{"id":196,"date":"2026-05-28T07:04:41","date_gmt":"2026-05-27T23:04:41","guid":{"rendered":"https:\/\/zoran.090702.xyz\/?p=196"},"modified":"2026-05-28T07:04:41","modified_gmt":"2026-05-27T23:04:41","slug":"%e4%bb%8edemo%e5%88%b0%e7%94%9f%e4%ba%a7%ef%bc%9a%e8%b0%b7%e6%ad%8c%e5%bc%80%e6%ba%90-agent-executor-%e8%a7%a3%e5%86%b3%e4%ba%86%e4%bb%80%e4%b9%88","status":"publish","type":"post","link":"https:\/\/zoran.090702.xyz\/?p=196","title":{"rendered":"\u4eceDemo\u5230\u751f\u4ea7\uff1a\u8c37\u6b4c\u5f00\u6e90 Agent Executor \u89e3\u51b3\u4e86\u4ec0\u4e48"},"content":{"rendered":"

\u8c37\u6b4c\u4e0a\u5468\u5f00\u6e90\u4e86 Agent Executor\uff08github.com\/google\/ax\uff09\uff0c\u4e00\u4e2a\u9762\u5411\u751f\u4ea7\u73af\u5883\u7684 AI Agent \u8fd0\u884c\u65f6\u3002\u8fd9\u7bc7\u6587\u7ae0\u804a\u804a\u5b83\u89e3\u51b3\u4e86\u4ec0\u4e48\u95ee\u9898\u3001\u4e3a\u4ec0\u4e48\u503c\u5f97\u5173\u6ce8\uff0c\u4ee5\u53ca\u5728\u5b9e\u9645\u9879\u76ee\u91cc\u600e\u4e48\u8bc4\u4f30\u8981\u4e0d\u8981\u7528\u5b83\u3002<\/p>\n

\u75db\u70b9\uff1aAgent \u4e0a\u7ebf\u540e\u7684\u201c\u810f\u73af\u5883\u201d<\/h2>\n

\u8fc7\u53bb\u4e00\u5e74\u591a\uff0c\u7528 LangChain \u642d\u4e2a Agent demo \u5927\u6982\u534a\u5c0f\u65f6\u5c31\u80fd\u8dd1\u901a\u3002\u8ba9 LLM \u8c03\u4e2a API\u3001\u67e5\u4e2a\u6570\u636e\u5e93\uff0c\u968f\u4fbf\u627e\u4e2a\u6559\u7a0b\u8ddf\u7740\u6572\u4e24\u4e0b\u5c31\u5b8c\u4e8b\u4e86\u3002\u95ee\u9898\u51fa\u5728\u201c\u4e0a\u7ebf\u201d\u8fd9\u4e24\u4e2a\u5b57\u4e0a\u3002<\/p>\n

\u4e00\u65e6\u4f60\u7684 Agent \u8981\u8dd1\u51e0\u4e2a\u5c0f\u65f6\u3001\u6d89\u53ca\u591a\u6b65\u64cd\u4f5c\u3001\u4e2d\u95f4\u8fd8\u5f97\u7b49\u4eba\u5ba1\u6279\u6216\u8005\u5916\u90e8\u7cfb\u7edf\u56de\u5305\uff0c\u4e8b\u60c5\u5c31\u53d8\u5f97\u975e\u5e38\u96be\u770b\u3002Pod \u91cd\u542f\u4e00\u4e0b\uff0c\u72b6\u6001\u4e22\u4e86\u3002\u7f51\u7edc\u6296\u4e86\u4e00\u4e0b\uff0c\u6574\u4e2a workflow \u5f97\u4ece\u5934\u6765\u3002\u4e24\u4e2a\u8bf7\u6c42\u540c\u65f6\u5199 session\uff0c\u76f4\u63a5\u6570\u636e\u9519\u4e71\u3002\u8fd9\u4e9b\u7834\u4e8b\u6211\u53f8\u7684 SRE \u56e2\u961f\u7528\u5404\u79cd\u80f6\u5e26\u65b9\u6848\u6491\u4e86\u5927\u534a\u5e74\uff0c\u6bcf\u6b21\u4e0a\u7ebf\u524d\u90fd\u8981\u505a\u5fc3\u7406\u5efa\u8bbe\u3002<\/p>\n

\u8c37\u6b4c\u8fd9\u6b21\u5f00\u6e90\u7684 Agent Executor\uff0c\u6838\u5fc3\u5c31\u5e72\u4e00\u4ef6\u4e8b\uff1a\u8ba9 Agent \u5728\u751f\u4ea7\u7684\u810f\u73af\u5883\u91cc\u6d3b\u4e0b\u6765\u3002<\/p>\n

\u51e0\u4e2a\u771f\u6b63\u6709\u7528\u7684\u80fd\u529b<\/h2>\n

\u6301\u4e45\u5316\u6267\u884c\uff08Durable Execution\uff09<\/h3>\n

Agent \u6267\u884c\u7684\u6bcf\u4e00\u6b65\u90fd\u4f1a\u5199\u4e8b\u4ef6\u65e5\u5fd7\u3002Pod\u6302\u4e86\uff0c\u4ece\u6700\u8fd1\u7684 checkpoint \u6062\u590d\u3002\u5ba1\u6279\u6d41\u7a0b\u8d70\u5230\u4e00\u534a\u7f51\u7edc\u65ad\u4e86\uff0c\u8fde\u56de\u6765\u63a5\u7740\u8d70\u3002\u8fd9\u4e2a\u542c\u8d77\u6765\u7b80\u5355\uff0c\u4f46\u81ea\u5df1\u505a\u7684\u8bdd\u8981\u5904\u7406\u72b6\u6001\u673a\u3001\u5feb\u7167\u3001\u5e42\u7b49\u91cd\u653e\uff0c\u5de5\u4f5c\u91cf\u4e0d\u5c0f\u3002<\/p>\n

\u6c99\u7bb1\u9694\u79bb\uff08Secure Sandboxing\uff09<\/h3>\n

\u6bcf\u4e2a Agent \u7ec4\u4ef6\u8dd1\u5728\u72ec\u7acb\u7684\u6c99\u7bb1\u91cc\u3002\u4e00\u4e2a\u63d2\u4ef6\u5d29\u4e86\u4e0d\u4f1a\u62d6\u57ae\u6574\u4e2a Agent\u3002\u5bf9\u4e8e\u4f01\u4e1a\u573a\u666f\u6765\u8bf4\uff0c\u8fd9\u4e2a\u6bd4\u201c\u4f18\u96c5\u201d\u91cd\u8981\u5f97\u591a\u2014\u2014\u4f60\u7edd\u5bf9\u4e0d\u60f3 LLM \u8c03\u7684\u4e00\u4e2a\u5916\u90e8\u5de5\u5177\u628a\u6574\u4e2a\u751f\u4ea7\u73af\u5883\u641e\u70b8\u3002<\/p>\n

\u8f68\u8ff9\u5206\u652f\uff08Trajectory Branching\uff09<\/h3>\n

\u8fd9\u4e2a\u662f\u6211\u6700\u559c\u6b22\u7684\u7279\u6027\u3002Agent \u5728\u6267\u884c\u8fc7\u7a0b\u4e2d\u53ef\u4ee5\u5728\u4efb\u610f checkpoint \u4fdd\u5b58\u72b6\u6001\uff0c\u7136\u540e\u5206\u652f\u51fa\u4e0d\u540c\u7684\u8def\u5f84\u53bb\u8bd5\u3002\u8bd5\u9519\u4e86\u56de\u9000\uff0c\u4e0d\u7528\u4ece\u5934\u518d\u6765\u3002\u505a decision-making \u7c7b Agent \u7684\u65f6\u5019\u8fd9\u4e2a\u51e0\u4e4e\u5fc5\u5907\u3002<\/p>\n

\u8fde\u63a5\u6062\u590d\uff08Connection Recovery\uff09<\/h3>\n

\u957f\u6d41\u7a0b\u91cc\u6700\u5e38\u89c1\u7684\u6b7b\u6cd5\uff1a\u6570\u636e\u5e93\u8fde\u4e0d\u4e0a\u4e86\uff0cAPI \u8d85\u65f6\u4e86\uff0c\u7136\u540e\u6574\u4e2a Agent \u5c31\u5361\u6b7b\u4e86\u3002Agent Executor \u5185\u7f6e\u4e86\u81ea\u52a8\u91cd\u8fde\u548c\u72b6\u6001\u4fdd\u7559\uff0c\u9047\u5230\u7f51\u7edc\u6296\u52a8\u4f1a\u81ea\u52a8\u91cd\u8bd5\uff0c\u4e0d\u4f1a\u4e22\u4e86\u534a\u8def\u4e0a\u7684\u6570\u636e\u3002<\/p>\n

\u6218\u7565\u5c42\u9762\uff1a\u4f3c\u66fe\u76f8\u8bc6\u7684\u5267\u672c<\/h2>\n

\u66f4\u6df1\u4e00\u5c42\u770b\uff0c\u8c37\u6b4c\u8fd9\u6b65\u68cb\u7684\u6218\u7565\u610f\u56fe\u5f88\u660e\u663e\u3002InfoWorld \u90a3\u7bc7\u6587\u7ae0\u91cc\u5f15\u7528\u4e86 Broadcom \u7684 SRE \u4e00\u53e5\u8bdd\u8bf4\u5f97\u5f88\u5230\u4f4d\uff1a\u201cGive away the runtime, drive consumption on Google Cloud via services\u3002\u201d \u8ddf K8s \u5f53\u5e74\u7684\u73a9\u6cd5\u4e00\u6a21\u4e00\u6837\u2014\u2014\u628a runtime \u5f00\u6e90\uff0c\u901a\u8fc7\u6258\u7ba1\u670d\u52a1\u548c\u4e91\u57fa\u7840\u8bbe\u65bd\u8d5a\u94b1\u3002<\/p>\n

\u4f46\u4ece\u5f00\u53d1\u8005\u89d2\u5ea6\uff0c\u5f00\u6e90\u603b\u5f52\u662f\u597d\u4e8b\u3002Agent Executor \u517c\u5bb9 Agent2Agent\uff08A2A\uff09\u534f\u8bae\uff0c\u610f\u5473\u7740\u5b83\u53ef\u4ee5\u8ddf\u4e0d\u540c\u5382\u5546\u7684 Agent \u4e92\u64cd\u4f5c\u3002\u4f60\u53ef\u4ee5\u5728\u672c\u5730\u8dd1\u4e00\u4e2a Agent \u505a\u6570\u636e\u9884\u5904\u7406\uff0c\u7136\u540e\u628a\u7ed3\u679c\u4f20\u7ed9\u4e91\u4e0a\u7684\u53e6\u4e00\u4e2a Agent \u505a\u5206\u6790\uff0c\u4e24\u8005\u901a\u8fc7 A2A \u901a\u4fe1\u3002\u8fd9\u79cd\u8de8\u8fb9\u754c\u534f\u4f5c\u7684\u6a21\u5f0f\uff0c\u5728\u5fae\u670d\u52a1\u65f6\u4ee3\u53eb\u670d\u52a1\u7f51\u683c\uff0c\u5728 Agent \u65f6\u4ee3\u9700\u8981\u7c7b\u4f3c\u7684\u7f16\u6392\u5c42\u3002<\/p>\n

\u5c40\u9650\u6027\uff1aRuntime \u4e0d\u662f\u4e07\u80fd\u7684<\/h2>\n

\u5f53\u7136\uff0cAgent Executor \u4e0d\u662f\u4e07\u80fd\u836f\u3002Avasant \u7684\u5206\u6790\u5e08 Gaurav Dewan \u8bf4\u5f97\u5bf9\uff1aruntime \u89e3\u51b3\u4e86\u6267\u884c\u53ef\u9760\u6027\uff0c\u4f46\u6cbb\u7406\u5c42\u2014\u2014\u53ef\u89e3\u91ca\u6027\u3001\u7b56\u7565\u6267\u884c\u3001\u8de8\u7cfb\u7edf\u5b89\u5168\u63a5\u5165\u2014\u2014\u4f9d\u7136\u9700\u8981\u989d\u5916\u7684\u5de5\u4f5c\u3002CIO \u4eec\u522b\u4ee5\u4e3a\u88c5\u4e2a Agent Executor \u5c31\u4e07\u4e8b\u5927\u5409\u4e86\u3002<\/p>\n

\u76ee\u524d\u8fd9\u4e2a\u8d5b\u9053\u5df2\u7ecf\u6709\u4e09\u5bb6\u5728\u62a2\uff1a\u8c37\u6b4c\u7684 Agent Executor\u3001\u5fae\u8f6f\u7684 AutoGen\u3001AWS \u7684 Bedrock AgentCore\u3002\u4e09\u5bb6\u8d70\u7684\u662f\u540c\u4e00\u4e2a\u8def\u7ebf\u2014\u2014\u4e0a\u5c42\u5de5\u5177\u5f00\u6e90\u6216\u5f00\u653e\uff0c\u4e0b\u5c42\u57fa\u7840\u8bbe\u65bd\u6536\u8d39\u3002\u8fd9\u5bf9\u5f00\u53d1\u8005\u6765\u8bf4\u662f\u597d\u4e8b\uff0c\u9009\u62e9\u591a\u3001\u4e0d\u4f1a\u88ab\u9501\u5b9a\u3002\u4f46\u4e5f\u8981\u7559\u4e2a\u5fc3\u773c\uff1a\u9009\u54ea\u4e2a\u751f\u6001\uff0c\u5176\u5b9e\u662f\u5728\u9009\u672a\u6765\u51e0\u5e74\u4f60\u7684\u6280\u672f\u6808\u4f1a\u7ed1\u5728\u54ea\u6735\u4e91\u4e0a\u3002<\/p>\n

\u5b9e\u9645\u5efa\u8bae<\/h2>\n

\u5982\u679c\u4f60\u6b63\u5728\u505a Agent \u76f8\u5173\u9879\u76ee\uff0c\u522b\u6025\u7740\u628a\u6240\u6709\u4e1c\u897f\u8fc1\u5230 Agent Executor \u4e0a\u3002\u5148\u53bb\u8bfb\u8bfb\u5b83\u7684\u8bbe\u8ba1\u6587\u6863\uff0c\u770b\u770b\u4e8b\u4ef6\u65e5\u5fd7\u6a21\u578b\u548c checkpoint \u7b56\u7565\u662f\u5426\u5339\u914d\u4f60\u7684\u573a\u666f\u3002\u5bf9\u4e8e\u4e3b\u8981\u662f\u77ed\u4efb\u52a1\u3001\u65e0\u72b6\u6001\u7684 Agent\uff0c\u53ef\u80fd LangChain \u5c31\u591f\u7528\u4e86\u3002\u4f46\u5982\u679c\u4f60\u5728\u505a\u7684 Agent \u8981\u8dd1\u8d85\u8fc7 5 \u5206\u949f\u3001\u6d89\u53ca\u5916\u90e8\u5ba1\u6279\u3001\u6216\u8005\u9700\u8981\u8de8\u670d\u52a1\u534f\u8c03\uff0c\u90a3 Agent Executor \u503c\u5f97\u8ba4\u771f\u8bc4\u4f30\u3002<\/p>\n

Agent \u5f00\u6e90\u751f\u6001\u73b0\u5728\u7684\u95ee\u9898\u662f\u201c\u6846\u67b6\u592a\u591a\uff0c\u6807\u51c6\u592a\u5c11\u201d\u3002A2A \u534f\u8bae\u662f\u4e2a\u597d\u7684\u5f00\u59cb\uff0c\u4f46\u79bb\u771f\u6b63\u7684\u4e92\u64cd\u4f5c\u8fd8\u6709\u8ddd\u79bb\u3002\u5e0c\u671b Agent Executor \u7684\u5f00\u6e90\u80fd\u63a8\u52a8\u6574\u4e2a\u793e\u533a\u5f80\u66f4\u7edf\u4e00\u7684\u65b9\u5411\u8d70\u2014\u2014\u6bd5\u7adf\u6ca1\u4eba\u60f3\u56de\u5230\u201c\u6bcf\u4e2a\u4e91\u5382\u5546\u4e00\u5957 Agent SDK\u201d\u7684\u5669\u68a6\u65f6\u4ee3\u3002<\/p>\n

\u4ee3\u7801\u5728\u8fd9\u91cc\uff1agithub.com\/google\/ax<\/a>\uff0c\u611f\u5174\u8da3\u7684\u81ea\u5df1\u53bb\u7ffb\u7ffb runtime \u7684\u5b9e\u73b0\uff0c\u6ce8\u91ca\u5199\u5f97\u5f88\u826f\u5fc3\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

\u8c37\u6b4c\u4e0a\u5468\u5f00\u6e90\u4e86 Agent Executor\uff08github.com\/google\/ax\uff09\uff0c\u4e00\u4e2a\u9762\u5411\u751f\u4ea7\u73af\u5883\u7684 … \u7ee7\u7eed\u9605\u8bfb \u4eceDemo\u5230\u751f\u4ea7\uff1a\u8c37\u6b4c\u5f00\u6e90 Agent Executor \u89e3\u51b3\u4e86\u4ec0\u4e48<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[5],"tags":[],"class_list":["post-196","post","type-post","status-publish","format-standard","hentry","category-ai-frontier"],"_links":{"self":[{"href":"https:\/\/zoran.090702.xyz\/index.php?rest_route=\/wp\/v2\/posts\/196","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/zoran.090702.xyz\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/zoran.090702.xyz\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/zoran.090702.xyz\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/zoran.090702.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=196"}],"version-history":[{"count":1,"href":"https:\/\/zoran.090702.xyz\/index.php?rest_route=\/wp\/v2\/posts\/196\/revisions"}],"predecessor-version":[{"id":197,"href":"https:\/\/zoran.090702.xyz\/index.php?rest_route=\/wp\/v2\/posts\/196\/revisions\/197"}],"wp:attachment":[{"href":"https:\/\/zoran.090702.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=196"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/zoran.090702.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=196"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/zoran.090702.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=196"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}