{"id":111308,"date":"2026-09-30T23:17:20","date_gmt":"2026-09-30T15:17:20","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/111308.html"},"modified":"2026-09-30T23:17:20","modified_gmt":"2026-09-30T15:17:20","slug":"ai-agent-%e5%bc%80%e5%8f%91%e6%a1%86%e6%9e%b6%e9%80%89%e5%9e%8b%e4%b8%8e%e5%b7%a5%e7%a8%8b%e5%ae%9e%e8%b7%b5%ef%bc%9a%e4%bb%8e%e6%a1%86%e6%9e%b6%e5%af%b9%e6%af%94%e5%88%b0%e7%94%9f%e4%ba%a7%e8%90%bd","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/111308.html","title":{"rendered":"AI Agent \u5f00\u53d1\u6846\u67b6\u9009\u578b\u4e0e\u5de5\u7a0b\u5b9e\u8df5\uff1a\u4ece\u6846\u67b6\u5bf9\u6bd4\u5230\u751f\u4ea7\u843d\u5730"},"content":{"rendered":"

AI Agent \u5f00\u53d1\u6846\u67b6\u9009\u578b\u4e0e\u5de5\u7a0b\u5b9e\u8df5：\u4ece\u6846\u67b6\u5bf9\u6bd4\u5230\u751f\u4ea7\u843d\u5730<\/h2>\n

AI Agent \u662f\u8fc7\u53bb\u4e00\u5e74\u5927\u6a21\u578b\u843d\u5730\u5f62\u6001\u7684\u6700\u5927\u53d8\u5316\u3002\u4ece"\u95ee\u7b54\u673a\u5668\u4eba"\u5230"\u81ea\u4e3b\u5e72\u6d3b\u7684\u667a\u80fd\u4f53"，\u5f00\u53d1\u8005\u5bf9 Agent \u7684\u7406\u89e3\u4e5f\u5728\u5feb\u901f\u8fed\u4ee3：\u5b83\u4e0d\u518d\u662f\u5957\u4e00\u4e2a ReAct \u5faa\u73af\u7684\u73a9\u5177，\u800c\u662f\u4e00\u5957\u6d89\u53ca\u89c4\u5212\u3001\u8bb0\u5fc6\u3001\u5de5\u5177\u3001\u6267\u884c\u3001\u8bc4\u6d4b\u7684\u5b8c\u6574\u5de5\u7a0b\u4f53\u7cfb\u3002\u8fd9\u7bc7\u6587\u7ae0\u4ece\u6846\u67b6\u9009\u578b\u8bb2\u8d77，\u62c6\u89e3 Agent \u7684\u6838\u5fc3\u8fd0\u884c\u65f6\u7ec4\u4ef6，\u7ed3\u5408\u751f\u4ea7\u6848\u4f8b\u68b3\u7406\u5de5\u7a0b\u843d\u5730\u7684\u5173\u952e\u51b3\u7b56\u3002<\/p>\n

\u4e00\u3001Agent \u7684\u672c\u8d28：\u4ece"\u7b54"\u5230"\u505a"\u7684\u8303\u5f0f\u8dc3\u8fc1<\/h3>\n

\u666e\u901a LLM \u5e94\u7528\u662f"\u95ee\u4e00\u53e5\u7b54\u4e00\u53e5"，Agent \u5e94\u7528\u5219\u662f\u4e00\u4e2a\u6301\u7eed\u8fd0\u884c\u7684\u6267\u884c\u5faa\u73af：\u6a21\u578b\u611f\u77e5\u4efb\u52a1 \u2192 \u89c4\u5212\u6b65\u9aa4 \u2192 \u8c03\u7528\u5de5\u5177 \u2192 \u89c2\u5bdf\u7ed3\u679c \u2192 \u4fee\u6b63\u8ba1\u5212 \u2192 \u76f4\u5230\u4efb\u52a1\u5b8c\u6210\u3002\u8fd9\u4e2a\u5faa\u73af\u8ba9\u6a21\u578b\u4ece"\u4f1a\u8bf4\u8bdd"\u53d8\u6210"\u4f1a\u5e72\u6d3b"，\u4f46\u4e5f\u5e26\u6765\u4e86\u4f20\u7edf\u8f6f\u4ef6\u5de5\u7a0b\u6ca1\u6709\u7684\u65b0\u95ee\u9898：\u5faa\u73af\u53ef\u80fd\u5931\u63a7\u3001\u5de5\u5177\u8c03\u7528\u53ef\u80fd\u5931\u8d25\u3001\u4efb\u52a1\u53ef\u80fd\u65e0\u6cd5\u6536\u655b\u3001\u884c\u4e3a\u53ef\u80fd\u8d85\u51fa\u9884\u671f\u3002<\/p>\n

\u7406\u89e3 Agent \u7684\u5173\u952e\u4e0d\u662f\u7406\u89e3"\u5faa\u73af"\u672c\u8eab，\u800c\u662f\u7406\u89e3\u8fd9\u4e2a\u5faa\u73af\u5728\u751f\u4ea7\u73af\u5883\u91cc\u9700\u8981\u591a\u5c11\u914d\u5957\u8bbe\u65bd\u3002\u4e00\u4e2a\u80fd\u771f\u6b63\u4e0a\u7ebf\u7684 Agent \u81f3\u5c11\u8981\u5177\u5907：<\/p>\n

\u72b6\u6001\u6301\u4e45\u5316\u3002Agent \u6267\u884c\u53ef\u80fd\u6301\u7eed\u6570\u5206\u949f\u5230\u6570\u5929，\u671f\u95f4\u7528\u6237\u4e0b\u7ebf\u3001\u670d\u52a1\u91cd\u542f，\u4efb\u52a1\u72b6\u6001\u5fc5\u987b\u843d\u76d8，\u968f\u65f6\u53ef\u6062\u590d\u3002<\/p>\n

\u53ef\u89c2\u6d4b\u6027\u3002\u6bcf\u4e00\u6b65\u51b3\u7b56\u3001\u6bcf\u6b21\u5de5\u5177\u8c03\u7528\u90fd\u8981\u6709\u65e5\u5fd7\u4e0e\u8ffd\u8e2a，\u5426\u5219\u51fa\u4e86\u95ee\u9898\u65e0\u6cd5\u5b9a\u4f4d\u662f\u6a21\u578b\u51b3\u7b56\u9519\u8fd8\u662f\u5de5\u5177\u6267\u884c\u9519\u3002<\/p>\n

\u5b89\u5168\u8fb9\u754c\u3002Agent \u4f1a\u4e3b\u52a8\u8c03\u7528\u5916\u90e8\u7cfb\u7edf，\u6743\u9650\u5fc5\u987b\u6309\u6700\u5c0f\u5316\u539f\u5219\u6536\u655b，\u5199\u64cd\u4f5c\u5fc5\u987b\u6709\u5ba1\u6279\u4e0e\u5ba1\u8ba1\u3002<\/p>\n

\u8bc4\u6d4b\u95ed\u73af\u3002Agent \u7684\u884c\u4e3a\u662f\u6982\u7387\u6027\u7684，\u4e0a\u7ebf\u524d\u9700\u8981\u4efb\u52a1\u7ea7\u8bc4\u6d4b，\u4e0a\u7ebf\u540e\u9700\u8981\u6301\u7eed\u62bd\u6837，\u5426\u5219\u8d28\u91cf\u65e0\u4ece\u8c08\u8d77\u3002<\/p>\n

\u8fd9\u56db\u4e2a\u80fd\u529b\u51b3\u5b9a\u4e86\u4e00\u4e2a Agent \u662f"\u6f14\u793a\u73a9\u5177"\u8fd8\u662f"\u751f\u4ea7\u7cfb\u7edf"\u3002<\/p>\n

\u4e8c\u3001\u4e3b\u6d41\u6846\u67b6\u6a2a\u5411\u5bf9\u6bd4<\/h3>\n

2.1 \u901a\u7528\u7f16\u6392\u6846\u67b6<\/h4>\n

LangChain \/ LlamaIndex \u662f\u76ee\u524d\u751f\u6001\u6700\u5b8c\u6574\u7684\u901a\u7528\u6846\u67b6，\u5185\u7f6e\u94fe\u3001\u8bb0\u5fc6\u3001\u68c0\u7d22\u3001\u5de5\u5177\u3001\u56de\u8c03\u7b49\u5168\u5957\u7ec4\u4ef6\u3002\u4f18\u70b9\u662f\u5f00\u7bb1\u5373\u7528\u3001\u793e\u533a\u8d44\u6599\u591a；\u7f3a\u70b9\u662f\u62bd\u8c61\u5c42\u6b21\u8f83\u539a，\u590d\u6742\u573a\u666f\u4e0b\u8c03\u8bd5\u6210\u672c\u4e0a\u5347\u3002\u9002\u5408\u4e2d\u5c0f\u56e2\u961f\u5feb\u901f\u9a8c\u8bc1\u4e0e\u4ea4\u4ed8\u3002<\/p>\n

AutoGen \u7531\u5fae\u8f6f\u5f00\u6e90，\u6838\u5fc3\u7279\u8272\u662f"\u591a\u667a\u80fd\u4f53\u5bf9\u8bdd"\u6a21\u5f0f\u2014\u2014\u591a\u4e2a Agent \u901a\u8fc7\u5bf9\u8bdd\u534f\u4f5c\u5b8c\u6210\u4efb\u52a1，\u652f\u6301\u4eba\u673a\u534f\u540c\u7684\u4ea4\u4e92\u5f0f\u51b3\u7b56\u3002\u9002\u5408\u7814\u7a76\u578b\u573a\u666f\u4e0e\u591a\u89d2\u8272\u534f\u4f5c\u7c7b\u4efb\u52a1，\u4f46\u5bf9\u8bdd\u5f0f\u534f\u4f5c\u5728\u751f\u4ea7\u73af\u5883\u9700\u8981\u66f4\u4e25\u683c\u7684\u6d41\u7a0b\u6cbb\u7406，\u5426\u5219\u5bb9\u6613\u9677\u5165\u65e0\u610f\u4e49\u5faa\u73af\u3002<\/p>\n

CrewAI \u4e3b\u6253"\u89d2\u8272\u5316\u56e2\u961f"\u7f16\u6392，\u7528 Role \/ Goal \/ Backstory \u63cf\u8ff0\u6bcf\u4e2a Agent \u7684\u5b9a\u4f4d，\u4efb\u52a1\u4ee5\u6d41\u7a0b（Process）\u65b9\u5f0f\u4e32\u63a5\u3002\u5fc3\u667a\u6a21\u578b\u76f4\u89c2，\u9002\u5408\u5185\u5bb9\u751f\u4ea7\u3001\u8c03\u7814\u5206\u6790\u7b49\u6d41\u7a0b\u76f8\u5bf9\u56fa\u5b9a\u7684\u573a\u666f；\u7075\u6d3b\u6027\u4e0a\u5f31\u4e8e\u5b8c\u5168\u7f16\u7a0b\u5f0f\u7684\u7f16\u6392\u3002<\/p>\n

2.2 \u751f\u4ea7\u7ea7\u8fd0\u884c\u6846\u67b6<\/h4>\n

Dify \/ Coze \u8fd9\u7c7b\u5e73\u53f0\u578b\u6846\u67b6\u628a\u6a21\u578b\u63a5\u5165\u3001\u77e5\u8bc6\u5e93\u3001\u5de5\u5177\u3001\u5de5\u4f5c\u6d41\u3001\u5e94\u7528\u53d1\u5e03\u6253\u5305\u6210\u4e00\u7ad9\u5f0f\u670d\u52a1，\u964d\u4f4e\u4e86\u5de5\u7a0b\u95e8\u69db，\u9002\u5408\u4e1a\u52a1\u56e2\u961f\u5feb\u901f\u642d\u5efa\u3002\u4ee3\u4ef7\u662f\u5b9a\u5236\u6df1\u5ea6\u53d7\u9650，\u590d\u6742\u903b\u8f91\u9700\u8981\u843d\u5728\u5e73\u53f0\u63d0\u4f9b\u7684\u6269\u5c55\u70b9\u5185\u3002<\/p>\n

\u81ea\u7814\u8f7b\u91cf\u8fd0\u884c\u65f6\u3002\u5f53\u4e1a\u52a1\u5bf9\u6027\u80fd\u3001\u53ef\u89c2\u6d4b\u6027\u3001\u6743\u9650\u63a7\u5236\u6709\u5f3a\u8981\u6c42\u65f6，\u4e0d\u5c11\u56e2\u961f\u9009\u62e9\u5728"\u6a21\u578b SDK + \u5de5\u5177\u6846\u67b6"\u4e4b\u4e0a\u81ea\u7814\u8584\u8fd0\u884c\u65f6\u3002\u6838\u5fc3\u4ee3\u7801\u5176\u5b9e\u4e0d\u591a：\u4efb\u52a1\u72b6\u6001\u673a + \u5de5\u5177\u6ce8\u518c\u8868 + \u5faa\u73af\u63a7\u5236\u5668 + \u65e5\u5fd7\u57cb\u70b9，\u51e0\u767e\u884c\u4ee3\u7801\u5373\u53ef\u642d\u51fa\u9aa8\u67b6，\u540e\u7eed\u6269\u5c55\u5b8c\u5168\u53ef\u63a7\u3002<\/p>\n

\u9009\u578b\u7684\u6838\u5fc3\u539f\u5219\u662f"\u6309\u9700\u53d6\u7b80"：\u80fd\u7528\u73b0\u6210\u5e73\u53f0\u89e3\u51b3\u7684\u4e0d\u8981\u81ea\u7814，\u4f46\u4e00\u65e6\u73b0\u6210\u65b9\u6848\u5728\u67d0\u4e2a\u7ef4\u5ea6（\u6027\u80fd\u3001\u5b89\u5168\u3001\u5b9a\u5236\u6027）\u4e0d\u6ee1\u8db3，\u5c31\u8981\u6562\u4e8e\u4e0b\u6c89\u4e00\u5c42，\u800c\u4e0d\u662f\u5728\u6846\u67b6\u91cc\u786c\u51d1\u3002<\/p>\n

\u4e09\u3001Agent \u6838\u5fc3\u8fd0\u884c\u65f6\u62c6\u89e3<\/h3>\n

\u65e0\u8bba\u7528\u4ec0\u4e48\u6846\u67b6，Agent \u8fd0\u884c\u65f6\u90fd\u7531\u51e0\u4e2a\u56fa\u5b9a\u7ec4\u4ef6\u6784\u6210，\u7406\u89e3\u5b83\u4eec\u624d\u80fd\u505a\u597d\u9009\u578b\u4e0e\u8c03\u4f18\u3002<\/p>\n

3.1 \u89c4\u5212\u6a21\u5757：\u51b3\u5b9a"\u600e\u4e48\u505a"<\/h4>\n

\u89c4\u5212\u662f\u628a\u76ee\u6807\u62c6\u6210\u6b65\u9aa4\u7684\u8fc7\u7a0b，\u5e38\u89c1\u4e09\u79cd\u5f62\u6001：<\/p>\n

\u5355\u6b65 ReAct：\u6a21\u578b\u6bcf\u6b65"\u601d\u8003 \u2192 \u884c\u52a8 \u2192 \u89c2\u5bdf"，\u9010\u6b65\u63a8\u8fdb，\u4e0d\u9884\u751f\u6210\u5b8c\u6574\u8ba1\u5212\u3002\u7b80\u5355\u7075\u6d3b，\u9002\u5408\u6b65\u9aa4\u4e0d\u786e\u5b9a\u7684\u4efb\u52a1，\u4f46\u957f\u4efb\u52a1\u5bb9\u6613\u8d70\u504f，\u9700\u8981\u9891\u7e41\u6821\u9a8c\u76ee\u6807\u3002<\/p>\n

\u8ba1\u5212-\u6267\u884c：\u5148\u8ba9\u6a21\u578b\u751f\u6210\u5b8c\u6574\u8ba1\u5212（Plan），\u518d\u9010\u9879\u6267\u884c，\u6267\u884c\u4e2d\u53ef\u4fee\u8ba2\u8ba1\u5212\u3002\u9002\u5408\u6d41\u7a0b\u7a33\u5b9a\u7684\u4efb\u52a1，\u53ef\u63d0\u524d\u5bf9\u8ba1\u5212\u505a\u6821\u9a8c（\u6bd4\u5982\u68c0\u67e5\u6b65\u9aa4\u5408\u6cd5\u6027\u3001\u8d44\u6e90\u53ef\u884c\u6027）\u3002<\/p>\n

\u5206\u5c42\u89c4\u5212：\u9ad8\u5c42\u89c4\u5212\u5668\u5b9a\u65b9\u5411，\u4f4e\u5c42\u6267\u884c\u5668\u505a\u7ec6\u8282，\u4e2d\u95f4\u5c42\u534f\u8c03\u3002\u9002\u5408\u590d\u6742\u957f\u4efb\u52a1，\u662f\u751f\u4ea7\u7ea7 Agent \u7684\u4e3b\u6d41\u7ed3\u6784\u3002<\/p>\n

\u89c4\u5212\u6a21\u5757\u6700\u5bb9\u6613\u8e29\u7684\u5751\u662f"\u8ba1\u5212\u5f88\u597d，\u6267\u884c\u5931\u63a7"\u3002\u5efa\u8bae\u5bf9\u6bcf\u4e00\u6b65\u6267\u884c\u90fd\u52a0\u524d\u7f6e\u6821\u9a8c\u4e0e\u540e\u7f6e\u786e\u8ba4，\u800c\u4e0d\u662f\u4fe1\u4efb\u6a21\u578b"\u4f1a\u6309\u8ba1\u5212\u8d70"\u3002<\/p>\n

3.2 \u5de5\u5177\u5c42：\u51b3\u5b9a"\u80fd\u505a\u4ec0\u4e48"<\/h4>\n

\u5de5\u5177\u7684\u5de5\u7a0b\u5316\u7a0b\u5ea6\u76f4\u63a5\u51b3\u5b9a Agent \u7684\u53ef\u9760\u6027\u3002\u5de5\u5177\u6ce8\u518c\u8868\u9700\u8981\u7ba1\u7406：\u5de5\u5177\u540d\u79f0\u3001\u63cf\u8ff0\u3001\u53c2\u6570 Schema\u3001\u6743\u9650\u7ea7\u522b\u3001\u8d85\u65f6\u3001\u9650\u6d41\u3001\u5ba1\u8ba1\u65e5\u5fd7\u3002<\/p>\n

# \u5de5\u5177\u6ce8\u518c\u8868\u793a\u4f8b<\/span>
\nTOOL_REGISTRY =<\/span> {<\/span>
\n "query_order"<\/span>:<\/span> {<\/span>
\n "handler"<\/span>:<\/span> query_order,<\/span> # \u6267\u884c\u51fd\u6570<\/span>
\n "schema"<\/span>:<\/span> {<\/span>"order_id"<\/span>:<\/span> "string"<\/span>}<\/span>,<\/span># \u53c2\u6570\u6821\u9a8c<\/span>
\n "acl"<\/span>:<\/span> [<\/span>"customer_service"<\/span>]<\/span>,<\/span> # \u6743\u9650\u7ea7\u522b<\/span>
\n "timeout"<\/span>:<\/span> 5<\/span>,<\/span> # \u79d2<\/span>
\n "rate_limit"<\/span>:<\/span> 100<\/span>,<\/span> # \u6bcf\u5206\u949f<\/span>
\n "audit"<\/span>:<\/span> True<\/span>,<\/span> # \u662f\u5426\u5ba1\u8ba1<\/span>
\n }<\/span>,<\/span>
\n }<\/span>
\n ```
\n\u51e0\u4e2a\u5bb9\u6613\u88ab\u5ffd\u89c6\u7684\u7ec6\u8282：\u5de5\u5177\u63cf\u8ff0\u5fc5\u987b\u5199\u6e05\u695a\u53c2\u6570\u542b\u4e49\u4e0e\u8fb9\u754c\u6761\u4ef6，\u6a21\u578b\u9760\u63cf\u8ff0\u51b3\u5b9a\u4f55\u65f6\u8c03\u7528；\u5de5\u5177\u6267\u884c\u7ed3\u679c\u8981\u7ed3\u6784\u5316\u4e3a\u6a21\u578b\u53ef\u7406\u89e3\u7684\u5f62\u5f0f（JSON \u6bd4\u81ea\u7531\u6587\u672c\u597d）；\u5de5\u5177\u5931\u8d25\u7684\u9519\u8bef\u4fe1\u606f\u8981\u56de\u4f20\u7ed9\u6a21\u578b，\u8ba9\u5b83\u80fd\u81ea\u4e3b\u91cd\u8bd5\u6216\u6362\u65b9\u6848\u3002<\/p>\n

### 3.3 \u8bb0\u5fc6\u6a21\u5757：\u51b3\u5b9a"\u8bb0\u5f97\u4ec0\u4e48"<\/span><\/p>\n

Agent \u8bb0\u5fc6\u5206\u4e09\u5c42：**<\/span>\u4f1a\u8bdd\u5185\u8bb0\u5fc6**<\/span>（\u5f53\u524d\u4efb\u52a1\u7684\u4e0a\u4e0b\u6587）\u3001**<\/span>\u4efb\u52a1\u95f4\u8bb0\u5fc6**<\/span>（\u7528\u6237\u5386\u53f2\u504f\u597d\u3001\u9879\u76ee\u80cc\u666f）\u3001**<\/span>\u7ec4\u7ec7\u8bb0\u5fc6**<\/span>（\u56e2\u961f\u5171\u4eab\u7684\u77e5\u8bc6\u6c89\u6dc0）\u3002\u751f\u4ea7\u7cfb\u7edf\u901a\u5e38\u7528\u5411\u91cf\u5e93\u627f\u8f7d\u4efb\u52a1\u95f4\u4e0e\u7ec4\u7ec7\u8bb0\u5fc6，\u6309\u76f8\u5173\u6027\u53ec\u56de\u6ce8\u5165\u4e0a\u4e0b\u6587\u3002<\/p>\n

\u8bb0\u5fc6\u7ba1\u7406\u6709\u4e2a\u539f\u5219：\u4e0d\u662f\u8bb0\u5f97\u8d8a\u591a\u8d8a\u597d，\u800c\u662f"\u8be5\u8bb0\u7684\u8bb0\u3001\u8be5\u5fd8\u7684\u5fd8"<\/span>\u3002\u8fc7\u957f\u4e14\u65e0\u5173\u7684\u8bb0\u5fc6\u4f1a\u6c61\u67d3\u4e0a\u4e0b\u6587，\u53cd\u800c\u964d\u4f4e\u51b3\u7b56\u8d28\u91cf\u3002\u5efa\u8bae\u5bf9\u8bb0\u5fc6\u505a\u65f6\u6548\u8870\u51cf\u4e0e\u76f8\u5173\u6027\u8fc7\u6ee4\u3002<\/p>\n

### 3.4 \u5faa\u73af\u63a7\u5236\u5668：\u51b3\u5b9a"\u600e\u4e48\u505c"<\/span><\/p>\n

\u5faa\u73af\u63a7\u5236\u662f Agent \u7a33\u5b9a\u6027\u7684\u6700\u540e\u9632\u7ebf，\u81f3\u5c11\u9700\u8981\u56db\u91cd\u4fdd\u9669：<\/p>\n

–<\/span> \u6700\u5927\u6b65\u6570\u9650\u5236（\u6bd4\u5982 30<\/span> \u6b65\u5f3a\u5236\u7ec8\u6b62）；
\n–<\/span> –<\/span> \u91cd\u590d\u52a8\u4f5c\u68c0\u6d4b（\u8fde\u7eed N \u6b21\u76f8\u540c\u884c\u4e3a\u89e6\u53d1\u4e2d\u65ad）；
\n–<\/span> –<\/span> \u6210\u672c\u4e0a\u9650（token \u6d88\u8017\u6216\u5de5\u5177\u8c03\u7528\u6b21\u6570\u8fbe\u5230\u9608\u503c\u7194\u65ad）；
\n–<\/span> –<\/span> \u4eba\u5de5\u4ecb\u5165\u901a\u9053（\u9ad8\u98ce\u9669\u64cd\u4f5c\u524d\u6682\u505c\u7b49\u5f85\u786e\u8ba4）\u3002
\n## \u56db\u3001\u751f\u4ea7\u7ea7 Agent \u7684\u67b6\u6784\u51b3\u7b56<\/span><\/p>\n

\u4ece\u6f14\u793a\u539f\u578b\u5230\u751f\u4ea7\u670d\u52a1，\u6709\u51e0\u7ec4\u5173\u952e\u51b3\u7b56\u3002<\/p>\n

### 4.1 \u59d4\u6258\u5236 vs \u95ee\u7b54\u5236<\/span><\/p>\n

\u6d88\u8d39\u7ea7 AI \u662f"\u95ee\u7b54\u5236"<\/span>：\u7528\u6237\u95ee\u4e00\u53e5\u3001\u6a21\u578b\u7b54\u4e00\u53e5\u3002\u751f\u4ea7\u7ea7 Agent \u66f4\u63a5\u8fd1"\u59d4\u6258\u5236"<\/span>：\u7528\u6237\u4ea4\u529e\u4e00\u4ef6\u4e8b，Agent \u4ece\u5934\u5230\u5c3e\u8d1f\u8d23，\u671f\u95f4\u4e3b\u52a8\u63a8\u8fdb\u3001\u6c47\u62a5\u8fdb\u5ea6\u3001\u8bf7\u6c42\u5fc5\u8981\u786e\u8ba4\u3002\u4e24\u8005\u7684\u67b6\u6784\u5dee\u5f02\u5f88\u5927\u2014\u2014\u59d4\u6258\u5236\u8981\u6c42\u4efb\u52a1\u961f\u5217\u3001\u72b6\u6001\u673a\u3001\u4e8b\u4ef6\u9a71\u52a8\u5524\u9192\u3001\u7ed3\u679c\u56de\u6267，\u672c\u8d28\u4e0a\u662f\u4e00\u5957\u5f02\u6b65\u4efb\u52a1\u7cfb\u7edf\u3002<\/p>\n

### 4.2 \u5355\u4f53 Agent vs \u591a Agent<\/span><\/p>\n

\u5355\u4f53 Agent \u628a\u89c4\u5212\u3001\u5de5\u5177\u3001\u8bb0\u5fc6\u5168\u90e8\u585e\u8fdb\u4e00\u4e2a\u5faa\u73af，\u5b9e\u73b0\u7b80\u5355，\u4f46\u4efb\u52a1\u590d\u6742\u65f6\u5bb9\u6613\u51fa\u73b0\u4e0a\u4e0b\u6587\u6c61\u67d3\u4e0e\u8ba4\u77e5\u8fc7\u8f7d\u3002\u591a Agent \u628a\u804c\u8d23\u62c6\u5206（\u89c4\u5212\u8005\u3001\u6267\u884c\u8005\u3001\u8d28\u68c0\u8005），\u5404\u53f8\u5176\u804c，\u4f46\u5f15\u5165\u4e86\u534f\u4f5c\u4e0e\u6cbb\u7406\u7684\u65b0\u590d\u6742\u5ea6\u3002\u4e1a\u754c\u5b9e\u8df5\u8868\u660e：**<\/span>\u80fd\u7528\u5355\u4f53\u89e3\u51b3\u7684\u4e0d\u4e0a\u591a\u4f53**<\/span>，\u591a Agent \u7684\u6536\u76ca\u9700\u8981\u5728\u4efb\u52a1\u786e\u5b9e\u590d\u6742\u3001\u804c\u8d23\u786e\u5b9e\u53ef\u5206\u65f6\u624d\u4f1a\u663e\u73b0\u3002<\/p>\n

### 4.3 \u8bc4\u6d4b\u95ed\u73af：Agent \u4e0a\u7ebf\u53ea\u662f\u5f00\u59cb<\/span><\/p>\n

Agent \u4e0e\u4f20\u7edf\u8f6f\u4ef6\u6700\u5927\u7684\u5dee\u5f02\u5728\u4e8e：\u4e0a\u7ebf\u4e0d\u662f\u4ea4\u4ed8\u4e86\u4e00\u4e2a\u529f\u80fd，\u800c\u662f\u79cd\u4e0b\u4e00\u9897\u79cd\u5b50\u2014\u2014\u540e\u7eed\u9700\u8981\u6301\u7eed\u7684\u6570\u636e\u53cd\u9988\u4e0e\u8fed\u4ee3\u624d\u80fd\u6210\u957f\u3002\u5efa\u8bae\u4e0a\u7ebf\u524d\u5efa\u7acb\u4efb\u52a1\u7ea7\u8bc4\u6d4b\u96c6（\u8986\u76d6\u5178\u578b\u4efb\u52a1\u3001\u8fb9\u754c\u60c5\u51b5\u3001\u5931\u8d25\u6848\u4f8b），\u4e0a\u7ebf\u540e\u6301\u7eed\u8bb0\u5f55\u6267\u884c\u8f68\u8ff9\u4e0e\u7ed3\u679c，\u5b9a\u671f\u56de\u653e\u5206\u6790\u5931\u8d25\u6837\u672c，\u5f62\u6210"\u8bc4\u6d4b \u2192 \u5b9a\u4f4d \u2192 \u4fee\u590d \u2192 \u56de\u5f52"<\/span>\u7684\u95ed\u73af\u3002<\/p>\n

## \u4e94\u3001\u5de5\u7a0b\u5b9e\u8df5\u6848\u4f8b：\u4e00\u4e2a\u5ba2\u670d Agent \u7684\u843d\u5730\u8def\u5f84<\/span><\/p>\n

\u4ee5\u67d0\u4e1a\u52a1\u7ebf\u7684\u667a\u80fd\u5ba2\u670d Agent \u4e3a\u4f8b，\u843d\u5730\u8def\u5f84\u5927\u81f4\u5206\u56db\u6b65：<\/p>\n

**<\/span>\u7b2c\u4e00\u6b65，\u5b9a\u4e49"\u4e00\u6b21\u59d4\u6258"<\/span>**<\/span>\u3002\u660e\u786e Agent \u7684\u4efb\u52a1\u8fb9\u754c：\u80fd\u5904\u7406\u67e5\u8be2\u3001\u6539\u5355\u3001\u50ac\u529e\u4e09\u7c7b\u4efb\u52a1，\u8d85\u51fa\u8fb9\u754c\u8f6c\u4eba\u5de5\u3002\u628a"\u4efb\u52a1\u5b8c\u6210"<\/span>\u5b9a\u4e49\u4e3a\u53ef\u9a8c\u8bc1\u7684\u72b6\u6001（\u5982"\u8ba2\u5355\u5df2\u4fee\u6539\u5e76\u901a\u77e5\u7528\u6237"<\/span>），\u800c\u4e0d\u662f"\u6a21\u578b\u8bf4\u505a\u5b8c\u4e86"<\/span>\u3002<\/p>\n

**<\/span>\u7b2c\u4e8c\u6b65，\u6700\u5c0f\u95ed\u73af\u8dd1\u901a**<\/span>\u3002\u7528\u81ea\u7814\u8f7b\u91cf\u8fd0\u884c\u65f6\u642d\u51fa"\u89c4\u5212 + \u4e09\u4e2a\u5de5\u5177（\u67e5\u8ba2\u5355\u3001\u6539\u8ba2\u5355\u3001\u53d1\u901a\u77e5）+ \u4f1a\u8bdd\u8bb0\u5fc6"<\/span>\u7684\u6700\u5c0f\u7cfb\u7edf，\u7528 50<\/span> \u6761\u5178\u578b\u5bf9\u8bdd\u6837\u672c\u9a8c\u8bc1\u6548\u679c\u3002<\/p>\n

**<\/span>\u7b2c\u4e09\u6b65，\u6cbb\u7406\u80fd\u529b\u8865\u9f50**<\/span>\u3002\u52a0\u6743\u9650\u5206\u7ea7（Agent \u53ea\u80fd\u64cd\u4f5c\u81ea\u5df1\u8d1f\u8d23\u7684\u8ba2\u5355）\u3001\u64cd\u4f5c\u5ba1\u8ba1（\u6bcf\u6b21\u5de5\u5177\u8c03\u7528\u8bb0\u5f55\u53ef\u8ffd\u6eaf）\u3001\u72b6\u6001\u6301\u4e45\u5316（\u4efb\u52a1\u4e2d\u65ad\u53ef\u6062\u590d）\u3001\u6210\u672c\u63a7\u5236（token \u9884\u7b97\u7194\u65ad）\u3002<\/p>\n

**<\/span>\u7b2c\u56db\u6b65，\u6570\u636e\u9a71\u52a8\u8fed\u4ee3**<\/span>\u3002\u4e0a\u7ebf\u540e\u7edf\u8ba1\u5404\u7c7b\u4efb\u52a1\u7684\u5b8c\u6210\u7387\u3001\u5931\u8d25\u539f\u56e0\u5206\u5e03\u3001\u7528\u6237\u6295\u8bc9\u70ed\u70b9，\u6309\u6570\u636e\u4f18\u5148\u7ea7\u9010\u9879\u4f18\u5316\u3002\u89c2\u5bdf\u5230\u4e00\u4e2a\u5178\u578b\u89c4\u5f8b：\u5927\u90e8\u5206\u5931\u8d25\u4e0d\u662f\u6a21\u578b\u4e0d\u591f\u806a\u660e，\u800c\u662f\u5de5\u5177\u8fb9\u754c\u5b9a\u4e49\u4e0d\u6e05\u3001\u72b6\u6001\u8f6c\u6362\u9057\u6f0f\u3001\u63d0\u793a\u8bcd\u7ea6\u675f\u4e0d\u8db3\u3002<\/p>\n

## \u516d\u3001\u8d8b\u52bf\u4e0e\u601d\u8003<\/span><\/p>\n

Agent \u5f00\u53d1\u6b63\u5728\u4ece"\u7814\u7a76\u73a9\u5177"<\/span>\u8d70\u5411"\u6807\u51c6\u5de5\u7a0b"<\/span>\u3002\u4e09\u4e2a\u503c\u5f97\u5173\u6ce8\u7684\u65b9\u5411：<\/p>\n

**<\/span>Agent \u4e0e UI \u7684\u878d\u5408**<\/span>\u3002\u8d8a\u6765\u8d8a\u591a\u7684\u6846\u67b6\u5f00\u59cb\u5f3a\u8c03 Agent \u4e0d\u5e94\u53ea\u6d3b\u5728\u5bf9\u8bdd\u6846\u91cc，\u800c\u5e94\u901a\u8fc7\u4e13\u5c5e\u754c\u9762\u5c55\u793a\u4e0a\u4e0b\u6587\u3001\u5de5\u5177\u72b6\u6001\u4e0e\u4e2d\u95f4\u7ed3\u679c，\u8ba9\u7528\u6237\u80fd\u68c0\u67e5\u3001\u7f16\u8f91\u3001\u5ba1\u6279 Agent \u7684\u5de5\u4f5c\u6210\u679c\u3002\u4eba\u673a\u534f\u540c\u7684\u524d\u63d0\u662f\u673a\u5668\u7684\u5de5\u4f5c\u8fc7\u7a0b\u5bf9\u4eba\u900f\u660e\u3002<\/p>\n

**<\/span>\u5b89\u5168\u7684\u6807\u51c6\u5316**<\/span>\u3002\u667a\u80fd\u4f53\u5b89\u5168\u6b63\u5728\u4ece\u6700\u4f73\u5b9e\u8df5\u8d70\u5411\u6807\u51c6\u8981\u6c42：\u5168\u5c40\u552f\u4e00\u8eab\u4efd\u6807\u8bc6\u3001\u6700\u5c0f\u6743\u9650\u3001\u51ed\u8bc1\u751f\u547d\u5468\u671f\u7ba1\u7406\u3001\u8de8 Agent \u9694\u79bb\u3001\u64cd\u4f5c\u5ba1\u8ba1，\u8fd9\u4e9b\u6b63\u5728\u6210\u4e3a\u4f01\u4e1a\u7ea7 Agent \u7684\u57fa\u7840\u8bbe\u65bd\u800c\u975e\u52a0\u5206\u9879\u3002<\/p>\n

**<\/span>\u57fa\u7840\u8bbe\u65bd\u7684\u4e13\u7528\u5316**<\/span>\u3002Agent \u7684\u6301\u7eed\u63a8\u7406\u5e26\u6765\u4e86\u65b0\u7684\u7b97\u529b\u4e0e\u5de5\u7a0b\u9700\u6c42：\u957f\u4e0a\u4e0b\u6587 KV \u7f13\u5b58\u7ba1\u7406\u3001\u4efb\u52a1\u7ea7\u8c03\u5ea6\u3001\u72b6\u6001\u5b58\u50a8，\u57fa\u7840\u8bbe\u65bd\u5382\u5546\u6b63\u5728\u4e3a Agent \u65f6\u4ee3\u91cd\u65b0\u8bbe\u8ba1\u4ea7\u54c1\u5f62\u6001\u3002<\/p>\n

\u5bf9\u5f00\u53d1\u8005\u800c\u8a00，\u73b0\u9636\u6bb5\u6700\u503c\u5f97\u6295\u5165\u7684\u4f9d\u7136\u662f\u57fa\u672c\u529f：\u628a\u5de5\u5177\u5c42\u505a\u624e\u5b9e\u3001\u628a\u8bc4\u6d4b\u95ed\u73af\u5efa\u8d77\u6765\u3001\u628a\u72b6\u6001\u7ba1\u7406\u60f3\u6e05\u695a\u3002\u6846\u67b6\u4f1a\u4e0d\u65ad\u66f4\u65b0，\u4f46"\u53ef\u9760\u5730\u6267\u884c + \u53ef\u89c2\u6d4b\u5730\u8fd0\u884c + \u53ef\u6301\u7eed\u5730\u4f18\u5316"<\/span>\u8fd9\u4e09\u4ef6\u4e8b，\u662f\u6240\u6709 Agent \u7cfb\u7edf\u7684\u957f\u671f\u4e3b\u9898\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

AI Agent \u5f00\u53d1\u6846\u67b6\u9009\u578b\u4e0e\u5de5\u7a0b\u5b9e\u8df5：\u4ece\u6846\u67b6\u5bf9\u6bd4\u5230\u751f\u4ea7\u843d\u5730
\nAI Agent \u662f\u8fc7\u53bb\u4e00\u5e74\u5927\u6a21\u578b\u843d\u5730\u5f62\u6001\u7684\u6700\u5927\u53d8\u5316\u3002\u4ece\\”\u95ee\u7b54\u673a\u5668\u4eba\\”\u5230\\”\u81ea\u4e3b\u5e72\u6d3b\u7684\u667a\u80fd\u4f53\\”，\u5f00\u53d1\u8005\u5bf9 Agent \u7684\u7406\u89e3\u4e5f\u5728\u5feb\u901f\u8fed\u4ee3：\u5b83\u4e0d\u518d\u662f\u5957\u4e00\u4e2a ReAct \u5faa\u73af\u7684\u73a9\u5177，\u800c\u662f\u4e00\u5957\u6d89\u53ca\u89c4\u5212\u3001\u8bb0\u5fc6\u3001\u5de5\u5177\u3001\u6267\u884c\u3001\u8bc4\u6d4b\u7684\u5b8c\u6574\u5de5\u7a0b\u4f53\u7cfb\u3002\u8fd9\u7bc7\u6587\u7ae0\u4ece\u6846\u67b6\u9009\u578b\u8bb2\u8d77，\u62c6\u89e3 Agent \u7684\u6838\u5fc3\u8fd0\u884c\u65f6\u7ec4\u4ef6，\u7ed3\u5408\u751f\u4ea7\u6848\u4f8b\u68b3\u7406\u5de5\u7a0b\u843d\u5730\u7684\u5173\u952e\u51b3\u7b56\u3002
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