{"id":120,"date":"2026-04-05T12:08:47","date_gmt":"2026-04-05T04:08:47","guid":{"rendered":"https:\/\/fisssssh.top\/index.php\/2026\/05\/27\/ai-agent-multi-collaboration\/"},"modified":"2026-04-05T12:08:47","modified_gmt":"2026-04-05T04:08:47","slug":"ai-agent-collaboration","status":"publish","type":"post","link":"https:\/\/fisssssh.top\/index.php\/2026\/04\/05\/ai-agent-collaboration\/","title":{"rendered":"\u6d45\u8c08AI Agent\u591a\u667a\u80fd\u4f53\u534f\u4f5c"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">2026 \u5e74\uff0cAI Agent \u5df2\u4ece&#8221;\u5355\u5175\u4f5c\u6218&#8221;\u5168\u9762\u8fdb\u5165&#8221;\u591a\u667a\u80fd\u4f53\u534f\u4f5c&#8221;\u65f6\u4ee3\u3002\u4ece\u5fae\u8f6f\u7684 AutoGen \u5230 CrewAI\u3001MetaGPT\u3001LangGraph\uff0c\u518d\u5230\u963f\u91cc\u7684 AgentScope\uff0c\u591a Agent \u534f\u4f5c\u6846\u67b6\u5728\u8fc7\u53bb\u4e00\u5e74\u7ecf\u5386\u4e86\u4e95\u55b7\u5f0f\u53d1\u5c55\u3002\u4f46\u9762\u5bf9\u773c\u82b1\u7f2d\u4e71\u7684\u6846\u67b6\u548c\u6982\u5ff5\uff0c\u5f88\u591a\u5f00\u53d1\u8005\u4f1a\u56f0\u60d1\uff1a\u5355 Agent \u4e0d\u591f\u7528\u5417\uff1f\u4ec0\u4e48\u65f6\u5019\u9700\u8981\u591a Agent\uff1f\u9009\u54ea\u4e2a\u6846\u67b6\u6700\u5408\u9002\uff1f\u672c\u6587\u7ed3\u5408\u6211\u5728 CodeStyle \u9879\u76ee\u4e2d\u96c6\u6210 MCP \u534f\u8bae\u7684\u5b9e\u8df5\u7ecf\u9a8c\uff0c\u4ece\u67b6\u6784\u6a21\u5f0f\u3001\u6846\u67b6\u5bf9\u6bd4\u3001\u901a\u4fe1\u534f\u8bae\u5230\u4ee3\u7801\u5b9e\u6218\uff0c\u7cfb\u7edf\u68b3\u7406 AI Agent \u534f\u4f5c\u7684\u5b8c\u6574\u77e5\u8bc6\u4f53\u7cfb\u3002<\/p>\n\n\n\n<h2 id=\"\u4e00-\u4e3a\u4ec0\u4e48\u9700\u8981\u591a-agent-\u534f\u4f5c\" class=\"wp-block-heading\">\u4e00\u3001\u4e3a\u4ec0\u4e48\u9700\u8981\u591a Agent \u534f\u4f5c\uff1f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5355 Agent \u6a21\u578b\u5728\u5904\u7406\u590d\u6742\u4efb\u52a1\u65f6\u9762\u4e34\u51e0\u4e2a\u5929\u7136\u74f6\u9888\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u74f6\u9888<\/th><th>\u8868\u73b0<\/th><th>\u591a Agent \u89e3\u6cd5<\/th><\/tr><\/thead><tbody><tr><td><strong>\u4e0a\u4e0b\u6587\u7a97\u53e3\u6ea2\u51fa<\/strong><\/td><td>\u5355\u4e00\u5bf9\u8bdd\u7a97\u53e3\u627f\u8f7d\u4e0d\u4e0b\u5168\u90e8\u4efb\u52a1\u4fe1\u606f\uff08\u9700\u6c42+\u4ee3\u7801+\u65e5\u5fd7+\u5386\u53f2\uff09\uff0c\u6a21\u578b&#8221;\u9057\u5fd8&#8221;\u5173\u952e\u7ec6\u8282<\/td><td>\u6bcf\u4e2a Agent \u7ef4\u62a4\u81ea\u5df1\u7684\u4e0a\u4e0b\u6587\uff0c\u901a\u8fc7\u7ed3\u6784\u5316\u6d88\u606f\u4f20\u9012\u5173\u952e\u4fe1\u606f<\/td><\/tr><tr><td><strong>\u6ce8\u610f\u529b\u5206\u6563<\/strong><\/td><td>\u4e00\u4e2a Agent \u540c\u65f6\u601d\u8003\u67b6\u6784\u8bbe\u8ba1\u3001\u7f16\u7801\u3001\u6d4b\u8bd5\u3001\u6587\u6863\uff0c\u6bcf\u9879\u90fd\u505a\u4e0d\u6df1<\/td><td>\u89d2\u8272\u5206\u5de5\uff1aPM Agent \u7ba1\u9700\u6c42\uff0cArchitect Agent \u7ba1\u8bbe\u8ba1\uff0cCoder Agent \u7ba1\u5b9e\u73b0<\/td><\/tr><tr><td><strong>\u80fd\u529b\u8fb9\u754c<\/strong><\/td><td>\u901a\u7528\u6a21\u578b\u5728\u7279\u5b9a\u9886\u57df\u4e0d\u5982\u4e13\u9879\u5de5\u5177\u3002\u6bd4\u5982\u4ee3\u7801\u751f\u6210\u5f88\u884c\uff0c\u4f46 SQL \u8c03\u4f18\u4e0d\u5982 DBA \u5de5\u5177<\/td><td>\u4e13\u4e1a Agent \u5404\u53f8\u5176\u804c\uff1aSearch Agent \u67e5\u8d44\u6599\uff0cCode Agent \u5199\u4ee3\u7801\uff0cReview Agent \u5ba1\u4ee3\u7801<\/td><\/tr><tr><td><strong>\u5355\u70b9\u5931\u8d25<\/strong><\/td><td>\u4e00\u4e2a Agent \u5728\u67d0\u6b65\u9aa4\u5361\u4f4f\uff0c\u6574\u4e2a\u6d41\u7a0b\u4e2d\u65ad<\/td><td>\u652f\u6301\u91cd\u8bd5\/\u5207\u6362 Agent\uff0cSupervisor \u76d1\u63a7\u5e76\u52a8\u6001\u8c03\u6574\u4efb\u52a1\u5206\u914d<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ece\u5de5\u7a0b\u89d2\u5ea6\u770b\uff0c\u591a Agent \u7684\u672c\u8d28\u662f <strong>\u5206\u6cbb\u7b56\u7565\u5728 AI \u9886\u57df\u7684\u5e94\u7528<\/strong>\u2014\u2014\u5c06\u4e00\u4e2a\u590d\u6742\u4efb\u52a1\u5206\u89e3\u4e3a\u591a\u4e2a\u53ef\u7ba1\u7406\u7684\u5b50\u4efb\u52a1\uff0c\u5206\u914d\u7ed9\u6700\u64c5\u957f\u8be5\u5b50\u4efb\u52a1\u7684 Agent \u6267\u884c\uff0c\u518d\u7528\u7f16\u6392\u903b\u8f91\u6574\u5408\u7ed3\u679c\u3002<\/p>\n\n\n\n<h2 id=\"\u4e8c-\u4e94\u5927\u6838\u5fc3\u67b6\u6784\u6a21\u5f0f\" class=\"wp-block-heading\">\u4e8c\u3001\u4e94\u5927\u6838\u5fc3\u67b6\u6784\u6a21\u5f0f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u591a Agent \u7cfb\u7edf\u7684\u67b6\u6784\u8bbe\u8ba1\u7ecf\u5386\u4e86\u4ece\u7b80\u5355\u4e32\u884c\u5230\u590d\u6742\u56fe\u7ed3\u6784\u7684\u6f14\u8fdb\u30022026 \u5e74\u7684\u6700\u4f73\u5b9e\u8df5\u53ef\u5f52\u7eb3\u4e3a\u4e94\u79cd\u6a21\u5f0f\uff1a<\/p>\n\n\n\n<h3 id=\"2-1-subagents-\u5b50\u4ee3\u7406\u6a21\u5f0f\" class=\"wp-block-heading\">2.1 Subagents\uff08\u5b50\u4ee3\u7406\u6a21\u5f0f\uff09<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6838\u5fc3\u601d\u60f3<\/strong>\uff1a\u4e2d\u592e\u7f16\u6392 Agent \u5c06\u53ef\u9884\u5148\u5206\u89e3\u7684\u4efb\u52a1\u5206\u53d1\u7ed9\u591a\u4e2a\u5b50 Agent \u5e76\u884c\u6267\u884c\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>                     \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510\n                     \u2502 Orchestrator \u2502  \u2190 \u4e3b\u63a7Agent\uff0c\u8d1f\u8d23\u5206\u6790\u3001\u62c6\u5206\u3001\u6c47\u603b\n                     \u2514\u2500\u2500\u252c\u2500\u2500\u252c\u2500\u2500\u252c\u2500\u2500\u2500\u2518\n              \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518  \u2502  \u2502  \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510\n              \u25bc            \u25bc  \u25bc            \u25bc\n        \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510\n        \u2502Agent A  \u2502 \u2502Agent B  \u2502 \u2502Agent C  \u2502  \u2190 \u72ec\u7acb\u6267\u884c\uff0c\u4e92\u4e0d\u611f\u77e5\n        \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9002\u7528\u573a\u666f<\/strong>\uff1a\u4efb\u52a1\u8fb9\u754c\u6e05\u6670\u3001\u53ef\u72ec\u7acb\u6267\u884c\u7684\u573a\u666f\u3002\u4f8b\u5982\u4ee3\u7801\u5ba1\u67e5 \u2014\u2014 \u4e00\u4e2a Agent \u68c0\u67e5\u5b89\u5168\u6f0f\u6d1e\uff0c\u4e00\u4e2a\u68c0\u67e5\u6027\u80fd\u95ee\u9898\uff0c\u4e00\u4e2a\u68c0\u67e5\u4ee3\u7801\u98ce\u683c\uff0c\u4e09\u8005\u53ef\u5b8c\u5168\u5e76\u884c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u4f18\u52bf<\/strong>\uff1a\u7b80\u5355\u76f4\u89c2\uff0c\u5b50 Agent \u95f4\u65e0\u4f9d\u8d56\uff1b<strong>\u52a3\u52bf<\/strong>\uff1a\u4efb\u52a1\u5fc5\u987b\u53ef\u63d0\u524d\u5206\u89e3\uff0c\u4e0d\u9002\u5408\u52a8\u6001\u9700\u6c42\u3002<\/p>\n\n\n\n<h3 id=\"2-2-handoffs-\u4ea4\u63a5\u6a21\u5f0f\" class=\"wp-block-heading\">2.2 Handoffs\uff08\u4ea4\u63a5\u6a21\u5f0f\uff09<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6838\u5fc3\u601d\u60f3<\/strong>\uff1aAgent \u4e4b\u95f4\u6309\u9700&#8221;\u4ea4\u63a5&#8221;\u4efb\u52a1\uff0c\u6bcf\u4e2a Agent \u5904\u7406\u81ea\u5df1\u64c5\u957f\u7684\u90e8\u5206\u540e\u5c06\u7ed3\u679c\u548c\u4e0a\u4e0b\u6587\u4f20\u9012\u7ed9\u4e0b\u4e00\u4e2a Agent\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510    handoff     \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510    handoff     \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510\n\u2502 \u63a5\u5f85Agent \u2502 \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500&gt; \u2502 \u4e1a\u52a1Agent \u2502 \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500&gt; \u2502 \u7ed3\u7b97Agent \u2502\n\u2502(\u8bc6\u522b\u610f\u56fe)  \u2502               \u2502(\u5904\u7406\u4e1a\u52a1)  \u2502               \u2502(\u5b8c\u6210\u4ea4\u6613)  \u2502\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518               \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518               \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9002\u7528\u573a\u666f<\/strong>\uff1a\u9002\u5408\u5206\u9636\u6bb5\u4e14\u6709\u660e\u786e\u8fb9\u754c\u7684\u6d41\u7a0b\u3002\u4f8b\u5982\u5ba2\u670d\u7cfb\u7edf\uff1a\u63a5\u5f85 Agent \u8bc6\u522b\u95ee\u9898\u7c7b\u578b \u2192 \u4ea4\u7ed9\u5bf9\u5e94\u7684\u4e1a\u52a1 Agent\uff08\u9000\u6362\u8d27\/\u54a8\u8be2\/\u6295\u8bc9\uff09\u2192 \u7ed3\u7b97 Agent \u5b8c\u6210\u5de5\u5355\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u4f18\u52bf<\/strong>\uff1a\u6bcf\u9636\u6bb5\u4e13\u4e1a\u5ea6\u9ad8\uff0c\u4e0a\u4e0b\u6587\u6e05\u6670\uff1b<strong>\u52a3\u52bf<\/strong>\uff1a\u9700\u8981\u5b9a\u4e49\u4ea4\u63a5\u534f\u8bae\u548c\u72b6\u6001\u4f20\u9012\u683c\u5f0f\u3002<\/p>\n\n\n\n<h3 id=\"2-3-router-\u8def\u7531\u6a21\u5f0f\" class=\"wp-block-heading\">2.3 Router\uff08\u8def\u7531\u6a21\u5f0f\uff09<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6838\u5fc3\u601d\u60f3<\/strong>\uff1a\u7531\u4e00\u4e2a Router \u5c06\u8bf7\u6c42\u5206\u53d1\u7ed9\u6700\u5339\u914d\u7684 Agent\uff0c\u652f\u6301\u4e00\u5bf9\u591a\u548c\u591a\u5bf9\u591a\u8def\u7531\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>                    \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510\n        \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500&gt;\u2502 \u4ee3\u7801Agent  \u2502\n        \u2502          \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518\n\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2534\u2500\u2500\u2510       \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510\n\u2502  Router   \u2502\u2500\u2500\u2500\u2500\u2500\u2500&gt;\u2502 \u6587\u6863Agent  \u2502\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2518       \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518\n        \u2502          \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510\n        \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500&gt;\u2502 \u6d4b\u8bd5Agent  \u2502\n                   \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9002\u7528\u573a\u666f<\/strong>\uff1a\u591a\u7c7b\u578b\u4efb\u52a1\u6df7\u5408\u8f93\u5165\u3002\u4f8b\u5982 IDE \u4e2d\u7684 AI \u52a9\u624b \u2014\u2014 \u7528\u6237\u53ef\u80fd\u8981\u6c42&#8221;\u89e3\u91ca\u8fd9\u6bb5\u4ee3\u7801&#8221;\u3001&#8221;\u4fee\u590d\u8fd9\u4e2a bug&#8221;\u3001&#8221;\u751f\u6210\u5355\u5143\u6d4b\u8bd5&#8221;\uff0cRouter \u6839\u636e\u8bed\u4e49\u8def\u7531\u5230\u4e0d\u540c\u4e13\u4e1a Agent\u3002<\/p>\n\n\n\n<h3 id=\"2-4-\u56fe\u7ed3\u6784\u7f16\u6392-graph-based-langgraph-\u6a21\u5f0f\" class=\"wp-block-heading\">2.4 \u56fe\u7ed3\u6784\u7f16\u6392\uff08Graph-based \/ LangGraph \u6a21\u5f0f\uff09<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6838\u5fc3\u601d\u60f3<\/strong>\uff1a\u5c06\u6bcf\u4e2a Agent \u6216\u5904\u7406\u6b65\u9aa4\u5efa\u6a21\u4e3a\u56fe\u4e2d\u7684 Node\uff0c\u901a\u8fc7\u8fb9\u5b9a\u4e49\u6d41\u8f6c\u89c4\u5219\uff08\u6761\u4ef6\u5206\u652f\u3001\u5faa\u73af\u3001\u5e76\u884c\uff09\u3002\u8fd9\u662f\u6700\u7075\u6d3b\u4e5f\u6700\u590d\u6742\u7684\u65b9\u5f0f\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>        \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510\n        \u2502   START  \u2502\n        \u2514\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2518\n             \u25bc\n      \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510     yes     \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510\n      \u2502 \u610f\u56fe\u8bc6\u522bAgent  \u2502\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500&gt;\u2502 \u7b80\u5355\u95ee\u7b54   \u2502\u2500\u2500&gt; END\n      \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518            \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518\n             \u2502 no\n             \u25bc\n      \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510    \u9700\u8981\u67e5\u8d44\u6599  \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510\n      \u2502 \u4efb\u52a1\u89c4\u5212Agent  \u2502\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500&gt;\u2502 \u641c\u7d22Agent  \u2502\n      \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518               \u2514\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2518\n             \u2502 \u9700\u8981\u5199\u4ee3\u7801                  \u2502\n             \u25bc                           \u25bc\n      \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510            \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510\n      \u2502 \u4ee3\u7801\u751f\u6210Agent  \u2502            \u2502 \u7ed3\u679c\u6c47\u603b   \u2502\n      \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518            \u2514\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2518\n             \u2502                        \u2502\n             \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518\n                      \u25bc\n               \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510\n               \u2502    END    \u2502\n               \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6838\u5fc3\u7279\u6027<\/strong>\uff1a\u652f\u6301 Checkpoint\uff08\u65ad\u70b9\u7eed\u8dd1\uff0c\u4e2d\u9014\u5931\u8d25\u53ef\u4ece\u4e0a\u6b21\u72b6\u6001\u6062\u590d\uff09\u3001\u6761\u4ef6\u5206\u652f\u3001\u5faa\u73af\uff08\u53ef\u8bbe\u7f6e\u6700\u5927\u8fed\u4ee3\u6b21\u6570\u9632\u6b7b\u5faa\u73af\uff09\u3001Human-in-the-Loop\uff08\u5173\u952e\u8282\u70b9\u6682\u505c\u7b49\u5f85\u4eba\u5de5\u5ba1\u6838\uff09\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9002\u7528\u573a\u666f<\/strong>\uff1a\u590d\u6742\u4e0d\u53ef\u9884\u77e5\u6d41\u7a0b\uff0c\u9700\u8981\u7cbe\u7ec6\u5316\u72b6\u6001\u63a7\u5236\u548c\u53ef\u89c2\u6d4b\u6027\u3002\u4f8b\u5982\u81ea\u52a8\u8fd0\u7ef4 \u2014\u2014 \u6536\u5230\u544a\u8b66 \u2192 \u5206\u6790\u65e5\u5fd7 \u2192 \u5224\u65ad\u4e25\u91cd\u7ea7\u522b \u2192 \u81ea\u52a8\u5904\u7406\u6216\u5347\u7ea7\u4eba\u5de5\u3002<\/p>\n\n\n\n<h3 id=\"2-5-\u7fa4\u804a\u534f\u4f5c-groupchat-decentralized\" class=\"wp-block-heading\">2.5 \u7fa4\u804a\u534f\u4f5c\uff08GroupChat \/ Decentralized\uff09<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6838\u5fc3\u601d\u60f3<\/strong>\uff1a\u6240\u6709 Agent \u5728\u4e00\u4e2a&#8221;\u7fa4\u804a&#8221;\u4e2d\u5e73\u7b49\u53c2\u4e0e\uff0c\u81ea\u7531\u53d1\u8a00\u548c\u9009\u62e9\u56de\u590d\u5bf9\u8c61\uff0c\u901a\u8fc7\u6d88\u606f\u5e7f\u64ad\u5b9e\u73b0\u53bb\u4e2d\u5fc3\u5316\u534f\u4f5c\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510     \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510\n\u2502 PM Agent \u2502&lt;\u2500\u2500\u2500&gt;\u2502 Dev Agent\u2502\n\u2514\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2518     \u2514\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2518\n     \u2502   GroupChat     \u2502\n     \u251c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2524\n     \u2502                \u2502\n\u250c\u2500\u2500\u2500\u2500\u2534\u2500\u2500\u2500\u2500\u2500\u2510     \u250c\u2500\u2500\u2500\u2500\u2534\u2500\u2500\u2500\u2500\u2500\u2510\n\u2502 QA Agent \u2502&lt;\u2500\u2500\u2500&gt;\u2502 Ops Agent\u2502\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518     \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9002\u7528\u573a\u666f<\/strong>\uff1aAutoGen \u7684 GroupChat \u662f\u8fd9\u4e00\u6a21\u5f0f\u7684\u5178\u578b\u5b9e\u73b0\u3002\u9002\u5408\u9700\u8981\u591a\u65b9\u8ba8\u8bba\u8fbe\u6210\u5171\u8bc6\u7684\u573a\u666f\uff0c\u5982\u6280\u672f\u65b9\u6848\u8bc4\u5ba1\u3002\u4f46\u9700\u8981 Speaker Selection \u673a\u5236\u63a7\u5236\u53d1\u8a00\u987a\u5e8f\uff0c\u5426\u5219\u5bb9\u6613\u6df7\u4e71\u3002<\/p>\n\n\n\n<h2 id=\"\u4e09-\u4e94\u5927\u4e3b\u6d41\u6846\u67b6\u6df1\u5ea6\u5bf9\u6bd4\" class=\"wp-block-heading\">\u4e09\u3001\u4e94\u5927\u4e3b\u6d41\u6846\u67b6\u6df1\u5ea6\u5bf9\u6bd4<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ece GitHub Star \u6570\u548c\u751f\u6001\u6210\u719f\u5ea6\u6765\u770b\uff0c2026 \u5e74\u591a Agent \u6846\u67b6\u5f62\u6210\u4e86\u4e94\u5927\u9635\u8425\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u7ef4\u5ea6<\/th><th>CrewAI<\/th><th>AutoGen (AG2)<\/th><th>MetaGPT<\/th><th>LangGraph<\/th><th>AgentScope (\u963f\u91cc)<\/th><\/tr><\/thead><tbody><tr><td>GitHub Stars<\/td><td>~50K<\/td><td>~57K<\/td><td>~67K<\/td><td>~15K+<\/td><td>~24K<\/td><\/tr><tr><td>\u53d1\u8d77\u65b9<\/td><td>CrewAI Inc.<\/td><td>Microsoft<\/td><td>\u5f00\u6e90\u793e\u533a<\/td><td>LangChain<\/td><td>\u963f\u91cc\u901a\u4e49<\/td><\/tr><tr><td>\u6838\u5fc3\u8303\u5f0f<\/td><td>\u89d2\u8272\u626e\u6f14\uff08Role\/Goal\/Backstory\uff09<\/td><td>\u5bf9\u8bdd\u9a71\u52a8\uff08GroupChat\uff09<\/td><td>SOP\u9a71\u52a8\uff08\u6a21\u62df\u516c\u53f8\u6d41\u7a0b\uff09<\/td><td>\u72b6\u6001\u56fe\uff08StateGraph\uff09<\/td><td>\u4e94\u5c42\u6a21\u5757\u5316\uff08Model\/Agent\/Orch\/Memory\/Eval\uff09<\/td><\/tr><tr><td>\u4e0a\u624b\u96be\u5ea6<\/td><td>\u4f4e<\/td><td>\u4e2d\u7b49<\/td><td>\u4e2d\u7b49<\/td><td>\u8f83\u9ad8<\/td><td>\u4e2d\u7b49<\/td><\/tr><tr><td>\u72b6\u6001\u7ba1\u7406<\/td><td>\u57fa\u7840\uff08\u987a\u5e8f\/\u5c42\u7ea7\uff09<\/td><td>\u5bf9\u8bdd\u8f6e\u6b21+Context<\/td><td>\u6d88\u606f\u5386\u53f2<\/td><td>Checkpoint+\u6301\u4e45\u5316<\/td><td>\u5185\u7f6e Memory \u6a21\u5757<\/td><\/tr><tr><td>\u4eba\u5de5\u4ecb\u5165<\/td><td>\u6709\u9650<\/td><td>\u652f\u6301\uff08UserProxy\uff09<\/td><td>\u6709\u9650<\/td><td>\u5f3a\uff08HITL+\u4e2d\u65ad\uff09<\/td><td>\u652f\u6301<\/td><\/tr><tr><td>\u5e76\u884c\u6267\u884c<\/td><td>\u652f\u6301\uff08\u6700\u65b0\u7248\uff09<\/td><td>\u652f\u6301<\/td><td>\u89d2\u8272\u7ea7\u5e76\u884c<\/td><td>\u539f\u751f\u652f\u6301\uff08Send API\uff09<\/td><td>\u652f\u6301<\/td><\/tr><tr><td>\u4e2d\u6587\u652f\u6301<\/td><td>\u901a\u8fc7Prompt<\/td><td>\u901a\u8fc7Prompt<\/td><td>\u539f\u751f\u4e2d\u6587SOP<\/td><td>\u901a\u8fc7Prompt<\/td><td>\u539f\u751f\u4e2d\u6587+ModelScope\u751f\u6001<\/td><\/tr><tr><td>\u9002\u7528\u573a\u666f<\/td><td>\u5185\u5bb9\u521b\u4f5c\/\u8c03\u7814\/\u81ea\u52a8\u5316<\/td><td>\u4f01\u4e1a\u7ea7\u5206\u5e03\u5f0f\u7cfb\u7edf<\/td><td>\u8f6f\u4ef6\u5f00\u53d1\u5168\u6d41\u7a0b<\/td><td>\u590d\u6742\u5de5\u4f5c\u6d41\/\u751f\u4ea7\u7ea7<\/td><td>\u56fd\u4ea7\u5316\/\u4f01\u4e1a\u7ea7<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 id=\"3-1-crewai-\u6700\u6613\u4e0a\u624b\u7684\u89d2\u8272\u534f\u4f5c\u6846\u67b6\" class=\"wp-block-heading\">3.1 CrewAI \u2014 \u6700\u6613\u4e0a\u624b\u7684\u89d2\u8272\u534f\u4f5c\u6846\u67b6<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">CrewAI \u7684\u6838\u5fc3\u7406\u5ff5\u662f<strong>\u89d2\u8272\u626e\u6f14<\/strong>\u3002\u6bcf\u4e2a Agent \u6709 Role\uff08\u89d2\u8272\uff09\u3001Goal\uff08\u76ee\u6807\uff09\u3001Backstory\uff08\u80cc\u666f\u6545\u4e8b\uff09\uff0c\u50cf\u7f16\u5199\u89d2\u8272\u8bbe\u5b9a\u4e00\u6837\u5b9a\u4e49 Agent\u3002Task \u652f\u6301\u4f9d\u8d56\u5173\u7cfb\u548c\u4e0a\u4e0b\u6587\u4f20\u9012\uff0cCrew \u662f Agent + Task \u7684\u5bb9\u5668\uff0c\u652f\u6301\u987a\u5e8f\uff08Sequential\uff09\u548c\u5c42\u7ea7\uff08Hierarchical\uff09\u4e24\u79cd\u6267\u884c\u6a21\u5f0f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u4e2a\u5178\u578b\u7684\u4ee3\u7801\u5ba1\u67e5 Crew\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>from crewai import Agent, Task, Crew, Process\n\n# 1. \u5b9a\u4e49\u89d2\u8272\nsecurity_expert = Agent(\n    role='\u5b89\u5168\u5ba1\u8ba1\u4e13\u5bb6',\n    goal='\u53d1\u73b0\u4ee3\u7801\u4e2d\u7684\u5b89\u5168\u6f0f\u6d1e\uff1aSQL\u6ce8\u5165\u3001XSS\u3001\u6743\u9650\u7ed5\u8fc7',\n    backstory='10\u5e74\u5b89\u5168\u7ecf\u9a8c\uff0cOWASP\u8d21\u732e\u8005\uff0c\u5bf9\u6f0f\u6d1e\u6a21\u5f0f\u6781\u5176\u654f\u611f',\n    allow_delegation=False\n)\n\nperformance_analyst = Agent(\n    role='\u6027\u80fd\u5206\u6790\u5e08',\n    goal='\u8bc6\u522b\u6027\u80fd\u74f6\u9888\uff1aN+1\u67e5\u8be2\u3001\u5185\u5b58\u6cc4\u6f0f\u3001\u4e0d\u5408\u7406\u7684\u7d22\u5f15',\n    backstory='\u5168\u6808\u6027\u80fd\u4f18\u5316\u4e13\u5bb6\uff0c\u64c5\u957f\u6570\u636e\u5e93\u8c03\u4f18',\n    allow_delegation=False\n)\n\ncode_reviewer = Agent(\n    role='\u4ee3\u7801\u98ce\u683c\u5ba1\u67e5\u5458',\n    goal='\u68c0\u67e5\u547d\u540d\u89c4\u8303\u3001\u51fd\u6570\u957f\u5ea6\u3001\u4ee3\u7801\u91cd\u590d\u3001\u8bbe\u8ba1\u6a21\u5f0f\u6ee5\u7528',\n    backstory='Clean Code\u72c2\u70ed\u7231\u597d\u8005\uff0c\u7f16\u7801\u89c4\u8303\u5b88\u62a4\u8005',\n    allow_delegation=False\n)\n\n# 2. \u5b9a\u4e49\u4efb\u52a1\uff08\u53ef\u5e76\u884c\u6267\u884c\uff09\nsecurity_task = Task(description='\u5ba1\u67e5\u4ee5\u4e0b\u4ee3\u7801\u7684\u5b89\u5168\u95ee\u9898...', agent=security_expert)\nperf_task = Task(description='\u5ba1\u67e5\u4ee5\u4e0b\u4ee3\u7801\u7684\u6027\u80fd\u95ee\u9898...', agent=performance_analyst)\nstyle_task = Task(description='\u5ba1\u67e5\u4ee5\u4e0b\u4ee3\u7801\u7684\u98ce\u683c\u95ee\u9898...', agent=code_reviewer)\n\n# 3. \u7ec4\u5efa\u56e2\u961f\ncrew = Crew(\n    agents=[security_expert, performance_analyst, code_reviewer],\n    tasks=[security_task, perf_task, style_task],\n    process=Process.sequential\n)\n\nresult = crew.kickoff()<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u8bc4\u4ef7<\/strong>\uff1aCrewAI \u6700\u5927\u7684\u4f18\u52bf\u662f\u6982\u5ff5\u7b80\u6d01\u2014\u2014Role\/Goal\/Backstory \u7684\u8bbe\u8ba1\u8ba9\u975e\u6280\u672f\u4eba\u5458\u4e5f\u80fd\u7406\u89e3 Agent \u7684\u804c\u8d23\u3002\u7f3a\u70b9\u662f\u6d41\u7a0b\u63a7\u5236\u80fd\u529b\u6709\u9650\uff0c\u9047\u5230\u9700\u8981\u6761\u4ef6\u5206\u652f\u7684\u590d\u6742\u573a\u666f\u5c31\u6bd4\u8f83\u5403\u529b\u3002<\/p>\n\n\n\n<h3 id=\"3-2-autogen-\u5fae\u8f6f\u7684\u591a\u667a\u80fd\u4f53\u5bf9\u8bdd\u6846\u67b6\" class=\"wp-block-heading\">3.2 AutoGen \u2014 \u5fae\u8f6f\u7684\u591a\u667a\u80fd\u4f53\u5bf9\u8bdd\u6846\u67b6<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">AutoGen\uff08\u73b0\u79f0 AG2\uff09\u7684\u6838\u5fc3\u662f <strong>ConversableAgent<\/strong> \u2014\u2014 \u4efb\u4f55\u80fd&#8221;\u63a5\u6536\u6d88\u606f\u3001\u4ea7\u751f\u56de\u590d&#8221;\u7684\u5b9e\u4f53\u90fd\u662f Agent\u3002GroupChat \u673a\u5236\u8ba9\u591a\u4e2a Agent \u5728\u7fa4\u804a\u4e2d\u81ea\u7531\u534f\u4f5c\uff0c\u81ea\u52a8\u9009\u62e9\u4e0b\u4e00\u4e2a\u53d1\u8a00\u4eba\uff08Speaker Selection\uff09\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5173\u952e\u7279\u6027\uff1a\u652f\u6301 UserProxyAgent\uff08\u4eba\u7c7b\u4ecb\u5165\uff09\u3001\u4ee3\u7801\u6267\u884c\u6c99\u7bb1\uff08Docker\uff09\u3001\u5d4c\u5957 Chat\uff08\u4e00\u4e2a Chat \u7684\u8f93\u51fa\u4f5c\u4e3a\u53e6\u4e00\u4e2a Chat \u7684\u8f93\u5165\uff09\u3001\u5de5\u5177\u6ce8\u518c\uff08\u5c06 Python \u51fd\u6570\u6ce8\u518c\u4e3a Agent \u53ef\u8c03\u7528\u7684\u5de5\u5177\uff09\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u8bc4\u4ef7<\/strong>\uff1aAutoGen \u7684\u8bbe\u8ba1\u54f2\u5b66\u662f&#8221;\u8ba9 Agent \u50cf\u4eba\u4e00\u6837\u5bf9\u8bdd\u534f\u4f5c&#8221;\uff0cGroupChat \u673a\u5236\u975e\u5e38\u8d34\u5408\u8fd9\u4e2a\u7406\u5ff5\u3002\u4f46\u5bf9\u8bdd\u9a71\u52a8\u7684\u65b9\u5f0f\u5728\u9700\u8981\u7cbe\u786e\u72b6\u6001\u63a7\u5236\u7684\u573a\u666f\u4e2d\u5bb9\u6613\u53d1\u6563\uff0cSpeaker Selection \u4e5f\u53ef\u80fd\u9009\u9519\uff0c\u5bfc\u81f4\u5bf9\u8bdd\u6548\u7387\u4f4e\u3002<\/p>\n\n\n\n<h3 id=\"3-3-metagpt-sop-\u9a71\u52a8\u7684\u8f6f\u4ef6\u5de5\u5382\" class=\"wp-block-heading\">3.3 MetaGPT \u2014 SOP \u9a71\u52a8\u7684\u8f6f\u4ef6\u5de5\u5382<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">MetaGPT \u7684\u5dee\u5f02\u5316\u601d\u8def\u975e\u5e38\u72ec\u7279\uff1a<strong>\u6a21\u62df\u4e00\u5bb6\u8f6f\u4ef6\u516c\u53f8\u7684\u8fd0\u4f5c\u6d41\u7a0b<\/strong>\u3002\u5b83\u9884\u5b9a\u4e49\u4e86 ProductManager\u3001Architect\u3001ProjectManager\u3001Engineer\u3001QA Engineer \u7b49\u89d2\u8272\uff0c\u6bcf\u4e2a\u89d2\u8272\u6709 SOP\uff08\u6807\u51c6\u64cd\u4f5c\u7a0b\u5e8f\uff09\uff0c\u8f93\u51fa\u6807\u51c6\u5316\u6587\u6863\uff08PRD\u3001\u6280\u672f\u8bbe\u8ba1\u3001\u4efb\u52a1\u5217\u8868\uff09\uff0c\u7136\u540e\u7f16\u7801\u5b9e\u73b0\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5176\u6838\u5fc3\u521b\u65b0\u662f <strong>SOP + \u6587\u6863\u9a71\u52a8<\/strong>\uff1aPM Agent \u5148\u5199 PRD \u2192 Architect Agent \u6839\u636e PRD \u8bbe\u8ba1\u6280\u672f\u65b9\u6848 \u2192 Engineer Agent \u6839\u636e\u8bbe\u8ba1\u6587\u6863\u5199\u4ee3\u7801 \u2192 QA Agent \u6839\u636e\u9700\u6c42\u6d4b\u8bd5\u3002\u6bcf\u4e2a\u9636\u6bb5\u7684\u8f93\u51fa\u662f\u7ed3\u6784\u5316\u7684\u8bbe\u8ba1\u6587\u6863\uff0c\u800c\u975e\u81ea\u7531\u5bf9\u8bdd\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u8bc4\u4ef7<\/strong>\uff1aMetaGPT \u6700\u9002\u5408&#8221;\u4ece\u9700\u6c42\u5230\u4ee3\u7801&#8221;\u7684\u5b8c\u6574\u8f6f\u4ef6\u5f00\u53d1\u6d41\u7a0b\u3002SOP \u7684\u7ea6\u675f\u8ba9\u8f93\u51fa\u8d28\u91cf\u548c\u4e00\u81f4\u6027\u5f88\u9ad8\u3002\u4f46\u5728\u975e\u8f6f\u4ef6\u5f00\u53d1\u573a\u666f\uff08\u5982\u5ba2\u670d\u3001\u8c03\u7814\uff09\u4e2d\uff0c\u5176\u56fa\u6709\u7684 SOP \u53cd\u800c\u6210\u4e3a\u9650\u5236\u3002<\/p>\n\n\n\n<h3 id=\"3-4-langgraph-\u56fe\u7ed3\u6784\u7684\u72b6\u6001\u673a\u7f16\u6392\" class=\"wp-block-heading\">3.4 LangGraph \u2014 \u56fe\u7ed3\u6784\u7684\u72b6\u6001\u673a\u7f16\u6392<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">LangGraph \u672c\u8d28\u662f\u4e00\u4e2a<strong>\u57fa\u4e8e\u6709\u5411\u56fe\u7684\u72b6\u6001\u673a<\/strong>\u3002\u6bcf\u4e2a Node \u662f\u5904\u7406\u51fd\u6570\uff08\u53ef\u4ee5\u662f LLM \u8c03\u7528\u3001\u5de5\u5177\u8c03\u7528\u3001\u5b50\u56fe\uff09\uff0cEdge \u5b9a\u4e49\u6d41\u8f6c\u89c4\u5219\uff08\u666e\u901a\u8fb9 \/ \u6761\u4ef6\u8fb9\uff09\u3002State \u662f\u8d2f\u7a7f\u5168\u56fe\u7684\u5171\u4eab\u6570\u636e\u7ed3\u6784\uff0c\u901a\u8fc7 Reducer \u673a\u5236\u5408\u5e76\u5404 Node \u7684\u4ea7\u51fa\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">LangGraph \u7684\u6740\u624b\u7ea7\u529f\u80fd\u662f <strong>Checkpoint<\/strong>\uff08\u65ad\u70b9\u7eed\u8dd1\uff09\u548c <strong>Human-in-the-Loop<\/strong>\uff08\u4eba\u5de5\u5ba1\u6838\u4e2d\u65ad\uff09\u3002\u6d41\u7a0b\u4e2d\u65ad\u540e\u53ef\u4ee5\u4ece\u4e0a\u6b21 Checkpoint \u6062\u590d\uff0c\u4e0d\u4f1a\u4e22\u5931\u5df2\u6709\u8fdb\u5c55\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u8bc4\u4ef7<\/strong>\uff1aLangGraph \u63d0\u4f9b\u4e86\u6700\u7cbe\u7ec6\u7684\u63a7\u5236\u529b\uff0c\u4f46\u8fd9\u610f\u5473\u7740\u66f4\u9ad8\u7684\u7f16\u7801\u590d\u6742\u5ea6\u3002\u9002\u5408\u5bf9\u53ef\u63a7\u6027\u548c\u53ef\u89c2\u6d4b\u6027\u6709\u4e25\u683c\u8981\u6c42\u7684\u573a\u666f\u3002\u4e00\u4e2a\u4e2d\u7b49\u590d\u6742\u7684\u591a Agent \u5de5\u4f5c\u6d41\u53ef\u80fd\u9700\u8981 200-500 \u884c\u4ee3\u7801\u6765\u5b9a\u4e49\u56fe\u548c\u72b6\u6001\u3002\u56e2\u961f\u6b63\u5728\u901a\u8fc7 LangGraph Studio \u548c\u53ef\u89c6\u5316\u8c03\u8bd5\u5de5\u5177\u964d\u4f4e\u4f7f\u7528\u95e8\u69db\u3002<\/p>\n\n\n\n<h3 id=\"3-5-agentscope-\u963f\u91cc\u7684\u56fd\u4ea7\u5316\u65b9\u6848\" class=\"wp-block-heading\">3.5 AgentScope \u2014 \u963f\u91cc\u7684\u56fd\u4ea7\u5316\u65b9\u6848<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">AgentScope \u662f\u963f\u91cc\u901a\u4e49\u5b9e\u9a8c\u5ba4\u63a8\u51fa\u7684\u591a\u667a\u80fd\u4f53\u6846\u67b6\uff0c\u91c7\u7528<strong>\u4e94\u5c42\u6a21\u5757\u5316\u67b6\u6784<\/strong>\uff1aModel \u5c42\uff08\u591a\u6a21\u578b\u63a5\u5165\uff09\u3001Agent \u5c42\uff08ReActAgent\/UserAgent\uff09\u3001Orchestration \u5c42\uff08\u987a\u5e8f\/\u5e76\u884c\/\u6295\u7968\uff09\u3001Memory \u5c42\uff08\u77ed\u671f\/\u957f\u671f\u8bb0\u5fc6\uff09\u3001Evaluation \u5c42\uff08benchmark\uff09\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7279\u8272\u529f\u80fd\uff1a\u62d6\u62fd\u5f0f Workstation Studio\uff08\u96f6\u4ee3\u7801\u6784\u5efa\u591a\u667a\u80fd\u4f53\u5e94\u7528\uff09\u3001ModelScope \u6a21\u578b\u751f\u6001\u6df1\u5ea6\u96c6\u6210\u3001\u652f\u6301 RocketMQ \u7b49\u5f02\u6b65\u6d88\u606f\u4e2d\u95f4\u4ef6\u5b9e\u73b0 Agent \u95f4\u89e3\u8026\u901a\u4fe1\u3001\u4f01\u4e1a\u7ea7\u5b89\u5168\u548c\u6743\u9650\u63a7\u5236\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u8bc4\u4ef7<\/strong>\uff1a\u5bf9\u56fd\u5185\u7528\u6237\uff0cAgentScope \u662f ModelScope \u751f\u6001\u7684\u6700\u4f73\u5165\u53e3\uff0c\u7279\u522b\u9002\u5408\u9700\u8981\u63a5\u5165\u56fd\u4ea7\u6a21\u578b\uff08\u901a\u4e49\u5343\u95ee\u3001GLM \u7b49\uff09\u7684\u4f01\u4e1a\u573a\u666f\u3002Workstation \u8ba9\u975e\u6280\u672f\u4eba\u5458\u4e5f\u80fd\u53c2\u4e0e Agent \u7f16\u6392\u3002<\/p>\n\n\n\n<h3 id=\"3-6-\u6846\u67b6\u9009\u578b\u51b3\u7b56\u6811\" class=\"wp-block-heading\">3.6 \u6846\u67b6\u9009\u578b\u51b3\u7b56\u6811<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>\u4f60\u7684\u4efb\u52a1\u53ef\u4ee5\u9884\u5148\u5206\u89e3\u4e3a\u72ec\u7acb\u5b50\u4efb\u52a1\u5417\uff1f\n\u251c\u2500\u2500 \u662f \u2192 \u9700\u8981\u7cbe\u7ec6\u7684\u72b6\u6001\u63a7\u5236\u548c\u65ad\u70b9\u7eed\u8dd1\u5417\uff1f\n\u2502        \u251c\u2500\u2500 \u662f \u2192 LangGraph\n\u2502        \u2514\u2500\u2500 \u5426 \u2192 CrewAI\n\u251c\u2500\u2500 \u5426 \u2192 \u4efb\u52a1\u662f\u6807\u51c6\u8f6f\u4ef6\u5f00\u53d1\u6d41\u7a0b\uff08\u9700\u6c42\u2192\u8bbe\u8ba1\u2192\u7f16\u7801\u2192\u6d4b\u8bd5\uff09\u5417\uff1f\n\u2502        \u251c\u2500\u2500 \u662f \u2192 MetaGPT\n\u2502        \u2514\u2500\u2500 \u5426 \u2192 \u9700\u8981\u56fd\u4ea7\u6a21\u578b\u548c\u4f01\u4e1a\u7ea7\u90e8\u7f72\u5417\uff1f\n\u2502                 \u251c\u2500\u2500 \u662f \u2192 AgentScope\n\u2502                 \u2514\u2500\u2500 \u5426 \u2192 \u9700\u8981\u591a\u65b9\u5bf9\u8bdd\u534f\u5546\u5417\uff1f\n\u2502                          \u251c\u2500\u2500 \u662f \u2192 AutoGen\n\u2502                          \u2514\u2500\u2500 \u5426 \u2192 LangGraph\uff08\u6700\u7075\u6d3b\uff09<\/code><\/pre>\n\n\n\n<h2 id=\"\u56db-\u591a\u667a\u80fd\u4f53\u901a\u4fe1\u534f\u8bae\u6808\" class=\"wp-block-heading\">\u56db\u3001\u591a\u667a\u80fd\u4f53\u901a\u4fe1\u534f\u8bae\u6808<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">2026 \u5e74\uff0cAgent \u95f4\u7684\u901a\u4fe1\u534f\u8bae\u4e5f\u5728\u8d70\u5411\u6807\u51c6\u5316\uff0c\u5f62\u6210\u4e86\u6e05\u6670\u7684<strong>\u4e09\u5c42\u534f\u8bae\u67b6\u6784<\/strong>\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u5c42\u7ea7<\/th><th>\u534f\u8bae<\/th><th>\u53d1\u8d77\u65b9<\/th><th>\u5b9a\u4f4d<\/th><th>\u72b6\u6001<\/th><\/tr><\/thead><tbody><tr><td><strong>\u7528\u6237\u4ea4\u4e92\u5c42<\/strong><\/td><td>AG-UI \/ A2UI<\/td><td>CopilotKit \/ Google<\/td><td>Agent \u4e0e\u4eba\u4ea4\u4e92\u7684 UI \u534f\u8bae<\/td><td>\u8349\u6848<\/td><\/tr><tr><td><strong>\u534f\u4f5c\u901a\u4fe1\u5c42<\/strong><\/td><td>A2A \/ ACP<\/td><td>Google \/ IBM<\/td><td>Agent \u95f4\u6a2a\u5411\u534f\u4f5c\u901a\u4fe1<\/td><td>A2A\u5df2\u53d1\u5e03\uff0cACP\u5df2\u5e76\u5165<\/td><\/tr><tr><td><strong>\u5de5\u5177\u96c6\u6210\u5c42<\/strong><\/td><td>MCP<\/td><td>Anthropic<\/td><td>Agent \u8c03\u7528\u5916\u90e8\u5de5\u5177\/\u6570\u636e\u6e90<\/td><td>\u5df2\u6350\u8d60Linux\u57fa\u91d1\u4f1a<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 id=\"4-1-mcp-agent-\u7684-usb-c-\u63a5\u53e3\" class=\"wp-block-heading\">4.1 MCP \u2014 Agent \u7684&#8221;USB-C \u63a5\u53e3&#8221;<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">MCP\uff08Model Context Protocol\uff09\u662f Anthropic \u63d0\u51fa\u7684 Agent-\u5de5\u5177\u4ea4\u4e92\u6807\u51c6\u3002\u5b83\u7684\u5b9a\u4f4d\u7c7b\u4f3c\u4e8e USB \u534f\u8bae\u2014\u2014\u8ba9\u4efb\u4f55 Agent \u90fd\u80fd\u5373\u63d2\u5373\u7528\u5730\u8c03\u7528\u4efb\u4f55 MCP \u517c\u5bb9\u7684\u5de5\u5177\u3002\u5728\u6211\u7684 CodeStyle \u9879\u76ee\u4e2d\uff0cMCP Server \u5c06\u4ee3\u7801\u6a21\u677f\u68c0\u7d22\u80fd\u529b\u66b4\u9732\u4e3a MCP Tool\uff0cCursor \u7b49 IDE \u901a\u8fc7 MCP Client \u81ea\u52a8\u53d1\u73b0\u548c\u8c03\u7528\u3002\u5173\u4e8e MCP \u7684\u8be6\u7ec6\u5185\u5bb9\uff0c\u53c2\u89c1\u672c\u535a\u5ba2\u7684 <a href=\"https:\/\/fisssssh.top\/index.php\/2026\/05\/27\/mcp-spring-ai-guide\/\">MCP \u6df1\u5ea6\u89e3\u6790\u6587\u7ae0<\/a>\u3002<\/p>\n\n\n\n<h3 id=\"4-2-a2a-agent-\u95f4\u7684\u901a\u4fe1\u8bed\u8a00\" class=\"wp-block-heading\">4.2 A2A \u2014 Agent \u95f4\u7684\u901a\u4fe1\u8bed\u8a00<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">A2A\uff08Agent-to-Agent\uff09\u662f Google \u4e8e 2025 \u5e74\u53d1\u5e03\u7684 Agent \u95f4\u901a\u4fe1\u534f\u8bae\uff0c\u6838\u5fc3\u6982\u5ff5\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Agent Card<\/strong>\uff1a\u6bcf\u4e2a Agent \u53d1\u5e03\u81ea\u5df1\u7684&#8221;\u540d\u7247&#8221;\uff08JSON \u683c\u5f0f\uff09\uff0c\u58f0\u660e\u8eab\u4efd\u3001\u80fd\u529b\u3001\u63a5\u53e3<\/li>\n<li><strong>Task<\/strong>\uff1a\u901a\u4fe1\u7684\u57fa\u672c\u5355\u4f4d\uff0c\u5305\u542b\u72b6\u6001\uff08Submitted \/ Working \/ Completed \/ Failed\uff09\u3001\u4ea7\u51fa\uff08Artifact\uff09\u3001\u5386\u53f2<\/li>\n<li><strong>Message<\/strong>\uff1aAgent \u95f4\u4ea4\u6362\u7684\u6d88\u606f\uff0c\u652f\u6301\u6587\u672c\u3001\u6587\u4ef6\u5f15\u7528\u3001\u7ed3\u6784\u5316\u6570\u636e<\/li>\n<li><strong>Streaming<\/strong>\uff1a\u652f\u6301\u957f\u65f6\u95f4\u7684\u6d41\u5f0f\u4efb\u52a1\uff0cClient \u53ef\u4ee5\u5b9e\u65f6\u63a5\u6536\u8fdb\u5ea6\u66f4\u65b0<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">MCP \u548c A2A \u73b0\u5df2\u5171\u540c\u6350\u8d60\u7ed9 Linux \u57fa\u91d1\u4f1a\u4e0b\u7684 Agentic AI Foundation (AAIF)\uff0c\u6807\u5fd7\u7740 Agent \u534f\u8bae\u4ece\u5404\u81ea\u4e3a\u6218\u8d70\u5411\u771f\u6b63\u7edf\u4e00\u3002<\/p>\n\n\n\n<h3 id=\"4-3-\u534f\u8bae\u9009\u578b\u6307\u5357\" class=\"wp-block-heading\">4.3 \u534f\u8bae\u9009\u578b\u6307\u5357<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b80\u5355\u6765\u8bf4\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Agent \u9700\u8981<strong>\u8c03\u5de5\u5177\/\u8bfb\u6570\u636e<\/strong> \u2192 \u5b9e\u73b0 MCP Server<\/li>\n<li>Agent \u9700\u8981<strong>\u548c\u5176\u4ed6 Agent \u5bf9\u8bdd<\/strong> \u2192 \u5b9e\u73b0 A2A \u63a5\u53e3<\/li>\n<li>\u4e24\u8005\u4e92\u4e0d\u66ff\u4ee3\uff0c\u800c\u662f<strong>\u4e92\u8865\u5173\u7cfb<\/strong><\/li>\n<\/ul>\n\n\n\n<h2 id=\"\u4e94-\u5de5\u7a0b\u5b9e\u8df5-\u4ece-demo-\u5230\u751f\u4ea7\u843d\u5730\" class=\"wp-block-heading\">\u4e94\u3001\u5de5\u7a0b\u5b9e\u8df5\uff1a\u4ece Demo \u5230\u751f\u4ea7\u843d\u5730<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u591a Agent \u7cfb\u7edf\u4ece Demo \u5230\u751f\u4ea7\u73af\u5883\uff0c\u9762\u4e34\u51e0\u4e2a\u6838\u5fc3\u5de5\u7a0b\u6311\u6218\uff1a<\/p>\n\n\n\n<h3 id=\"5-1-\u534f\u8c03\u7a0e-\u95ee\u9898\" class=\"wp-block-heading\">5.1 &#8220;\u534f\u8c03\u7a0e&#8221;\u95ee\u9898<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u591a Agent \u7cfb\u7edf\u5b58\u5728&#8221;\u534f\u8c03\u7a0e&#8221;\u2014\u2014Agent \u95f4\u7684\u6d88\u606f\u4f20\u9012\u3001\u4e0a\u4e0b\u6587\u5207\u6362\u3001\u7ed3\u679c\u7b49\u5f85\u90fd\u4f1a\u6d88\u8017 token\u3002\u4e1a\u754c\u5b9e\u8df5\u8868\u660e\uff0c\u76f8\u6bd4\u5355 Agent \u65b9\u6848\uff0c\u591a Agent \u7684 token \u6d88\u8017\u901a\u5e38\u9ad8 30-80%\u3002\u4f18\u5316\u7b56\u7565\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7cbe\u786e\u62c6\u5206<\/strong>\uff1a\u4e0d\u8981\u8fc7\u5ea6\u62c6\u5206\u3002\u5982\u679c\u4e00\u4e2a Agent \u80fd\u5b8c\u6210\u7684\u4efb\u52a1\u5c31\u4e0d\u8981\u5206\u7ed9\u4e24\u4e2a<\/li>\n<li><strong>\u8f7b\u91cf\u6d88\u606f<\/strong>\uff1aAgent \u95f4\u7684\u6d88\u606f\u53ea\u4f20\u5173\u952e\u4fe1\u606f\uff0c\u4e0d\u4f20\u5b8c\u6574\u4e0a\u4e0b\u6587<\/li>\n<li><strong>\u5e76\u884c\u4f18\u5316<\/strong>\uff1a\u5c06\u53ef\u5e76\u884c\u7684\u5b50\u4efb\u52a1\u771f\u6b63\u5e76\u884c\u6267\u884c\uff0c\u51cf\u5c11\u7b49\u5f85\u65f6\u95f4<\/li>\n<li><strong>\u7f13\u5b58\u590d\u7528<\/strong>\uff1a\u591a\u4e2a Agent \u5171\u4eab\u7684\u5de5\u5177\u8c03\u7528\u7ed3\u679c\u505a\u7f13\u5b58<\/li>\n<\/ul>\n\n\n\n<h3 id=\"5-2-\u53ef\u89c2\u6d4b\u6027\" class=\"wp-block-heading\">5.2 \u53ef\u89c2\u6d4b\u6027<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5355 Agent \u7684\u8c03\u8bd5\u5df2\u7ecf\u4e0d\u5bb9\u6613\uff0c\u591a Agent \u7684\u8c03\u8bd5\u66f4\u662f\u6311\u6218\u2014\u2014\u6d88\u606f\u5728\u591a\u4e2a Agent \u95f4\u6d41\u8f6c\uff0c\u51fa\u4e86\u9519\u5f88\u96be\u8ffd\u8e2a\u662f\u54ea\u4e00\u6b65\u7684\u95ee\u9898\u3002\u751f\u4ea7\u7ea7\u591a Agent \u7cfb\u7edf\u9700\u8981\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5168\u94fe\u8def\u8ffd\u8e2a<\/strong>\uff1a\u6bcf\u6761\u6d88\u606f\u5e26 trace_id\uff0c\u8bb0\u5f55\u5168\u94fe\u8def\uff08\u7c7b\u4f3c OpenTelemetry\uff09<\/li>\n<li><strong>\u6d88\u606f\u56de\u653e<\/strong>\uff1a\u4fdd\u5b58\u5b8c\u6574\u7684\u6d88\u606f\u5386\u53f2\uff0c\u652f\u6301\u4e8b\u540e\u56de\u653e\u5206\u6790<\/li>\n<li><strong>\u72b6\u6001\u53ef\u89c6\u5316<\/strong>\uff1a\u5c06 Agent \u95f4\u7684\u5173\u7cfb\u548c\u6d88\u606f\u6d41\u53ef\u89c6\u5316\u4e3a\u6709\u5411\u56fe<\/li>\n<li><strong>\u8017\u65f6\u5206\u6790<\/strong>\uff1a\u6bcf\u4e2a Agent \u7684\u54cd\u5e94\u65f6\u95f4\u3001token \u6d88\u8017\u72ec\u7acb\u7edf\u8ba1<\/li>\n<\/ul>\n\n\n\n<h3 id=\"5-3-\u5b89\u5168\u4e0e\u6c99\u7bb1\" class=\"wp-block-heading\">5.3 \u5b89\u5168\u4e0e\u6c99\u7bb1<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">AutoGen \u9ed8\u8ba4\u5728 Docker \u4e2d\u6267\u884c Agent \u751f\u6210\u7684\u4ee3\u7801\uff0c\u8fd9\u662f\u4e00\u4e2a\u597d\u7684\u5b9e\u8df5\u3002\u66f4\u4e25\u683c\u7684\u5b89\u5168\u63aa\u65bd\u8fd8\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Agent \u5206\u6743\uff1a\u4e0d\u540c Agent \u6709\u4e0d\u540c\u7684\u5de5\u5177\u8c03\u7528\u6743\u9650<\/li>\n<li>\u4ee3\u7801\u5ba1\u67e5\uff1a\u751f\u6210\u7684\u4ee3\u7801\u5fc5\u987b\u7ecf\u8fc7 Review Agent \u6216\u4eba\u5de5\u5ba1\u6838\u624d\u80fd\u6267\u884c<\/li>\n<li>\u8d44\u6e90\u9650\u5236\uff1a\u9650\u5236 Agent \u7684 API \u8c03\u7528\u9891\u7387\u3001\u6587\u4ef6\u8bbf\u95ee\u8303\u56f4<\/li>\n<\/ul>\n\n\n\n<h2 id=\"\u516d-\u5b9e\u6218\u6848\u4f8b-\u6784\u5efa\u4ee3\u7801\u5ba1\u67e5\u591a-agent-\u7cfb\u7edf\" class=\"wp-block-heading\">\u516d\u3001\u5b9e\u6218\u6848\u4f8b\uff1a\u6784\u5efa\u4ee3\u7801\u5ba1\u67e5\u591a Agent \u7cfb\u7edf<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee5\u6211\u53c2\u4e0e\u8fc7\u7684\u573a\u666f\u4e3a\u4f8b\uff1a\u56e2\u961f\u9700\u8981\u4e00\u4e2a\u81ea\u52a8\u5316\u7684\u4ee3\u7801\u5ba1\u67e5\u7cfb\u7edf\uff0c\u5bf9\u6bcf\u6b21 PR \u8fdb\u884c\u5b89\u5168\u68c0\u67e5\u3001\u6027\u80fd\u5206\u6790\u548c\u98ce\u683c\u5ba1\u67e5\u3002\u4ee5\u4e0b\u662f\u57fa\u4e8e CrewAI \u7684\u5b9e\u73b0\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>from crewai import Agent, Task, Crew, Process\n\n# \u5b9a\u4e49\u4e09\u4e2a\u4e13\u4e1a\u5ba1\u67e5Agent\nsecurity_agent = Agent(\n    role='\u5b89\u5168\u5ba1\u8ba1\u4e13\u5bb6',\n    goal='\u68c0\u67e5\u4ee3\u7801\u5b89\u5168\u6f0f\u6d1e',\n    backstory='10\u5e74\u5e94\u7528\u5b89\u5168\u7ecf\u9a8c\uff0c\u7cbe\u901aOWASP Top 10',\n    tools=[sql_injection_detector, xss_detector, auth_checker],\n    verbose=True\n)\n\nperf_agent = Agent(\n    role='\u6027\u80fd\u5206\u6790\u5e08',\n    goal='\u8bc6\u522b\u6027\u80fd\u74f6\u9888',\n    backstory='\u5168\u6808\u6027\u80fd\u4f18\u5316\u4e13\u5bb6\uff0c\u64c5\u957f\u6570\u636e\u5e93\u548c\u7f13\u5b58\u8c03\u4f18',\n    tools=[query_analyzer, memory_profiler, n1_detector],\n    verbose=True\n)\n\nstyle_agent = Agent(\n    role='\u4ee3\u7801\u98ce\u683c\u5ba1\u67e5\u5458',\n    goal='\u786e\u4fdd\u4ee3\u7801\u7b26\u5408\u56e2\u961f\u89c4\u8303',\n    backstory='Clean Code \u5e03\u9053\u8005\uff0c\u56e2\u961f\u7f16\u7801\u89c4\u8303\u5236\u5b9a\u8005',\n    verbose=True\n)\n\n# \u6c47\u603bAgent\nreport_agent = Agent(\n    role='\u5ba1\u67e5\u62a5\u544a\u6c47\u603b\u5458',\n    goal='\u5c06\u5404\u4e13\u5bb6\u7684\u5ba1\u67e5\u7ed3\u679c\u6574\u5408\u4e3a\u7edf\u4e00\u62a5\u544a',\n    backstory='\u6280\u672f\u5199\u4f5c\u4e13\u5bb6\uff0c\u64c5\u957f\u7ed3\u6784\u5316\u6587\u6863',\n    verbose=True\n)\n\n# \u5b9a\u4e49\u4efb\u52a1\nsecurity_task = Task(\n    description='\u5ba1\u67e5PR\u4e2d\u7684\u4ee3\u7801\u53d8\u66f4\uff0c\u91cd\u70b9\u5173\u6ce8\uff1aSQL\u6ce8\u5165\u3001XSS\u3001\u6743\u9650\u6821\u9a8c\u7f3a\u5931',\n    agent=security_agent,\n    expected_output='\u5b89\u5168\u95ee\u9898\u7684JSON\u5217\u8868\uff0c\u542b\u4e25\u91cd\u7b49\u7ea7\u548c\u4fee\u590d\u5efa\u8bae'\n)\n\nperf_task = Task(\n    description='\u5ba1\u67e5PR\u4e2d\u7684\u4ee3\u7801\u53d8\u66f4\uff0c\u91cd\u70b9\u5173\u6ce8\uff1aN+1\u67e5\u8be2\u3001\u4e0d\u5fc5\u8981\u7684\u5faa\u73af\u3001\u7f3a\u5931\u7684\u7f13\u5b58',\n    agent=perf_agent,\n    expected_output='\u6027\u80fd\u95ee\u9898\u7684JSON\u5217\u8868\uff0c\u542b\u5f71\u54cd\u5206\u6790\u548c\u4f18\u5316\u5efa\u8bae'\n)\n\nstyle_task = Task(\n    description='\u5ba1\u67e5PR\u4e2d\u7684\u4ee3\u7801\u53d8\u66f4\uff0c\u68c0\u67e5\uff1a\u547d\u540d\u89c4\u8303\u3001\u51fd\u6570\u957f\u5ea6\u3001\u6ce8\u91ca\u8d28\u91cf\u3001\u4ee3\u7801\u91cd\u590d',\n    agent=style_agent,\n    expected_output='\u98ce\u683c\u95ee\u9898\u7684JSON\u5217\u8868\uff0c\u542b\u89c4\u8303\u5f15\u7528\u548c\u4fee\u6539\u5efa\u8bae'\n)\n\nreport_task = Task(\n    description='\u6574\u5408\u5b89\u5168\u3001\u6027\u80fd\u3001\u98ce\u683c\u4e09\u4e2a\u7ef4\u5ea6\u7684\u5ba1\u67e5\u7ed3\u679c\uff0c\u751f\u6210\u7ed3\u6784\u5316\u62a5\u544a',\n    agent=report_agent,\n    expected_output='Markdown\u683c\u5f0f\u7684\u7efc\u5408\u5ba1\u67e5\u62a5\u544a',\n    context=[security_task, perf_task, style_task]  # \u4f9d\u8d56\u524d\u4e09\u4e2a\u4efb\u52a1\n)\n\n# \u7ec4\u5efaCrew\uff1a\u524d\u4e09\u4e2a\u4efb\u52a1\u5e76\u884c\uff0c\u6700\u540e\u6c47\u603b\ncrew = Crew(\n    agents=[security_agent, perf_agent, style_agent, report_agent],\n    tasks=[security_task, perf_task, style_task, report_task],\n    process=Process.sequential,\n    verbose=True\n)\n\nresult = crew.kickoff()<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e2a\u7cfb\u7edf\u7684\u67b6\u6784\u903b\u8f91\u662f\uff1a\u4e09\u4e2a\u4e13\u4e1a Agent<strong>\u5e76\u884c<\/strong>\u5ba1\u67e5\u4e0d\u540c\u7ef4\u5ea6 \u2192 \u6c47\u603b Agent<strong>\u4e32\u884c<\/strong>\u6574\u5408\u7ed3\u679c\u3002Token \u6d88\u8017\u7ea6 8000-12000 tokens\uff0c\u8017\u65f6\u7ea6 30-60 \u79d2\u3002\u5b9e\u8df5\u4e2d\u53d1\u73b0\uff0c\u5b89\u5168 Agent \u548c\u6027\u80fd Agent \u7684 Tool \u5b9a\u4e49\u662f\u6700\u5173\u952e\u7684\u2014\u2014Tool \u7684\u63cf\u8ff0\u8d8a\u7cbe\u786e\uff0cAgent \u8c03\u7528\u5f97\u8d8a\u51c6\u786e\u3002<\/p>\n\n\n\n<h2 id=\"\u4e03-\u6280\u672f\u8d8b\u52bf\u4e0e\u5c55\u671b\" class=\"wp-block-heading\">\u4e03\u3001\u6280\u672f\u8d8b\u52bf\u4e0e\u5c55\u671b<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ece 2025 \u5230 2026 \u5e74\uff0c\u591a Agent \u9886\u57df\u6709\u51e0\u4e2a\u503c\u5f97\u5173\u6ce8\u7684\u53d8\u5316\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u534f\u8bae\u5927\u4e00\u7edf<\/strong>\uff1aMCP + A2A \u8fdb\u5165 Linux \u57fa\u91d1\u4f1a\uff0cAgent \u534f\u8bae\u4ece\u788e\u7247\u5316\u8d70\u5411\u7edf\u4e00\u3002\u672a\u6765\u7c7b\u4f3c&#8221;Agent \u7684 HTTP \u534f\u8bae&#8221;\u4f1a\u51fa\u73b0<\/li>\n<li><strong>\u4ece Demo \u5230\u751f\u4ea7<\/strong>\uff1a\u6846\u67b6\u7ade\u4e89\u4ece&#8221;\u529f\u80fd\u591a&#8221;\u8f6c\u5411&#8221;\u7a33\u5b9a\u6027\u597d&#8221;\u3002LangGraph \u7684 Checkpoint \u548c HITL \u673a\u5236\u4ee3\u8868\u4e86\u751f\u4ea7\u7ea7\u9700\u6c42<\/li>\n<li><strong>\u53ef\u89c6\u5316\u7f16\u6392<\/strong>\uff1aAgentScope Workstation\u3001LangGraph Studio \u90fd\u5728\u964d\u4f4e\u4f7f\u7528\u95e8\u69db\uff0c\u8ba9\u975e\u6280\u672f\u4eba\u5458\u4e5f\u80fd\u53c2\u4e0e Agent \u7f16\u6392<\/li>\n<li><strong>\u6210\u672c\u4f18\u5316<\/strong>\uff1a\u591a Agent \u7684 token \u6d88\u8017\u662f\u5355 Agent \u7684 1.3-1.8 \u500d\uff0c\u4e1a\u754c\u6b63\u5728\u901a\u8fc7\u6a21\u578b\u84b8\u998f\u3001\u4e0a\u4e0b\u6587\u538b\u7f29\u3001\u667a\u80fd\u7f13\u5b58\u7b49\u624b\u6bb5\u964d\u4f4e&#8221;\u534f\u8c03\u7a0e&#8221;<\/li>\n<li><strong>\u5b89\u5168\u5408\u89c4<\/strong>\uff1aAgent \u6743\u9650\u7ba1\u7406\u3001\u4ee3\u7801\u6c99\u7bb1\u3001\u5ba1\u8ba1\u65e5\u5fd7\u6b63\u5728\u6210\u4e3a\u6807\u914d\uff0c\u7279\u522b\u662f\u91d1\u878d\u548c\u533b\u7597\u7b49\u5f3a\u76d1\u7ba1\u884c\u4e1a<\/li>\n<li><strong>\u56fd\u4ea7\u66ff\u4ee3<\/strong>\uff1aAgentScope + ModelScope \u751f\u6001\u6b63\u5728\u6784\u5efa\u5b8c\u6574\u7684\u56fd\u4ea7\u5316 Agent \u5f00\u53d1\u6808\uff0c\u964d\u4f4e\u4e86\u56fd\u5185\u4f01\u4e1a\u5bf9\u6d77\u5916\u6846\u67b6\u7684\u4f9d\u8d56<\/li>\n<\/ol>\n\n\n\n<h2 id=\"\u516b-\u603b\u7ed3\" class=\"wp-block-heading\">\u516b\u3001\u603b\u7ed3<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u591a Agent \u534f\u4f5c\u4e0d\u662f\u94f6\u5f39\u2014\u2014\u4e0d\u662f\u6240\u6709\u573a\u666f\u90fd\u9700\u8981\u591a\u4e2a Agent\u3002\u5224\u65ad\u6807\u51c6\u5f88\u7b80\u5355\uff1a<strong>\u5982\u679c\u5355 Agent \u80fd\u7a33\u5b9a\u5b8c\u6210\u4efb\u52a1\uff0c\u5c31\u4e0d\u8981\u5f15\u5165\u591a Agent \u7684\u590d\u6742\u6027<\/strong>\u3002\u591a Agent \u7684\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\uff1a\u4efb\u52a1\u5929\u7136\u53ef\u5206\uff08\u53ef\u5e76\u884c\uff09\u3001\u9700\u8981\u591a\u4e13\u4e1a\u89c6\u89d2\uff08\u5b89\u5168\u548c\u6027\u80fd\u5ba1\u67e5\u9700\u8981\u4e0d\u540c\u6280\u80fd\uff09\u3001\u6d41\u7a0b\u4e0d\u786e\u5b9a\uff08\u9700\u8981\u52a8\u6001\u51b3\u7b56\u548c\u5206\u652f\uff09\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u6846\u67b6\u9009\u62e9\u4e0a\uff0c\u6211\u7684\u5efa\u8bae\u662f\uff1a<strong>\u539f\u578b\u9636\u6bb5\u7528 CrewAI \u5feb\u901f\u9a8c\u8bc1<\/strong>\uff08\u5b66\u4e60\u6210\u672c\u6700\u4f4e\uff09\uff0c<strong>\u751f\u4ea7\u73af\u5883\u6839\u636e\u590d\u6742\u5ea6\u9009\u62e9 LangGraph \u6216 AgentScope<\/strong>\uff08\u53ef\u63a7\u6027\u6700\u5f3a\uff09\uff0c<strong>\u8f6f\u4ef6\u7814\u53d1\u5168\u6d41\u7a0b\u9009 MetaGPT<\/strong>\uff08SOP 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noopener\">AgentScope<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>2026 \u5e74\uff0cAI Agent \u5df2\u4ece&#8221;\u5355\u5175\u4f5c\u6218&#8221;\u5168\u9762\u8fdb\u5165&#8221;\u591a\u667a\u80fd\u4f53\u534f\u4f5c&#038;# [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[26,25,19,22,21,24,15,23,20],"class_list":["post-120","post","type-post","status-publish","format-standard","hentry","category-rz","tag-a2a","tag-agentscope","tag-ai-agent","tag-autogen","tag-crewai","tag-langgraph","tag-mcp","tag-metagpt","tag-20"],"blocksy_meta":[],"_links":{"self":[{"href":"https:\/\/fisssssh.top\/index.php\/wp-json\/wp\/v2\/posts\/120","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/fisssssh.top\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/fisssssh.top\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/fisssssh.top\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/fisssssh.top\/index.php\/wp-json\/wp\/v2\/comments?post=120"}],"version-history":[{"count":1,"href":"https:\/\/fisssssh.top\/index.php\/wp-json\/wp\/v2\/posts\/120\/revisions"}],"predecessor-version":[{"id":121,"href":"https:\/\/fisssssh.top\/index.php\/wp-json\/wp\/v2\/posts\/120\/revisions\/121"}],"wp:attachment":[{"href":"https:\/\/fisssssh.top\/index.php\/wp-json\/wp\/v2\/media?parent=120"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/fisssssh.top\/index.php\/wp-json\/wp\/v2\/categories?post=120"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/fisssssh.top\/index.php\/wp-json\/wp\/v2\/tags?post=120"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}