316\u8bb0\u5fc6\uff0c\u8ba9\u300c\u8ba9 AI \u5199\u4e00\u4efd\u7ade\u54c1\u8c03\u7814\u62a5\u544a\u300d\u8fd9\u79cd\u591a\u6b65\u4efb\u52a1\u80fd\u8dd1 30 \u5206\u949f\u4e0d\u5d29\u3002<\/div>\n<\/div>\n<div style=\"height:12px\"><\/div>\n<p><!-- \u67b6\u6784\u7ec4\u4ef6\uff083\u5217\uff09 --><\/p>\n<table cellpadding=\"0\" cellspacing=\"0\" width=\"100%\" style=\"width:100%;border-collapse:collapse\">\n<tr>\n<td style=\"width:33.3%;padding:8px;vertical-align:top\">\n<div style=\"background:#fafafa;border:1px solid #eee;border-radius:12px;padding:18px;text-align:center\">\n<div style=\"font-size:20px\">\ud83c\udf10<\/div>\n<div style=\"height:6px\"><\/div>\n<div style=\"font-size:13px;font-weight:700;color:#1a1a1a\">Gateway \u53cc\u534f\u8bae\u5165\u53e3<\/div>\n<div style=\"height:4px\"><\/div>\n<div style=\"font-size:11px;color:#666;line-height:1.6\">FastAPI \u540c\u65f6\u66b4\u9732 LangGraph \u517c\u5bb9 `\/api\/langgraph\/*` \u548c\u539f\u751f `\/api\/*` \u8def\u7531\uff0c\u524d\u7aef\u3001SDK\u3001IM \u6e20\u9053\u8d70\u540c\u4e00\u4efd\u72b6\u6001<\/div>\n<\/p><\/div>\n<\/td>\n<td style=\"width:33.3%;padding:8px;vertical-align:top\">\n<div style=\"background:#fafafa;border:1px solid #eee;border-radius:12px;padding:18px;text-align:center\">\n<div style=\"font-size:20px\">\ud83e\udde9<\/div>\n<div style=\"height:6px\"><\/div>\n<div style=\"font-size:13px;font-weight:700;color:#1a1a1a\">Skills \u534f\u8bae\u5316\u6269\u5c55<\/div>\n<div style=\"height:4px\"><\/div>\n<div style=\"font-size:11px;color:#666;line-height:1.6\">\u5185\u7f6e \/ MCP \/ \u793e\u533a\u4e09\u6e90\u6280\u80fd\u7edf\u4e00\u88c5\u8f7d\uff0c\u914d\u5408 skill-reviewer \u81ea\u52a8\u5ba1\u8ba1\u8d28\u91cf\uff0c\u6280\u80fd\u4e5f\u80fd\u88c5\u3001\u4e5f\u80fd\u5ba1<\/div>\n<\/p><\/div>\n<\/td>\n<td style=\"width:33.3%;padding:8px;vertical-align:top\">\n<div style=\"background:#fafafa;border:1px solid #eee;border-radius:12px;padding:18px;text-align:center\">\n<div style=\"font-size:20px\">\ud83d\udce6<\/div>\n<div style=\"height:6px\"><\/div>\n<div style=\"font-size:13px;font-weight:700;color:#1a1a1a\">\u56db\u670d\u52a1\u6c99\u7bb1\u62d3\u6251<\/div>\n<div style=\"height:4px\"><\/div>\n<div style=\"font-size:11px;color:#666;line-height:1.6\">Nginx 2026 + Gateway 8001 + Frontend 3000 + Provisioner 8002\uff0c\u4ee3\u7801\u6c99\u7bb1\u8d70 Docker\/K8s \u53cc\u6a21\u5f0f<\/div>\n<\/p><\/div>\n<\/td>\n<\/tr>\n<\/table>\n<p><!-- ==================== \ud83d\udd27 \u80fd\u5e72\u4ec0\u4e48 ==================== --><\/p>\n<div style=\"height:28px\"><\/div>\n<div style=\"text-align:center;font-size:16px;font-weight:800;color:#1a1a1a;letter-spacing:0.5px\">\ud83d\udd27 \u80fd\u5e72\u4ec0\u4e48<\/div>\n<div style=\"text-align:center;font-size:12px;color:#999;margin-top:4px\">FEATURES &amp; SCENARIOS<\/div>\n<div style=\"height:16px\"><\/div>\n<p><!-- \u529f\u80fd 1 --><\/p>\n<div style=\"padding:18px 20px;background:#fff;border:1px solid #eee;border-radius:12px\">\n<table style=\"width:100%;border-collapse:collapse\" cellpadding=\"0\" cellspacing=\"0\">\n<tr>\n<td style=\"width:40px;vertical-align:top\">\n<div style=\"display:inline-block;background:#c2185b;color:#fff;font-size:10px;font-weight:700;padding:3px 8px;border-radius:10px\">01<\/div>\n<\/td>\n<td style=\"vertical-align:top;padding-left:10px\">\n<div style=\"font-size:14px;font-weight:700;color:#1a1a1a\">\u6df1\u5ea6\u7814\u7a76\u6d41\u6c34\u7ebf<\/div>\n<div style=\"height:4px\"><\/div>\n<div style=\"font-size:12px;color:#666;line-height:1.7\">\u8ba9 Super Agent \u62c6\u89e3\u76ee\u6807 \u2192 \u8c03\u5ea6\u641c\u7d22\/\u722c\u53d6\/\u5206\u6790\u5b50\u4efb\u52a1 \u2192 \u5408\u5e76\u6210\u53ef\u8bfb\u62a5\u544a\uff0c\u652f\u6301\u591a\u8f6e\u8ffd\u95ee\u548c Session Goal \u9501\u65b9\u5411<\/div>\n<div style=\"height:6px\"><\/div>\n<div style=\"font-size:11px;color:#c2185b;font-weight:600\">\ud83d\udca1 \u573a\u666f\uff1a\u5206\u6790\u5e08\u9700\u8981 30 \u5206\u949f\u5185\u51fa\u300a2026 \u56fd\u4ea7\u5f00\u6e90 Agent \u6846\u67b6\u6a2a\u8bc4\u300b\uff0c\u7529\u7ed9 DeerFlow \u4e00\u53e5\u8bdd\u5c31\u62ff\u5230\u5e26\u5f15\u7528\u7684 Markdown \u62a5\u544a<\/div>\n<\/td>\n<\/tr>\n<\/table>\n<\/div>\n<div style=\"height:8px\"><\/div>\n<p><!-- \u529f\u80fd 2 --><\/p>\n<div style=\"padding:18px 20px;background:#fff;border:1px solid #eee;border-radius:12px\">\n<table style=\"width:100%;border-collapse:collapse\" cellpadding=\"0\" cellspacing=\"0\">\n<tr>\n<td style=\"width:40px;vertical-align:top\">\n<div style=\"display:inline-block;background:#c2185b;color:#fff;font-size:10px;font-weight:700;padding:3px 8px;border-radius:10px\">02<\/div>\n<\/td>\n<td style=\"vertical-align:top;padding-left:10px\">\n<div style=\"font-size:14px;font-weight:700;color:#1a1a1a\">\u591a IM \u6e20\u9053\u6865\u63a5<\/div>\n<div style=\"height:4px\"><\/div>\n<div style=\"font-size:12px;color:#666;line-height:1.7\">\u540c\u4e00\u4efd Agent \u80fd\u529b\u540c\u65f6\u63a5\u5165\u98de\u4e66\u3001\u9489\u9489\u3001Slack\u3001Telegram\u3001Discord\uff0c\u4f01\u4e1a\u5185\u90e8 IM \u76f4\u63a5\u5bf9\u8bdd Agent \u8dd1\u4efb\u52a1<\/div>\n<div style=\"height:6px\"><\/div>\n<div style=\"font-size:11px;color:#c2185b;font-weight:600\">\ud83d\udca1 \u573a\u666f\uff1a\u5ba2\u670d\u5728\u98de\u4e66\u7fa4\u91cc @DeerFlow\uff0c\u8ba9\u5b83\u5e2e\u5ba2\u6237\u67e5\u8ba2\u5355\u3001\u8c03\u9000\u6b3e\u3001\u751f\u6210\u5de5\u5355\u6458\u8981\uff0c\u4e0d\u7528\u5207\u7a97\u53e3<\/div>\n<\/td>\n<\/tr>\n<\/table>\n<\/div>\n<div style=\"height:8px\"><\/div>\n<p><!-- \u529f\u80fd 3 --><\/p>\n<div style=\"padding:18px 20px;background:#fff;border:1px solid #eee;border-radius:12px\">\n<table style=\"width:100%;border-collapse:collapse\" cellpadding=\"0\" cellspacing=\"0\">\n<tr>\n<td style=\"width:40px;vertical-align:top\">\n<div style=\"display:inline-block;background:#c2185b;color:#fff;font-size:10px;font-weight:700;padding:3px 8px;border-radius:10px\">03<\/div>\n<\/td>\n<td style=\"vertical-align:top;padding-left:10px\">\n<div style=\"font-size:14px;font-weight:700;color:#1a1a1a\">\u6c99\u7bb1\u4ee3\u7801\u6267\u884c<\/div>\n<div style=\"height:4px\"><\/div>\n<div style=\"font-size:12px;color:#666;line-height:1.7\">Agent \u751f\u6210\u7684 Python\/Shell \u4ee3\u7801\u5728\u9694\u79bb Docker \u5bb9\u5668\u91cc\u8dd1\uff0c\u652f\u6301 K8s \u6a21\u5f0f\u81ea\u52a8\u8c03\u5ea6\uff0c\u7ed3\u679c\u56de\u5199\u5230\u4e3b\u7ebf\u7a0b<\/div>\n<div style=\"height:6px\"><\/div>\n<div style=\"font-size:11px;color:#c2185b;font-weight:600\">\ud83d\udca1 \u573a\u666f\uff1a\u8ba9 DeerFlow \u722c\u53d6 100 \u4e2a GitHub \u4ed3\u5e93\u7edf\u8ba1 star \u8d8b\u52bf\u56fe\uff0c\u6c99\u7bb1\u91cc\u8dd1 pandas\uff0c\u8f93\u51fa PNG \u9644\u4ef6\u56de IM<\/div>\n<\/td>\n<\/tr>\n<\/table>\n<\/div>\n<div style=\"height:8px\"><\/div>\n<p><!-- \u529f\u80fd 4 --><\/p>\n<div style=\"padding:18px 20px;background:#fff;border:1px solid #eee;border-radius:12px\">\n<table style=\"width:100%;border-collapse:collapse\" cellpadding=\"0\" cellspacing=\"0\">\n<tr>\n<td style=\"width:40px;vertical-align:top\">\n<div style=\"display:inline-block;background:#c2185b;color:#fff;font-size:10px;font-weight:700;padding:3px 8px;border-radius:10px\">04<\/div>\n<\/td>\n<td style=\"vertical-align:top;padding-left:10px\">\n<div style=\"font-size:14px;font-weight:700;color:#1a1a1a\">\u5b9a\u65f6\u4efb\u52a1 + TUI \u5de5\u4f5c\u53f0<\/div>\n<div style=\"height:4px\"><\/div>\n<div style=\"font-size:12px;color:#666;line-height:1.7\">\u652f\u6301 cron\/once \u5b9a\u65f6\u8dd1 Agent \u4efb\u52a1\uff0c\u952e\u76d8\u9a71\u52a8\u7684 TUI \u7ec8\u7aef\u5de5\u4f5c\u53f0\u8ba9\u91cd\u5ea6\u7528\u6237\u8131\u79bb\u6d4f\u89c8\u5668<\/div>\n<div style=\"height:6px\"><\/div>\n<div style=\"font-size:11px;color:#c2185b;font-weight:600\">\ud83d\udca1 \u573a\u666f\uff1a\u6bcf\u5929 09:00 \u81ea\u52a8\u8dd1\u300c\u6628\u65e5 GitHub Trending \u6458\u8981\u300d\u5b9a\u65f6\u4efb\u52a1\uff0c\u7ed3\u679c\u53d1\u5230\u98de\u4e66\u7fa4<\/div>\n<\/td>\n<\/tr>\n<\/table>\n<\/div>\n<p><!-- ==================== \ud83d\ude80 \u600e\u4e48\u5e72 ==================== --><\/p>\n<div style=\"height:28px\"><\/div>\n<div style=\"text-align:center;font-size:16px;font-weight:800;color:#1a1a1a;letter-spacing:0.5px\">\ud83d\ude80 \u600e\u4e48\u5e72<\/div>\n<div style=\"text-align:center;font-size:12px;color:#999;margin-top:4px\">HOW TO USE<\/div>\n<div style=\"height:16px\"><\/div>\n<p><!-- Step 1 --><\/p>\n<div style=\"padding:18px 20px;background:#fafafa;border:1px solid #eee;border-radius:12px\">\n<table style=\"width:100%;border-collapse:collapse\" cellpadding=\"0\" cellspacing=\"0\">\n<tr>\n<td style=\"width:56px;vertical-align:top\">\n<div style=\"display:inline-block;background:#c2185b;color:#fff;font-size:10px;font-weight:700;padding:3px 8px;border-radius:10px;letter-spacing:1px\">STEP 1<\/div>\n<\/td>\n<td style=\"vertical-align:top\">\n<div style=\"font-size:14px;font-weight:700;color:#1a1a1a\">\u514b\u9686 + \u542f\u52a8\u914d\u7f6e\u5411\u5bfc<\/div>\n<div style=\"height:4px\"><\/div>\n<div style=\"font-size:12px;color:#666;line-height:1.7\">\u514b\u9686\u4ed3\u5e93\u540e\u8fd0\u884c make setup\uff0c\u4ea4\u4e92\u5f0f\u5411\u5bfc\u5e2e\u4f60\u9009\u62e9 LLM Provider\uff08OpenAI \/ DeepSeek \/ \u8c46\u5305 \/ vLLM \u81ea\u90e8\u7f72\uff09\u548c\u641c\u7d22\u670d\u52a1\uff0c\u81ea\u52a8\u751f\u6210 config.yaml \u548c .env<\/div>\n<div style=\"height:6px\"><\/div>\n<div style=\"padding:6px 10px;background:#1a1a1a;border-radius:6px;font-family:monospace;font-size:11px;color:#e0e0e0;line-height:1.5\">git clone https:\/\/github.com\/bytedance\/deer-flow.git &amp;&amp; cd deer-flow &amp;&amp; make setup<\/div>\n<\/td>\n<\/tr>\n<\/table>\n<\/div>\n<div style=\"height:8px\"><\/div>\n<p><!-- Step 2 --><\/p>\n<div style=\"padding:18px 20px;background:#fafafa;border:1px solid #eee;border-radius:12px\">\n<table style=\"width:100%;border-collapse:collapse\" cellpadding=\"0\" cellspacing=\"0\">\n<tr>\n<td style=\"width:56px;vertical-align:top\">\n<div style=\"display:inline-block;background:#c2185b;color:#fff;font-size:10px;font-weight:700;padding:3px 8px;border-radius:10px;letter-spacing:1px\">STEP 2<\/div>\n<\/td>\n<td style=\"vertical-align:top\">\n<div style=\"font-size:14px;font-weight:700;color:#1a1a1a\">Docker \u62c9\u8d77\u56db\u670d\u52a1\u6808<\/div>\n<div style=\"height:4px\"><\/div>\n<div style=\"font-size:12px;color:#666;line-height:1.7\">\u4e00\u884c\u547d\u4ee4\u62c9\u955c\u50cf\u5e76\u542f\u52a8 Nginx + Gateway + Frontend + Sandbox\uff0c\u6d4f\u89c8\u5668\u8bbf\u95ee http:\/\/localhost:2026 \u5373\u5f00\u5373\u7528<\/div>\n<div style=\"height:6px\"><\/div>\n<div style=\"padding:6px 10px;background:#1a1a1a;border-radius:6px;font-family:monospace;font-size:11px;color:#e0e0e0;line-height:1.5\">make docker-init &amp;&amp; make docker-start<\/div>\n<\/td>\n<\/tr>\n<\/table>\n<\/div>\n<div style=\"height:8px\"><\/div>\n<p><!-- Step 3 --><\/p>\n<div style=\"padding:18px 20px;background:#fafafa;border:1px solid #eee;border-radius:12px\">\n<table style=\"width:100%;border-collapse:collapse\" cellpadding=\"0\" cellspacing=\"0\">\n<tr>\n<td style=\"width:56px;vertical-align:top\">\n<div style=\"display:inline-block;background:#c2185b;color:#fff;font-size:10px;font-weight:700;padding:3px 8px;border-radius:10px;letter-spacing:1px\">STEP 3<\/div>\n<\/td>\n<td style=\"vertical-align:top\">\n<div style=\"font-size:14px;font-weight:700;color:#1a1a1a\">\u4e00\u53e5\u8bdd\u8dd1\u6df1\u5ea6\u7814\u7a76 \/ \u63a5\u5165 IM<\/div>\n<div style=\"height:4px\"><\/div>\n<div style=\"font-size:12px;color:#666;line-height:1.7\">Web UI \u8f93\u5165\u76ee\u6807\u5f00\u59cb\u8dd1\u4efb\u52a1\uff1b\u60f3\u63a5\u98de\u4e66\/\u9489\u9489\u53ea\u9700\u5728 extensions_config.json \u914d\u7f6e channel\uff0c\u8ba9 Agent \u5165\u9a7b\u7fa4\u804a<\/div>\n<div style=\"height:6px\"><\/div>\n<div style=\"padding:6px 10px;background:#1a1a1a;border-radius:6px;font-family:monospace;font-size:11px;color:#e0e0e0;line-height:1.5\"># Web UI\uff1ahttp:\/\/localhost:2026<br \/>\n# TUI \u7ec8\u7aef\uff1auv pip install &#8216;deerflow-harness[tui]&#8217; &amp;&amp; deerflow<br \/>\n# Embedded SDK\uff1afrom deerflow.client import DeerFlowClient<\/div>\n<\/td>\n<\/tr>\n<\/table>\n<\/div>\n<p><!-- ==================== \u7efc\u5408\u8bc4\u7ea7 ==================== --><\/p>\n<div style=\"height:28px\"><\/div>\n<div style=\"text-align:center;font-size:16px;font-weight:800;color:#1a1a1a;letter-spacing:0.5px\">\ud83d\udcca \u7efc\u5408\u8bc4\u7ea7<\/div>\n<div style=\"text-align:center;font-size:12px;color:#999;margin-top:4px\">RATING &amp; VERDICT<\/div>\n<div style=\"height:16px\"><\/div>\n<table cellpadding=\"0\" cellspacing=\"0\" width=\"100%\" style=\"width:100%;border-collapse:collapse\">\n<tr>\n<td style=\"padding:14px 18px;background:#fafafa;border:1px solid #eee;border-radius:12px\">\n<table style=\"width:100%;border-collapse:collapse\" cellpadding=\"0\" cellspacing=\"0\">\n<tr>\n<td style=\"width:44px;vertical-align:middle;text-align:center\">\n            <span style=\"display:inline-block;background:#c2185b;color:#fff;font-size:13px;font-weight:900;padding:3px 10px;border-radius:6px;line-height:1.4\">A+<\/span>\n          <\/td>\n<td style=\"vertical-align:middle;padding-left:10px\">\n<div style=\"font-size:14px;font-weight:700;color:#1a1a1a\">\u5de5\u7a0b\u5b8c\u6210\u5ea6<\/div>\n<div style=\"height:1px\"><\/div>\n<div style=\"font-size:11px;color:#999\">\u56db\u670d\u52a1\u62d3\u6251 + IM \u6e20\u9053 + \u6c99\u7bb1 + TUI \u5168\u90e8\u5f00\u7bb1\u5373\u7528\uff0c2.0 \u534a\u5e74\u5185 180 PR \u5408\u5e76<\/div>\n<\/td>\n<\/tr>\n<\/table>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"height:8px\"><\/td>\n<\/tr>\n<tr>\n<td style=\"padding:14px 18px;background:#fafafa;border:1px solid #eee;border-radius:12px\">\n<table style=\"width:100%;border-collapse:collapse\" cellpadding=\"0\" cellspacing=\"0\">\n<tr>\n<td style=\"width:44px;vertical-align:middle;text-align:center\">\n            <span style=\"display:inline-block;background:#c2185b;color:#fff;font-size:13px;font-weight:900;padding:3px 10px;border-radius:6px;line-height:1.4\">A+<\/span>\n          <\/td>\n<td style=\"vertical-align:middle;padding-left:10px\">\n<div style=\"font-size:14px;font-weight:700;color:#1a1a1a\">\u6269\u5c55\u6027<\/div>\n<div style=\"height:1px\"><\/div>\n<div style=\"font-size:11px;color:#999\">Skills \u534f\u8bae + MCP + ACP \u4e09\u79cd\u6269\u5c55\u5165\u53e3\uff0c\u4f01\u4e1a\u5b9a\u5236\u4e0d\u9700 fork<\/div>\n<\/td>\n<\/tr>\n<\/table>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"height:8px\"><\/td>\n<\/tr>\n<tr>\n<td style=\"padding:14px 18px;background:#fafafa;border:1px solid #eee;border-radius:12px\">\n<table style=\"width:100%;border-collapse:collapse\" cellpadding=\"0\" cellspacing=\"0\">\n<tr>\n<td style=\"width:44px;vertical-align:middle;text-align:center\">\n            <span style=\"display:inline-block;background:#c2185b;color:#fff;font-size:13px;font-weight:900;padding:3px 10px;border-radius:6px;line-height:1.4\">A<\/span>\n          <\/td>\n<td style=\"vertical-align:middle;padding-left:10px\">\n<div style=\"font-size:14px;font-weight:700;color:#1a1a1a\">\u4e0a\u624b\u95e8\u69db<\/div>\n<div style=\"height:1px\"><\/div>\n<div style=\"font-size:11px;color:#999\">\u9700\u8981 LangGraph\/Next.js \u57fa\u7840\uff0c\u5efa\u8bae\u719f\u6089\u8fc7 Claude Code \u7684\u4eba\u73a9<\/div>\n<\/td>\n<\/tr>\n<\/table>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"height:8px\"><\/td>\n<\/tr>\n<tr>\n<td style=\"padding:14px 18px;background:#fafafa;border:1px solid #eee;border-radius:12px\">\n<table style=\"width:100%;border-collapse:collapse\" cellpadding=\"0\" cellspacing=\"0\">\n<tr>\n<td style=\"width:44px;vertical-align:middle;text-align:center\">\n            <span style=\"display:inline-block;background:#c2185b;color:#fff;font-size:13px;font-weight:900;padding:3px 10px;border-radius:6px;line-height:1.4\">A+<\/span>\n          <\/td>\n<td style=\"vertical-align:middle;padding-left:10px\">\n<div style=\"font-size:14px;font-weight:700;color:#1a1a1a\">\u751f\u6001\u80cc\u4e66<\/div>\n<div style=\"height:1px\"><\/div>\n<div style=\"font-size:11px;color:#999\">\u5b57\u8282\u8df3\u52a8\u5b98\u65b9\u5f00\u6e90\uff0c597 issues \/ 376 PR \u7ef4\u62a4\u6d3b\u8dc3\uff0cRFC \u6301\u7eed\u6f14\u8fdb<\/div>\n<\/td>\n<\/tr>\n<\/table>\n<\/td>\n<\/tr>\n<\/table>\n<p><!-- ==================== \u9002\u5408\u8c01 ==================== --><\/p>\n<div style=\"height:24px\"><\/div>\n<div style=\"padding:18px 20px;border-left:3px solid #c2185b;background:#fafafa;border-radius:0 10px 10px 0\">\n<div style=\"font-size:14px;font-weight:700;color:#c2185b\">\ud83c\udfaf \u9002\u5408\u8c01\uff1f<\/div>\n<div style=\"height:6px\"><\/div>\n<div style=\"font-size:12px;color:#666;line-height:1.8\">\n    \u2022 \u60f3\u642d\u4f01\u4e1a\u7ea7\u6df1\u5ea6\u7814\u7a76\u6d41\u6c34\u7ebf\u7684\u7814\u53d1\u56e2\u961f<br \/>\n    \u2022 \u9700\u8981\u628a Agent \u63a5\u5165\u98de\u4e66\/\u9489\u9489\/Slack \u8dd1\u4e1a\u52a1\u7684\u5185\u90e8\u5de5\u5177\u7ec4<br \/>\n    \u2022 \u5df2\u7ecf\u5728\u7528 LangGraph \u60f3\u6362\u66f4\u5b8c\u6574\u5e95\u5ea7\u7684 AI \u5de5\u7a0b\u5e08<br \/>\n    \u2022 \u60f3\u7528 Skills \u534f\u8bae\u7ba1\u7406\u591a\u4efd AI \u5de5\u4f5c\u6d41\u7684\u72ec\u7acb\u5f00\u53d1\u8005\n  <\/div>\n<\/div>\n<p><!-- ==================== CTA ==================== --><\/p>\n<div style=\"height:20px\"><\/div>\n<div style=\"text-align:center;padding:24px 20px;background:linear-gradient(135deg,#c2185b,#880e4f);border-radius:12px;color:#fff\">\n<div style=\"font-size:16px;font-weight:700;letter-spacing:0.5px\">\u628a Agent \u73a9\u6210\u300c\u56e2\u961f\u6210\u5458\u300d\uff0c\u800c\u4e0d\u662f\u300c\u804a\u5929\u673a\u5668\u4eba\u300d<\/div>\n<div style=\"height:6px\"><\/div>\n<div style=\"font-size:12px;color:rgba(255,255,255,.75)\">DeerFlow 2.0 \u8ba9\u4e00\u6761\u6d41\u6c34\u7ebf\u8dd1\u5b8c\u641c\u7d22\u3001\u5206\u6790\u3001\u5199\u7a3f\u3001\u5bf9\u63a5\u4e1a\u52a1\u7684\u5168\u94fe\u8def<\/div>\n<div style=\"height:12px\"><\/div>\n<div style=\"font-size:12px;color:rgba(255,255,255,.5);letter-spacing:0.5px\">https:\/\/github.com\/bytedance\/deer-flow<\/div>\n<\/div>\n<p><!-- ==================== FOOTER ==================== --><\/p>\n<div style=\"margin-top:24px;padding-top:16px;border-top:1px solid #e8e8e8;text-align:center\">\n<div style=\"font-size:12px;color:#999\">\u5982\u679c\u89c9\u5f97\u6709\u7528\uff0c<strong style=\"color:#c2185b\">\u8f6c\u53d1\u7ed9\u9700\u8981\u7684\u670b\u53cb<\/strong><\/div>\n<div style=\"height:4px\"><\/div>\n<div style=\"font-size:11px;color:#bbb\">\u597d\u7684\u5185\u5bb9\u4e0d\u8be5\u53ea\u505c\u5728\u6d4f\u89c8\u5668\u6807\u7b7e\u9875\u91cc\uff0c\u5b83\u5e94\u8be5\u8d70\u8fdb\u4e00\u4e2a\u4eba\u7684\u884c\u52a8\u3002<\/div>\n<div style=\"height:10px\"><\/div>\n<div style=\"font-size:11px;color:#bbb\">\u26a0\ufe0f \u6280\u80fd\u6765\u6e90\u4e8e\u4e92\u8054\u7f51\uff0c\u4f7f\u7528\u524d\u8bf7\u5148\u6838\u5b9e\u5176\u5b89\u5168\u6027<\/div>\n<div style=\"height:6px\"><\/div>\n<div style=\"font-size:11px;color:#ccc\">\u70ed\u95e8\u6280\u80fd Vol.049 \u00b7 2026-07-27<\/div>\n<\/div>\n<\/div>\n<section style=\"background:#fafafa;border-left:3px solid #c2185b;border-radius:4px;padding:18px;margin-top:24px;\">\n<p style=\"margin:0;font-size:14px;color:#444;\">\n<strong style=\"color:#c2185b;\">\u8d44\u6e90\u94fe\u63a5<\/strong><br \/>\nGitHub: <a href=\"https:\/\/github.com\/bytedance\/deer-flow\" style=\"color:#c2185b;\">github.com\/bytedance\/deer-flow<\/a><br \/>\n\u5b98\u65b9\u6587\u6863: <a href=\"https:\/\/deerflow.tech\/\" style=\"color:#c2185b;\">deerflow.tech<\/a><br \/>\n\u534f\u8bae: MIT<br \/>\n\u6700\u65b0\u7248\u672c: 2.0\uff082026-02-28 \u767b\u9876 GitHub Trending #1\uff09\n<\/p>\n<\/section>\n","protected":false},"excerpt":{"rendered":"<p>\u5b57\u8282\u8df3\u52a8\u5f00\u6e90 41.7K Star \u7684\u4f01\u4e1a\u7ea7 Agent \u6846\u67b6 DeerFlow 2.0 \u767b\u9876 GitHub Trending #1\u3002Harness \u8c03\u5ea6\u5b50 Agent + \u957f\u671f\u8bb0\u5fc6 + Skills \u534f\u8bae + \u6c99\u7bb1 + IM \u6e20\u9053\u5168\u6253\u5305,\u4e00\u53e5\u8bdd\u62c9\u8d77\u6df1\u5ea6\u7814\u7a76\u6d41\u6c34\u7ebf,\u98de\u4e66\/\u9489\u9489\/Slack\/TG\/DC \u4e00\u952e\u6865\u63a5\u3002<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[49],"tags":[],"views":7,"_links":{"self":[{"href":"http:\/\/viplao.com\/index.php\/wp-json\/wp\/v2\/posts\/4603"}],"collection":[{"href":"http:\/\/viplao.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/viplao.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/viplao.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/viplao.com\/index.php\/wp-json\/wp\/v2\/comments?post=4603"}],"version-history":[{"count":0,"href":"http:\/\/viplao.com\/index.php\/wp-json\/wp\/v2\/posts\/4603\/revisions"}],"wp:attachment":[{"href":"http:\/\/viplao.com\/index.php\/wp-json\/wp\/v2\/media?parent=4603"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/viplao.com\/index.php\/wp-json\/wp\/v2\/categories?post=4603"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/viplao.com\/index.php\/wp-json\/wp\/v2\/tags?post=4603"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}