{"id":100346,"date":"2026-09-04T14:57:35","date_gmt":"2026-09-04T06:57:35","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/100346.html"},"modified":"2026-09-04T14:57:35","modified_gmt":"2026-09-04T06:57:35","slug":"%e5%a4%a7%e6%a8%a1%e5%9e%8bagent%e5%bc%80%e5%8f%91%e8%bf%9b%e9%98%b6%ef%bc%9a%e4%bb%8e%e5%85%a5%e9%97%a8%e5%88%b0%e8%b5%84%e6%b7%b1%ef%bc%8c%e6%94%b6%e8%97%8f%e8%bf%99%e4%bb%bd%e5%ae%8c%e6%95%b4","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/100346.html","title":{"rendered":"\u5927\u6a21\u578bAgent\u5f00\u53d1\u8fdb\u9636\uff1a\u4ece\u5165\u95e8\u5230\u8d44\u6df1\uff0c\u6536\u85cf\u8fd9\u4efd\u5b8c\u6574\u5b66\u4e60\u8def\u7ebf\uff01"},"content":{"rendered":"<p>\u672c\u6587\u8be6\u7ec6\u4ecb\u7ecd\u4e86\u4ece\u57fa\u7840\u5230\u9ad8\u7ea7\u7684AI Agent\u5f00\u53d1\u5b66\u4e60\u8def\u7ebf&#xff0c;\u6db5\u76d6Python\u5de5\u7a0b\u57fa\u7840\u3001\u5927\u6a21\u578b\u7406\u89e3\u3001Agent\u6838\u5fc3\u539f\u7406\u3001Workflow\u8bbe\u8ba1\u3001LangGraph\u5e94\u7528\u3001Tool Calling\u3001MCP\u3001RAG\u3001Agent Memory\u3001\u591aAgent\u7cfb\u7edf\u3001A2A\u3001\u591a\u6a21\u578bGateway\u3001\u5927\u6a21\u578b\u79c1\u6709\u5316\u90e8\u7f72\u3001\u751f\u4ea7\u7ea7\u57fa\u7840\u8bbe\u65bd\u3001Agent Observability\u3001Agent Evaluation\u3001Agent Security\u3001Coding Agent\u7b49\u591a\u4e2a\u5173\u952e\u77e5\u8bc6\u70b9&#xff0c;\u5e2e\u52a9\u8bfb\u8005\u7cfb\u7edf\u638c\u63e1AI Agent\u7814\u53d1\u6280\u80fd&#xff0c;\u6700\u7ec8\u6210\u957f\u4e3a\u8d44\u6df1AI Agent\u7814\u53d1\u5de5\u7a0b\u5e08\u6216Agent Platform Engineer\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260904065728-6a9a6bd8c4681.jpg\" alt=\"\u56fe\u7247\" \/><\/p>\n<p>\u8fd9\u4e24\u5e74&#xff0c;AI Agent \u5df2\u7ecf\u4ece\u201c\u4f1a\u8c03\u7528\u5927\u6a21\u578b API\u201d\u5feb\u901f\u8fdb\u5165\u5230\u201c\u751f\u4ea7\u7ea7\u667a\u80fd\u4f53\u7cfb\u7edf\u201d\u7684\u9636\u6bb5\u3002<\/p>\n<p>\u5f88\u591a\u4eba\u73b0\u5728\u505a Agent&#xff0c;\u53ef\u80fd\u8fd8\u505c\u7559\u5728&#xff1a;<\/p>\n<p>Prompt &#043; \u5927\u6a21\u578b API &#043; RAG &#043; Function Calling<\/p>\n<p>\u8fd9\u4e9b\u80fd\u529b\u53ef\u4ee5\u505a Demo&#xff0c;\u4f46\u8ddd\u79bb\u771f\u6b63\u7684\u8d44\u6df1 AI Agent \u7814\u53d1\u5de5\u7a0b\u5e08&#xff0c;\u5176\u5b9e\u8fd8\u6709long long long\u5fb7\u8ddd\u79bb\u3002<\/p>\n<p>\u771f\u6b63\u7684\u8d44\u6df1 Agent \u5de5\u7a0b\u5e08&#xff0c;\u9700\u8981\u80fd\u591f\u72ec\u7acb\u5b8c\u6210\u4e00\u5957 Agent \u7cfb\u7edf\u7684&#xff1a;<\/p>\n<p>\u67b6\u6784\u8bbe\u8ba1\u3001\u7814\u53d1\u5b9e\u73b0\u3001\u5de5\u5177\u63a5\u5165\u3001RAG\u3001\u8bb0\u5fc6\u3001\u591a Agent \u8c03\u5ea6\u3001\u6a21\u578b\u90e8\u7f72\u3001\u8bc4\u6d4b\u3001\u76d1\u63a7\u3001\u5b89\u5168\u6cbb\u7406\u548c\u751f\u4ea7\u73af\u5883\u843d\u5730\u3002<\/p>\n<p>\u5982\u679c\u628a\u8fd9\u6761\u5b66\u4e60\u8def\u7ebf\u5b8c\u6574\u62c6\u5f00&#xff0c;\u5927\u81f4\u53ef\u4ee5\u5206\u6210\u4e0b\u9762\u51e0\u4e2a\u5c42\u6b21\u3002<\/p>\n<h3>\u4e00\u3001\u7b2c\u4e00\u5c42&#xff1a;\u5148\u628a\u5de5\u7a0b\u57fa\u7840\u6253\u624e\u5b9e<\/h3>\n<p>AI Agent \u672c\u8d28\u4e0a\u4ecd\u7136\u662f\u4e00\u4e2a\u590d\u6742\u7684\u8f6f\u4ef6\u7cfb\u7edf\u3002<\/p>\n<p>\u6240\u4ee5\u7b2c\u4e00\u6b65\u4e0d\u662f\u5b66 LangChain&#xff0c;\u800c\u662f\u5148\u6210\u4e3a\u4e00\u4e2a\u5408\u683c\u7684\u540e\u7aef\u5de5\u7a0b\u5e08\u3002<\/p>\n<li>Python<\/li>\n<hr \/>\n<p>Python \u57fa\u672c\u662f\u76ee\u524d AI Agent \u5f00\u53d1\u7684\u7b2c\u4e00\u8bed\u8a00\u3002<\/p>\n<p>\u81f3\u5c11\u9700\u8981\u719f\u7ec3\u638c\u63e1&#xff1a;Python 3\u3001\u9762\u5411\u5bf9\u8c61\u3001typing\u3001Pydantic\u3001\u88c5\u9970\u5668\u3001\u751f\u6210\u5668\u3001\u4e0a\u4e0b\u6587\u7ba1\u7406\u5668\u3001\u5305\u7ba1\u7406\u3001\u9879\u76ee\u5de5\u7a0b\u5316<\/p>\n<p>\u66f4\u91cd\u8981\u7684\u662f\u5f02\u6b65\u7f16\u7a0b&#xff1a;async \/ await\u3001asyncio\u3001\u5f02\u6b65 HTTP\u3001\u534f\u7a0b\u3001\u5e76\u53d1\u63a7\u5236\u3001\u8d85\u65f6\u3001\u4efb\u52a1\u53d6\u6d88\u3001\u591a Tool \u5e76\u884c\u8c03\u7528<\/p>\n<p>\u56e0\u4e3a\u771f\u6b63\u7684 Agent \u7cfb\u7edf\u91cc&#xff0c;\u7ecf\u5e38\u4f1a\u540c\u65f6\u8c03\u7528\u641c\u7d22\u3001\u6570\u636e\u5e93\u3001API\u3001MCP \u7b49\u591a\u4e2a\u5de5\u5177\u3002<\/p>\n<p>\u5982\u679c\u6240\u6709 Tool \u90fd\u4e32\u884c\u8c03\u7528&#xff0c;Agent \u7684\u54cd\u5e94\u901f\u5ea6\u4f1a\u975e\u5e38\u6162\u3002<\/p>\n<li>\u81f3\u5c11\u638c\u63e1\u4e00\u95e8\u540e\u7aef\u8bed\u8a00<\/li>\n<hr \/>\n<p>\u5efa\u8bae&#xff1a;Python &#043; Java\/Go<\/p>\n<p>Java \u53ef\u4ee5\u91cd\u70b9\u638c\u63e1&#xff1a;Spring Boot\u3001Spring Security\u3001MyBatis \/ JPA\u3001JVM\u3001Java \u5e76\u53d1\u3001CompletableFuture\u3001WebFlux<\/p>\n<p>Go \u5219\u91cd\u70b9\u638c\u63e1&#xff08;\u6211\u4e0d\u4f1a&#xff09;&#xff1a;Goroutine\u3001Channel\u3001Context\u3001Gin\u3001gRPC<\/p>\n<p>\u4f01\u4e1a\u7ea7 Agent \u9879\u76ee\u4e2d&#xff0c;\u7ecf\u5e38\u662f&#xff1a;<\/p>\n<p>Java \/ Go\u8d1f\u8d23\u6838\u5fc3\u4e1a\u52a1\u7cfb\u7edf Python\u8d1f\u8d23 AI Agent \u670d\u52a1<\/p>\n<h3>\u4e8c\u3001\u7b2c\u4e8c\u5c42&#xff1a;\u771f\u6b63\u7406\u89e3\u5927\u6a21\u578b<\/h3>\n<p>\u4f1a\u8c03\u7528 API&#xff0c;\u4e0d\u4ee3\u8868\u7406\u89e3\u5927\u6a21\u578b\u3002\u81f3\u5c11\u9700\u8981\u638c\u63e1\u4ee5\u4e0b\u6982\u5ff5&#xff1a;<\/p>\n<p>Transformer\u7406\u89e3&#xff1a;Self-Attention\u3001Multi-Head Attention\u3001Position Encoding\u3001Decoder-only\u3001Encoder-Decoder\u3001Feed Forward Network<\/p>\n<p>\u4e0d\u4e00\u5b9a\u8981\u6c42\u4f60\u4ece\u96f6\u8bad\u7ec3 GPT&#xff0c;\u4f46\u81f3\u5c11\u9700\u8981\u77e5\u9053\u5927\u6a21\u578b\u4e3a\u4ec0\u4e48\u80fd\u591f\u5b8c\u6210\u4e0a\u4e0b\u6587\u7406\u89e3\u548c\u751f\u6210\u3002<\/p>\n<p>Token \u4e0e Context\u5fc5\u987b\u7406\u89e3&#xff1a;Tokenizer\u3001BPE\u3001Context Window\u3001Token \u6570\u91cf\u3001\u8f93\u5165 Token\u3001\u8f93\u51fa Token\u3001Context Length\u3001Token Cost<\/p>\n<p>\u56e0\u4e3a\u5230\u4e86\u751f\u4ea7\u73af\u5883&#xff1a;Token &#061; \u6210\u672c\u3002\u4e00\u4e2a Agent \u53ef\u80fd\u4e00\u6b21\u8bf7\u6c42\u8c03\u7528 5 \u6b21\u6a21\u578b\u3002\u7528\u6237\u770b\u89c1\u7684\u53ea\u662f\u4e00\u6761\u56de\u7b54&#xff0c;\u4f46\u540e\u53f0\u53ef\u80fd\u5df2\u7ecf\u6d88\u8017\u6570\u4e07 Token\u3002<\/p>\n<p>\u63a8\u7406\u76f8\u5173\u80fd\u529b\u9700\u8981\u719f\u6089&#xff1a;Temperature\u3001Top-P\u3001Max Tokens\u3001Structured Output\u3001Function Calling\u3001Tool Calling\u3001Streaming\u3001Reasoning Model\u3001Embedding\u3001Multimodal<\/p>\n<p>\u6700\u7ec8\u81f3\u5c11\u8981\u80fd\u591f\u719f\u7ec3\u63a5\u5165&#xff1a;<\/p>\n<p>OpenAIClaudeGeminiDeepSeekQwenGLM\u672c\u5730\u6a21\u578b<\/p>\n<hr \/>\n<h3>\u4e09\u3001\u7b2c\u4e09\u5c42&#xff1a;Agent \u6838\u5fc3\u539f\u7406<\/h3>\n<p>\u8fd9\u662f\u6574\u4e2a\u6280\u672f\u4f53\u7cfb\u6700\u91cd\u8981\u7684\u4e00\u90e8\u5206\u3002<\/p>\n<p>\u4e00\u4e2a\u6700\u57fa\u7840\u7684 Agent&#xff0c;\u5927\u81f4\u662f&#xff1a;<\/p>\n<p>\u7528\u6237 \u2193LLM \u2193\u5206\u6790\u4efb\u52a1 \u2193\u9009\u62e9\u5de5\u5177 \u2193Tool Call \u2193Tool Result \u2193\u7ee7\u7eed\u63a8\u7406 \u2193\u6700\u7ec8\u7b54\u6848<\/p>\n<p>\u8fd9\u4e2a\u8fc7\u7a0b\u5b9e\u9645\u4e0a\u5c31\u662f&#xff1a;Agent Loop\u3002<\/p>\n<p>Agent \u5de5\u7a0b\u5e08\u4e0d\u80fd\u53ea\u4f1a\u8c03\u7528\u6846\u67b6&#xff0c;\u800c\u5e94\u8be5\u7406\u89e3 Agent Loop \u5185\u90e8\u5230\u5e95\u53d1\u751f\u4e86\u4ec0\u4e48\u3002<\/p>\n<p>\u81f3\u5c11\u638c\u63e1&#xff1a;ReAct\u3001Plan-and-Execute\u3001Planner \/ Executor\u3001Router Agent\u3001Supervisor Agent\u3001Critic Agent\u3001Reflection\u3001Agent as Tool\u3001Handoff\u3001Human-in-the-loop<\/p>\n<p>\u4f8b\u5982\u4e00\u4e2a\u590d\u6742\u4efb\u52a1&#xff1a;<\/p>\n<p>\u7528\u6237&#xff1a;\u5206\u6790\u516c\u53f8\u6700\u8fd1\u4e00\u4e2a\u5b63\u5ea6\u7684\u7ecf\u8425\u6570\u636e&#xff0c;\u5e76\u751f\u6210\u62a5\u544a<\/p>\n<p>\u771f\u6b63\u7684 Agent \u53ef\u80fd\u4f1a\u6267\u884c&#xff1a;<\/p>\n<p>\u7406\u89e3\u4efb\u52a1 \u2193\u62c6\u89e3\u4efb\u52a1 \u2193\u67e5\u8be2\u6570\u636e\u5e93 \u2193\u8bfb\u53d6 Excel \u2193\u67e5\u8be2\u76f8\u5173\u8d44\u6599 \u2193\u5206\u6790\u6307\u6807 \u2193\u751f\u6210\u56fe\u8868 \u2193\u751f\u6210\u62a5\u544a<\/p>\n<p>\u8fd9\u65f6\u5019\u5df2\u7ecf\u4e0d\u518d\u662f\u4e00\u6b21 LLM \u8c03\u7528&#xff0c;\u800c\u662f\u4e00\u5957\u5b8c\u6574\u7684\u4efb\u52a1\u6267\u884c\u7cfb\u7edf\u3002<\/p>\n<hr \/>\n<h3>\u56db\u3001\u7b2c\u56db\u5c42&#xff1a;Agent Workflow<\/h3>\n<p>Agent \u6700\u5927\u7684\u95ee\u9898\u4e4b\u4e00&#xff0c;\u5c31\u662f&#xff1a;<\/p>\n<p>\u5b83\u4e0d\u7a33\u5b9a\u3002<\/p>\n<p>\u540c\u6837\u4e00\u53e5\u8bdd&#xff0c;\u6bcf\u6b21\u6267\u884c\u7684\u8def\u5f84\u53ef\u80fd\u4e0d\u540c\u3002<\/p>\n<p>\u56e0\u6b64\u751f\u4ea7\u7ea7 Agent \u5f80\u5f80\u9700\u8981&#xff1a;<\/p>\n<p>Agent &#043; Workflow<\/p>\n<p>\u5e38\u89c1\u67b6\u6784&#xff1a;<\/p>\n<p>START \u2193\u610f\u56fe\u8bc6\u522b \u2193Planner \u2193\u4efb\u52a1\u62c6\u89e3 \u2193\u8c03\u7528\u5de5\u5177 \u2193\u7ed3\u679c\u6821\u9a8c \u2193Critic \u2193\u662f\u5426\u9700\u8981\u91cd\u8bd5 \u2193Human Approval \u2193\u6267\u884c \u2193END<\/p>\n<p>\u8fd9\u91cc\u5fc5\u987b\u638c\u63e1&#xff1a;State\u3001Node\u3001Edge\u3001Graph\u3001Conditional Routing\u3001Checkpoint\u3001Interrupt\u3001Resume\u3001Retry\u3001Timeout\u3001Fallback\u3001Compensation\u3001Durable Execution<\/p>\n<p>\u8fd9\u4e5f\u662f\u4e3a\u4ec0\u4e48\u73b0\u5728 LangGraph \u8fd9\u7c7b\u6846\u67b6\u8d8a\u6765\u8d8a\u91cd\u8981\u3002<\/p>\n<hr \/>\n<h3>\u4e94\u3001\u7b2c\u4e94\u5c42&#xff1a;LangGraph<\/h3>\n<p>\u5982\u679c\u51c6\u5907\u505a\u9ad8\u7ea7 Agent \u5f00\u53d1&#xff0c;LangGraph \u5efa\u8bae\u91cd\u70b9\u5b66\u4e60\u3002<\/p>\n<p>\u4e0d\u4ec5\u8981\u4f1a&#xff1a;<\/p>\n<p>StateGraphNodeEdgeStateConditional Edge<\/p>\n<p>\u8fd8\u8981\u638c\u63e1&#xff1a;Checkpoint\u3001Persistence\u3001Interrupt\u3001Resume\u3001Subgraph\u3001Streaming\u3001Parallel Node\u3001Dynamic Routing\u3001Human Approval<\/p>\n<p>\u6700\u7ec8\u5e94\u8be5\u53ef\u4ee5\u72ec\u7acb\u5b9e\u73b0&#xff1a;<\/p>\n<p>\u5355 Agent<\/p>\n<p>User \u2193Agent \u2193Tool \u2193Answer<\/p>\n<p>Planner &#043; Executor<\/p>\n<p>Planner \u2193\u751f\u6210\u8ba1\u5212 \u2193Executor \u2193\u9010\u6b65\u6267\u884c<\/p>\n<p>Supervisor Multi-Agent<\/p>\n<p>Supervisor \u2193\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2193      \u2193      \u2193SQL   Search  ReportAgent Agent   Agent<\/p>\n<hr \/>\n<h3>\u516d\u3001\u7b2c\u516d\u5c42&#xff1a;Tool Calling<\/h3>\n<p>Tool \u662f Agent \u771f\u6b63\u4ea7\u751f\u4ef7\u503c\u7684\u5173\u952e\u3002\u6ca1\u6709 Tool \u7684 Agent&#xff0c;\u672c\u8d28\u8fd8\u662f\u804a\u5929\u673a\u5668\u4eba\u3002<\/p>\n<p>Agent \u9700\u8981\u80fd\u591f\u8c03\u7528&#xff1a;\u6570\u636e\u5e93\u3001API\u3001\u641c\u7d22\u5f15\u64ce\u3001\u6d4f\u89c8\u5668\u3001Shell\u3001Git\u3001\u6587\u4ef6\u7cfb\u7edf\u3001Excel\u3001Word\u3001PDF\u3001\u4f01\u4e1a\u4e1a\u52a1\u7cfb\u7edf<\/p>\n<p>\u56e0\u6b64\u9700\u8981\u638c\u63e1&#xff1a;Function Calling\u3001JSON Schema\u3001Tool \u53c2\u6570\u6821\u9a8c\u3001Tool Registry\u3001Tool Discovery\u3001Tool Router\u3001Tool Retry\u3001Tool Timeout\u3001Tool Permission\u3001Tool Cache\u3001Tool Versioning<\/p>\n<p>\u9ad8\u7ea7\u4e00\u70b9&#xff0c;\u8fd8\u8981\u5904\u7406&#xff1a;<\/p>\n<p>\u591a\u4e2a Tool \u5e76\u884c\u8c03\u7528Tool \u4e4b\u95f4\u5b58\u5728\u4f9d\u8d56\u5173\u7cfbTool \u8c03\u7528\u5931\u8d25Tool \u8fd4\u56de\u810f\u6570\u636eTool \u6ca1\u6709\u6743\u9650Tool \u8d85\u65f6Tool \u6267\u884c\u4ea7\u751f\u526f\u4f5c\u7528<\/p>\n<p>\u771f\u6b63\u56f0\u96be\u7684\u5e76\u4e0d\u662f\u201c\u8ba9\u6a21\u578b\u8c03\u7528\u5de5\u5177\u201d\u3002<\/p>\n<p>\u800c\u662f&#xff1a;<\/p>\n<p>\u5982\u4f55\u8ba9\u6a21\u578b\u5b89\u5168\u3001\u7a33\u5b9a\u3001\u53ef\u63a7\u5730\u8c03\u7528\u5de5\u5177\u3002<\/p>\n<h3>\u4e03\u3001\u7b2c\u4e03\u5c42&#xff1a;MCP<\/h3>\n<p>\u76ee\u524d\u505a AI Agent&#xff0c;MCP \u5df2\u7ecf\u662f\u975e\u5e38\u503c\u5f97\u91cd\u70b9\u5b66\u4e60\u7684\u4e00\u9879\u80fd\u529b\u3002<\/p>\n<p>\u53ef\u4ee5\u7b80\u5355\u7406\u89e3\u4e3a&#xff1a;<\/p>\n<p>Agent \u2193MCP \u2193\u5404\u79cd\u5916\u90e8\u80fd\u529b<\/p>\n<p>\u4f8b\u5982&#xff1a;<\/p>\n<p>Agent \u251c\u2500\u2500 Database MCP \u251c\u2500\u2500 GitHub MCP \u251c\u2500\u2500 File MCP \u251c\u2500\u2500 Browser MCP \u2514\u2500\u2500 \u4f01\u4e1a\u4e1a\u52a1 MCP<\/p>\n<p>\u9700\u8981\u638c\u63e1&#xff1a;MCP Client\u3001MCP Server\u3001Tool\u3001Resource\u3001Prompt\u3001Capability Discovery\u3001JSON Schema\u3001stdio\u3001HTTP<\/p>\n<p>\u6700\u597d\u4eb2\u624b\u5f00\u53d1\u51e0\u4e2a MCP Server&#xff1a;Database MCP\u3001Git MCP\u3001API MCP\u3001File MCP<\/p>\n<p>\u6b63\u5f0f\u9879\u76ee\u8fd8\u4f1a\u6d89\u53ca&#xff1a;MCP Authentication\u3001Authorization\u3001Tool Permission\u3001Token \u7ba1\u7406\u3001\u6743\u9650\u9694\u79bb<\/p>\n<hr \/>\n<h3>\u516b\u3001\u7b2c\u516b\u5c42&#xff1a;RAG<\/h3>\n<p>RAG \u662f Agent \u7684\u57fa\u7840\u8bbe\u65bd\u4e4b\u4e00\u3002\u4f46\u4e0d\u80fd\u53ea\u4f1a&#xff1a;<\/p>\n<p>Embedding \u2193Vector DB \u2193TopK \u2193LLM<\/p>\n<p>\u771f\u6b63\u7684 RAG \u4e00\u822c\u4f1a\u53d8\u6210&#xff1a;<\/p>\n<p>\u7528\u6237\u95ee\u9898 \u2193Query Rewrite \u2193Query Router \u2193Hybrid Search \u2193Metadata Filter \u2193Reranker \u2193Context \u2193LLM<\/p>\n<p>\u9700\u8981\u638c\u63e1&#xff1a;<\/p>\n<p>\u6587\u6863\u89e3\u6790&#xff1a;PDF\u3001Word\u3001Excel\u3001HTML\u3001Markdown\u3001OCR<\/p>\n<p>Chunk&#xff1a;Fixed Chunk\u3001Recursive Chunk\u3001Semantic Chunk\u3001Parent-Child Chunk\u3001Sliding Window<\/p>\n<p>Retrieva&#xff1a;lVector Search\u3001BM25\u3001Hybrid Search\u3001Metadata Filter\u3001Multi Query\u3001Query Rewrite\u3001HyDE<\/p>\n<p>Rerank&#xff1a;Cross Encoder\u3001Reranker\u3001Top-K\u3001Top-N<\/p>\n<p>\u8fdb\u9636\u8fd8\u5305\u62ec&#xff1a;Agentic RAG\u3001GraphRAG\u3001Multi-hop Retrieval\u3001Corrective RAG\u3001Self-RAG<\/p>\n<hr \/>\n<h3>\u4e5d\u3001\u7b2c\u4e5d\u5c42&#xff1a;Agent Memory<\/h3>\n<p>\u771f\u6b63\u597d\u7528\u7684 Agent&#xff0c;\u5fc5\u987b\u6709\u8bb0\u5fc6\u3002\u4f46 Memory \u7edd\u4e0d\u662f\u628a\u804a\u5929\u8bb0\u5f55\u5168\u90e8\u585e\u7ed9\u6a21\u578b\u3002<\/p>\n<p>\u9700\u8981\u533a\u5206&#xff1a;<\/p>\n<ul>\n<li>\u5f53\u524d\u4efb\u52a1\u4e0a\u4e0b\u6587-Working Memory<\/li>\n<li>\u5f53\u524d Session \u7684\u77ed\u671f\u4fe1\u606f-Short-term Memory<\/li>\n<li>\u8de8 Session \u7684\u957f\u671f\u8bb0\u5fc6-Long-term Memory<\/li>\n<li>\u7528\u6237\u957f\u671f\u77e5\u8bc6\u548c\u4e8b\u5b9e-Semantic Memory<\/li>\n<li>\u8fc7\u53bb\u53d1\u751f\u8fc7\u7684\u4e8b\u4ef6-Episodic Memory<\/li>\n<\/ul>\n<p>\u5178\u578b\u67b6\u6784&#xff1a;<\/p>\n<p>Agent \u2502 \u251c\u2500\u2500 Context Window \u2502 \u251c\u2500\u2500 Redis \u2502    \u2514\u2500\u2500 Session Memory \u2502 \u251c\u2500\u2500 PostgreSQL \u2502    \u2514\u2500\u2500 Structured Memory \u2502 \u2514\u2500\u2500 Vector DB      \u2514\u2500\u2500 Semantic Memory<\/p>\n<p>\u8fd8\u8981\u89e3\u51b3&#xff1a;<\/p>\n<p>Memory Extraction\u3001Memory Retrieval\u3001Memory Update\u3001Memory Delete\u3001Memory Expiration\u3001Memory Compression<\/p>\n<p>\u66f4\u9ebb\u70e6\u7684\u95ee\u9898\u5305\u62ec&#xff1a;<\/p>\n<p>Memory Pollution\u3001Memory Conflict\u3001Memory Hallucination\u3001Memory Privacy<\/p>\n<p>Memory \u770b\u8d77\u6765\u7b80\u5355&#xff0c;\u771f\u6b63\u5de5\u7a0b\u5316\u4ee5\u540e\u975e\u5e38\u590d\u6742\u3002<\/p>\n<hr \/>\n<h3>\u5341\u3001\u591a Agent \u7cfb\u7edf<\/h3>\n<p>\u4e00\u4e2a Agent \u65e0\u6cd5\u5f88\u597d\u5b8c\u6210\u5927\u578b\u590d\u6742\u4efb\u52a1\u65f6&#xff0c;\u53ef\u4ee5\u628a\u4efb\u52a1\u62c6\u7ed9\u591a\u4e2a Agent\u3002<\/p>\n<p>\u4f8b\u5982&#xff1a;<\/p>\n<p>Supervisor                     \u2193      \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u253c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510      \u2193              \u2193              \u2193 Research Agent   SQL Agent    Report Agent<\/p>\n<p>\u9700\u8981\u638c\u63e1&#xff1a;<\/p>\n<p>Supervisor\u3001Worker\u3001Planner\u3001Executor\u3001Router\u3001Critic<\/p>\n<p>\u540c\u65f6\u8fd8\u8981\u89e3\u51b3&#xff1a;<\/p>\n<p>Agent Communication\u3001Agent Handoff\u3001Agent Discovery\u3001Sequential Execution\u3001Parallel Execution\u3001Hierarchical Agent<\/p>\n<p>\u771f\u6b63\u505a Multi-Agent \u65f6&#xff0c;\u5f88\u5bb9\u6613\u9047\u5230&#xff1a;<\/p>\n<p>Agent \u65e0\u9650\u8ba8\u8bba\u3001Agent \u91cd\u590d\u6267\u884c\u3001Agent \u4e0a\u4e0b\u6587\u6c61\u67d3\u3001Token \u6d88\u8017\u66b4\u6da8\u3001Agent \u4e92\u76f8\u51b2\u7a81<\/p>\n<p>\u6240\u4ee5\u5e76\u4e0d\u662f Agent \u8d8a\u591a\u8d8a\u597d\u3002<\/p>\n<p>\u5f88\u591a\u573a\u666f&#xff1a;<\/p>\n<p>\u4e00\u4e2a\u8bbe\u8ba1\u826f\u597d\u7684 Agent &#043; Workflow&#xff0c;\u6bd4 10 \u4e2a Agent \u66f4\u53ef\u9760\u3002<\/p>\n<hr \/>\n<h3>\u5341\u4e00\u3001A2A<\/h3>\n<p>\u53ef\u4ee5\u7b80\u5355\u7406\u89e3&#xff1a;<\/p>\n<p>MCP&#xff1a;Agent \u2192 Tool<\/p>\n<p>\u800c&#xff1a;<\/p>\n<p>A2A&#xff1a;Agent \u2192 Agent<\/p>\n<p>\u672a\u6765\u5927\u578b Agent \u7cfb\u7edf\u4e2d&#xff0c;\u4e0d\u540c Agent \u4e4b\u95f4\u9700\u8981\u534f\u4f5c\u3002<\/p>\n<p>\u9700\u8981\u4e86\u89e3&#xff1a;<\/p>\n<p>Agent Discovery\u3001Agent Card\u3001Task\u3001Message\u3001Artifact\u3001Capability\u3001Agent Communication<\/p>\n<hr \/>\n<h3>\u5341\u4e8c\u3001\u591a\u6a21\u578b Gateway<\/h3>\n<p>\u4e00\u4e2a Agent \u5de5\u7a0b\u5e08&#xff0c;\u6700\u597d\u80fd\u591f\u81ea\u5df1\u8bbe\u8ba1\u4e00\u5957 Model Gateway\u3002<\/p>\n<p>\u6bd4\u5982&#xff1a;<\/p>\n<p>OpenAI                    \u2191                  Claude                    \u2191Agent \u2192 Gateway \u2192 Gemini                    \u2193                 DeepSeek                    \u2193                  Qwen                    \u2193                 vLLM<\/p>\n<p>\u5efa\u8bae\u7edf\u4e00\u6a21\u578b\u63a5\u53e3&#xff1a;<\/p>\n<p>call_model(    messages,    tools,    config)<\/p>\n<p>\u7136\u540e\u628a\u4e0d\u540c\u6a21\u578b\u8fd4\u56de\u7ed3\u679c\u7edf\u4e00\u6210&#xff1a;<\/p>\n<p>messagetool_calltool_resultfinalerror<\/p>\n<p>Gateway \u9700\u8981\u5177\u5907&#xff1a;<\/p>\n<p>Provider Adapter\u3001Model Router\u3001Load Balance\u3001Failover\u3001Retry\u3001Circuit Breaker\u3001Rate Limit\u3001Token Limit\u3001Streaming\u3001Cache\u3001Usage Statistics<\/p>\n<p>\u8fd9\u662f\u975e\u5e38\u80fd\u4f53\u73b0\u9ad8\u7ea7\u5de5\u7a0b\u80fd\u529b\u7684\u4e00\u5757\u3002<\/p>\n<hr \/>\n<h3>\u5341\u4e09\u3001\u5927\u6a21\u578b\u79c1\u6709\u5316\u90e8\u7f72<\/h3>\n<p>\u9ad8\u7ea7 Agent \u5de5\u7a0b\u5e08\u4e0d\u4e00\u5b9a\u9700\u8981\u8bad\u7ec3\u5927\u6a21\u578b\u3002\u4f46\u6700\u597d\u80fd\u591f\u72ec\u7acb\u5b8c\u6210&#xff1a;<\/p>\n<p>\u6a21\u578b\u90e8\u7f72 &#043; API \u670d\u52a1\u5316 &#043; Agent \u63a5\u5165\u3002<\/p>\n<ul>\n<li>\u63a8\u8350\u638c\u63e1&#xff1a;<\/li>\n<\/ul>\n<p>Hugging Face\u3001Transformers\u3001vLLM\u3001SGLang\u3001CUDA \u57fa\u7840<\/p>\n<ul>\n<li>\u540c\u65f6\u7406\u89e3&#xff1a;<\/li>\n<\/ul>\n<p>GPU Memory\u3001KV Cache\u3001Tensor Parallel\u3001Context Length\u3001Batch Size\u3001Continuous Batching\u3001Prefix Cache<\/p>\n<ul>\n<li>\u6a21\u578b\u7cbe\u5ea6&#xff1a;<\/li>\n<\/ul>\n<p>FP32\u3001FP16\u3001BF16\u3001FP8\u3001INT8\u3001INT4\u3001\u91cf\u5316&#xff1a;\u3001AWQ\u3001GPTQ\u3001GGUF<\/p>\n<p>\u81f3\u5c11\u5e94\u8be5\u80fd\u591f\u56de\u7b54&#xff1a;<\/p>\n<p>\u4e00\u4e2a 32B \u6a21\u578b\u9700\u8981\u591a\u5c11\u663e\u5b58&#xff1f;<\/p>\n<p>\u4e00\u4e2a 70B \u6a21\u578b INT4 \u5927\u6982\u9700\u8981\u591a\u5c11 GPU&#xff1f;<\/p>\n<p>Context \u4ece 32K \u63d0\u5347\u5230 128K \u4e3a\u4ec0\u4e48\u663e\u5b58\u4f1a\u660e\u663e\u4e0a\u6da8&#xff1f;<\/p>\n<hr \/>\n<h3>\u5341\u56db\u3001\u751f\u4ea7\u7ea7\u57fa\u7840\u8bbe\u65bd<\/h3>\n<p>\u771f\u6b63\u9879\u76ee&#xff0c;Agent \u4e0d\u53ef\u80fd\u6c38\u8fdc&#xff1a;<\/p>\n<p>python app.py<\/p>\n<p>\u6700\u7ec8\u9700\u8981\u5b8c\u6574\u7684\u5de5\u7a0b\u57fa\u7840\u8bbe\u65bd\u3002<\/p>\n<p>Docker<\/p>\n<p>\u638c\u63e1&#xff1a;Dockerfile\u3001Image\u3001Container\u3001Volume\u3001Network\u3001Docker Compose\u3001GPU Container<\/p>\n<p>Kubernetes<\/p>\n<p>\u638c\u63e1&#xff1a;Pod\u3001Deployment\u3001Service\u3001ConfigMap\u3001Secret\u3001Ingress\u3001PVC\u3001Namespace\u3001HPA\u3001GPU Scheduling<\/p>\n<p>\u6d88\u606f\u961f\u5217<\/p>\n<p>\u81f3\u5c11\u638c\u63e1&#xff1a;Kafka\u6216\u8005RabbitMQ<\/p>\n<p>\u7528\u4e8e\u5904\u7406&#xff1a;<\/p>\n<p>Agent \u2193\u5f02\u6b65\u4efb\u52a1 \u2193MQ \u2193Worker<\/p>\n<p>Workflow Engine<\/p>\n<p>\u53ef\u4ee5\u5b66\u4e60&#xff1a;Celery\u3001Temporal\u3001Airflow<\/p>\n<p>\u5176\u4e2d\u5bf9\u4e8e\u957f\u4efb\u52a1\u578b Agent&#xff0c;Durable Execution \u975e\u5e38\u91cd\u8981\u3002<\/p>\n<hr \/>\n<h3>\u5341\u4e94\u3001Agent Observability<\/h3>\n<p>\u8fd9\u662f Demo \u548c\u751f\u4ea7\u7cfb\u7edf\u4e4b\u95f4\u975e\u5e38\u5927\u7684\u533a\u522b\u3002<\/p>\n<p>\u81f3\u5c11\u9700\u8981\u8bb0\u5f55&#xff1a;<\/p>\n<p>\u4e00\u4e2a\u8bf7\u6c42 \u2502 \u251c\u2500\u2500 Agent \u2502 \u251c\u2500\u2500 LLM Call \u2502    \u251c\u2500\u2500 Model \u2502    \u251c\u2500\u2500 Token \u2502    \u2514\u2500\u2500 Latency \u2502 \u251c\u2500\u2500 Tool Call \u2502 \u251c\u2500\u2500 Retrieval \u2502 \u2514\u2500\u2500 Final<\/p>\n<p>\u6838\u5fc3\u6307\u6807&#xff1a;\u8bf7\u6c42\u91cf\u6210\u529f\u7387\u3001Error Rate\u3001Latency\u3001TTFT\u3001Input Token\u3001Output Token\u3001Tool Success Rate\u3001Agent Success Rate\u3001Cost<\/p>\n<p>\u6280\u672f\u53ef\u4ee5\u638c\u63e1&#xff1a;OpenTelemetry\u3001Prometheus\u3001Grafana\u3001Loki\u3001ELK<\/p>\n<hr \/>\n<h3>\u5341\u516d\u3001Agent Evaluation<\/h3>\n<p>Agent \u4e0a\u7ebf\u4e4b\u540e&#xff0c;\u8fd8\u6709\u4e00\u4e2a\u975e\u5e38\u91cd\u8981\u7684\u95ee\u9898&#xff1a;<\/p>\n<p>\u600e\u4e48\u8bc1\u660e\u65b0\u7248 Agent \u6bd4\u65e7\u7248 Agent \u66f4\u597d&#xff1f;<\/p>\n<p>\u4e0d\u80fd\u9760&#xff1a;<\/p>\n<p>\u201c\u6211\u611f\u89c9\u5b83\u56de\u7b54\u5f97\u66f4\u806a\u660e\u4e86\u3002\u201d<\/p>\n<p>\u9700\u8981\u5efa\u7acb\u5b8c\u6574\u7684 Evaluation \u7cfb\u7edf\u3002<\/p>\n<p>\u5305\u62ec&#xff1a;<\/p>\n<p>Golden Dataset\u3001Regression Dataset\u3001Human Evaluation\u3001LLM-as-a-Judge\u3001Semantic Similarity<\/p>\n<p>Agent \u6307\u6807\u5305\u62ec&#xff1a;<br \/>\nTask Success Rate\u3001Tool Call Accuracy\u3001Tool Selection Accuracy\u3001Hallucination Rate\u3001Retrieval Recall\u3001Answer Correctness\u3001Agent Step Count\u3001Token Cost\u3001Latency<\/p>\n<p>\u505a\u5230\u540e\u9762&#xff0c;Agent \u5f00\u53d1\u4f1a\u8d8a\u6765\u8d8a\u50cf&#xff1a;<\/p>\n<p>\u6a21\u578b\u80fd\u529b &#043; \u8f6f\u4ef6\u5de5\u7a0b &#043; \u6570\u636e\u9a71\u52a8\u4f18\u5316\u3002<\/p>\n<hr \/>\n<h3>\u5341\u4e03\u3001Agent Security<\/h3>\n<p>Agent \u6bd4\u666e\u901a\u804a\u5929\u673a\u5668\u4eba\u5371\u9669\u5f97\u591a\u3002<\/p>\n<p>\u56e0\u4e3a\u666e\u901a LLM \u6700\u591a&#xff1a;<\/p>\n<p>\u8bf4\u9519\u8bdd\u3002<\/p>\n<p>Agent \u6709\u53ef\u80fd&#xff1a;<\/p>\n<p>\u771f\u7684\u6267\u884c\u9519\u8bef\u64cd\u4f5c\u3002<\/p>\n<p>\u5fc5\u987b\u91cd\u70b9\u5173\u6ce8&#xff1a;<\/p>\n<p>Prompt Injection\u3001Indirect Prompt Injection\u3001Jailbreak\u3001Data Leakage\u3001Tool Poisoning\u3001Memory Poisoning\u3001Unauthorized Tool Call\u3001Sensitive Data Leakage<\/p>\n<p>\u7cfb\u7edf\u5c42\u9762\u9700\u8981&#xff1a;<\/p>\n<p>OAuth2\u3001JWT\u3001RBAC\u3001Secret Management\u3001Sandbox\u3001Container Isolation\u3001Network Isolation\u3001Human Approval<\/p>\n<p>\u4f8b\u5982&#xff1a;<\/p>\n<p>Agent \u2193\u751f\u6210 DELETE SQL \u2193Human Approval \u2193Execute<\/p>\n<p>\u5bf9\u4e8e&#xff1a;<\/p>\n<p>\u5220\u9664\u6570\u636e\u3001\u53d1\u90ae\u4ef6\u3001\u8f6c\u8d26\u3001\u4fee\u6539\u751f\u4ea7\u73af\u5883\u3001\u5220\u9664\u6587\u4ef6\u8fd9\u7c7b\u9ad8\u98ce\u9669\u64cd\u4f5c&#xff0c;\u4e0d\u80fd\u5b8c\u5168\u4ea4\u7ed9 Agent \u81ea\u4e3b\u6267\u884c\u3002<\/p>\n<hr \/>\n<h3>\u5341\u516b\u3001Coding Agent<\/h3>\n<p>\u5982\u679c\u672a\u6765\u60f3\u8fdb\u5165 Agent \u6280\u672f\u7684\u9ad8\u9636\u65b9\u5411&#xff0c;Coding Agent \u5f88\u503c\u5f97\u6df1\u5165\u7814\u7a76\u3002<\/p>\n<p>\u9700\u8981\u638c\u63e1&#xff1a;<\/p>\n<p>Shell\u3001Git\u3001File System\u3001Repository Search\u3001Patch\u3001Test\u3001Debug\u3001AST\u3001Dependency Analysis<\/p>\n<p>\u4e00\u4e2a Coding Agent \u7684\u5178\u578b\u6d41\u7a0b&#xff1a;<\/p>\n<p>\u8bfb\u53d6\u4ee3\u7801 \u2193\u641c\u7d22\u4ed3\u5e93 \u2193\u5206\u6790\u95ee\u9898 \u2193\u751f\u6210\u8ba1\u5212 \u2193\u4fee\u6539\u4ee3\u7801 \u2193\u8fd0\u884c\u6d4b\u8bd5 \u2193\u53d1\u73b0\u9519\u8bef \u2193\u7ee7\u7eed\u4fee\u6539<\/p>\n<p>\u6700\u7ec8\u53ef\u4ee5\u5c1d\u8bd5\u81ea\u5df1\u505a\u4e00\u4e2a\u7b80\u5316\u7248&#xff1a;<\/p>\n<p>Claude Code\u3001Codex\u3001Cursor Agent<\/p>\n<p>\u8fd9\u662f\u975e\u5e38\u597d\u7684\u7efc\u5408\u5b9e\u6218\u9879\u76ee\u3002<\/p>\n<hr \/>\n<h3>\u5341\u4e5d\u3001\u8d44\u6df1 Agent \u5de5\u7a0b\u5e08\u5e94\u8be5\u5b8c\u6210\u54ea\u4e9b\u9879\u76ee&#xff1f;<\/h3>\n<p>\u5982\u679c\u53ea\u662f\u770b\u6559\u7a0b&#xff0c;\u5f88\u96be\u771f\u6b63\u8fbe\u5230\u8d44\u6df1\u6c34\u5e73\u3002<\/p>\n<p>\u5efa\u8bae\u81f3\u5c11\u4eb2\u624b\u5b8c\u6210\u4e0b\u9762\u51e0\u4e2a\u9879\u76ee\u3002<\/p>\n<li>LLM API Gateway<\/li>\n<p>\u652f\u6301&#xff1a;<\/p>\n<p>OpenAIClaudeGeminiDeepSeekQwenLocal LLM<\/p>\n<p>\u7edf\u4e00&#xff1a;<\/p>\n<p>API\u3001Streaming\u3001Tool Call\u3001Usage\u3001Error<\/p>\n<hr \/>\n<li>\u4f01\u4e1a\u7ea7 RAG<\/li>\n<p>\u5b8c\u6210&#xff1a;<\/p>\n<p>PDF \/ Word \u2193Chunk \u2193Embedding \u2193Vector DB \u2193Hybrid Search \u2193Reranker \u2193LLM<\/p>\n<hr \/>\n<li>Agentic RAG<\/li>\n<p>\u5b9e\u73b0&#xff1a;<\/p>\n<p>Query \u2193Agent \u2193\u5224\u65ad\u662f\u5426\u9700\u8981\u68c0\u7d22 \u2193Query Rewrite \u2193Retrieval \u2193Rerank \u2193Answer<\/p>\n<hr \/>\n<li>SQL Agent<\/li>\n<p>\u5b9e\u73b0&#xff1a;<\/p>\n<p>\u7528\u6237\u95ee\u9898 \u2193Schema Retrieval \u2193SQL Generation \u2193SQL Validation \u2193Human Approval \u2193Execute \u2193Result Analysis<\/p>\n<hr \/>\n<li>MCP Platform<\/li>\n<p>\u81f3\u5c11\u5b9e\u73b0&#xff1a;<\/p>\n<p>Database MCP\u3001Git MCP\u3001API MCP\u3001File MCP<\/p>\n<hr \/>\n<li>Multi-Agent Research System<\/li>\n<p>\u5305\u542b&#xff1a;<\/p>\n<p>Supervisor Research Agent Search Agent Analysis Agent Report Agent<\/p>\n<hr \/>\n<li>Coding Agent<\/li>\n<p>\u652f\u6301&#xff1a;<\/p>\n<p>ReadSearchEditTestDebug<\/p>\n<hr \/>\n<li>Agent Evaluation Platform<\/li>\n<p>\u5b9e\u73b0&#xff1a;<\/p>\n<p>Dataset \u2193Run Agent \u2193Trace \u2193Judge \u2193Score \u2193Dashboard<\/p>\n<hr \/>\n<h3>\u4e8c\u5341\u3001\u5230\u5e95\u5e94\u8be5\u6309\u7167\u4ec0\u4e48\u987a\u5e8f\u5b66\u4e60&#xff1f;<\/h3>\n<p>\u5982\u679c\u4ece Agent \u5f00\u53d1\u4e00\u8def\u5b66\u5230\u8d44\u6df1&#xff0c;\u6211\u5efa\u8bae\u5206\u6210\u4e09\u4e2a\u9636\u6bb5\u3002<\/p>\n<p>\u7b2c\u4e00\u9636\u6bb5&#xff1a;Agent \u5f00\u53d1\u57fa\u7840<\/p>\n<p>\u4f18\u5148\u5b66\u4e60&#xff1a;<\/p>\n<p>Python \u2193FastAPI \u2193LLM API \u2193Tool Calling \u2193Structured Output \u2193RAG \u2193LangGraph \u2193MCP<\/p>\n<p>\u8fd9\u4e00\u9636\u6bb5\u5b8c\u6210\u540e&#xff0c;\u57fa\u672c\u5177\u5907\u72ec\u7acb\u5f00\u53d1 Agent \u5e94\u7528\u7684\u80fd\u529b\u3002<\/p>\n<hr \/>\n<p>\u7b2c\u4e8c\u9636\u6bb5&#xff1a;\u9ad8\u7ea7 Agent \u5de5\u7a0b<\/p>\n<p>\u7ee7\u7eed\u5b66\u4e60&#xff1a;<\/p>\n<p>Agent MemoryAgentic RAGMulti-AgentModel GatewayvLLMKafkaDockerKubernetes<\/p>\n<p>\u8fd9\u4e00\u9636\u6bb5\u5f00\u59cb\u4ece\u201cAI \u5e94\u7528\u5f00\u53d1\u201d\u8fdb\u5165\u201cAI \u7cfb\u7edf\u5f00\u53d1\u201d\u3002<\/p>\n<hr \/>\n<p>\u7b2c\u4e09\u9636\u6bb5&#xff1a;\u8d44\u6df1 Agent \u5de5\u7a0b<\/p>\n<p>\u91cd\u70b9\u7814\u7a76&#xff1a;<\/p>\n<p>Agent RuntimeDurable ExecutionAgent EvaluationAgent ObservabilityAgent SecurityMCP PlatformCoding AgentMulti-Agent OrchestrationAgent Platform<\/p>\n<p>\u6700\u7ec8\u76ee\u6807\u4e0d\u662f&#xff1a;<\/p>\n<p>\u4f1a\u7528\u67d0\u4e00\u4e2a Agent \u6846\u67b6\u3002<\/p>\n<p>\u800c\u662f&#xff1a;<\/p>\n<p>\u5373\u4f7f\u660e\u5929 LangChain\u3001LangGraph \u6216\u4efb\u4f55\u4e00\u4e2a\u6846\u67b6\u6d88\u5931&#xff0c;\u4f60\u4ecd\u7136\u80fd\u591f\u81ea\u5df1\u8bbe\u8ba1\u4e00\u5957 Agent Runtime\u3002<\/p>\n<hr \/>\n<p>\u6700\u540e<\/p>\n<p>\u6211\u8ba4\u4e3a&#xff0c;\u672a\u6765\u771f\u6b63\u7a00\u7f3a\u7684\u4e0d\u662f\u201c\u4f1a\u8c03\u7528\u5927\u6a21\u578b\u7684\u4eba\u201d\u3002<\/p>\n<p>\u56e0\u4e3a\u8c03\u7528\u6a21\u578b\u7684\u95e8\u69db\u4f1a\u8d8a\u6765\u8d8a\u4f4e\u3002<\/p>\n<p>\u771f\u6b63\u7a00\u7f3a\u7684\u662f\u80fd\u591f\u89e3\u51b3\u4e0b\u9762\u8fd9\u4e9b\u95ee\u9898\u7684\u4eba&#xff1a;<\/p>\n<p>Agent \u4e3a\u4ec0\u4e48\u5931\u8d25&#xff1f;Agent \u4e3a\u4ec0\u4e48\u8fd9\u4e48\u6162&#xff1f;Agent \u4e3a\u4ec0\u4e48\u8fd9\u4e48\u8d35&#xff1f;Agent \u4e3a\u4ec0\u4e48\u8c03\u7528\u9519\u5de5\u5177&#xff1f;Agent \u6267\u884c\u4e00\u534a\u670d\u52a1\u5668\u6302\u4e86\u600e\u4e48\u529e&#xff1f;Agent \u600e\u4e48\u6062\u590d\u4efb\u52a1&#xff1f;Agent \u600e\u4e48\u7ba1\u7406\u957f\u671f\u8bb0\u5fc6&#xff1f;Agent \u600e\u4e48\u63a7\u5236\u6743\u9650&#xff1f;Agent \u600e\u4e48\u8bc4\u6d4b&#xff1f;Agent \u600e\u4e48\u4fdd\u8bc1\u751f\u4ea7\u5b89\u5168&#xff1f;Agent \u600e\u4e48\u652f\u6491\u51e0\u5343\u4e2a\u5e76\u53d1\u7528\u6237&#xff1f;Agent \u600e\u4e48\u771f\u6b63\u63a5\u5165\u4f01\u4e1a\u4e1a\u52a1&#xff1f;<\/p>\n<p>\u5f53\u4f60\u5f00\u59cb\u601d\u8003\u8fd9\u4e9b\u95ee\u9898\u65f6&#xff0c;\u4f60\u5df2\u7ecf\u4e0d\u518d\u53ea\u662f\u4e00\u4e2a\u201c\u5927\u6a21\u578b\u5e94\u7528\u5f00\u53d1\u5de5\u7a0b\u5e08\u201d\u3002<\/p>\n<p>\u4f60\u6b63\u5728\u771f\u6b63\u8fdb\u5165&#xff1a;<\/p>\n<p>AI Agent \u7814\u53d1\u5de5\u7a0b\u5e08<\/p>\n<p>\u751a\u81f3&#xff1a;<\/p>\n<p>Agent Platform Engineer \/ AI Agent \u67b6\u6784\u5e08<\/p>\n<p>\u8fd9\u4e2a\u9636\u6bb5\u3002<\/p>\n<p>\u5982\u679c\u7528\u4e00\u53e5\u8bdd\u603b\u7ed3\u8d44\u6df1 AI Agent \u5de5\u7a0b\u5e08\u7684\u80fd\u529b&#xff1a;<\/p>\n<p>\u4e0d\u662f\u4f1a\u8ba9\u5927\u6a21\u578b\u201c\u56de\u7b54\u95ee\u9898\u201d&#xff0c;\u800c\u662f\u80fd\u591f\u8ba9\u5927\u6a21\u578b\u5b89\u5168\u3001\u7a33\u5b9a\u3001\u53ef\u63a7\u3001\u4f4e\u6210\u672c\u5730\u5b8c\u6210\u771f\u5b9e\u4efb\u52a1\u3002<\/p>\n<h3>\u6700\u540e<\/h3>\n<p>2026 \u5e74\u4e00\u6643\u5df2\u7ecf\u8fc7\u534a&#xff0c;AI \u5927\u6a21\u578b\u7684\u70ed\u6f6e\u4e0d\u4ec5\u6ca1\u6709\u964d\u6e29&#xff0c;\u53cd\u800c\u6301\u7eed\u5347\u6e29&#xff01;<\/p>\n<p>\u91d1\u878d\u884c\u4e1a\u7528\u5927\u6a21\u578b\u505a\u98ce\u63a7\u3001\u533b\u7597\u4f9d\u9760 AI \u89e3\u6790\u5f71\u50cf&#xff0c;\u7535\u5546\u3001\u5236\u9020\u3001\u6559\u80b2\u5404\u884c\u5404\u4e1a&#xff0c;\u90fd\u5728\u628a AI \u878d\u5165\u65e5\u5e38\u4e1a\u52a1\u3002\u66fe\u7ecf\u70ed\u95f9\u7684 \u201c\u767e\u6a21\u5927\u6218\u201d&#xff0c;\u65e9\u5c31\u544a\u522b\u5355\u7eaf\u6bd4\u62fc\u6a21\u578b\u53c2\u6570&#xff0c;\u6b63\u5f0f\u8fdb\u5165\u843d\u5730\u5e94\u7528\u65f6\u4ee3\u3002<\/p>\n<p>\u73b0\u5728\u4f01\u4e1a\u75af\u72c2\u7d27\u7f3a\u4e00\u7c7b\u4eba\u624d&#xff1a;\u61c2\u4e1a\u52a1\u3001\u61c2 AI\u3001\u80fd\u505a\u51fa\u53ef\u4e0a\u7ebf\u9879\u76ee\u7684\u5927\u6a21\u578b\u5f00\u53d1\u5de5\u7a0b\u5e08&#xff0c;\u5c97\u4f4d\u7f3a\u53e3\u5927&#xff0c;\u85aa\u8d44\u5f85\u9047\u5341\u5206\u53ef\u89c2\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260904065729-6a9a6bd929b16.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>\u98ce\u53e3\u518d\u597d&#xff0c;\u4e0d\u5982\u624b\u63e1\u9ad8\u85aa offer \u5b9e\u5728\u3002\u884c\u60c5\u706b\u70ed&#xff0c;\u666e\u901a\u4eba\u3001\u7a0b\u5e8f\u5458\u8be5\u600e\u6837\u4ece\u96f6\u5165\u95e8\u5927\u6a21\u578b&#xff0c;\u6293\u4f4f\u8fd9\u6ce2\u673a\u4f1a&#xff1f;<\/p>\n<p>\u4eca\u5929\u6574\u7406\u597d\u30102026 \u6700\u65b0\u7248\u3011AI \u5927\u6a21\u578b\u5168\u5957\u514d\u8d39\u5b66\u4e60\u8d44\u6e90&#xff0c;\u8986\u76d6\u96f6\u57fa\u7840\u5165\u95e8\u3001\u9879\u76ee\u5b9e\u6218\u3001\u7406\u8bba\u77e5\u8bc6\u3001\u5927\u5382\u9762\u8bd5&#xff0c;\u4ece\u57fa\u7840\u4e00\u8def\u8fdb\u9636\u3002\u6240\u6709\u8d44\u6599\u5206\u7c7b\u5f52\u6863&#xff0c;\u6ca1\u6709\u591a\u4f59\u6742\u6599&#xff0c;\u65e0\u5957\u8def\u514d\u8d39\u5206\u4eab\u7ed9\u60f3\u8981\u5165\u5c40 AI \u8d5b\u9053\u7684\u7a0b\u5e8f\u5458\u4e0e\u96f6\u57fa\u7840\u5c0f\u767d&#xff01;<\/p>\n<p>&#x1f447;&#x1f447;\u626b\u7801\u514d\u8d39\u9886\u53d6\u5168\u90e8\u5185\u5bb9&#x1f447;&#x1f447;<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260904065730-6a9a6bdaaff73.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h3>1\u3001\u5927\u6a21\u578b\u7cfb\u7edf\u5316\u5b8c\u6574\u5b66\u4e60\u8def\u7ebf<\/h3>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260904065731-6a9a6bdb1a996.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h3>2\u3001\u5927\u6a21\u578b\u7ecf\u5178\u4e66\u7c4d&amp;\u6587\u6863<\/h3>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260904065731-6a9a6bdb5c286.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h3>3\u3001AI \u5927\u6a21\u578b\u6700\u65b0\u884c\u4e1a\u7814\u7a76\u62a5\u544a<\/h3>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260904065732-6a9a6bdce04fe.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h3>4\u3001\u4f01\u4e1a\u7ea7\u5b9e\u6218\u9879\u76ee &#043; \u5b8c\u6574\u914d\u5957\u6e90\u7801<\/h3>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260904065733-6a9a6bddbe279.gif\" alt=\"img\" \/><\/p>\n<h3>5\u3001\u5927\u5382\u5927\u6a21\u578b\u9762\u8bd5\u771f\u9898\u6c47\u603b<\/h3>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260904065733-6a9a6bddd8606.gif\" alt=\"img\" \/><\/p>\n<h3>6\u3001\u8fd9\u4e9b\u8d44\u6599\u771f\u7684\u6709\u7528\u5417&#xff1f;<\/h3>\n<p>\u8fd9\u4efd\u8d44\u6599\u7531\u6211\u548c\u9c81\u4e3a\u6c11\u535a\u58eb(\u5317\u4eac\u6e05\u534e\u5927\u5b66\u5b66\u58eb\u548c\u7f8e\u56fd\u52a0\u5dde\u7406\u5de5\u5b66\u9662\u535a\u58eb)\u5171\u540c\u6574\u7406&#xff0c;\u73b0\u4efb\u4e0a\u6d77\u6bb7\u6cca\u4fe1\u606f\u79d1\u6280CEO&#xff0c;\u5176\u521b\u7acb\u7684MoPaaS\u4e91\u5e73\u53f0\u83b7Forrester\u5168\u7403\u2019\u5f3a\u52b2\u8868\u73b0\u8005\u2019\u8ba4\u8bc1&#xff0c;\u670d\u52a1\u822a\u5929\u79d1\u5de5\u3001\u56fd\u5bb6\u7535\u7f51\u7b491000&#043;\u4f01\u4e1a&#xff0c;\u4ee5\u7b2c\u4e00\u4f5c\u8005\u5728IEEE Transactions\u53d1\u8868\u8bba\u658750&#043;\u7bc7&#xff0c;\u83b7NASA JPL\u706b\u661f\u63a2\u6d4b\u7cfb\u7edf\u5f3a\u5316\u5b66\u4e60\u4e13\u5229\u7b4935\u9879\u4e2d\u7f8e\u4e13\u5229\u3002\u672c\u5957AI\u5927\u6a21\u578b\u8bfe\u7a0b\u7531\u6e05\u534e\u5927\u5b66-\u52a0\u5dde\u7406\u5de5\u53cc\u6599\u535a\u58eb\u3001\u5434\u6587\u4fca\u4eba\u5de5\u667a\u80fd\u5956\u5f97\u4e3b\u9c81\u4e3a\u6c11\u6559\u6388\u9886\u8854\u7814\u53d1\u3002<\/p>\n<p>\u8d44\u6599\u5185\u5bb9\u6db5\u76d6\u4e86\u4ece\u5165\u95e8\u5230\u8fdb\u9636\u7684\u5404\u7c7b\u89c6\u9891\u6559\u7a0b\u548c\u5b9e\u6218\u9879\u76ee&#xff0c;\u65e0\u8bba\u4f60\u662f\u5c0f\u767d\u8fd8\u662f\u6709\u4e9b\u6280\u672f\u57fa\u7840\u7684\u6280\u672f\u4eba\u5458&#xff0c;\u8fd9\u4efd\u8d44\u6599\u90fd\u7edd\u5bf9\u80fd\u5e2e\u52a9\u4f60\u63d0\u5347\u85aa\u8d44\u5f85\u9047&#xff0c;\u8f6c\u884c\u5927\u6a21\u578b\u5c97\u4f4d\u3002<br \/>\n<img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260904065733-6a9a6bddec244.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><br \/>\n<img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260904065734-6a9a6bde352e2.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>\u8fd9\u4efd\u5b8c\u6574\u7248\u7684\u5927\u6a21\u578b AI \u5b66\u4e60\u8d44\u6599\u5df2\u7ecf\u4e0a\u4f20CSDN&#xff0c;\u670b\u53cb\u4eec\u5982\u679c\u9700\u8981\u53ef\u4ee5\u5fae\u4fe1\u626b\u63cf\u4e0b\u65b9CSDN\u5b98\u65b9\u8ba4\u8bc1\u4e8c\u7ef4\u7801\u514d\u8d39\u9886\u53d6\u3010\u4fdd\u8bc1100%\u514d\u8d39\u3011<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260904065730-6a9a6bdaaff73.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u672c\u6587\u8be6\u7ec6\u4ecb\u7ecd\u4e86\u4ece\u57fa\u7840\u5230\u9ad8\u7ea7\u7684AI Agent\u5f00\u53d1\u5b66\u4e60\u8def\u7ebf&#xff0c;\u6db5\u76d6Python\u5de5\u7a0b\u57fa\u7840\u3001\u5927\u6a21\u578b\u7406\u89e3\u3001Agent\u6838\u5fc3\u539f\u7406\u3001Workflow\u8bbe\u8ba1\u3001LangGraph\u5e94\u7528\u3001Tool Calling\u3001MCP\u3001RAG\u3001Agent Memory\u3001\u591aAgent\u7cfb\u7edf\u3001A2A\u3001\u591a\u6a21\u578bGateway\u3001\u5927\u6a21\u578b\u79c1\u6709\u5316\u90e8\u7f72\u3001\u751f\u4ea7\u7ea7\u57fa\u7840\u8bbe\u65bd\u3001Agent Observability\u3001Agent Evaluation\u3001Agent Security\u3001Coding Agent\u7b49\u591a\u4e2a\u5173\u952e\u77e5\u8bc6\u70b9&amp;#xff<\/p>\n","protected":false},"author":2,"featured_media":100336,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[99,50,132,371,100],"topic":[],"class_list":["post-100346","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-java","tag-50","tag-132","tag-371","tag-100"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u5927\u6a21\u578bAgent\u5f00\u53d1\u8fdb\u9636\uff1a\u4ece\u5165\u95e8\u5230\u8d44\u6df1\uff0c\u6536\u85cf\u8fd9\u4efd\u5b8c\u6574\u5b66\u4e60\u8def\u7ebf\uff01 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/100346.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u5927\u6a21\u578bAgent\u5f00\u53d1\u8fdb\u9636\uff1a\u4ece\u5165\u95e8\u5230\u8d44\u6df1\uff0c\u6536\u85cf\u8fd9\u4efd\u5b8c\u6574\u5b66\u4e60\u8def\u7ebf\uff01 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"\u672c\u6587\u8be6\u7ec6\u4ecb\u7ecd\u4e86\u4ece\u57fa\u7840\u5230\u9ad8\u7ea7\u7684AI Agent\u5f00\u53d1\u5b66\u4e60\u8def\u7ebf&#xff0c;\u6db5\u76d6Python\u5de5\u7a0b\u57fa\u7840\u3001\u5927\u6a21\u578b\u7406\u89e3\u3001Agent\u6838\u5fc3\u539f\u7406\u3001Workflow\u8bbe\u8ba1\u3001LangGraph\u5e94\u7528\u3001Tool Calling\u3001MCP\u3001RAG\u3001Agent Memory\u3001\u591aAgent\u7cfb\u7edf\u3001A2A\u3001\u591a\u6a21\u578bGateway\u3001\u5927\u6a21\u578b\u79c1\u6709\u5316\u90e8\u7f72\u3001\u751f\u4ea7\u7ea7\u57fa\u7840\u8bbe\u65bd\u3001Agent Observability\u3001Agent Evaluation\u3001Agent Security\u3001Coding Agent\u7b49\u591a\u4e2a\u5173\u952e\u77e5\u8bc6\u70b9&amp;#xff\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.wsisp.com\/helps\/100346.html\" \/>\n<meta property=\"og:site_name\" content=\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"article:published_time\" content=\"2026-09-04T06:57:35+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260904065728-6a9a6bd8c4681.jpg\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"7 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/100346.html\",\"url\":\"https:\/\/www.wsisp.com\/helps\/100346.html\",\"name\":\"\u5927\u6a21\u578bAgent\u5f00\u53d1\u8fdb\u9636\uff1a\u4ece\u5165\u95e8\u5230\u8d44\u6df1\uff0c\u6536\u85cf\u8fd9\u4efd\u5b8c\u6574\u5b66\u4e60\u8def\u7ebf\uff01 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"isPartOf\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\"},\"datePublished\":\"2026-09-04T06:57:35+00:00\",\"dateModified\":\"2026-09-04T06:57:35+00:00\",\"author\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/100346.html#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.wsisp.com\/helps\/100346.html\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/100346.html#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/www.wsisp.com\/helps\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u5927\u6a21\u578bAgent\u5f00\u53d1\u8fdb\u9636\uff1a\u4ece\u5165\u95e8\u5230\u8d44\u6df1\uff0c\u6536\u85cf\u8fd9\u4efd\u5b8c\u6574\u5b66\u4e60\u8def\u7ebf\uff01\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\",\"url\":\"https:\/\/www.wsisp.com\/helps\/\",\"name\":\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"description\":\"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\",\"name\":\"admin\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"contentUrl\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"caption\":\"admin\"},\"sameAs\":[\"http:\/\/wp.wsisp.com\"],\"url\":\"https:\/\/www.wsisp.com\/helps\/author\/admin\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u5927\u6a21\u578bAgent\u5f00\u53d1\u8fdb\u9636\uff1a\u4ece\u5165\u95e8\u5230\u8d44\u6df1\uff0c\u6536\u85cf\u8fd9\u4efd\u5b8c\u6574\u5b66\u4e60\u8def\u7ebf\uff01 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.wsisp.com\/helps\/100346.html","og_locale":"zh_CN","og_type":"article","og_title":"\u5927\u6a21\u578bAgent\u5f00\u53d1\u8fdb\u9636\uff1a\u4ece\u5165\u95e8\u5230\u8d44\u6df1\uff0c\u6536\u85cf\u8fd9\u4efd\u5b8c\u6574\u5b66\u4e60\u8def\u7ebf\uff01 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","og_description":"\u672c\u6587\u8be6\u7ec6\u4ecb\u7ecd\u4e86\u4ece\u57fa\u7840\u5230\u9ad8\u7ea7\u7684AI Agent\u5f00\u53d1\u5b66\u4e60\u8def\u7ebf&#xff0c;\u6db5\u76d6Python\u5de5\u7a0b\u57fa\u7840\u3001\u5927\u6a21\u578b\u7406\u89e3\u3001Agent\u6838\u5fc3\u539f\u7406\u3001Workflow\u8bbe\u8ba1\u3001LangGraph\u5e94\u7528\u3001Tool Calling\u3001MCP\u3001RAG\u3001Agent Memory\u3001\u591aAgent\u7cfb\u7edf\u3001A2A\u3001\u591a\u6a21\u578bGateway\u3001\u5927\u6a21\u578b\u79c1\u6709\u5316\u90e8\u7f72\u3001\u751f\u4ea7\u7ea7\u57fa\u7840\u8bbe\u65bd\u3001Agent Observability\u3001Agent Evaluation\u3001Agent Security\u3001Coding Agent\u7b49\u591a\u4e2a\u5173\u952e\u77e5\u8bc6\u70b9&amp;#xff","og_url":"https:\/\/www.wsisp.com\/helps\/100346.html","og_site_name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","article_published_time":"2026-09-04T06:57:35+00:00","og_image":[{"url":"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260904065728-6a9a6bd8c4681.jpg"}],"author":"admin","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"admin","\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4":"7 \u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.wsisp.com\/helps\/100346.html","url":"https:\/\/www.wsisp.com\/helps\/100346.html","name":"\u5927\u6a21\u578bAgent\u5f00\u53d1\u8fdb\u9636\uff1a\u4ece\u5165\u95e8\u5230\u8d44\u6df1\uff0c\u6536\u85cf\u8fd9\u4efd\u5b8c\u6574\u5b66\u4e60\u8def\u7ebf\uff01 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","isPartOf":{"@id":"https:\/\/www.wsisp.com\/helps\/#website"},"datePublished":"2026-09-04T06:57:35+00:00","dateModified":"2026-09-04T06:57:35+00:00","author":{"@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41"},"breadcrumb":{"@id":"https:\/\/www.wsisp.com\/helps\/100346.html#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.wsisp.com\/helps\/100346.html"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.wsisp.com\/helps\/100346.html#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/www.wsisp.com\/helps"},{"@type":"ListItem","position":2,"name":"\u5927\u6a21\u578bAgent\u5f00\u53d1\u8fdb\u9636\uff1a\u4ece\u5165\u95e8\u5230\u8d44\u6df1\uff0c\u6536\u85cf\u8fd9\u4efd\u5b8c\u6574\u5b66\u4e60\u8def\u7ebf\uff01"}]},{"@type":"WebSite","@id":"https:\/\/www.wsisp.com\/helps\/#website","url":"https:\/\/www.wsisp.com\/helps\/","name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","description":"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41","name":"admin","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/","url":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","contentUrl":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","caption":"admin"},"sameAs":["http:\/\/wp.wsisp.com"],"url":"https:\/\/www.wsisp.com\/helps\/author\/admin"}]}},"_links":{"self":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/100346","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/comments?post=100346"}],"version-history":[{"count":0,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/100346\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media\/100336"}],"wp:attachment":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media?parent=100346"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/categories?post=100346"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/tags?post=100346"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/topic?post=100346"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}