{"id":398,"date":"2026-04-14T20:53:09","date_gmt":"2026-04-14T12:53:09","guid":{"rendered":"https:\/\/flycloud.io\/?p=398"},"modified":"2026-10-07T21:20:41","modified_gmt":"2026-10-07T13:20:41","slug":"%e5%9f%ba%e4%ba%8e-amazon-bedrock-agentcore-%e6%9e%84%e5%bb%ba%e4%bc%81%e4%b8%9a%e7%ba%a7%e8%88%aa%e7%a9%ba%e5%ae%a2%e6%9c%8d%e6%99%ba%e8%83%bd%e4%bd%93","status":"publish","type":"post","link":"https:\/\/flycloud.io\/en\/2026\/04\/14\/%e5%9f%ba%e4%ba%8e-amazon-bedrock-agentcore-%e6%9e%84%e5%bb%ba%e4%bc%81%e4%b8%9a%e7%ba%a7%e8%88%aa%e7%a9%ba%e5%ae%a2%e6%9c%8d%e6%99%ba%e8%83%bd%e4%bd%93\/","title":{"rendered":"\u57fa\u4e8e Amazon Bedrock AgentCore \u6784\u5efa\u4f01\u4e1a\u7ea7\u822a\u7a7a\u5ba2\u670d\u667a\u80fd\u4f53"},"content":{"rendered":"<p><strong>\u4e00\u3001\u5f15\u8a00<\/strong><\/p>\n\n\n\n<p>\u822a\u7a7a\u5ba2\u670d\u9886\u57df\u6b63\u9762\u4e34\u7740\u524d\u6240\u672a\u6709\u7684\u6311\u6218\u3002\u4ee5\u67d0\u5927\u578b\u822a\u7a7a\u516c\u53f8\u4e3a\u4f8b\uff0c\u6bcf\u5929\u63a5\u6536\u8d85\u8fc7 10 \u4e07\u6b21\u5ba2\u6237\u54a8\u8be2\uff0c\u5176\u4e2d 80% \u662f\u91cd\u590d\u6027\u95ee\u9898\u2014\u2014\u822a\u73ed\u67e5\u8be2\u3001\u9000\u6539\u7b7e\u3001\u91cc\u7a0b\u5151\u6362\u7b49\u3002\u4f20\u7edf\u7684 IVR \u8bed\u97f3\u6811\u548c\u77e5\u8bc6\u5e93\u68c0\u7d22\u7cfb\u7edf\u867d\u7136\u80fd\u5904\u7406\u7b80\u5355\u54a8\u8be2\uff0c\u4f46\u5728\u9762\u5bf9\u590d\u6742\u573a\u666f\u65f6\u529b\u4e0d\u4ece\u5fc3\uff1a\u9ad8\u989d\u9000\u6b3e\u9700\u8981\u4eba\u5de5\u5ba1\u6279\uff0c\u4f1a\u5458\u7279\u6743\u89c4\u5219\u590d\u6742\u591a\u53d8\uff0c\u822a\u73ed\u5f02\u5e38\u60c5\u51b5\uff08IROP\uff09\u4e0b\u7684\u8865\u507f\u653f\u7b56\u9700\u8981\u7075\u6d3b\u6267\u884c\u3002\u66f4\u68d8\u624b\u7684\u662f\uff0c\u4e0d\u540c\u5ba2\u670d\u4eba\u5458\u7684\u7b54\u6848\u53ef\u80fd\u4e0d\u4e00\u81f4\uff0c\u76f4\u63a5\u5f71\u54cd\u5ba2\u6237\u4f53\u9a8c\u3002<\/p>\n\n\n\n<p>\u968f\u7740\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u548c AI Agent \u6280\u672f\u7684\u6210\u719f\uff0c\u884c\u4e1a\u5185\u5f00\u59cb\u5c1d\u8bd5\u667a\u80fd\u5316\u6539\u9020\u3002\u4f46\u5b9e\u8df5\u4e2d\u53d1\u73b0\uff0c\u7b80\u5355\u7684 Chatbot \u65e0\u6cd5\u6ee1\u8db3\u4f01\u4e1a\u7ea7\u9700\u6c42\uff1a\u7f3a\u4e4f\u8bb0\u5fc6\u80fd\u529b\u5bfc\u81f4\u7528\u6237\u9700\u8981\u91cd\u590d\u9a8c\u8bc1\u8eab\u4efd\uff0c\u7f3a\u5c11\u7b56\u7565\u63a7\u5236\u5bfc\u81f4\u9ad8\u98ce\u9669\u64cd\u4f5c\u65e0\u6cd5\u62e6\u622a\uff0c\u5de5\u5177\u96c6\u6210\u4e0d\u89c4\u8303\u5bfc\u81f4\u7ef4\u62a4\u6210\u672c\u5c45\u9ad8\u4e0d\u4e0b\u3002\u672c\u6587\u57fa\u4e8e <a href=\"https:\/\/aws.amazon.com\/cn\/bedrock\/agentcore\/\">AWS Bedrock AgentCore<\/a> \u5e73\u53f0\uff0c\u7ed3\u5408 AIDLC (AI-Driven Development Life Cycle) \u65b9\u6cd5\u8bba\uff0c\u6784\u5efa\u4e86\u4e00\u5957\u53ef\u751f\u4ea7\u90e8\u7f72\u7684\u822a\u7a7a\u5ba2\u670d\u667a\u80fd\u4f53\u7cfb\u7edf\uff0c\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u53d6\u5f97\u4e86\u663e\u8457\u6548\u679c\u3002<\/p>\n\n\n\n<p><strong>\u4e8c\u3001\u9700\u6c42\u5206\u6790<\/strong><\/p>\n\n\n\n<p><strong>2.1 \u4e1a\u52a1\u75db\u70b9<\/strong><\/p>\n\n\n\n<p>\u5728\u6df1\u5165\u5206\u6790\u4e86\u67d0\u822a\u7a7a\u516c\u53f8\u7684\u5ba2\u670d\u573a\u666f\u540e\uff0c\u6211\u4eec\u5c06\u6838\u5fc3\u75db\u70b9\u5f52\u7eb3\u4e3a\u4e09\u7c7b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u9ad8\u91cd\u590d\u6027\u54a8\u8be2\uff1a\u5927\u91cf\u54a8\u8be2\u96c6\u4e2d\u5728\u822a\u73ed\u67e5\u8be2\u3001\u8ba2\u5355\u72b6\u6001\u3001\u9000\u6539\u7b7e\u6d41\u7a0b\u7b49\u6807\u51c6\u5316\u95ee\u9898\uff0c\u4f46\u4ecd\u9700\u4eba\u5de5\u9010\u4e00\u5904\u7406\uff0c\u5bfc\u81f4\u4eba\u529b\u6210\u672c\u9ad8\u4f01\u3002<\/li>\n\n\n\n<li>\u7b56\u7565\u63a7\u5236\u590d\u6742\uff1a\u9000\u6b3e\u91d1\u989d\u8d85\u8fc7 $1000 \u9700\u8981\u4e3b\u7ba1\u5ba1\u6279\uff0c\u91d1\u5361\u4f1a\u5458\u4eab\u6709\u6539\u7b7e\u8d39\u8c41\u514d\uff0cIROP \u653f\u7b56\u4e0b\u7684\u5168\u989d\u9000\u6b3e\u81ea\u52a8\u653e\u884c\u2014\u2014\u8fd9\u4e9b\u4e1a\u52a1\u89c4\u5219\u5fc5\u987b\u5f3a\u5236\u6267\u884c\uff0c\u4e0d\u80fd\u4f9d\u8d56 Agent \u7684\u201d\u7406\u89e3\u201d\u3002<\/li>\n\n\n\n<li>\u670d\u52a1\u4e00\u81f4\u6027\u5dee\uff1a\u4e0d\u540c\u5ba2\u670d\u5bf9\u540c\u4e00\u95ee\u9898\u7684\u56de\u7b54\u53ef\u80fd\u4e0d\u540c\uff0c\u7279\u522b\u662f\u5728\u5904\u7406\u822a\u73ed\u5ef6\u8bef\u8865\u507f\u7b49\u590d\u6742\u573a\u666f\u65f6\uff0c\u7b54\u6848\u7684\u5dee\u5f02\u76f4\u63a5\u5f71\u54cd\u5ba2\u6237\u6ee1\u610f\u5ea6\u548c\u516c\u53f8\u58f0\u8a89\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>2.2 \u6280\u672f\u6311\u6218<\/strong><\/p>\n\n\n\n<p>\u4f7f\u7528 AI Agent \u5b9e\u73b0\u81ea\u52a8\u5316\u65f6\uff0c\u6211\u4eec\u9762\u4e34\u4ee5\u4e0b\u6280\u672f\u6311\u6218\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e0a\u4e0b\u6587\u7ba1\u7406\uff1a\u7528\u6237\u9a8c\u8bc1\u8eab\u4efd\u540e\uff0c\u540e\u7eed\u5bf9\u8bdd\u5e94\u8be5\u8bb0\u4f4f\u5176\u4f1a\u5458\u7b49\u7ea7\u3001\u5386\u53f2\u504f\u597d\uff08\u5982\u9760\u7a97\u5ea7\u4f4d\uff09\uff0c\u751a\u81f3\u8de8\u4f1a\u8bdd\u4fdd\u7559\u8fd9\u4e9b\u4fe1\u606f\u3002\u5355\u7eaf\u4f9d\u8d56 Prompt \u65e0\u6cd5\u7a33\u5b9a\u5b9e\u73b0\u8fd9\u79cd\u957f\u671f\u8bb0\u5fc6\u3002<\/li>\n\n\n\n<li>\u7b56\u7565\u6267\u884c\u4fdd\u969c\uff1a\u5982\u679c\u5c06\u201d\u9ad8\u989d\u9000\u6b3e\u9700\u5ba1\u6279\u201d\u5199\u5728 System Prompt \u4e2d\uff0cAgent \u53ef\u80fd\u56e0\u4e3a\u7528\u6237\u7684\u201d\u7279\u6b8a\u8bf7\u6c42\u201d\u800c\u7ed5\u8fc7\u89c4\u5219\u3002\u6211\u4eec\u9700\u8981\u5728 Agent \u5916\u90e8\u5f3a\u5236\u62e6\u622a\u9ad8\u98ce\u9669\u64cd\u4f5c\u3002<\/li>\n\n\n\n<li>\u5de5\u5177\u96c6\u6210\u89c4\u8303\u5316\uff1a\u5ba2\u670d Agent \u9700\u8981\u8c03\u7528 16 \u4e2a\u4e1a\u52a1\u5de5\u5177\uff08verify_identity\u3001get_flight_status\u3001process_refund\u2026\uff09\uff0c\u5982\u679c\u6bcf\u4e2a\u5de5\u5177\u90fd\u7528\u4e0d\u540c\u65b9\u5f0f\u96c6\u6210\uff0c\u540e\u671f\u7ef4\u62a4\u5c06\u6210\u4e3a\u5669\u68a6\u3002<\/li>\n\n\n\n<li>\u5feb\u901f\u8fed\u4ee3\u9700\u6c42\uff1a\u822a\u7a7a\u4e1a\u52a1\u653f\u7b56\u53d8\u5316\u9891\u7e41\uff08\u5982\u4fc3\u9500\u6d3b\u52a8\u3001\u8865\u507f\u6807\u51c6\u8c03\u6574\uff09\uff0c\u7cfb\u7edf\u5fc5\u987b\u652f\u6301\u5feb\u901f\u66f4\u65b0\u800c\u4e0d\u5f71\u54cd\u73b0\u6709\u529f\u80fd\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u4e09\u3001\u6574\u4f53\u65b9\u6848\u8bbe\u8ba1<\/strong><\/p>\n\n\n\n<p><strong>3.1 \u7cfb\u7edf\u67b6\u6784\u8bbe\u8ba1<\/strong><\/p>\n\n\n\n<p>\u57fa\u4e8e <a href=\"https:\/\/aws.amazon.com\/cn\/bedrock\/\">AWS Bedrock<\/a> AgentCore \u5e73\u53f0\uff0c\u6211\u4eec\u8bbe\u8ba1\u4e86\u4e00\u4e2a\u56db\u5c42\u65e0\u670d\u52a1\u5668\u67b6\u6784\u3002\u6574\u4f53\u8bbe\u8ba1\u601d\u8def\u662f\u5173\u6ce8\u70b9\u5206\u79bb\uff1a\u7528\u6237\u4ea4\u4e92\u3001\u667a\u80fd\u63a8\u7406\u3001\u7b56\u7565\u63a7\u5236\u3001\u4e1a\u52a1\u5de5\u5177\u5404\u53f8\u5176\u804c\uff0c\u901a\u8fc7\u6807\u51c6\u5316\u63a5\u53e3\u534f\u4f5c\u3002\u8fd9\u79cd\u67b6\u6784\u65e2\u4fdd\u8bc1\u4e86\u7cfb\u7edf\u7684\u53ef\u6269\u5c55\u6027\uff0c\u53c8\u964d\u4f4e\u4e86\u7ef4\u62a4\u590d\u6742\u5ea6\u3002<\/p>\n\n\n\n<p><strong>\u7cfb\u7edf\u67b6\u6784\u56fe<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><img loading=\"lazy\" decoding=\"async\" width=\"500\" height=\"585\" class=\"wp-image-410\" style=\"width: 500px;\" src=\"http:\/\/flycloud.io\/wp-content\/uploads\/2026\/04\/based-on-aws-bedrock-agentcore-build-enterprise-intelligent-based-on-aidlc-analytics-deploy-practice-1.png\" alt=\"\" srcset=\"https:\/\/flycloud.io\/wp-content\/uploads\/2026\/04\/based-on-aws-bedrock-agentcore-build-enterprise-intelligent-based-on-aidlc-analytics-deploy-practice-1.png 671w, https:\/\/flycloud.io\/wp-content\/uploads\/2026\/04\/based-on-aws-bedrock-agentcore-build-enterprise-intelligent-based-on-aidlc-analytics-deploy-practice-1-256x300.png 256w, https:\/\/flycloud.io\/wp-content\/uploads\/2026\/04\/based-on-aws-bedrock-agentcore-build-enterprise-intelligent-based-on-aidlc-analytics-deploy-practice-1-10x12.png 10w\" sizes=\"auto, (max-width: 500px) 100vw, 500px\" \/> [\u56fe1\uff1a\u7cfb\u7edf\u6574\u4f53\u67b6\u6784]<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u7cfb\u7edf\u91c7\u7528\u5206\u5c42\u67b6\u6784\u8bbe\u8ba1\u3002\u7528\u6237\u901a\u8fc7 Cognito \u8ba4\u8bc1\u540e\uff0c\u8bf7\u6c42\u7ecf\u8fc7 AgentCore Identity \u9a8c\u8bc1\u548c\u63d0\u53d6 actor_id\uff0c\u7136\u540e\u8fdb\u5165 AgentCore Runtime \u6267\u884c Agent \u63a8\u7406\u3002Runtime \u4e0eIdentity\uff08\u8eab\u4efd\u9a8c\u8bc1\uff09\u3001 Memory\uff08\u5bf9\u8bdd\u5386\u53f2\uff09\u3001Gateway\uff08\u7f51\u5173\uff09\u3001Policy\uff08\u7b56\u7565\u63a7\u5236\uff09\u7d27\u5bc6\u914d\u5408\u5de5\u4f5c\u3002\u5e95\u5c42\u7684 AgentCore Observability \u6536\u96c6\u6240\u6709\u7ec4\u4ef6\u7684\u8fd0\u884c\u6307\u6807\u548c\u8c03\u7528\u94fe\u8def\uff0c\u63a8\u9001\u5230 CloudWatch \u8fdb\u884c\u76d1\u63a7\u548c\u544a\u8b66\u3002<\/p>\n\n\n\n<p><strong>Agent \u4e3b\u4f53\u8bbe\u8ba1<\/strong><\/p>\n\n\n\n<p>Agent \u662f\u6574\u4e2a\u7cfb\u7edf\u7684\u6838\u5fc3\uff0c\u91c7\u7528 Strands Framework \u6784\u5efa\uff0c\u57fa\u4e8e Claude \u6a21\u578b\u3002\u6211\u4eec\u5c06 Agent \u8bbe\u8ba1\u4e3a\u201d\u4e13\u5bb6\u5ba2\u670d\u201d\u89d2\u8272\uff0c\u901a\u8fc7\u7cbe\u5fc3\u8bbe\u8ba1\u7684 System Prompt \u5b9a\u4e49\u5176\u5de5\u4f5c\u6d41\u7a0b\uff1a\u5148\u9a8c\u8bc1\u8eab\u4efd \u2192 \u7406\u89e3\u9700\u6c42 \u2192 \u9009\u62e9\u5de5\u5177 \u2192 \u6267\u884c\u64cd\u4f5c \u2192 \u8fd4\u56de\u7ed3\u679c\u3002Agent \u4e0d\u76f4\u63a5\u6267\u884c\u7b56\u7565\u5224\u65ad\uff08\u5982\u201d\u662f\u5426\u9700\u8981\u5ba1\u6279\u201d\uff09\uff0c\u800c\u662f\u4f9d\u8d56 AgentCore Policy \u5f3a\u5236\u62e6\u622a\uff0c\u786e\u4fdd\u5b8c\u5168\u6309\u7167\u4e1a\u52a1\u89c4\u5219\u6267\u884c\u3002<\/p>\n\n\n\n<p>\u6211\u4eec\u9009\u62e9\u5c06\u7b56\u7565\u63a7\u5236\u653e\u5728 AgentCore Policy \u800c\u975e System Prompt \u4e2d\u3002\u539f\u56e0\u662f LLM \u53ef\u80fd\u56e0\u4e3a\u7528\u6237\u7684\u201d\u7279\u6b8a\u8bf7\u6c42\u201d\u800c\u201d\u7075\u6d3b\u5904\u7406\u201d\u89c4\u5219\uff0c\u4f46\u822a\u7a7a\u4e1a\u52a1\u5904\u7406\uff08\u5982\u9000\u6b3e\u5ba1\u6279\uff09\u4e0d\u80fd\u6709\u4f8b\u5916\u3002\u901a\u8fc7AgentCore Policy \u5916\u90e8\u62e6\u622a\uff0c\u6211\u4eec\u5b9e\u73b0\u4e86\u7b56\u7565\u7684\u5f3a\u5236\u6267\u884c\u548c\u5b8c\u6574\u5ba1\u8ba1\u8ffd\u6eaf\u3002<\/p>\n\n\n\n<p><strong>MCP Tools\uff08\u4e1a\u52a1\u5de5\u5177\u96c6\uff09<\/strong><\/p>\n\n\n\n<p>Agent \u9700\u8981\u8c03\u7528 16 \u4e2a\u4e1a\u52a1\u5de5\u5177\u6765\u5b8c\u6210\u5404\u7c7b\u5ba2\u670d\u4efb\u52a1\u3002\u6240\u6709\u5de5\u5177\u9075\u5faa MCP \u534f\u8bae\u5b9e\u73b0\uff0c\u5305\u62ec\u8eab\u4efd\u9a8c\u8bc1\u3001\u822a\u73ed\u67e5\u8be2\u3001\u8ba2\u5355\u5904\u7406\u3001\u6539\u7b7e\u9000\u6b3e\u7b49\u6838\u5fc3\u529f\u80fd\u3002MCP \u534f\u8bae\u63d0\u4f9b\u6807\u51c6\u5316\u7684\u5de5\u5177\u63cf\u8ff0\u683c\u5f0f\uff08\u51fd\u6570\u7b7e\u540d\u3001\u53c2\u6570\u8bf4\u660e\u3001\u8fd4\u56de\u503c\u7c7b\u578b\uff09\uff0c\u8ba9 Agent \u80fd\u591f\u51c6\u786e\u7406\u89e3\u5de5\u5177\u7528\u9014\u5e76\u6b63\u786e\u8c03\u7528\u3002<\/p>\n\n\n\n<p>\u5de5\u5177\u90e8\u7f72\u5728\u72ec\u7acb\u7684 ECS Fargate \u670d\u52a1\u4e2d\uff0c\u901a\u8fc7 MCP Server \u7edf\u4e00\u5bf9\u5916\u63d0\u4f9b\u670d\u52a1\u3002\u8fd9\u79cd\u90e8\u7f72\u6a21\u5f0f\u652f\u6301\u5de5\u5177\u7684\u72ec\u7acb\u66f4\u65b0\u548c\u70ed\u63d2\u62d4\uff0c\u65e0\u9700\u91cd\u542f Agent\u3002\u901a\u8fc7 AgentCore Gateway\uff0c\u5de5\u5177\u8c03\u7528\u4f1a\u7ecf\u8fc7\u7b56\u7565\u68c0\u67e5\u548c\u5ba1\u8ba1\u65e5\u5fd7\u8bb0\u5f55\uff0c\u786e\u4fdd\u64cd\u4f5c\u7684\u5b89\u5168\u6027\u3002<\/p>\n\n\n\n<p><strong>AgentCore \u7ec4\u4ef6\u4ecb\u7ecd<\/strong><\/p>\n\n\n\n<p>1. Memory\uff08\u5bf9\u8bdd\u5386\u53f2\u7ba1\u7406\uff09<\/p>\n\n\n\n<p>AgentCore Memory \u91c7\u7528 STM\/LTM \u53cc\u5c42\u67b6\u6784\uff1a\u77ed\u671f\u8bb0\u5fc6\uff08STM\uff09\u5b58\u50a8\u5f53\u524d\u4f1a\u8bdd\u5185\u5bb9\uff0c\u957f\u671f\u8bb0\u5fc6\uff08LTM\uff09\u901a\u8fc7\u8bed\u4e49\u63d0\u53d6\u4fdd\u7559\u7528\u6237\u504f\u597d\uff08\u5982\u201d\u559c\u6b22\u9760\u7a97\u5ea7\u4f4d\u201d\uff09\uff0c\u5e76\u652f\u6301\u8de8\u4f1a\u8bdd\u68c0\u7d22\u3002Memory \u6309 actor_id + session_id \u9694\u79bb\uff0c\u786e\u4fdd\u591a\u79df\u6237\u573a\u666f\u4e0b\u7684\u6570\u636e\u5b89\u5168\u3002<\/p>\n\n\n\n<p>\u5728\u672cDemo\u4e2d\uff0c\u91c7\u7528Memory A+B \u53ccMemory\u67b6\u6784\u8bbe\u8ba1\u3002\u5176\u4e2d\uff0cMemory A \u8d1f\u8d23\u5b58\u50a8\u5bf9\u8bdd\u4e0a\u4e0b\u6587\u548c\u7528\u6237\u504f\u597d\uff0cMemory B\u5b58\u50a8\u7528\u6237\u6ee1\u610f\u5904\u7406\u65b9\u6848\u3002\u672c\u6587\u4e3b\u8981\u56f4\u7ed5Memory A\u5c55\u5f00\uff0cMemory A+B \u53ccMemory\u67b6\u6784\u8bbe\u8ba1\u4f1a\u5728\u4e0b\u4e00\u7bc7\u535a\u5ba2\u4e2d\u5c55\u5f00\u3002<\/p>\n\n\n\n<p>2. Gateway\uff08\u7f51\u5173\uff09<\/p>\n\n\n\n<p>AgentCore Gateway \u96c6\u6210\u4e86 MCP (Model Context Protocol) \u534f\u8bae\u652f\u6301\uff0c\u5b9e\u73b0\u5bf9 Agent \u5de5\u5177\u8c03\u7528\u7684\u62e6\u622a\u548c\u7b56\u7565\u68c0\u67e5\u3002\u6211\u4eec\u5f00\u53d1\u7684 16 \u4e2a\u4e1a\u52a1\u5de5\u5177\u9075\u5faa MCP \u89c4\u8303\uff0c\u901a\u8fc7 MCP Server \u5bf9\u5916\u63d0\u4f9b\u670d\u52a1\u3002\u5f53 Agent \u8c03\u7528\u5de5\u5177\u65f6\uff0c\u8bf7\u6c42\u9996\u5148\u7ecf\u8fc7 AgentCore Gateway\uff0cGateway \u6839\u636e\u7b56\u7565\u914d\u7f6e\u8fdb\u884c\u68c0\u67e5\uff08ALLOW\/BLOCK\uff09\uff0c\u7136\u540e\u518d\u8f6c\u53d1\u7ed9 MCP Tools Server \u6267\u884c\u3002\u8fd9\u79cd\u67b6\u6784\u786e\u4fdd\u6240\u6709\u5de5\u5177\u8c03\u7528\u90fd\u7ecf\u8fc7\u7b56\u7565\u5ba1\u8ba1\u3002<\/p>\n\n\n\n<p>3. Runtime\uff08\u6267\u884c\u73af\u5883\uff09<\/p>\n\n\n\n<p>AgentCore Runtime \u662f\u5168\u6258\u7ba1\u7684 Agent \u6267\u884c\u73af\u5883\uff0c\u4e3a\u5f00\u53d1\u8005\u63d0\u4f9b\u751f\u4ea7\u5c31\u7eea\u7684\u6258\u7ba1\u57fa\u7840\u8bbe\u65bd\u3002Runtime \u7684\u6838\u5fc3\u662f BedrockAgentCoreApp\uff0c\u5b83\u5c06 Python \u51fd\u6570\u5c01\u88c5\u4e3a\u6807\u51c6\u5316\u7684 HTTP \u670d\u52a1\uff08\/invocations\u3001\/ping\u3001\/ws \u4e09\u4e2a\u7aef\u70b9\uff09\uff0c\u5e76\u5185\u7f6e\u4f1a\u8bdd\u7ba1\u7406\u80fd\u529b\u2014\u2014\u901a\u8fc7\u8bf7\u6c42\u5934\u4e2d\u7684 session_id \u5b9e\u73b0\u8de8\u8c03\u7528\u7684\u4f1a\u8bdd\u6301\u4e45\u5316\uff0c\u9ed8\u8ba4 15 \u5206\u949f\u7a7a\u95f2\u8d85\u65f6\u3002\u7ed3\u5408 AgentCore Memory\uff0c\u5f00\u53d1\u8005\u53ef\u4ee5\u901a\u8fc7 Hook \u673a\u5236\u5b9e\u73b0\u8bf7\u6c42\u524d\u81ea\u52a8\u52a0\u8f7d\u5386\u53f2\u4e0a\u4e0b\u6587\u3001\u54cd\u5e94\u540e\u81ea\u52a8\u4fdd\u5b58\u5bf9\u8bdd\u8bb0\u5f55\u7684\u5b8c\u6574\u4f1a\u8bdd\u751f\u547d\u5468\u671f\u7ba1\u7406\u3002Runtime \u8fd8\u63d0\u4f9b\u4f1a\u8bdd\u7ea7\u9694\u79bb\u3001SSE\/WebSocket \u53cc\u6a21\u5f0f\u6d41\u5f0f\u8f93\u51fa\u3001\u5f02\u6b65\u4efb\u52a1\u7ba1\u7406\u3001\u5065\u5eb7\u68c0\u67e5\u7b49\u4f01\u4e1a\u7ea7\u7279\u6027\uff0c\u5f00\u53d1\u8005\u65e0\u9700\u624b\u52a8\u7ba1\u7406\u5bb9\u5668\u3001\u8d1f\u8f7d\u5747\u8861\u7b49\u57fa\u7840\u8bbe\u65bd\u3002<\/p>\n\n\n\n<p>4. Identity\uff08\u8eab\u4efd\u8ba4\u8bc1\uff09<\/p>\n\n\n\n<p>AgentCore Identity \u96c6\u6210 <a href=\"https:\/\/aws.amazon.com\/cn\/cognito\/\">AWS Cognito<\/a>\uff0c\u63d0\u4f9b\u7528\u6237\u8eab\u4efd\u8ba4\u8bc1\u548c\u591a\u79df\u6237\u9694\u79bb\u80fd\u529b\u3002\u6bcf\u4e2a\u8bf7\u6c42\u643a\u5e26 JWT Token\uff0cIdentity \u7ec4\u4ef6\u9a8c\u8bc1 Token \u6709\u6548\u6027\u5e76\u63d0\u53d6 actor_id\uff08\u7528\u6237\u552f\u4e00\u6807\u8bc6\uff09\u3002actor_id \u8d2f\u7a7f\u6574\u4e2a\u8c03\u7528\u94fe\u8def\uff1aMemory \u6309 actor_id \u9694\u79bb\u6570\u636e\uff0cGateway \u6309 actor_id \u5e94\u7528\u7b56\u7565\uff0c\u786e\u4fdd\u591a\u79df\u6237\u573a\u666f\u4e0b\u7684\u6570\u636e\u5b89\u5168\u548c\u7b56\u7565\u9694\u79bb\u3002<\/p>\n\n\n\n<p>5. Observability\uff08\u53ef\u89c2\u6d4b\u6027\uff09<\/p>\n\n\n\n<p>AgentCore Observability \u57fa\u4e8e OpenTelemetry \u6807\u51c6\uff0c\u81ea\u52a8\u6536\u96c6 Agent \u8fd0\u884c\u7684\u5168\u94fe\u8def\u6307\u6807\u548c\u65e5\u5fd7\u3002\u5305\u62ec\uff1a\u8bf7\u6c42\u5ef6\u8fdf\uff08P50\/P90\/P99\uff09\u3001\u5de5\u5177\u8c03\u7528\u6210\u529f\u7387\u3001Gateway \u62e6\u622a\u6b21\u6570\u3001Memory \u8bfb\u5199\u5ef6\u8fdf\u7b49\u5173\u952e\u6307\u6807\u3002\u6240\u6709\u6307\u6807\u63a8\u9001\u5230 CloudWatch\uff0c\u652f\u6301\u544a\u8b66\u914d\u7f6e\u3002Observability \u8fd8\u63d0\u4f9b\u5206\u5e03\u5f0f\u8ffd\u8e2a\u80fd\u529b\uff0c\u8bb0\u5f55\u6bcf\u4e2a\u8bf7\u6c42\u7684\u5b8c\u6574\u8c03\u7528\u94fe\u8def\uff08Agent \u2192 Gateway \u2192 MCP Tools\uff09\uff0c\u65b9\u4fbf\u95ee\u9898\u6392\u67e5\u548c\u6027\u80fd\u4f18\u5316\u3002<\/p>\n\n\n\n<p>6. Policy\uff08\u7b56\u7565\u5f15\u64ce\uff09<\/p>\n\n\n\n<p>Gateway \u662f\u72ec\u7acb\u7684\u7b56\u7565\u6267\u884c\u5f15\u64ce\uff0c\u5728 Agent \u8c03\u7528\u5de5\u5177\u524d\u8fdb\u884c\u62e6\u622a\u68c0\u67e5\u3002\u6240\u6709\u7b56\u7565\u4ee5 JSON \u914d\u7f6e\u6587\u4ef6\u5b9a\u4e49\uff08\u5982\u201d\u9000\u6b3e &gt; $1000 \u9700\u5ba1\u6279\u201d\u3001\u201d\u91d1\u5361\u4f1a\u5458\u6539\u7b7e\u8d39\u8c41\u514d\u201d\uff09\uff0c\u652f\u6301\u70ed\u66f4\u65b0\u800c\u65e0\u9700\u4fee\u6539 Agent \u4ee3\u7801\u3002Gateway \u57fa\u4e8e Cedar \u8bed\u8a00\u5b9e\u73b0\u7ec6\u7c92\u5ea6\u8bbf\u95ee\u63a7\u5236\uff0c\u6bcf\u6b21\u62e6\u622a\u90fd\u751f\u6210\u5ba1\u8ba1\u65e5\u5fd7\uff0c\u6ee1\u8db3\u5408\u89c4\u8981\u6c42\u3002<\/p>\n\n\n\n<p><strong>3.2 \u6838\u5fc3\u5de5\u4f5c\u6d41\u7a0b\u65f6\u5e8f\u56fe<\/strong><\/p>\n\n\n\n<p>\u6211\u4eec\u8bbe\u8ba1\u4e865\u4e2a\u5178\u578b\u573a\u666f\u7684\u5b8c\u6574\u65f6\u5e8f\u56fe\uff0c\u5c55\u793a\u7cfb\u7edf\u5982\u4f55\u5904\u7406\u4e0d\u540c\u7c7b\u578b\u7684\u7528\u6237\u8bf7\u6c42\uff1a<\/p>\n\n\n\n<p><strong>\u573a\u666f1\uff1a\u822a\u73ed\u67e5\u8be2\u573a\u666f<\/strong><\/p>\n\n\n\n<p>\u6d41\u7a0b\u8bf4\u660e\uff1a\u573a\u666f1 \u5c55\u793a\u4e86\u67e5\u8be2\u7c7b\u5de5\u5177\u7684\u6807\u51c6\u8c03\u7528\u6d41\u7a0b\u3002\u7528\u6237\u67e5\u8be2\u822a\u73ed\u72b6\u6001\u65f6\uff0cAgent \u4ece Memory A \u52a0\u8f7d\u5bf9\u8bdd\u5386\u53f2\u540e\uff0c\u8c03\u7528 get_flight_status \u5de5\u5177\u3002\u8be5\u5de5\u5177\u8bf7\u6c42\u7ecf\u8fc7Policy Engine \u8fdb\u884c\u7b56\u7565\u68c0\u67e5\u3002Policy Engine \u5339\u914d\u5230 query_allow \u7b56\u7565\uff08\u67e5\u8be2\u7c7b\u5de5\u5177\u9ed8\u8ba4\u653e\u884c\uff09\uff0c\u8fd4\u56de ALLOW \u51b3\u7b56\u3002Gateway \u968f\u540e\u901a\u8fc7 MCP \u534f\u8bae\u5c06\u8bf7\u6c42\u8f6c\u53d1\u5230 MCP Tools Server \u6267\u884c\uff0c\u83b7\u53d6\u822a\u73ed\u72b6\u6001\u540e\u539f\u8def\u8fd4\u56de\u7ed9 Agent\u3002\u6574\u4e2a\u6d41\u7a0b\u4f53\u73b0\u4e86\u201d\u6240\u6709\u5de5\u5177\u8c03\u7528\u5fc5\u7ecf Gateway+Policy Engine\u201d\u7684\u67b6\u6784\u539f\u5219\uff0c\u5373\u4f7f\u662f\u4f4e\u98ce\u9669\u7684\u67e5\u8be2\u64cd\u4f5c\u4e5f\u4e0d\u4f8b\u5916\u3002<\/p>\n\n\n\n<p><strong>\u573a\u666f2\uff1a\u6539\u7b7e\u573a\u666f\uff08\u91d1\u5361\u4f1a\u5458\uff09<\/strong><\/p>\n\n\n\n<p>\u6d41\u7a0b\u8bf4\u660e\uff1a\u573a\u666f2\u5c55\u793a\u4e86\u7b56\u7565\u654f\u611f\u578b\u5de5\u5177\u4e0e Policy Engine \u7684\u914d\u5408\u3002\u6d41\u7a0b\u5305\u542b\u4e24\u4e2a\u5de5\u5177\u8c03\u7528\uff1a\u9996\u5148 Agent \u8c03\u7528 verify_identity \u9a8c\u8bc1\u7528\u6237\u8eab\u4efd\u5e76\u83b7\u53d6\u4f1a\u5458\u7b49\u7ea7\uff08GOLD\uff09\uff0c\u8be5\u8c03\u7528\u7ecf\u8fc7 Gateway+Policy Engine \u540e\u6b63\u5e38\u653e\u884c\u3002\u5173\u952e\u5728\u7b2c\u4e8c\u4e2a\u5de5\u5177\u8c03\u7528 change_flight\uff1a\u5f53 Agent \u8bf7\u6c42\u6539\u7b7e\u65f6\uff0cGateway \u5c06\u8bf7\u6c42\u8f6c\u53d1\u7ed9 Policy Engine\uff0cPolicy Engine \u68c0\u6d4b\u5230\u7528\u6237\u4e3a\u91d1\u5361\u4f1a\u5458\uff0c\u5339\u914d\u5230 gold_member_fee_waiver \u7b56\u7565\uff08\u91d1\u5361\u4f1a\u5458\u6539\u7b7e\u8d39\u8c41\u514d\uff09\uff0c\u8fd4\u56de MODIFY_PARAMS \u51b3\u7b56\u5e76\u5c06 fee \u53c2\u6570\u4fee\u6539\u4e3a 0\u3002Gateway \u968f\u540e\u5c06\u4fee\u6539\u540e\u7684\u8bf7\u6c42\uff08fee=0\uff09\u8f6c\u53d1\u7ed9 MCP Tools Server \u6267\u884c\u3002\u8fd9\u79cd\u8bbe\u8ba1\u5b9e\u73b0\u4e86\u7b56\u7565\u4e0e\u4e1a\u52a1\u903b\u8f91\u7684\u5b8c\u5168\u89e3\u8026\uff1a\u5de5\u5177\u672c\u8eab\u4e0d\u505a\u4f1a\u5458\u6743\u76ca\u5224\u65ad\uff0c\u6240\u6709\u7b56\u7565\u7531 Policy Engine \u5f3a\u5236\u6267\u884c\u3002<\/p>\n\n\n\n<p><strong>\u573a\u666f3\uff1aIROP \u9000\u6b3e\u573a\u666f<\/strong><\/p>\n\n\n\n<p>\u6d41\u7a0b\u8bf4\u660e\uff1a\u573a\u666f3\u5c55\u793a\u4e86\u57fa\u4e8e\u4e1a\u52a1\u89c4\u5219\u7684\u81ea\u52a8\u5316\u51b3\u7b56\u6d41\u7a0b\u3002\u7528\u6237\u7533\u8bf7\u822a\u73ed\u53d6\u6d88\u9000\u6b3e\u65f6\uff0cAgent \u4f9d\u6b21\u8c03\u7528\u4e09\u4e2a\u5de5\u5177\uff1averify_identity\uff08\u9a8c\u8bc1\u8eab\u4efd\uff09\u3001get_flight_status\uff08\u67e5\u8be2\u822a\u73ed\u72b6\u6001\uff0c\u8fd4\u56de is_irop:true\uff09\u3001process_refund\uff08\u5904\u7406\u9000\u6b3e\uff09\u3002\u524d\u4e24\u4e2a\u5de5\u5177\u8c03\u7528\u6b63\u5e38\u7ecf\u8fc7 Gateway+Policy Engine \u653e\u884c\u3002\u5173\u952e\u5728\u7b2c\u4e09\u4e2a\u9000\u6b3e\u8c03\u7528\uff1a\u5f53 Agent \u8bf7\u6c42\u9000\u6b3e\u5e76\u4f20\u5165 reason=IROP \u65f6\uff0cPolicy Engine \u5339\u914d\u5230 irop_auto_approval \u7b56\u7565\uff08\u822a\u73ed\u53d6\u6d88\u6216\u4e25\u91cd\u5ef6\u8bef\u5c5e\u4e8e IROP\uff0c\u81ea\u52a8\u5168\u989d\u9000\u6b3e\uff09\uff0c\u76f4\u63a5\u8fd4\u56de ALLOW \u51b3\u7b56\u3002\u6574\u4e2a\u6d41\u7a0b\u65e0\u9700\u4eba\u5de5\u4ecb\u5165\u5373\u53ef\u5b8c\u6210\u9000\u6b3e\u5ba1\u6279\uff0c\u4f53\u73b0\u4e86\u901a\u8fc7\u7b56\u7565\u5f15\u64ce\u5b9e\u73b0\u4e1a\u52a1\u89c4\u5219\u81ea\u52a8\u5316\u6267\u884c\u7684\u80fd\u529b\u3002\u4e0e\u573a\u666f4\u7684\u9ad8\u989d\u9000\u6b3e\u62e6\u622a\u5f62\u6210\u5bf9\u6bd4\u3002<\/p>\n\n\n\n<p><strong>\u573a\u666f4\uff1a\u9ad8\u989d\u9000\u6b3e\u5ba1\u6279\u573a\u666f<\/strong><\/p>\n\n\n\n<p>\u6d41\u7a0b\u8bf4\u660e\uff1a\u573a\u666f4\u5c55\u793a\u4e86 Policy Engine \u7684\u5f3a\u5236\u62e6\u622a\u80fd\u529b\uff0c\u786e\u4fdd\u9ad8\u98ce\u9669\u64cd\u4f5c\u5fc5\u987b\u7ecf\u8fc7\u4eba\u5de5\u5ba1\u6279\u3002\u5f53\u7528\u6237\u7533\u8bf7 $1500 \u9000\u6b3e\u65f6\uff0cAgent \u8c03\u7528 process_refund \u5de5\u5177\uff0c\u8bf7\u6c42\u7ecf\u8fc7 Gateway \u8f6c\u53d1\u7ed9 Policy Engine \u8fdb\u884c\u7b56\u7565\u68c0\u67e5\u3002Policy Engine \u5339\u914d\u5230 high_amount_refund_block \u7b56\u7565\uff08\u9000\u6b3e\u91d1\u989d\u8d85\u8fc7 $1000 \u9700\u4eba\u5de5\u5ba1\u6279\uff09\uff0c\u8fd4\u56de BLOCK \u51b3\u7b56\u5e76\u62d2\u7edd\u8be5\u5de5\u5177\u8c03\u7528\u3002Gateway \u5c06\u62e6\u622a\u7ed3\u679c\u8fd4\u56de\u7ed9 Agent\uff0cAgent \u968f\u5373\u8c03\u7528 submit_manual_approval \u5de5\u5177\u63d0\u4ea4\u4eba\u5de5\u5ba1\u6279\u8bf7\u6c42\uff08\u8be5\u5de5\u5177\u672c\u8eab\u4e0d\u53d7\u7b56\u7565\u9650\u5236\uff09\uff0c\u5e76\u5411\u7528\u6237\u8fd4\u56de\u5ba1\u6279\u5355\u53f7\u3002\u6574\u4e2a\u6d41\u7a0b\u786e\u4fdd\u4e86 Agent \u65e0\u6cd5\u7ed5\u8fc7\u7b56\u7565\u76f4\u63a5\u6267\u884c\u9ad8\u98ce\u9669\u64cd\u4f5c\uff0c\u6240\u6709\u9ad8\u989d\u9000\u6b3e\u5fc5\u987b\u8d70\u4eba\u5de5\u5ba1\u6279\u6d41\u7a0b\uff0c\u6ee1\u8db3\u91d1\u878d\u7ea7\u4e1a\u52a1\u7684\u5408\u89c4\u8981\u6c42\u3002<\/p>\n\n\n\n<p><strong>\u573a\u666f5\uff1a\u591a\u8f6e\u5bf9\u8bdd\u8ba2\u7968\u573a\u666f<\/strong><\/p>\n\n\n\n<p>\u6d41\u7a0b\u8bf4\u660e\uff1a\u573a\u666f5\u5c55\u793a\u4e86 Memory A \u7684\u81ea\u52a8\u5316\u591a\u8f6e\u5bf9\u8bdd\u7ba1\u7406\u80fd\u529b\u3002\u6574\u4e2a\u8ba2\u7968\u6d41\u7a0b\u8de8\u8d8a\u4e09\u8f6e\u5bf9\u8bdd\uff1a\u7b2c1\u8f6e\u7528\u6237\u8868\u8fbe\u8ba2\u7968\u610f\u56fe\uff0cAgent \u901a\u8fc7 Memory A \u53d1\u73b0\u662f\u7a7a\u4f1a\u8bdd\uff0c\u8981\u6c42\u63d0\u4f9b\u66f4\u591a\u4fe1\u606f\uff1b\u7b2c2\u8f6e\u7528\u6237\u63d0\u4f9b\u51fa\u53d1\u5730\u3001\u76ee\u7684\u5730\u548c\u65e5\u671f\uff0cAgent \u4ece Memory A \u52a0\u8f7d\u5230\u201d\u8ba2\u7968\u201d\u610f\u56fe\uff0c\u8c03\u7528 search_flights \u5de5\u5177\uff08\u7ecf\u8fc7 Gateway+Policy Engine \u653e\u884c\uff09\u8fd4\u56de\u822a\u73ed\u5217\u8868\uff1b\u7b2c3\u8f6e\u7528\u6237\u9009\u62e9\u201d\u7b2c\u4e00\u4e2a\u201d\u822a\u73ed\uff0cAgent \u4ece Memory A \u52a0\u8f7d\u5230\u4e0a\u4e00\u8f6e\u7684\u822a\u73ed\u5217\u8868\uff08\u7406\u89e3\u201d\u7b2c\u4e00\u4e2a\u201d\u6307 UA1234\uff09\uff0c\u4f9d\u6b21\u8c03\u7528 verify_identity\uff08\u9a8c\u8bc1\u8eab\u4efd\uff09\u548c book_ticket\uff08\u9884\u8ba2\u673a\u7968\uff09\u5de5\u5177\u5b8c\u6210\u8ba2\u7968\u3002\u5173\u952e\u5728\u4e8e Agent \u8fd8\u4ece Memory A \u7684 LTM\uff08\u957f\u671f\u8bb0\u5fc6\uff09\u4e2d\u68c0\u7d22\u5230\u7528\u6237\u504f\u597d\uff08\u9760\u7a97+\u65e9\u73ed+\u7d20\u98df\uff09\uff0c\u81ea\u52a8\u5e94\u7528\u5230\u8ba2\u7968\u8bf7\u6c42\u4e2d\u3002\u6574\u4e2a\u6d41\u7a0b\u5c55\u793a\u4e86 Memory A \u7684 STM\uff08\u5bf9\u8bdd\u5386\u53f2\uff09\u548c LTM\uff08\u7528\u6237\u504f\u597d\uff09\u4e24\u5c42\u5b58\u50a8\u7684\u534f\u540c\u5de5\u4f5c\uff0c\u4ee5\u53ca AgentCore Runtime \u7684 SessionManager \u81ea\u52a8\u7ba1\u7406\u4f1a\u8bdd\u72b6\u6001\u7684\u80fd\u529b\u3002<\/p>\n\n\n\n<p><strong>5\u4e2a\u573a\u666f\u603b\u7ed3<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u573a\u666f1\uff1a\u67e5\u8be2\u7c7b\u5de5\u5177\uff0cGateway+Policy Engine \u68c0\u67e5\u540e ALLOW\uff0c\u5c55\u793a\u6240\u6709\u5de5\u5177\u8c03\u7528\u7edf\u4e00\u6d41\u7a0b<\/li>\n\n\n\n<li>\u573a\u666f2\uff1a\u7b56\u7565\u654f\u611f\u5de5\u5177\uff0cPolicy Engine \u4fee\u6539\u53c2\u6570\uff08\u91d1\u5361\u4f1a\u5458\u6539\u7b7e\u8d39\u8c41\u514d\uff09<\/li>\n\n\n\n<li>\u573a\u666f3\uff1aIROP \u9000\u6b3e\uff0cPolicy Engine \u6839\u636e\u4e1a\u52a1\u89c4\u5219\u81ea\u52a8 ALLOW\uff0c\u65e0\u9700\u4eba\u5de5\u5ba1\u6279<\/li>\n\n\n\n<li>\u573a\u666f4\uff1a\u9ad8\u989d\u9000\u6b3e\uff0cPolicy Engine \u62e6\u622a BLOCK\uff0c\u5f3a\u5236\u4eba\u5de5\u5ba1\u6279<\/li>\n\n\n\n<li>\u573a\u666f5\uff1a\u591a\u8f6e\u5bf9\u8bdd\uff0c\u6240\u6709\u5de5\u5177\u8c03\u7528\u90fd\u7ecf\u8fc7 Gateway+Policy Engine\uff0cMemory \u81ea\u52a8\u7ba1\u7406\u4e0a\u4e0b\u6587<\/li>\n<\/ul>\n\n\n\n<p><strong>3.3 AWS \u90e8\u7f72\u67b6\u6784<\/strong><\/p>\n\n\n\n<p>\u7cfb\u7edf\u91c7\u7528\u65e0\u670d\u52a1\u5668\u67b6\u6784\u90e8\u7f72\u5728AWS AgentCore\u670d\u52a1\u4e0a\uff0c\u5145\u5206\u5229\u7528\u6258\u7ba1\u670d\u52a1\u964d\u4f4e\u8fd0\u7ef4\u6210\u672c\uff1a<\/p>\n\n\n\n<p><strong>\u67b6\u6784\u7279\u70b9<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5168\u6258\u7ba1\u670d\u52a1\uff1aAgentCore \u63d0\u4f9b Identity\uff08\u8eab\u4efd\u8ba4\u8bc1\uff09\u3001Runtime\uff08\u6267\u884c\u73af\u5883\uff09\u3001Observability\uff08\u76d1\u63a7\uff09\u7684\u5168\u6258\u7ba1\u80fd\u529b<\/li>\n\n\n\n<li>\u81ea\u52a8\u5316\u4f1a\u8bdd\u7ba1\u7406\uff1aAgentCore Runtime \u81ea\u52a8\u5904\u7406\u4f1a\u8bdd\u9694\u79bb\u3001\u72b6\u6001\u6301\u4e45\u5316\u3001\u8d44\u6e90\u8c03\u5ea6\u7b49\u590d\u6742\u4efb\u52a1<\/li>\n\n\n\n<li>\u5f39\u6027\u4f38\u7f29\uff1a\u901a\u8fc7 Auto Scaling \u81ea\u52a8\u6269\u7f29\u5bb9\uff0c\u5728\u4e1a\u52a1\u9ad8\u5cf0\u671f\uff08\u5982\u8282\u5047\u65e5\uff09\u81ea\u52a8\u589e\u52a0\u8ba1\u7b97\u8d44\u6e90\uff0c\u5e73\u65f6\u5219\u7f29\u51cf\u5230\u6700\u5c0f\u89c4\u6a21<\/li>\n\n\n\n<li>\u5168\u94fe\u8def\u76d1\u63a7\uff1aObservability \u901a\u8fc7 OpenTelemetry \u81ea\u52a8\u6536\u96c6\u6307\u6807\uff0c\u63a8\u9001\u5230 CloudWatch \u8fdb\u884c\u76d1\u63a7\u548c\u544a\u8b66<\/li>\n<\/ul>\n\n\n\n<p><strong>\u56db\u3001\u6280\u672f\u9009\u578b\u4e0e\u5e94\u7528<\/strong><\/p>\n\n\n\n<p><strong>4.1 AIDLC \u65b9\u6cd5\u8bba\uff1a\u4ece\u9700\u6c42\u5230\u4e0a\u7ebf\u7684\u5168\u6d41\u7a0b\u6307\u5bfc<\/strong><\/p>\n\n\n\n<p>AIDLC (AI-Driven Development Life Cycle) \u662f AWS \u63a8\u51fa\u7684\u667a\u80fd\u5316\u8f6f\u4ef6\u5f00\u53d1\u65b9\u6cd5\u8bba\uff0c\u4e13\u4e3a AI \u65f6\u4ee3\u7684\u8f6f\u4ef6\u5de5\u7a0b\u8bbe\u8ba1\u3002\u5b83\u63d0\u4f9b\u4e86\u4e09\u4e2a\u9636\u6bb5\u7684\u5b8c\u6574\u6d41\u7a0b\u6846\u67b6\uff1aInception\uff08\u89c4\u5212\uff09 \u2192 Construction\uff08\u6784\u5efa\uff09 \u2192 Operations\uff08\u8fd0\u7ef4\uff09\uff0c\u4ee5\u53ca\u4e94\u5927\u6838\u5fc3\u539f\u5219\u786e\u4fdd\u9879\u76ee\u8d28\u91cf\u3002<\/p>\n\n\n\n<p><strong>\u4e94\u5927\u6838\u5fc3\u539f\u5219\uff085 Tenets\uff09<\/strong><\/p>\n\n\n\n<p>1. Human in the Loop\uff1a\u5173\u952e\u51b3\u7b56\u9700\u4eba\u5de5\u786e\u8ba4\uff08\u5982\u9ad8\u989d\u9000\u6b3e\u5ba1\u6279\uff09<\/p>\n\n\n\n<p>2. No Duplication\uff1a\u5355\u4e00\u771f\u76f8\u6765\u6e90\uff08\u907f\u514d\u6570\u636e\u5197\u4f59\uff09<\/p>\n\n\n\n<p>3. Reproducible\uff1a\u6d41\u7a0b\u53ef\u590d\u73b0\uff08\u786e\u4fdd\u4e00\u81f4\u6027\uff09<\/p>\n\n\n\n<p>4. Agnostic\uff1a\u6280\u672f\u6808\u65e0\u5173\uff08\u907f\u514d\u4f9b\u5e94\u5546\u9501\u5b9a\uff09<\/p>\n\n\n\n<p>5. Methodology First\uff1a\u65b9\u6cd5\u8bba\u4f18\u5148\u4e8e\u5de5\u5177\uff08\u5148\u8bbe\u8ba1\u6d41\u7a0b\u518d\u9009\u6280\u672f\uff09<\/p>\n\n\n\n<p>\u5728\u672c\u9879\u76ee\u4e2d\u7684\u5e94\u7528\u4e2d\uff0c\u6211\u4eec\u4e25\u683c\u6309\u7167 AIDLC \u4e09\u9636\u6bb5\u5b8c\u6210\u9879\u76ee\u5f00\u53d1\uff1a<\/p>\n\n\n\n<p><strong>Inception \u9636\u6bb5\uff08\u9700\u6c42 \u2192 \u8bbe\u8ba1\uff09<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e1a\u52a1\u9700\u6c42\u5206\u6790\uff1a\u8bc6\u522b\u4e09\u5927\u75db\u70b9\uff08\u9ad8\u91cd\u590d\u6027\u3001\u7b56\u7565\u590d\u6742\u3001\u4e00\u81f4\u6027\u5dee\uff09<\/li>\n\n\n\n<li>\u6280\u672f\u9700\u6c42\u5206\u89e3\uff1a\u660e\u786e\u56db\u5927\u6311\u6218\uff08\u4e0a\u4e0b\u6587\u7ba1\u7406\u3001\u7b56\u7565\u4fdd\u969c\u3001\u5de5\u5177\u89c4\u8303\u3001\u5feb\u901f\u8fed\u4ee3\uff09<\/li>\n\n\n\n<li>\u67b6\u6784\u8bbe\u8ba1\uff1a\u91c7\u7528\u56db\u5c42\u67b6\u6784\uff08\u4ea4\u4e92\u5c42\u3001Runtime\u3001Gateway\u3001\u5de5\u5177\u5c42\uff09<\/li>\n\n\n\n<li>Decision Log\uff1a\u8bb0\u5f55\u5173\u952e\u51b3\u7b56\uff08\u4e3a\u4ec0\u4e48 Policy \u653e Gateway\uff1f\u4e3a\u4ec0\u4e48\u53cc Memory\uff1f\uff09<\/li>\n<\/ul>\n\n\n\n<p><strong>Construction \u9636\u6bb5\uff08\u5f00\u53d1 \u2192 \u6d4b\u8bd5\uff09<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Agent \u5f00\u53d1\uff1a\u4f7f\u7528 Strands \u6846\u67b6\u642d\u5efa\u4e3b\u4f53 Agent\uff0c\u7f16\u5199 System Prompt<\/li>\n\n\n\n<li>\u5de5\u5177\u5f00\u53d1\uff1a\u5b9e\u73b0 16 \u4e2a MCP \u5de5\u5177\uff08verify_identity\u3001get_flight_status\u3001change_flight\u2026\uff09<\/li>\n\n\n\n<li>Gateway \u914d\u7f6e\uff1a\u5b9a\u4e49 Policy \u89c4\u5219\uff08JSON \u683c\u5f0f\uff0c\u652f\u6301\u70ed\u66f4\u65b0\uff09<\/li>\n\n\n\n<li>Memory \u96c6\u6210\uff1a\u63a5\u5165 AgentCore Memory\uff0c\u5b9e\u73b0 STM\/LTM \u7ba1\u7406<\/li>\n\n\n\n<li>\u5355\u5143\u6d4b\u8bd5\uff1a\u9a8c\u8bc1\u6bcf\u4e2a\u5de5\u5177\u548c Policy \u89c4\u5219\u7684\u6b63\u786e\u6027<\/li>\n<\/ul>\n\n\n\n<p><strong>Operations \u9636\u6bb5\uff08\u90e8\u7f72 \u2192 \u76d1\u63a7\uff09<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u573a\u666f\u6d4b\u8bd5\uff1a\u6267\u884c A-E \u4e94\u4e2a\u6d4b\u8bd5\u573a\u666f\uff0c\u9a8c\u8bc1\u7aef\u5230\u7aef\u6d41\u7a0b<\/li>\n\n\n\n<li>\u76d1\u63a7\u914d\u7f6e\uff1aCloudWatch \u6307\u6807\uff08\u5ef6\u8fdf\u3001\u6210\u529f\u7387\u3001Policy \u62e6\u622a\u6b21\u6570\uff09<\/li>\n\n\n\n<li>\u4e0a\u7ebf\u8fd0\u884c\uff1a2 \u5468\u5185\u5b8c\u6210\u4ece 0 \u5230\u751f\u4ea7\u90e8\u7f72<\/li>\n<\/ul>\n\n\n\n<p>AIDLC \u5e26\u6765\u7684\u4ef7\u503c\uff1a\u7cfb\u7edf\u5316\u65b9\u6cd5\u786e\u4fdd\u65e0\u9057\u6f0f\uff08Methodology First\uff09\uff0cDecision Log \u65b9\u4fbf\u5ba1\u8ba1\uff08Reproducible\uff09\uff0cGateway \u72ec\u7acb\u90e8\u7f72\u652f\u6301\u5feb\u901f\u66f4\u65b0\uff08Agnostic\uff09\u3002<\/p>\n\n\n\n<p><strong>4.2 Strands Agent\uff1a\u642d\u5efa\u4e3b\u4f53 Agent \u7684\u6846\u67b6\u9009\u62e9<\/strong><\/p>\n\n\n\n<p><strong>Strands Agent \u6846\u67b6\u4ecb\u7ecd<\/strong><\/p>\n\n\n\n<p>Strands Agent \u63d0\u4f9b\u7b80\u6d01\u7684 API \u548c\u5f3a\u5927\u7684\u5de5\u5177\u8c03\u7528\u80fd\u529b\u3002\u5176\u6838\u5fc3\u7279\u6027\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5f3a\u5927\u63a8\u7406\u80fd\u529b\uff1aClaude 4.6 Sonnet \u5728\u5de5\u5177\u8c03\u7528\u573a\u666f\u51c6\u786e\u7387 &gt;95%<\/li>\n\n\n\n<li>\u7075\u6d3b\u5de5\u5177\u96c6\u6210\uff1a\u652f\u6301\u4efb\u610f Python \u51fd\u6570\u4f5c\u4e3a\u5de5\u5177<\/li>\n\n\n\n<li>\u6d41\u5f0f\u8f93\u51fa\uff1a\u5b9e\u65f6\u8fd4\u56de\u63a8\u7406\u8fc7\u7a0b\uff0c\u63d0\u5347\u7528\u6237\u4f53\u9a8c<\/li>\n<\/ul>\n\n\n\n<p><strong>\u5728\u672c\u9879\u76ee\u4e2d\u7684\u5e94\u7528\u5305\u62ec<\/strong><\/p>\n\n\n\n<p>1. \u4e3b\u4f53 Agent \u642d\u5efa<\/p>\n\n\n\n<p>\u6211\u4eec\u4f7f\u7528 Strands \u6784\u5efa\u822a\u7a7a\u5ba2\u670d Agent\uff0c\u5b9a\u4e49\u4e86\u201d\u4e13\u5bb6\u5ba2\u670d\u201d\u89d2\u8272\uff1a\u5148\u9a8c\u8bc1\u8eab\u4efd \u2192 \u7406\u89e3\u9700\u6c42 \u2192 \u9009\u62e9\u5de5\u5177 \u2192 \u6267\u884c\u64cd\u4f5c \u2192 \u8fd4\u56de\u7ed3\u679c\u3002System Prompt \u4e2d\u660e\u786e\u5217\u51fa 16 \u4e2a\u53ef\u7528\u5de5\u5177\u53ca\u5176\u7528\u9014\uff0c\u786e\u4fdd Agent \u80fd\u591f\u51c6\u786e\u9009\u62e9\u548c\u8c03\u7528\u5de5\u5177\u3002<\/p>\n\n\n\n<p>2. \u5de5\u5177\u8c03\u7528\u6d41\u7a0b<\/p>\n\n\n\n<p>Strands \u7684\u5de5\u5177\u8c03\u7528\u673a\u5236\u652f\u6301\u591a\u6b65\u63a8\u7406\uff1aAgent \u5206\u6790\u7528\u6237\u610f\u56fe\u540e\uff0c\u53ef\u80fd\u5148\u8c03\u7528 verify_identity \u9a8c\u8bc1\u8eab\u4efd\uff0c\u518d\u6839\u636e\u4f1a\u5458\u7b49\u7ea7\u8c03\u7528 change_flight \u5904\u7406\u6539\u7b7e\uff0c\u6700\u540e\u751f\u6210\u81ea\u7136\u8bed\u8a00\u54cd\u5e94\u3002\u6574\u4e2a\u8fc7\u7a0b\u5bf9\u7528\u6237\u900f\u660e\uff0c\u7528\u6237\u53ea\u770b\u5230\u6700\u7ec8\u7ed3\u679c\u3002<\/p>\n\n\n\n<p>3. \u4e0e AgentCore \u96c6\u6210<\/p>\n\n\n\n<p>Strands Agent \u90e8\u7f72\u5728 AgentCore Runtime \u4e2d\uff0c\u81ea\u52a8\u4eab\u53d7 Memory\u3001Gateway\u3001Observability \u7b49\u6258\u7ba1\u80fd\u529b\u3002AgentCore \u7684 SessionManager \u81ea\u52a8\u7ba1\u7406\u4f1a\u8bdd\u72b6\u6001\uff0c\u65e0\u9700\u624b\u52a8\u5904\u7406\u4e0a\u4e0b\u6587\u4f20\u9012\u3002<\/p>\n\n\n\n<p><strong>4.3 AgentCore\uff1a\u4f01\u4e1a\u7ea7 Agent \u57fa\u7840\u8bbe\u65bd<\/strong><\/p>\n\n\n\n<p>AWS Bedrock AgentCore \u662f\u751f\u4ea7\u7ea7 AI Agent \u57fa\u7840\u8bbe\u65bd\u670d\u52a1\uff0c\u63d0\u4f9b 8 \u5927\u6838\u5fc3\u7ec4\u4ef6\uff1aRuntime\u3001Memory\u3001Gateway\uff08Policy\uff09\u3001Identity\u3001Built-in Tools\u3001Observability\u3001Evaluations\u3001MCP Server\u3002\u5176\u6838\u5fc3\u4f18\u52bf\u662f\u6846\u67b6\u548c\u6a21\u578b\u65e0\u5173\uff08Agnostic\uff09\uff0c\u652f\u6301 Strands\u3001LangGraph\u3001CrewAI \u7b49\u4efb\u610f\u6846\u67b6\uff0c\u4e5f\u652f\u6301 Claude\u3001GPT\u3001Llama \u7b49\u4efb\u610f\u6a21\u578b\u3002<\/p>\n\n\n\n<p>\u672c\u9879\u76ee\u4f7f\u7528\u7684\u7ec4\u4ef6\uff1a\u5728\u672c\u822a\u7a7a\u5ba2\u670d\u7cfb\u7edf\u4e2d\uff0c\u6211\u4eec\u4f7f\u7528\u4e86\u5176\u4e2d 5 \u4e2a\u6838\u5fc3\u7ec4\u4ef6\uff1aRuntime\uff08\u6267\u884c\u73af\u5883\uff09\u3001Policy(\u7b56\u7565\u5f15\u64ce)\u3001Memory\uff08\u5bf9\u8bdd\u5386\u53f2\uff09\u3001Gateway\uff08\u7f51\u5173\uff09\u3001Identity\uff08\u8eab\u4efd\u8ba4\u8bc1\uff09\u3001Observability\uff08\u53ef\u89c2\u6d4b\u6027\uff09\u3002Built-in Tools \u66ff\u6362\u4e3a\u81ea\u5b9a\u4e49\u7684 16 \u4e2a MCP Tools\uff0cEvaluations \u7528\u4e8e\u540e\u671f\u6548\u679c\u8bc4\u4f30\u3002<\/p>\n\n\n\n<p><strong>\u5728\u672c\u9879\u76ee\u4e2d\u7684\u5e94\u7528<\/strong><\/p>\n\n\n\n<p><strong>1. Gateway \u96c6\u6210 MCP \u5de5\u5177\u8c03\u7528<\/strong><\/p>\n\n\n\n<p>AgentCore Gateway \u96c6\u6210\u4e86 MCP (Model Context Protocol) \u534f\u8bae\u652f\u6301\uff0c\u5b9e\u73b0\u5bf9 Agent \u5de5\u5177\u8c03\u7528\u7684\u62e6\u622a\u548c\u7b56\u7565\u68c0\u67e5\u3002\u6211\u4eec\u5f00\u53d1\u7684 16 \u4e2a\u4e1a\u52a1\u5de5\u5177\u9075\u5faa MCP \u89c4\u8303\uff0c\u901a\u8fc7 MCP Server \u5bf9\u5916\u63d0\u4f9b\u670d\u52a1\u3002\u5f53 Agent \u8c03\u7528\u5de5\u5177\u65f6\uff0c\u8bf7\u6c42\u9996\u5148\u7ecf\u8fc7 AgentCore Gateway\uff0cGateway \u6839\u636e\u7b56\u7565\u914d\u7f6e\u8fdb\u884c\u68c0\u67e5\uff08ALLOW\/BLOCK\uff09\uff0c\u7136\u540e\u518d\u8f6c\u53d1\u7ed9 MCP Tools Server \u6267\u884c\u3002\u8fd9\u79cd\u67b6\u6784\u786e\u4fdd\u6240\u6709\u5de5\u5177\u8c03\u7528\u90fd\u7ecf\u8fc7\u7b56\u7565\u5ba1\u8ba1\uff0c\u540c\u65f6\u5de5\u5177\u53ef\u4ee5\u72ec\u7acb\u90e8\u7f72\u3001\u70ed\u66f4\u65b0\u3002<\/p>\n\n\n\n<p><strong>2. Memory \u80fd\u529b\uff1a\u5bf9\u8bdd\u5386\u53f2\u7ba1\u7406\u4e0e\u591a\u8f6e\u5bf9\u8bdd<\/strong><\/p>\n\n\n\n<p>AgentCore Memory \u8d1f\u8d23\u5bf9\u8bdd\u5386\u53f2\u5b58\u50a8\u548c\u591a\u8f6e\u5bf9\u8bdd\u72b6\u6001\u7ba1\u7406\uff0c\u91c7\u7528 STM\/LTM \u53cc\u5c42\u67b6\u6784\u548c SessionManager \u81ea\u52a8\u5316\u673a\u5236\uff0c\u63d0\u4f9b\u5f00\u7bb1\u5373\u7528\u7684\u8bb0\u5fc6\u80fd\u529b\u3002<\/p>\n\n\n\n<p><strong>\u53cc\u5c42\u8bb0\u5fc6\u67b6\u6784<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>STM (Short-Term Memory)\uff1a\u5b58\u50a8\u5f53\u524d\u4f1a\u8bdd\u5185\u5bb9\uff08\u7528\u6237\u6d88\u606f\u3001Agent \u54cd\u5e94\u3001\u5de5\u5177\u8c03\u7528\u8bb0\u5f55\uff09\uff0c\u4f1a\u8bdd\u7ed3\u675f\u540e\u4fdd\u7559 90 \u5929<\/li>\n\n\n\n<li>LTM (Long-Term Memory)\uff1a\u901a\u8fc7\u8bed\u4e49\u63d0\u53d6\u4fdd\u7559\u7528\u6237\u504f\u597d\u548c\u5173\u952e\u4fe1\u606f\uff08\u5982\u201d\u559c\u6b22\u9760\u7a97\u5ea7\u4f4d\u201d\u3001\u4f1a\u5458\u7b49\u7ea7\uff09\uff0c\u652f\u6301\u8de8\u4f1a\u8bdd\u68c0\u7d22<\/li>\n<\/ul>\n\n\n\n<p><strong>\u81ea\u52a8\u5316\u591a\u8f6e\u5bf9\u8bdd\u7ba1\u7406<\/strong><\/p>\n\n\n\n<p>AgentCore Runtime \u7684 SessionManager \u81ea\u52a8\u5904\u7406\u591a\u8f6e\u5bf9\u8bdd\u6d41\u7a0b\uff1a<\/p>\n\n\n\n<p>1. \u8bf7\u6c42\u524d\uff1a\u6839\u636e session_id + actor_id \u4ece Memory \u52a0\u8f7d\u5386\u53f2\u4e0a\u4e0b\u6587<\/p>\n\n\n\n<p>2. \u8c03\u7528\u4e2d\uff1aAgent \u57fa\u4e8e\u5386\u53f2\u4e0a\u4e0b\u6587\u8fdb\u884c\u63a8\u7406\u548c\u5de5\u5177\u8c03\u7528<\/p>\n\n\n\n<p>3. \u54cd\u5e94\u540e\uff1aSessionManager \u81ea\u52a8\u5c06\u672c\u8f6e\u5bf9\u8bdd\u5199\u5165 STM<\/p>\n\n\n\n<p>4. \u540e\u53f0\uff1aAgentCore \u5f02\u6b65\u63d0\u53d6\u8bed\u4e49\u6458\u8981\u5199\u5165 LTM<\/p>\n\n\n\n<p>\u8fd9\u79cd\u673a\u5236\u8ba9\u5f00\u53d1\u8005\u65e0\u9700\u624b\u52a8\u7ba1\u7406\u4f1a\u8bdd\u72b6\u6001\uff0c\u6781\u5927\u964d\u4f4e\u4e86\u5f00\u53d1\u590d\u6742\u5ea6\u3002\u5728\u672c\u9879\u76ee\u4e2d\uff0cMemory A \u8d1f\u8d23\u5bf9\u8bdd\u5386\u53f2\u548c\u7528\u6237\u504f\u597d\u5b58\u50a8\uff0c\u6309 actor_id + session_id \u9694\u79bb\uff0c\u786e\u4fdd\u591a\u79df\u6237\u6570\u636e\u5b89\u5168\u3002<\/p>\n\n\n\n<p><strong>3. Policy \u7b56\u7565\u63a7\u5236<\/strong><\/p>\n\n\n\n<p>Policy \u662f\u72ec\u7acb\u7684\u7b56\u7565\u5f15\u64ce\uff0c\u5728 Agent \u8c03\u7528\u5de5\u5177\u524d\u8fdb\u884c\u62e6\u622a\u68c0\u67e5\u3002\u6240\u6709\u7b56\u7565\u4ee5 JSON \u914d\u7f6e\u6587\u4ef6\u5b9a\u4e49\uff08\u5982\u201d\u9000\u6b3e &gt; $1000 \u9700\u5ba1\u6279\u201d\u3001\u201d\u91d1\u5361\u4f1a\u5458\u6539\u7b7e\u8d39\u8c41\u514d\u201d\uff09\uff0c\u652f\u6301\u70ed\u66f4\u65b0\u800c\u65e0\u9700\u4fee\u6539 Agent \u4ee3\u7801\u3002Gateway \u57fa\u4e8e Cedar \u8bed\u8a00\u5b9e\u73b0\u7ec6\u7c92\u5ea6\u8bbf\u95ee\u63a7\u5236\uff0c\u6bcf\u6b21\u62e6\u622a\u90fd\u751f\u6210\u5ba1\u8ba1\u65e5\u5fd7\u3002\u6211\u4eec\u5c06\u7b56\u7565\u63a7\u5236\u653e\u5728 Gateway \u800c\u975e System Prompt \u4e2d\uff0c\u786e\u4fdd\u7b56\u7565 100% \u6267\u884c\uff0c\u4e0d\u53d7 LLM \u201c\u7075\u6d3b\u5904\u7406\u201d\u7684\u5f71\u54cd\u3002<\/p>\n\n\n\n<p><strong>4. Runtime \u5168\u6258\u7ba1\u6267\u884c\u73af\u5883<\/strong><\/p>\n\n\n\n<p>AgentCore Runtime \u4e3a Agent \u63d0\u4f9b\u65e0\u670d\u52a1\u5668\u6267\u884c\u73af\u5883\uff0c\u6838\u5fc3\u7279\u6027\u662f SessionManager \u81ea\u52a8\u5316\u4f1a\u8bdd\u7ba1\u7406\u3002\u5728\u672c\u9879\u76ee\u4e2d\uff0cRuntime \u81ea\u52a8\u5904\u7406\u6bcf\u4e2a\u8bf7\u6c42\u7684\u5b8c\u6574\u751f\u547d\u5468\u671f\uff1a\u89e3\u6790 session_id + actor_id \u2192 \u4ece Memory \u52a0\u8f7d\u4e0a\u4e0b\u6587 \u2192 \u6267\u884c Agent \u63a8\u7406 \u2192 \u4fdd\u5b58\u5bf9\u8bdd\u5386\u53f2\u3002Runtime \u8fd8\u63d0\u4f9b\u6d41\u5f0f\u8f93\u51fa\u80fd\u529b\uff0c\u8ba9\u7528\u6237\u5b9e\u65f6\u770b\u5230 Agent \u7684\u63a8\u7406\u8fc7\u7a0b\uff0c\u63d0\u5347\u4ea4\u4e92\u4f53\u9a8c\u3002\u5f00\u53d1\u8005\u53ea\u9700\u5b9e\u73b0 @app.entrypoint \u5165\u53e3\u51fd\u6570\uff0c\u65e0\u9700\u7ba1\u7406\u5bb9\u5668\u3001\u8d1f\u8f7d\u5747\u8861\u3001\u8d85\u65f6\u63a7\u5236\u7b49\u57fa\u7840\u8bbe\u65bd\u7ec6\u8282\u3002<\/p>\n\n\n\n<p><strong>5. Identity \u591a\u79df\u6237\u8eab\u4efd\u8ba4\u8bc1<\/strong><\/p>\n\n\n\n<p>AgentCore Identity \u96c6\u6210 Cognito \u5b9e\u73b0\u7528\u6237\u8eab\u4efd\u8ba4\u8bc1\u3002\u5728\u672c\u9879\u76ee\u4e2d\uff0c\u6bcf\u4e2a\u8bf7\u6c42\u643a\u5e26 JWT Token\uff08\u7531 Cognito \u7b7e\u53d1\uff09\uff0cIdentity \u7ec4\u4ef6\u9a8c\u8bc1 Token \u5e76\u63d0\u53d6 actor_id\u3002actor_id \u4f5c\u4e3a\u7528\u6237\u552f\u4e00\u6807\u8bc6\uff0c\u8d2f\u7a7f\u6574\u4e2a\u8c03\u7528\u94fe\u8def\uff1aMemory \u6309 actor_id \u9694\u79bb\u6570\u636e\uff08\u786e\u4fdd\u7528\u6237A\u770b\u4e0d\u5230\u7528\u6237B\u7684\u5bf9\u8bdd\uff09\uff0cGateway \u6309 actor_id \u5e94\u7528\u7b56\u7565\uff08\u4e0d\u540c\u7528\u6237\u53ef\u80fd\u6709\u4e0d\u540c\u6743\u9650\uff09\uff0c\u5b9e\u73b0\u771f\u6b63\u7684\u591a\u79df\u6237\u6570\u636e\u9694\u79bb\u3002<\/p>\n\n\n\n<p><strong>6. Observability \u5168\u94fe\u8def\u76d1\u63a7<\/strong><\/p>\n\n\n\n<p>AgentCore Observability \u57fa\u4e8e OpenTelemetry \u81ea\u52a8\u6536\u96c6\u8fd0\u884c\u6307\u6807\u3002\u5728\u672c\u9879\u76ee\u4e2d\uff0c\u6211\u4eec\u5728 CloudWatch \u4e2d\u914d\u7f6e\u4e86\u4ee5\u4e0b\u76d1\u63a7\u6307\u6807\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6027\u80fd\u6307\u6807\uff1aAgent \u54cd\u5e94\u5ef6\u8fdf\uff08P50\/P90\/P99\uff09\u3001\u5de5\u5177\u8c03\u7528\u5ef6\u8fdf<\/li>\n\n\n\n<li>\u4e1a\u52a1\u6307\u6807\uff1aGateway \u62e6\u622a\u6b21\u6570\u3001\u62e6\u622a\u539f\u56e0\u5206\u5e03\u3001\u4eba\u5de5\u5ba1\u6279\u6bd4\u4f8b<\/li>\n\n\n\n<li>\u53ef\u9760\u6027\u6307\u6807\uff1a\u5de5\u5177\u8c03\u7528\u6210\u529f\u7387\u3001Memory \u8bfb\u5199\u5931\u8d25\u7387\u3001\u5f02\u5e38\u5806\u6808<\/li>\n\n\n\n<li>\u5206\u5e03\u5f0f\u8ffd\u8e2a\uff1a\u8bb0\u5f55\u6bcf\u4e2a\u8bf7\u6c42\u7684\u5b8c\u6574\u8c03\u7528\u94fe\u8def\uff08Agent \u2192 Gateway \u2192 MCP Tools\uff09\uff0c\u652f\u6301\u6027\u80fd\u74f6\u9888\u5206\u6790<\/li>\n<\/ul>\n\n\n\n<p><strong>\u4e94\u3001\u6838\u5fc3\u6280\u672f\u5b9e\u73b0<\/strong><\/p>\n\n\n\n<p><strong>5.1 Agent \u4e3b\u4f53\u8bbe\u8ba1\u4e0e\u5b9e\u73b0<\/strong><\/p>\n\n\n\n<p>Agent \u662f\u6574\u4e2a\u7cfb\u7edf\u7684\u5927\u8111\uff0c\u8d1f\u8d23\u7406\u89e3\u7528\u6237\u610f\u56fe\u3001\u9009\u62e9\u5408\u9002\u5de5\u5177\u3001\u534f\u8c03\u591a\u4e2a\u5de5\u5177\u8c03\u7528\u3001\u751f\u6210\u81ea\u7136\u8bed\u8a00\u54cd\u5e94\u3002\u6211\u4eec\u91c7\u7528 Strands Agents SDK \u6784\u5efa Agent\uff0c\u901a\u8fc7\u7cbe\u5fc3\u8bbe\u8ba1\u7684 System Prompt \u5b9a\u4e49\u5176\u884c\u4e3a\u6a21\u5f0f\u3002<\/p>\n\n\n\n<p>\u5173\u952e\u8bbe\u8ba1\u539f\u5219\u662f\uff1aAgent \u4e13\u6ce8\u4e8e\u63a8\u7406\u548c\u5bf9\u8bdd\u751f\u6210\uff0c\u7b56\u7565\u63a7\u5236\u4ea4\u7ed9 Gateway Policy\u3002\u8fd9\u79cd\u804c\u8d23\u5206\u79bb\u786e\u4fdd\u4e86 Agent \u7684\u7075\u6d3b\u6027\uff0c\u540c\u65f6\u901a\u8fc7 Gateway \u4fdd\u8bc1\u7b56\u7565\u7684\u5f3a\u5236\u6267\u884c\u3002<\/p>\n\n\n\n<p>System Prompt \u5305\u542b\u4e94\u4e2a\u6838\u5fc3\u90e8\u5206\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u89d2\u8272\u5b9a\u4e49\uff1a\u660e\u786e Agent \u8eab\u4efd\uff08\u201dSenior Customer Service Representative\u201d\uff09\u3001\u4e13\u4e1a\u9886\u57df\u3001\u6743\u9650\u8303\u56f4<\/li>\n\n\n\n<li>\u6c9f\u901a\u98ce\u683c\uff1a\u4e13\u4e1a\u4f46\u6e29\u6696\u3001\u5bcc\u6709\u540c\u7406\u5fc3\u3001\u9ad8\u6548\u89e3\u51b3\u95ee\u9898<\/li>\n\n\n\n<li>\u5f3a\u5236\u884c\u4e3a\uff1a\u5fc5\u987b\u5148\u9a8c\u8bc1\u8eab\u4efd\u3001\u5fc5\u987b\u68c0\u67e5\u822a\u73ed\u72b6\u6001\u3001\u5fc5\u987b\u63d0\u4f9b\u4ea4\u6613\u53c2\u8003\u53f7<\/li>\n\n\n\n<li>\u5de5\u4f5c\u6d41\u7a0b\uff1a\u9488\u5bf9\u4e0d\u540c\u573a\u666f\uff08IROP\u9000\u6b3e\u3001\u5e38\u89c4\u9000\u6b3e\u3001\u6539\u7b7e\u3001\u5ba1\u6279\u67e5\u8be2\u3001\u504f\u597d\u9884\u8ba2\uff09\u7684\u6807\u51c6\u5904\u7406\u6d41\u7a0b<\/li>\n\n\n\n<li>\u5de5\u5177\u4f7f\u7528\u6307\u5357\uff1a16 \u4e2a\u5de5\u5177\u7684\u5206\u7c7b\u8bf4\u660e\u548c\u8c03\u7528\u89c4\u8303<\/li>\n\n\n\n<li>\u901a\u8fc7\u660e\u786e\u7684\u5de5\u4f5c\u6d41\u7a0b\u6307\u5bfc\uff0cAgent \u80fd\u591f\u7a33\u5b9a\u5730\u5904\u7406\u5404\u7c7b\u54a8\u8be2\u573a\u666f\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0cSystem Prompt \u4e2d\u4e0d\u5305\u542b\u4efb\u4f55\u7b56\u7565\u89c4\u5219\uff08\u5982\u201d\u91d1\u989d\u8d85\u8fc71000\u9700\u5ba1\u6279\u201d\uff09\uff0c\u8fd9\u4e9b\u89c4\u5219\u5b8c\u5168\u7531 Gateway Policy \u63a7\u5236\uff0c\u5b9e\u73b0\u4e86\u7b56\u7565\u4e0e Agent \u903b\u8f91\u7684\u5f7b\u5e95\u89e3\u8026\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u90e8\u5206\u6838\u5fc3\u4ee3\u7801<\/strong><\/p>\n\n\n\n<p># \u521d\u59cb\u5316 Bedrock \u6a21\u578b<\/p>\n\n\n\n<p>model = BedrockModel(<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; model_id=os.getenv(&#8220;MODEL_ID&#8221;, &#8220;us.anthropic.claude-3-5-sonnet-20241022-v2:0&#8221;),<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; temperature=0.7,<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; max_tokens=2048<\/p>\n\n\n\n<p>)<\/p>\n\n\n\n<p># \u521b\u5efa AgentCore App<\/p>\n\n\n\n<p>app = BedrockAgentCoreApp()<\/p>\n\n\n\n<p>def create_agent_with_memory(session_id: str, actor_id: str, previous_session_history: str = &#8220;&#8221;):<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; &#8220;&#8221;&#8221;\u521b\u5efa\u5e26 Memory \u7684 Agent&#8221;&#8221;&#8221;<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; # \u521b\u5efa Session Manager\uff08\u81ea\u52a8\u7ba1\u7406 Memory \u8bfb\u5199\uff09<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; session_manager = None<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; if MEMORY_ID:<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; retrieval_config = {<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; f&#8221;\/summaries\/{actor_id}\/{session_id}&#8221;: RetrievalConfig(top_k=5, relevance_score=0.5),<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; f&#8221;\/preferences\/{actor_id}&#8221;: RetrievalConfig(top_k=5, relevance_score=0.7),<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; f&#8221;\/facts\/{actor_id}&#8221;: RetrievalConfig(top_k=10, relevance_score=0.3)<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; }<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; config = AgentCoreMemoryConfig(<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; memory_id=MEMORY_ID,<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; session_id=session_id,<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; actor_id=actor_id,<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; retrieval_config=retrieval_config<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; )<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; session_manager = AgentCoreMemorySessionManager(<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; agentcore_memory_config=config,<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; region_name=os.getenv(&#8220;AWS_REGION&#8221;, &#8220;us-east-1&#8221;)<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; )<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; # \u83b7\u53d6 Gateway MCP client\uff08\u901a\u8fc7 OAuth2 \u8ba4\u8bc1\uff09<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; tools = []<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; mcp_client = get_gateway_mcp_client()<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; if mcp_client:<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; tools = [mcp_client]<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; # \u6784\u5efa\u589e\u5f3a\u7684 system prompt\uff08\u6ce8\u5165\u5386\u53f2\u5bf9\u8bdd\u4e0a\u4e0b\u6587\uff09<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; enhanced_system_prompt = AIRLINE_AGENT_SYSTEM_PROMPT<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; if previous_session_history:<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; enhanced_system_prompt = f&#8221;{AIRLINE_AGENT_SYSTEM_PROMPT}\\n\\n{previous_session_history}&#8221;<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; # \u521b\u5efa Agent<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; agent = Agent(<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; model=model,<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; system_prompt=enhanced_system_prompt,<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; tools=tools,<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; session_manager=session_manager,<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; name=&#8221;AirlineCustomerServiceAgent&#8221;,<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; description=&#8221;Professional airline customer service agent&#8221;<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; )<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; return agent<\/p>\n\n\n\n<p>@app.entrypoint<\/p>\n\n\n\n<p>def invoke(payload: dict, context=None):<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; &#8220;&#8221;&#8221;AgentCore Runtime \u8c03\u7528\u5165\u53e3&#8221;&#8221;&#8221;<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; prompt = payload.get(&#8220;prompt&#8221;, &#8220;&#8221;)<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; # \u83b7\u53d6 session_id\uff08\u4f18\u5148\u4ece context \u83b7\u53d6\uff0c\u652f\u6301\u591a\u79cd\u6765\u6e90\uff09<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; session_id = (<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; getattr(context, &#8216;session_id&#8217;, None) or<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; BedrockAgentCoreContext.get_session_id() or<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; payload.get(&#8220;session_id&#8221;) or<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; f&#8221;session_{datetime.now().strftime(&#8216;%Y%m%d%H%M%S%f&#8217;)}&#8221;<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; )<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; # \u4ece JWT token \u4e2d\u63d0\u53d6 actor_id\uff08\u7528\u6237\u552f\u4e00\u6807\u8bc6\uff09<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; actor_id = extract_actor_id_from_context(context)<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; # \u83b7\u53d6\u524d\u4e00\u4e2a session \u7684\u5bf9\u8bdd\u5386\u53f2\uff08\u8de8\u4f1a\u8bdd\u8fde\u7eed\u6027\uff09<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; previous_session_history = &#8220;&#8221;<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; if LOAD_PREVIOUS_SESSION and actor_id != &#8220;default_user&#8221;:<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; previous_session_history = get_previous_session_history(actor_id, session_id)<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; # \u521b\u5efa Agent \u5e76\u5904\u7406\u8bf7\u6c42<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; agent = create_agent_with_memory(<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; session_id=session_id,<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; actor_id=actor_id,<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; previous_session_history=previous_session_history<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; )<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; result = agent(prompt)<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; return {&#8220;response&#8221;: str(result.output), &#8220;session_id&#8221;: session_id}<\/p>\n\n\n\n<p><strong>System Prompt \u8bbe\u8ba1\u8981\u70b9<\/strong><\/p>\n\n\n\n<p>src\/agent\/system_prompt.py<\/p>\n\n\n\n<p>AIRLINE_AGENT_SYSTEM_PROMPT = &#8220;&#8221;&#8221;You are a professional customer service agent for a major airline.<\/p>\n\n\n\n<p>IDENTITY:<\/p>\n\n\n\n<p>&#8211; Role: Senior Customer Service Representative<\/p>\n\n\n\n<p>&#8211; Expertise: Flight reservations, refunds, changes, and loyalty programs<\/p>\n\n\n\n<p>&#8211; Authority: Can process refunds, changes, and fee waivers<\/p>\n\n\n\n<p>&#8211; Memory: You have access to customer history and preferences through AgentCore Memory<\/p>\n\n\n\n<p>MANDATORY BEHAVIORS:<\/p>\n\n\n\n<p>1. ALWAYS verify customer identity before accessing bookings<\/p>\n\n\n\n<p>&nbsp;&nbsp; &#8211; Ask for: PNR (booking reference) and Last Name<\/p>\n\n\n\n<p>&nbsp;&nbsp; &#8211; Use verify_customer tool first<\/p>\n\n\n\n<p>2. ALWAYS check real-time flight status for refund requests<\/p>\n\n\n\n<p>&nbsp;&nbsp; &#8211; Use get_flight_status tool to verify cancellations\/delays<\/p>\n\n\n\n<p>3. ALWAYS provide reference numbers for transactions<\/p>\n\n\n\n<p>&nbsp;&nbsp; &#8211; Transaction IDs for refunds<\/p>\n\n\n\n<p>&nbsp;&nbsp; &#8211; Ticket IDs for approvals<\/p>\n\n\n\n<p>&nbsp;&nbsp; &#8211; Confirmation numbers for changes<\/p>\n\n\n\n<p>WORKFLOW FOR COMMON SCENARIOS:<\/p>\n\n\n\n<p>Scenario A: Flight Cancellation Refund (IROP)<\/p>\n\n\n\n<p>1. Greet and understand the request<\/p>\n\n\n\n<p>2. Verify customer identity (PNR + Last Name)<\/p>\n\n\n\n<p>3. Check flight status using get_flight_status tool<\/p>\n\n\n\n<p>4. If flight is CANCELLED, use full_refund tool<\/p>\n\n\n\n<p>5. Confirm transaction and timeline<\/p>\n\n\n\n<p>Scenario B: Regular Refund Request<\/p>\n\n\n\n<p>1. Verify customer identity<\/p>\n\n\n\n<p>2. Get reservation details<\/p>\n\n\n\n<p>3. Calculate refund amount<\/p>\n\n\n\n<p>4. Use process_refund tool<\/p>\n\n\n\n<p>5. Handle the tool response accordingly (Gateway may block high-value refunds)<\/p>\n\n\n\n<p>Scenario C: Flight Change Request<\/p>\n\n\n\n<p>1. Verify customer identity<\/p>\n\n\n\n<p>2. Check loyalty tier using get_loyalty_tier tool<\/p>\n\n\n\n<p>3. Search available flights<\/p>\n\n\n\n<p>4. Calculate change costs<\/p>\n\n\n\n<p>5. Use waive_change_fee tool if applicable (Gateway checks eligibility)<\/p>\n\n\n\n<p>6. Execute booking change<\/p>\n\n\n\n<p>AVAILABLE TOOLS (16 total):<\/p>\n\n\n\n<p>Identity &amp; Loyalty (2):<\/p>\n\n\n\n<p>1. verify_customer &#8211; Verify customer identity with PNR and last name<\/p>\n\n\n\n<p>2. get_loyalty_tier &#8211; Get customer loyalty tier and points<\/p>\n\n\n\n<p>Flight Query (2):<\/p>\n\n\n\n<p>3. get_flight_status &#8211; Check real-time flight status<\/p>\n\n\n\n<p>4. search_flights &#8211; Search available flights by route and date<\/p>\n\n\n\n<p>Refund (3):<\/p>\n\n\n\n<p>5. calculate_refund &#8211; Calculate refund amount for a reservation<\/p>\n\n\n\n<p>6. process_refund &#8211; Execute regular refund<\/p>\n\n\n\n<p>7. full_refund &#8211; Execute IROP full refund for cancelled\/delayed flights<\/p>\n\n\n\n<p>Reservation &amp; Change (5):<\/p>\n\n\n\n<p>8. get_reservation_details &#8211; Get full reservation information<\/p>\n\n\n\n<p>9. calculate_change_cost &#8211; Calculate change fees and fare difference<\/p>\n\n\n\n<p>10. waive_change_fee &#8211; Waive change fee for eligible loyalty members<\/p>\n\n\n\n<p>11. update_booking &#8211; Execute flight change<\/p>\n\n\n\n<p>12. process_change_payment &#8211; Process payment for change fees<\/p>\n\n\n\n<p>Approval (3):<\/p>\n\n\n\n<p>13. submit_manual_approval &#8211; Submit refund for manual approval<\/p>\n\n\n\n<p>14. check_approval_status &#8211; Check status of approval request<\/p>\n\n\n\n<p>15. approve_ticket &#8211; Approve a pending ticket (demo only)<\/p>\n\n\n\n<p>Booking (1):<\/p>\n\n\n\n<p>16. book_flight &#8211; Book a new flight with seat and meal preferences<\/p>\n\n\n\n<p>IMPORTANT RULES:<\/p>\n\n\n\n<p>&#8211; Do NOT make up information or reference numbers<\/p>\n\n\n\n<p>&#8211; Do parse JSON responses from tools carefully<\/p>\n\n\n\n<p>&#8211; When a tool returns policy-related status, explain it to the customer appropriately<\/p>\n\n\n\n<p>&#8220;&#8221;&#8221;<\/p>\n\n\n\n<p><strong>5.2&nbsp;&nbsp;\u5de5\u5177\u4e3e\u4f8b\uff1a\u6539\u7b7e\u6d41\u7a0b\uff08\u591a\u5de5\u5177\u534f\u4f5c\uff09<\/strong><\/p>\n\n\n\n<p>\u6539\u7b7e\u662f\u4e00\u4e2a\u5178\u578b\u7684\u591a\u5de5\u5177\u534f\u4f5c\u573a\u666f\uff0c\u5c55\u793a\u4e86\u5de5\u5177\u4e0e Gateway Policy \u7684\u914d\u5408\u3002\u5b8c\u6574\u7684\u6539\u7b7e\u6d41\u7a0b\u6d89\u53ca 5 \u4e2a\u5de5\u5177\u7684\u534f\u8c03\u8c03\u7528\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>verify_customer \u2013 \u9a8c\u8bc1\u5ba2\u6237\u8eab\u4efd<\/li>\n\n\n\n<li>get_loyalty_tier \u2013 \u83b7\u53d6\u4f1a\u5458\u7b49\u7ea7\uff08Gateway \u636e\u6b64\u5224\u65ad\u662f\u5426\u8c41\u514d\u8d39\u7528\uff09<\/li>\n\n\n\n<li>calculate_change_cost \u2013 \u8ba1\u7b97\u6539\u7b7e\u8d39\u7528\uff08\u57fa\u7840\u8d39 + \u7968\u4ef7\u5dee\uff09<\/li>\n\n\n\n<li>waive_change_fee \u2013 \u8c41\u514d\u6539\u7b7e\u8d39\uff08\u4ec5 Gold\/Platinum \u4f1a\u5458\u53ef\u7528\uff0cGateway \u63a7\u5236\uff09<\/li>\n\n\n\n<li>update_booking \u2013 \u6267\u884c\u6539\u7b7e\u64cd\u4f5c<\/li>\n<\/ul>\n\n\n\n<p>\u5de5\u5177\u672c\u8eab\u4e0d\u505a\u6743\u76ca\u5224\u65ad\uff08\u804c\u8d23\u5355\u4e00\uff09\uff0c\u4f1a\u5458\u7b49\u7ea7\u68c0\u67e5\u4ea4\u7ed9Policy \u5b8c\u6210\u3002waive_change_fee \u5de5\u5177\u53ea\u8d1f\u8d23\u6267\u884c\u8c41\u514d\u64cd\u4f5c\uff0c Policy \u51b3\u5b9a\u8be5\u5de5\u5177\u662f\u5426\u5141\u8bb8\u88ab\u8c03\u7528\u3002\u8fd9\u79cd\u8bbe\u8ba1\u5b9e\u73b0\u4e86\u7b56\u7565\u4e0e\u4e1a\u52a1\u903b\u8f91\u7684\u89e3\u8026\uff0c\u7b56\u7565\u66f4\u65b0\u65e0\u9700\u4fee\u6539\u5de5\u5177\u4ee3\u7801\u3002<\/p>\n\n\n\n<p><strong>\u6838\u5fc3\u4ee3\u7801<\/strong><\/p>\n\n\n\n<p># mcp-tools-server\/mcp_server.py<\/p>\n\n\n\n<p>@mcp.tool()<\/p>\n\n\n\n<p>def calculate_change_cost(old_flight: str, new_flight: str) -&gt; str:<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; &#8220;&#8221;&#8221;\u8ba1\u7b97\u6539\u7b7e\u8d39\u7528&#8221;&#8221;&#8221;<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; old_flight_data = FLIGHTS.get(old_flight.upper())<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; new_flight_data = FLIGHTS.get(new_flight.upper())<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; if not old_flight_data or not new_flight_data:<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; return json.dumps({&#8220;error&#8221;: &#8220;Flight not found&#8221;})<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; base_change_fee = 200.00&nbsp; # \u57fa\u7840\u6539\u7b7e\u8d39<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; old_fare = old_flight_data.get(&#8220;fare&#8221;, 180.00)<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; new_fare = new_flight_data.get(&#8220;fare&#8221;, 180.00)<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; fare_difference = max(0, new_fare &#8211; old_fare)&nbsp; # \u7968\u4ef7\u5dee\uff08\u53ea\u8865\u4e0d\u9000\uff09<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; return json.dumps({<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; &#8220;base_change_fee&#8221;: base_change_fee,<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; &#8220;fare_difference&#8221;: fare_difference,<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; &#8220;total_without_waiver&#8221;: base_change_fee + fare_difference<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; })<\/p>\n\n\n\n<p>@mcp.tool()<\/p>\n\n\n\n<p>def waive_change_fee(pnr: str, loyalty_tier: str) -&gt; str:<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; &#8220;&#8221;&#8221;<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; \u8c41\u514d\u6539\u7b7e\u8d39\uff08\u4ec5\u9650 Gold\/Platinum \u4f1a\u5458\uff09<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; \u6ce8\u610f\uff1a\u6b64\u5de5\u5177\u7684\u8c03\u7528\u53d7 Gateway Policy \u63a7\u5236<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; &#8211; Gateway \u4f1a\u9a8c\u8bc1 loyalty_tier \u662f\u5426\u4e3a gold \u6216 platinum<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; &#8211; \u5982\u679c\u4f1a\u5458\u7b49\u7ea7\u4e0d\u7b26\uff0cGateway \u4f1a\u62e6\u622a\u8c03\u7528<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; &#8220;&#8221;&#8221;<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; reservation = RESERVATIONS.get(pnr.upper())<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; if not reservation:<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; return json.dumps({&#8220;error&#8221;: &#8220;Reservation not found&#8221;})<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; return json.dumps({<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; &#8220;fee_waived&#8221;: True,<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; &#8220;waived_amount&#8221;: 200.00,<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; &#8220;reason&#8221;: f&#8221;{loyalty_tier.capitalize()} member privilege&#8221;,<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; &#8220;pnr&#8221;: pnr.upper()<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; })<\/p>\n\n\n\n<p>@mcp.tool()<\/p>\n\n\n\n<p>def update_booking(pnr: str, new_flight: str) -&gt; str:<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; &#8220;&#8221;&#8221;\u6267\u884c\u6539\u7b7e\u64cd\u4f5c&#8221;&#8221;&#8221;<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; reservation = RESERVATIONS.get(pnr.upper())<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; if not reservation:<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; return json.dumps({&#8220;error&#8221;: &#8220;Reservation not found&#8221;})<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; new_confirmation = f&#8221;{pnr.upper()}-{random.randint(10, 99)}&#8221;<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; return json.dumps({<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; &#8220;success&#8221;: True,<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; &#8220;new_confirmation&#8221;: new_confirmation,<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; &#8220;new_flight&#8221;: new_flight.upper(),<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; &#8220;old_flight&#8221;: reservation[&#8220;flight_number&#8221;]<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; })<\/p>\n\n\n\n<p><strong>5.3&nbsp; Policy \u5f15\u64ce\u5b9e\u73b0<\/strong><\/p>\n\n\n\n<p>Policy \u662f Gateway \u7684\u72ec\u7acb\u7b56\u7565\u6267\u884c\u5f15\u64ce\uff0c\u5728 Agent \u8c03\u7528\u5de5\u5177\u524d\u8fdb\u884c\u62e6\u622a\u68c0\u67e5\u3002\u6240\u6709\u7b56\u7565\u4ee5\u58f0\u660e\u5f0f\u914d\u7f6e\u5b9a\u4e49\uff0c\u652f\u6301\u4e24\u79cd\u64cd\u4f5c\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>PERMIT\uff1a\u653e\u884c\uff08\u5982 IROP \u5168\u989d\u9000\u6b3e\uff09<\/li>\n\n\n\n<li>BLOCK\uff1a\u62e6\u622a\u5e76\u8981\u6c42\u4eba\u5de5\u5ba1\u6279\uff08\u5982\u9ad8\u989d\u9000\u6b3e\uff09<\/li>\n<\/ul>\n\n\n\n<p>\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u7b56\u7565\u4e0e\u4ee3\u7801\u89e3\u8026\uff1a\u7b56\u7565\u66f4\u65b0\u53ea\u9700\u4fee\u6539\u914d\u7f6e\uff0c\u65e0\u9700\u91cd\u65b0\u90e8\u7f72 Agent \u6216\u5de5\u5177\u670d\u52a1\u5668\u3002AgentCore Policy Engine \u4f7f\u7528 Cedar \u8bed\u8a00\u5b9a\u4e49\u7b56\u7565\u3002Cedar \u662f AWS \u5f00\u53d1\u7684\u6388\u6743\u7b56\u7565\u8bed\u8a00\uff0c\u63d0\u4f9b\u7ec6\u7c92\u5ea6\u8bbf\u95ee\u63a7\u5236\u80fd\u529b\u3002<\/p>\n\n\n\n<p><strong>Policy \u914d\u7f6e\u793a\u4f8b<\/strong><\/p>\n\n\n\n<p>\u793a\u4f8b1\uff1a\u9ad8\u989d\u9000\u6b3e\u62e6\u622a\u7b56\u7565\uff1a<\/p>\n\n\n\n<p>\/\/ \u4f4e\u4e8e$1000\u7684\u9000\u6b3e\uff1a\u5141\u8bb8<\/p>\n\n\n\n<p>permit(<\/p>\n\n\n\n<p>&nbsp; principal,<\/p>\n\n\n\n<p>&nbsp; action == Action::&#8221;process_refund&#8221;,<\/p>\n\n\n\n<p>&nbsp; resource<\/p>\n\n\n\n<p>) when {<\/p>\n\n\n\n<p>&nbsp;&nbsp;resource.amount &lt;= 1000<\/p>\n\n\n\n<p>};<\/p>\n\n\n\n<p>\/\/ \u8d85\u8fc7$1000\u7684\u9000\u6b3e\uff1a\u62e6\u622a\uff0c\u9700\u8981\u4eba\u5de5\u5ba1\u6279<\/p>\n\n\n\n<p>forbid(<\/p>\n\n\n\n<p>&nbsp; principal,<\/p>\n\n\n\n<p>&nbsp; action == Action::&#8221;process_refund&#8221;,<\/p>\n\n\n\n<p>&nbsp; resource<\/p>\n\n\n\n<p>) when {<\/p>\n\n\n\n<p>&nbsp; resource.amount &gt; 1000<\/p>\n\n\n\n<p>};<\/p>\n\n\n\n<p>\u793a\u4f8b2\uff1a\u91d1\u5361\u4f1a\u5458\u6539\u7b7e\u8d39\u8c41\u514d\u7b56\u7565\uff1a<\/p>\n\n\n\n<p>\/\/ \u91d1\u5361\u4f1a\u5458\u6539\u7b7e\uff1a\u8c41\u514d\u6539\u7b7e\u8d39<\/p>\n\n\n\n<p>permit(<\/p>\n\n\n\n<p>&nbsp; principal,<\/p>\n\n\n\n<p>&nbsp; action == Action::&#8221;change_flight&#8221;,<\/p>\n\n\n\n<p>&nbsp; resource<\/p>\n\n\n\n<p>) when {<\/p>\n\n\n\n<p>&nbsp; principal.member_tier == &#8220;GOLD&#8221;<\/p>\n\n\n\n<p>};<\/p>\n\n\n\n<p>\/\/ \u666e\u901a\u4f1a\u5458\u6539\u7b7e\uff1a\u9700\u8981\u652f\u4ed8\u6539\u7b7e\u8d39<\/p>\n\n\n\n<p>permit(<\/p>\n\n\n\n<p>&nbsp; principal,<\/p>\n\n\n\n<p>&nbsp; action == Action::&#8221;change_flight&#8221;,<\/p>\n\n\n\n<p>&nbsp; resource<\/p>\n\n\n\n<p>) when {<\/p>\n\n\n\n<p>&nbsp; principal.member_tier == &#8220;REGULAR&#8221; &amp;&amp;<\/p>\n\n\n\n<p>&nbsp; resource.fee == 50.0<\/p>\n\n\n\n<p>};<\/p>\n\n\n\n<p>\u793a\u4f8b3\uff1aIROP \u81ea\u52a8\u9000\u6b3e\u7b56\u7565\uff1a<\/p>\n\n\n\n<p>\/\/ IROP\u573a\u666f\uff08\u822a\u73ed\u53d6\u6d88\u6216\u4e25\u91cd\u5ef6\u8bef\uff09\uff1a\u81ea\u52a8\u5168\u989d\u9000\u6b3e<\/p>\n\n\n\n<p>permit(<\/p>\n\n\n\n<p>&nbsp; principal,<\/p>\n\n\n\n<p>&nbsp; action == Action::&#8221;process_refund&#8221;,<\/p>\n\n\n\n<p>&nbsp; resource<\/p>\n\n\n\n<p>) when {<\/p>\n\n\n\n<p>&nbsp; resource.reason == &#8220;IROP&#8221; &amp;&amp;<\/p>\n\n\n\n<p>&nbsp; (resource.flight_status == &#8220;CANCELLED&#8221; ||<\/p>\n\n\n\n<p>&nbsp;&nbsp; resource.delay_minutes &gt; 240)<\/p>\n\n\n\n<p>};<\/p>\n\n\n\n<p><strong>\u4e09\u6761\u7b56\u7565\u7684\u4e1a\u52a1\u573a\u666f<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><img loading=\"lazy\" decoding=\"async\" width=\"554\" height=\"106\" src=\"blob:https:\/\/flycloud.io\/c7613710-637d-4730-96ea-873a9a6166a1\"><a href=\"https:\/\/d2908q01vomqb2.cloudfront.net\/472b07b9fcf2c2451e8781e944bf5f77cd8457c8\/2026\/04\/10\/based-on-aws-bedrock-agentcore-build-enterprise-intelligent-based-on-aidlc-analytics-deploy-practice-9.png\"><\/a> [\u56fe9]<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p><strong>5.5 AgentCore Memory \u96c6\u6210<\/strong><\/p>\n\n\n\n<p>AgentCore Memory \u8d1f\u8d23\u5bf9\u8bdd\u5386\u53f2\u548c\u7528\u6237\u504f\u597d\u7684\u5b58\u50a8\u4e0e\u68c0\u7d22\u3002Memory \u91c7\u7528 STM\/LTM \u53cc\u5c42\u67b6\u6784\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>STM\uff08\u77ed\u671f\u8bb0\u5fc6\uff09\uff1a\u5b58\u50a8\u5f53\u524d\u4f1a\u8bdd\u7684\u5bf9\u8bdd\u5185\u5bb9<\/li>\n\n\n\n<li>LTM\uff08\u957f\u671f\u8bb0\u5fc6\uff09\uff1a\u901a\u8fc7\u8bed\u4e49\u63d0\u53d6\u4fdd\u7559\u7528\u6237\u504f\u597d\uff08\u5982\u201d\u559c\u6b22\u9760\u7a97\u5ea7\u4f4d\u201d\u3001\u201d\u504f\u597d\u4e0a\u5348\u822a\u73ed\u201d\uff09<\/li>\n<\/ul>\n\n\n\n<p>\u5173\u952e\u7279\u6027\u662f\u81ea\u52a8\u5316\u7ba1\u7406\uff1aAgentCore \u7684 SessionManager \u81ea\u52a8\u52a0\u8f7d\u548c\u4fdd\u5b58 Memory\uff0c\u5f00\u53d1\u8005\u65e0\u9700\u624b\u52a8\u7ba1\u7406\u3002Memory \u6309 actor_id + session_id \u9694\u79bb\uff0c\u786e\u4fdd\u591a\u79df\u6237\u573a\u666f\u4e0b\u7684\u6570\u636e\u5b89\u5168\u3002<\/p>\n\n\n\n<p>LTM \u7684\u8bed\u4e49\u63d0\u53d6\u529f\u80fd\u652f\u6301\u8de8\u4f1a\u8bdd\u68c0\u7d22\uff1a\u7528\u6237\u5728\u7b2c\u4e00\u6b21\u4f1a\u8bdd\u8bf4\u201d\u6211\u559c\u6b22\u9760\u7a97\u5ea7\u4f4d\u201d\uff0c\u51e0\u5929\u540e\u7684\u65b0\u4f1a\u8bdd\u4e2d Agent \u80fd\u81ea\u52a8\u8bb0\u4f4f\u8fd9\u4e2a\u504f\u597d\u5e76\u4e3b\u52a8\u5e94\u7528\u3002<\/p>\n\n\n\n<p><strong>Memory Namespace \u8bbe\u8ba1<\/strong><\/p>\n\n\n\n<p># \u4e09\u4e2a Namespace \u5206\u522b\u5b58\u50a8\u4e0d\u540c\u7c7b\u578b\u7684\u8bb0\u5fc6<\/p>\n\n\n\n<p>retrieval_config = {<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; # \u4f1a\u8bdd\u6458\u8981\uff1a\u5f53\u524d\u4f1a\u8bdd\u7684\u5bf9\u8bdd\u603b\u7ed3<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; f&#8221;\/summaries\/{actor_id}\/{session_id}&#8221;: RetrievalConfig(top_k=5, relevance_score=0.5),<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; # \u7528\u6237\u504f\u597d\uff1a\u8de8\u4f1a\u8bdd\u7684\u957f\u671f\u504f\u597d\uff08\u5982\u5ea7\u4f4d\u3001\u9910\u98df\u3001\u65f6\u95f4\u504f\u597d\uff09<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; f&#8221;\/preferences\/{actor_id}&#8221;: RetrievalConfig(top_k=5, relevance_score=0.7),<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; # \u7528\u6237\u4e8b\u5b9e\uff1a\u5ba2\u89c2\u4fe1\u606f\uff08\u5982\u5e38\u7528\u822a\u7ebf\u3001\u4f1a\u5458\u7b49\u7ea7\uff09<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; f&#8221;\/facts\/{actor_id}&#8221;: RetrievalConfig(top_k=10, relevance_score=0.3)<\/p>\n\n\n\n<p>}<\/p>\n\n\n\n<p><strong>\u8de8\u4f1a\u8bdd\u5386\u53f2\u52a0\u8f7d<\/strong><\/p>\n\n\n\n<p># agent_with_gateway.py<\/p>\n\n\n\n<p>def get_previous_session_history(actor_id: str, current_session_id: str) -&gt; str:<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; &#8220;&#8221;&#8221;<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; \u83b7\u53d6\u7528\u6237\u524d\u51e0\u4e2a session \u7684\u5bf9\u8bdd\u5386\u53f2\uff0c\u6ce8\u5165\u5230 System Prompt<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; \u5b9e\u73b0\u8de8\u4f1a\u8bdd\u7684\u5bf9\u8bdd\u8fde\u7eed\u6027<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; &#8220;&#8221;&#8221;<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; client = boto3.client(&#8216;bedrock-agentcore&#8217;, region_name=os.getenv(&#8220;AWS_REGION&#8221;))<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; # \u83b7\u53d6\u7528\u6237\u7684\u5386\u53f2 session \u5217\u8868<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; sessions_response = client.list_sessions(<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; memoryId=MEMORY_ID,<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; actorId=actor_id,<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; maxResults=MAX_PREVIOUS_SESSIONS + 1<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; )<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; sessions = sessions_response.get(&#8216;sessionSummaries&#8217;, [])<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; # \u6392\u9664\u5f53\u524d session\uff0c\u83b7\u53d6\u524d N \u4e2a session<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; previous_sessions = [s[&#8216;sessionId&#8217;] for s in sessions<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; if s[&#8216;sessionId&#8217;] != current_session_id][:MAX_PREVIOUS_SESSIONS]<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; # \u52a0\u8f7d\u5386\u53f2\u5bf9\u8bdd\u4e8b\u4ef6<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; history_lines = [&#8220;&lt;previous_session_history&gt;&#8221;]<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; history_lines.append(&#8220;The following is the conversation history from the user&#8217;s previous session(s):&#8221;)<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; for previous_session_id in previous_sessions:<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; events_response = client.list_events(<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; memoryId=MEMORY_ID,<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; actorId=actor_id,<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; sessionId=previous_session_id,<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; maxResults=MAX_PREVIOUS_EVENTS<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; )<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; for event in events_response.get(&#8216;events&#8217;, []):<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; for payload_item in event.get(&#8216;payload&#8217;, []):<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; if &#8216;conversational&#8217; in payload_item:<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; conv = payload_item[&#8216;conversational&#8217;]<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; role = conv.get(&#8216;role&#8217;, &#8216;unknown&#8217;)<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; text = conv.get(&#8216;content&#8217;, {}).get(&#8216;text&#8217;, &#8221;)<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; if role == &#8216;USER&#8217;:<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; history_lines.append(f&#8221;User: {text}&#8221;)<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; elif role == &#8216;ASSISTANT&#8217;:<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; history_lines.append(f&#8221;Agent: {text}&#8221;)<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; history_lines.append(&#8220;Use this history to provide continuity if the user refers to previous conversations.&#8221;)<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; history_lines.append(&#8220;&lt;\/previous_session_history&gt;&#8221;)<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; return &#8220;\\n&#8221;.join(history_lines)<\/p>\n\n\n\n<p><strong>System Prompt \u4e2d\u7684 Memory \u4f7f\u7528<\/strong><\/p>\n\n\n\n<p># src\/agent\/system_prompt.py\uff08Memory \u76f8\u5173\u90e8\u5206\uff09<\/p>\n\n\n\n<p>&#8220;&#8221;&#8221;<\/p>\n\n\n\n<p>MEMORY CAPABILITIES:<\/p>\n\n\n\n<p>The system has AgentCore Memory integration that provides:<\/p>\n\n\n\n<p>&#8211; Short-term Memory (STM): Conversation history within the same session<\/p>\n\n\n\n<p>&#8211; Long-term Memory (LTM): Customer preferences and facts across sessions<\/p>\n\n\n\n<p>**How Memory Works:**<\/p>\n\n\n\n<p>&#8211; Memory is automatically managed by AgentCore Memory Session Manager<\/p>\n\n\n\n<p>&#8211; Previous session history may be provided in &lt;previous_session_history&gt; tags<\/p>\n\n\n\n<p>&#8211; Customer preferences may be provided in &lt;user_context&gt; tags<\/p>\n\n\n\n<p>&#8211; You do NOT need to call any special tools &#8211; memory is automatic<\/p>\n\n\n\n<p>**How to use &lt;previous_session_history&gt;:**<\/p>\n\n\n\n<p>1. If you see &lt;previous_session_history&gt; tags, this contains the user&#8217;s conversation from their last session<\/p>\n\n\n\n<p>2. Use this to provide continuity: &#8220;I see from our last conversation that you were asking about&#8230;&#8221;<\/p>\n\n\n\n<p>3. Reference specific details: &#8220;Last time you mentioned booking XYZ789&#8230;&#8221;<\/p>\n\n\n\n<p>4. Proactively offer follow-up: &#8220;Would you like to continue where we left off?&#8221;<\/p>\n\n\n\n<p>5. Example: &#8220;Welcome back! I see from our previous conversation that you had a pending refund request for $5,150. Would you like me to check the status?&#8221;<\/p>\n\n\n\n<p>**How to use &lt;user_context&gt; preferences:**<\/p>\n\n\n\n<p>1. Read the preferences at the start of the conversation<\/p>\n\n\n\n<p>2. Proactively mention them: &#8220;I see you prefer morning flights around 10 AM and window seats&#8221;<\/p>\n\n\n\n<p>3. Apply them when searching\/recommending: &#8220;Based on your preferences, I recommend UA100 at 08:00&#8221;<\/p>\n\n\n\n<p>4. Highlight matching options: &#8220;UA100 has window seats available (2A, 4A)&#8221;<\/p>\n\n\n\n<p>&#8220;&#8221;&#8221;<\/p>\n\n\n\n<p><strong>5.6 Gateway MCP \u5ba2\u6237\u7aef<\/strong><\/p>\n\n\n\n<p>Agent \u901a\u8fc7 Gateway \u8bbf\u95ee MCP \u5de5\u5177\u670d\u52a1\u5668\uff0cGateway \u8d1f\u8d23 OAuth2 \u8ba4\u8bc1\u548c Policy \u6267\u884c\u3002\u5ba2\u6237\u7aef\u5b9e\u73b0\u4e86 Token \u7f13\u5b58\u673a\u5236\uff0c\u907f\u514d\u9891\u7e41\u8bf7\u6c42 Cognito\u3002<\/p>\n\n\n\n<p># src\/gateway\/client.py<\/p>\n\n\n\n<p>from mcp.client.streamable_http import streamablehttp_client<\/p>\n\n\n\n<p>from strands.tools.mcp import MCPClient<\/p>\n\n\n\n<p># Gateway \u914d\u7f6e\uff08\u5168\u90e8\u4ece\u73af\u5883\u53d8\u91cf\u8bfb\u53d6\uff09<\/p>\n\n\n\n<p>GATEWAY_MCP_URL = os.environ.get(&#8220;GATEWAY_MCP_URL&#8221;, &#8220;&#8221;)<\/p>\n\n\n\n<p>GATEWAY_CLIENT_ID = os.environ.get(&#8220;GATEWAY_CLIENT_ID&#8221;, &#8220;&#8221;)<\/p>\n\n\n\n<p>GATEWAY_CLIENT_SECRET = os.environ.get(&#8220;GATEWAY_CLIENT_SECRET&#8221;, &#8220;&#8221;)<\/p>\n\n\n\n<p>GATEWAY_TOKEN_ENDPOINT = os.environ.get(&#8220;GATEWAY_TOKEN_ENDPOINT&#8221;, &#8220;&#8221;)<\/p>\n\n\n\n<p># Token \u7f13\u5b58<\/p>\n\n\n\n<p>_token_cache = {&#8220;token&#8221;: None, &#8220;expires_at&#8221;: None}<\/p>\n\n\n\n<p>def get_oauth_token() -&gt; str:<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; &#8220;&#8221;&#8221;\u83b7\u53d6 OAuth2 \u8bbf\u95ee\u4ee4\u724c\uff08\u5e26\u7f13\u5b58\uff09&#8221;&#8221;&#8221;<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; # \u68c0\u67e5\u7f13\u5b58\u7684 token \u662f\u5426\u6709\u6548<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; if (_token_cache[&#8220;token&#8221;] and<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; _token_cache[&#8220;expires_at&#8221;] and<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; datetime.now() &lt; _token_cache[&#8220;expires_at&#8221;]):<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; return _token_cache[&#8220;token&#8221;]<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; # \u8bf7\u6c42\u65b0 token<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; response = httpx.post(<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; GATEWAY_TOKEN_ENDPOINT,<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; data={<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; &#8220;grant_type&#8221;: &#8220;client_credentials&#8221;,<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; &#8220;client_id&#8221;: GATEWAY_CLIENT_ID,<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; &#8220;client_secret&#8221;: GATEWAY_CLIENT_SECRET,<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; &#8220;scope&#8221;: GATEWAY_SCOPE<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; },<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; headers={&#8220;Content-Type&#8221;: &#8220;application\/x-www-form-urlencoded&#8221;},<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; timeout=30.0<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; )<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; data = response.json()<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; token = data[&#8220;access_token&#8221;]<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; # \u7f13\u5b58 token\uff0c\u63d0\u524d 5 \u5206\u949f\u8fc7\u671f<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; expires_in = data.get(&#8220;expires_in&#8221;, 3600) &#8211; 300<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; _token_cache[&#8220;token&#8221;] = token<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; _token_cache[&#8220;expires_at&#8221;] = datetime.now() + timedelta(seconds=expires_in)<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; return token<\/p>\n\n\n\n<p>def get_gateway_mcp_client() -&gt; MCPClient:<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; &#8220;&#8221;&#8221;\u83b7\u53d6\u914d\u7f6e\u597d\u7684 Gateway MCP \u5ba2\u6237\u7aef&#8221;&#8221;&#8221;<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; access_token = get_oauth_token()<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; return MCPClient(<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; lambda: streamablehttp_client(<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; GATEWAY_MCP_URL,<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; headers={&#8220;Authorization&#8221;: f&#8221;Bearer {access_token}&#8221;}<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; )<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; )<\/p>\n\n\n\n<p><strong>\u516d\u3001\u6d4b\u8bd5\u9a8c\u8bc1<\/strong><\/p>\n\n\n\n<p><strong>6.1 \u6d4b\u8bd5\u573a\u666f\u9a8c\u8bc1<\/strong><\/p>\n\n\n\n<p>\u6211\u4eec\u8bbe\u8ba1\u4e86 5 \u4e2a\u7aef\u5230\u7aef\u6d4b\u8bd5\u573a\u666f\uff08A-E\uff09\uff0c\u8986\u76d6\u7cfb\u7edf\u7684\u6838\u5fc3\u529f\u80fd\u8def\u5f84\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><img loading=\"lazy\" decoding=\"async\" width=\"554\" height=\"143\" src=\"blob:https:\/\/flycloud.io\/3bd27cc3-d0b2-4594-8017-d17f199cc3bd\"><a href=\"https:\/\/d2908q01vomqb2.cloudfront.net\/472b07b9fcf2c2451e8781e944bf5f77cd8457c8\/2026\/04\/10\/based-on-aws-bedrock-agentcore-build-enterprise-intelligent-based-on-aidlc-analytics-deploy-practice-10.png\"><\/a> [\u56fe10]<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p><strong>6.2 \u573a\u666f\u9a8c\u8bc1\u8be6\u60c5<\/strong><\/p>\n\n\n\n<p><strong>\u573a\u666f A\uff1a\u822a\u73ed\u53d6\u6d88\u5168\u989d\u9000\u6b3e\uff08Policy \u81ea\u52a8\u653e\u884c\uff09<\/strong><\/p>\n\n\n\n<p>\u9a8c\u8bc1\u70b9\uff1aIROP \u7b56\u7565\u81ea\u52a8\u6267\u884c\uff0c\u65e0\u9700\u4eba\u5de5\u5e72\u9884\uff0c\u7b26\u5408 DOT \u5408\u89c4\u8981\u6c42<\/p>\n\n\n\n<p>\u7528\u6237: &#8220;My flight was cancelled, I need a refund. ABC123, Smith&#8221;<\/p>\n\n\n\n<p>Agent \u6267\u884c\u6d41\u7a0b:<\/p>\n\n\n\n<p>&nbsp; [1] verify_customer(pnr=&#8221;ABC123&#8243;, last_name=&#8221;Smith&#8221;)<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; \u2192 {&#8220;verified&#8221;: true, &#8220;user_id&#8221;: &#8220;U001&#8221;, &#8220;passenger_name&#8221;: &#8220;John Smith&#8221;}<\/p>\n\n\n\n<p>&nbsp; [2] get_flight_status(flight_number=&#8221;UA1234&#8243;)<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; \u2192 {&#8220;status&#8221;: &#8220;CANCELLED&#8221;, &#8220;cancellation_reason&#8221;: &#8220;WEATHER&#8221;}<\/p>\n\n\n\n<p>&nbsp; [3] full_refund(pnr=&#8221;ABC123&#8243;, flight_status=&#8221;CANCELLED&#8221;)<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; \u2192 Gateway Policy \u68c0\u67e5: status=&#8221;CANCELLED&#8221; \u5339\u914d irop_full_refund_permit<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; \u2192 Policy \u51b3\u7b56: PERMIT\uff08DOT \u5408\u89c4\u8981\u6c42\uff09<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; \u2192 {&#8220;status&#8221;: &#8220;success&#8221;, &#8220;amount&#8221;: 450.00, &#8220;transaction_id&#8221;: &#8220;TXN-20260125-0001&#8221;,<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; &#8220;refund_type&#8221;: &#8220;IROP_FULL_REFUND&#8221;, &#8220;reason&#8221;: &#8220;Flight CANCELLED &#8211; DOT compliance&#8221;}<\/p>\n\n\n\n<p>Agent \u54cd\u5e94:<\/p>\n\n\n\n<p>&nbsp; &#8220;I&#8217;m very sorry to hear about your flight cancellation, Mr. Smith. I&#8217;ve processed<\/p>\n\n\n\n<p>&nbsp;&nbsp; a full refund of $450.00 to your Visa-4321. Transaction ID: TXN-20260125-0001.<\/p>\n\n\n\n<p>&nbsp;&nbsp; The refund will be reflected in 3-5 business days.&#8221;<\/p>\n\n\n\n<p><strong>\u573a\u666f B\uff1a\u9ad8\u989d\u9000\u6b3e\u4eba\u5de5\u5ba1\u6279\uff08Policy \u62e6\u622a\uff09<\/strong><\/p>\n\n\n\n<p>\u9a8c\u8bc1\u70b9\uff1a\u9ad8\u98ce\u9669\u64cd\u4f5c\u5f3a\u5236\u4eba\u5de5\u5ba1\u6279\uff0cHuman in the Loop \u673a\u5236\u751f\u6548<\/p>\n\n\n\n<p>\u7528\u6237: &#8220;I need to cancel my international business class ticket and get a refund.<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; XYZ789, Johnson&#8221;<\/p>\n\n\n\n<p>Agent \u6267\u884c\u6d41\u7a0b:<\/p>\n\n\n\n<p>&nbsp; [1] verify_customer(pnr=&#8221;XYZ789&#8243;, last_name=&#8221;Johnson&#8221;)<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; \u2192 {&#8220;verified&#8221;: true, &#8220;user_id&#8221;: &#8220;U002&#8221;, &#8220;passenger_name&#8221;: &#8220;Jane Johnson&#8221;}<\/p>\n\n\n\n<p>&nbsp; [2] get_reservation_details(pnr=&#8221;XYZ789&#8243;)<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; \u2192 {&#8220;amount_paid&#8221;: 5500.00, &#8220;cabin&#8221;: &#8220;Business&#8221;, &#8220;route&#8221;: &#8220;JFK-LHR&#8221;}<\/p>\n\n\n\n<p>&nbsp; [3] calculate_refund(pnr=&#8221;XYZ789&#8243;)<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; \u2192 {&#8220;gross_amount&#8221;: 5500.00, &#8220;cancellation_fee&#8221;: 350.00, &#8220;net_refund&#8221;: 5150.00}<\/p>\n\n\n\n<p>&nbsp; [4] process_refund(pnr=&#8221;XYZ789&#8243;, amount=5150)<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; \u2192 Gateway Policy \u68c0\u67e5: amount=5150 &gt; threshold=1000<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; \u2192 Policy \u51b3\u7b56: BLOCK\uff08high_value_refund_protection\uff09<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; \u2192 \u8fd4\u56de policy_violation\uff0cAgent \u81ea\u52a8\u8f6c\u5165\u5ba1\u6279\u6d41\u7a0b<\/p>\n\n\n\n<p>&nbsp; [5] submit_manual_approval(pnr=&#8221;XYZ789&#8243;, amount=5150, reason=&#8221;Customer requested cancellation&#8221;)<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; \u2192 {&#8220;ticket_id&#8221;: &#8220;APPR-20260125-001&#8221;, &#8220;status&#8221;: &#8220;PENDING&#8221;,<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; &#8220;estimated_time&#8221;: &#8220;2 hours&#8221;, &#8220;priority&#8221;: &#8220;high&#8221;}<\/p>\n\n\n\n<p>Agent \u54cd\u5e94:<\/p>\n\n\n\n<p>&nbsp; &#8220;Ms. Johnson, your refund request for $5,150.00 exceeds our automatic approval<\/p>\n\n\n\n<p>&nbsp;&nbsp; threshold. I&#8217;ve submitted it for supervisor review. Your approval ticket ID is<\/p>\n\n\n\n<p>&nbsp;&nbsp; APPR-20260125-001, and you should receive a decision within 2 hours. Is there<\/p>\n\n\n\n<p>&nbsp;&nbsp; anything else I can help you with?&#8221;<\/p>\n\n\n\n<p><strong>\u573a\u666f C\uff1a\u91d1\u5361\u4f1a\u5458\u6539\u7b7e\u8d39\u8c41\u514d\uff08\u591a\u5de5\u5177\u534f\u4f5c\uff09<\/strong><\/p>\n\n\n\n<p>\u9a8c\u8bc1\u70b9\uff1a\u4f1a\u5458\u6743\u76ca\u81ea\u52a8\u8bc6\u522b\uff0cPolicy \u63a7\u5236\u8d39\u7528\u8c41\u514d\uff0c7 \u4e2a\u5de5\u5177\u534f\u8c03\u5b8c\u6210\u6539\u7b7e<\/p>\n\n\n\n<p>\u7528\u6237: &#8220;I need to change my flight from Monday to Tuesday. DEF456, Williams&#8221;<\/p>\n\n\n\n<p>Agent \u6267\u884c\u6d41\u7a0b:<\/p>\n\n\n\n<p>&nbsp; [1] verify_customer(pnr=&#8221;DEF456&#8243;, last_name=&#8221;Williams&#8221;)<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; \u2192 {&#8220;verified&#8221;: true, &#8220;user_id&#8221;: &#8220;U003&#8221;, &#8220;passenger_name&#8221;: &#8220;Sarah Williams&#8221;}<\/p>\n\n\n\n<p>&nbsp; [2] get_loyalty_tier(user_id=&#8221;U003&#8243;)<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; \u2192 {&#8220;loyalty_tier&#8221;: &#8220;gold&#8221;, &#8220;tier_points&#8221;: 50000}<\/p>\n\n\n\n<p>&nbsp; [3] get_reservation_details(pnr=&#8221;DEF456&#8243;)<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; \u2192 {&#8220;flight_number&#8221;: &#8220;UA5679&#8221;, &#8220;route&#8221;: &#8220;SFO-LAX&#8221;, &#8220;departure_date&#8221;: &#8220;2026-01-27&#8221;}<\/p>\n\n\n\n<p>&nbsp; [4] search_flights(origin=&#8221;SFO&#8221;, destination=&#8221;LAX&#8221;, date=&#8221;2026-01-28&#8243;)<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; \u2192 {&#8220;flights&#8221;: [<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; {&#8220;flight_number&#8221;: &#8220;UA5680&#8221;, &#8220;time&#8221;: &#8220;10:00&#8221;, &#8220;fare&#8221;: 180.00},<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; {&#8220;flight_number&#8221;: &#8220;UA5682&#8221;, &#8220;time&#8221;: &#8220;14:00&#8221;, &#8220;fare&#8221;: 180.00},<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; {&#8220;flight_number&#8221;: &#8220;UA5684&#8221;, &#8220;time&#8221;: &#8220;18:00&#8221;, &#8220;fare&#8221;: 210.00}<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; ]}<\/p>\n\n\n\n<p>\u7528\u6237: &#8220;I&#8217;ll take the 10:00 AM flight.&#8221;<\/p>\n\n\n\n<p>&nbsp; [5] calculate_change_cost(old_flight=&#8221;UA5679&#8243;, new_flight=&#8221;UA5680&#8243;)<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; \u2192 {&#8220;base_change_fee&#8221;: 200.00, &#8220;fare_difference&#8221;: 0, &#8220;total_without_waiver&#8221;: 200.00}<\/p>\n\n\n\n<p>&nbsp; [6] waive_change_fee(pnr=&#8221;DEF456&#8243;, loyalty_tier=&#8221;gold&#8221;)<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; \u2192 Gateway Policy \u68c0\u67e5: loyalty_tier=&#8221;gold&#8221; \u2208 eligible_tiers<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; \u2192 Policy \u51b3\u7b56: PERMIT\uff08loyalty_change_fee_waiver\uff09<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; \u2192 {&#8220;fee_waived&#8221;: true, &#8220;waived_amount&#8221;: 200.00, &#8220;reason&#8221;: &#8220;Gold member privilege&#8221;}<\/p>\n\n\n\n<p>&nbsp; [7] update_booking(pnr=&#8221;DEF456&#8243;, new_flight=&#8221;UA5680&#8243;)<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; \u2192 {&#8220;success&#8221;: true, &#8220;new_confirmation&#8221;: &#8220;DEF456-42&#8221;, &#8220;new_flight&#8221;: &#8220;UA5680&#8221;}<\/p>\n\n\n\n<p>Agent \u54cd\u5e94:<\/p>\n\n\n\n<p>&nbsp; &#8220;Great choice, Ms. Williams! As a valued Gold member, I&#8217;ve waived the $200 change<\/p>\n\n\n\n<p>&nbsp;&nbsp; fee for you. Your flight has been changed to UA5680 departing at 10:00 AM on<\/p>\n\n\n\n<p>&nbsp;&nbsp; Tuesday. Your new confirmation number is DEF456-42.&#8221;<\/p>\n\n\n\n<p><strong>\u573a\u666f E\uff1a\u504f\u597d\u8bb0\u5fc6\uff08LTM \u8de8\u4f1a\u8bdd\uff09<\/strong><\/p>\n\n\n\n<p>[\u7b2c 1 \u6b21\u4f1a\u8bdd]<\/p>\n\n\n\n<p>\u7528\u6237: &#8220;\u6211\u559c\u6b22\u9760\u7a97\u5ea7\u4f4d&#8221;<\/p>\n\n\n\n<p>Agent: [\u5199\u5165 Memory A LTM] \u2192 \u5b58\u50a8\u7528\u6237\u504f\u597d<\/p>\n\n\n\n<p>[\u7b2c 2 \u6b21\u4f1a\u8bdd\uff0c3 \u5929\u540e]<\/p>\n\n\n\n<p>\u7528\u6237: &#8220;\u5e2e\u6211\u8ba2\u5f20\u7968&#8221;<\/p>\n\n\n\n<p>Agent: [\u4ece Memory A LTM \u8bfb\u53d6] \u2192 \u68c0\u7d22\u5230&#8221;\u559c\u6b22\u9760\u7a97&#8221;<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; \u54cd\u5e94: &#8220;\u4e3a\u60a8\u9009\u62e9\u4e86\u9760\u7a97\u5ea7\u4f4d&#8221;<\/p>\n\n\n\n<p>AIDLC \u9a8c\u8bc1: \u2713 No Duplication\uff08Memory A \u662f\u552f\u4e00\u6570\u636e\u6e90\uff09<\/p>\n\n\n\n<p><strong>\u573a\u666f D\uff1a\u5ba1\u6279\u72b6\u6001\u67e5\u8be2\uff08STM \u4f1a\u8bdd\u5185\u8bb0\u5fc6\uff09<\/strong><\/p>\n\n\n\n<p>\u9a8c\u8bc1\u70b9\uff1aAgent \u65e0\u9700\u7528\u6237\u91cd\u590d\u63d0\u4f9b ticket_id\uff0cSTM \u81ea\u52a8\u4fdd\u6301\u4f1a\u8bdd\u4e0a\u4e0b\u6587<\/p>\n\n\n\n<p>[\u5ef6\u7eed\u573a\u666f B \u7684\u4f1a\u8bdd]<\/p>\n\n\n\n<p>\u7528\u6237: &#8220;What&#8217;s the status of my refund approval?&#8221;<\/p>\n\n\n\n<p>Agent \u6267\u884c\u6d41\u7a0b:<\/p>\n\n\n\n<p>&nbsp; \u2192 Memory STM \u68c0\u7d22: \u5f53\u524d\u4f1a\u8bdd\u4e2d\u5b58\u5728 ticket_id=&#8221;APPR-20260125-001&#8243;<\/p>\n\n\n\n<p>&nbsp; [1] check_approval_status(ticket_id=&#8221;APPR-20260125-001&#8243;)<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; \u2192 {&#8220;ticket_id&#8221;: &#8220;APPR-20260125-001&#8221;, &#8220;status&#8221;: &#8220;PENDING&#8221;,<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; &#8220;submitted_at&#8221;: &#8220;2026-01-25T10:30:00&#8221;, &#8220;estimated_time&#8221;: &#8220;2 hours&#8221;}<\/p>\n\n\n\n<p>Agent \u54cd\u5e94:<\/p>\n\n\n\n<p>&nbsp; &#8220;Your refund approval (APPR-20260125-001) is still pending review. It was<\/p>\n\n\n\n<p>&nbsp;&nbsp; submitted about 30 minutes ago, and you should hear back within the next<\/p>\n\n\n\n<p>&nbsp;&nbsp; 1.5 hours. I&#8217;ll make sure to notify you once it&#8217;s approved.&#8221;<\/p>\n\n\n\n<p><strong>\u573a\u666f E\uff1a\u504f\u597d\u8bb0\u5fc6\u9884\u8ba2\uff08LTM \u8de8\u4f1a\u8bdd\u8bb0\u5fc6\uff09<\/strong><\/p>\n\n\n\n<p>\u9a8c\u8bc1\u70b9\uff1aLTM \u8de8\u4f1a\u8bdd\u4fdd\u7559\u7528\u6237\u504f\u597d\uff0cAgent \u4e3b\u52a8\u5e94\u7528\u504f\u597d\u63a8\u8350\uff0c\u5b9e\u73b0\u4e2a\u6027\u5316\u670d\u52a1<\/p>\n\n\n\n<p>[Session 1 &#8211; \u9996\u6b21\u9884\u8ba2]<\/p>\n\n\n\n<p>\u7528\u6237: &#8220;I&#8217;d like to book a business class ticket from SFO to NYC for Feb 4th.<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; I prefer morning flights around 10 AM and window seats.&#8221;<\/p>\n\n\n\n<p>Agent \u6267\u884c\u6d41\u7a0b:<\/p>\n\n\n\n<p>&nbsp; [1] search_flights(origin=&#8221;SFO&#8221;, destination=&#8221;NYC&#8221;, date=&#8221;2026-02-04&#8243;)<\/p>\n\n\n\n<p>&nbsp; [2] book_flight(user_id=&#8221;U005&#8243;, flight_number=&#8221;UA100&#8243;, cabin=&#8221;Business&#8221;, seat=&#8221;2A&#8221;)<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; \u2192 {&#8220;pnr&#8221;: &#8220;EMI001&#8221;, &#8220;seat&#8221;: &#8220;2A&#8221;, &#8220;fare&#8221;: 1200.00}<\/p>\n\n\n\n<p>&nbsp; \u2192 Memory LTM \u81ea\u52a8\u63d0\u53d6\u5e76\u5b58\u50a8\u7528\u6237\u504f\u597d:<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; &#8211; \/preferences\/U005: &#8220;prefers morning flights around 10 AM&#8221;<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; &#8211; \/preferences\/U005: &#8220;prefers window seats&#8221;<\/p>\n\n\n\n<p>&#8212;<\/p>\n\n\n\n<p>[Session 2 &#8211; 3 \u5929\u540e\u7684\u65b0\u4f1a\u8bdd]<\/p>\n\n\n\n<p>\u7528\u6237: &#8220;I need to book another flight, NYC to LA on Feb 10th&#8221;<\/p>\n\n\n\n<p>Agent \u6267\u884c\u6d41\u7a0b:<\/p>\n\n\n\n<p>&nbsp; \u2192 Memory LTM \u68c0\u7d22: \/preferences\/U005<\/p>\n\n\n\n<p>&nbsp; \u2192 \u68c0\u7d22\u7ed3\u679c\u6ce8\u5165 &lt;user_context&gt;:<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; &#8220;User preferences: morning flights around 10 AM, window seats&#8221;<\/p>\n\n\n\n<p>&nbsp; [1] search_flights(origin=&#8221;NYC&#8221;, destination=&#8221;LAX&#8221;, date=&#8221;2026-02-10&#8243;)<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; \u2192 {&#8220;flights&#8221;: [<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; {&#8220;flight_number&#8221;: &#8220;UA401&#8221;, &#8220;time&#8221;: &#8220;08:00&#8221;, &#8220;fare&#8221;: 320.00},<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp; &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;{&#8220;flight_number&#8221;: &#8220;UA403&#8221;, &#8220;time&#8221;: &#8220;10:15&#8221;, &#8220;fare&#8221;: 350.00},&nbsp; \u2190 \u6700\u5339\u914d\u504f\u597d<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; {&#8220;flight_number&#8221;: &#8220;UA405&#8221;, &#8220;time&#8221;: &#8220;14:30&#8221;, &#8220;fare&#8221;: 380.00},<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; {&#8220;flight_number&#8221;: &#8220;UA407&#8221;, &#8220;time&#8221;: &#8220;18:00&#8221;, &#8220;fare&#8221;: 290.00}<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; ]}<\/p>\n\n\n\n<p>Agent \u54cd\u5e94:<\/p>\n\n\n\n<p>&nbsp; &#8220;Welcome back, Ms. Davis! I see you prefer morning flights around 10 AM and<\/p>\n\n\n\n<p>&nbsp;&nbsp; window seats. Based on your preferences, I recommend UA403 departing at 10:15 AM<\/p>\n\n\n\n<p>&nbsp;&nbsp; &#8211; it&#8217;s closest to your preferred time and has window seats available (10A, 11A).<\/p>\n\n\n\n<p>&nbsp;&nbsp; Would you like me to book this flight for you?&#8221;<\/p>\n\n\n\n<p><strong>6.3 \u6d4b\u8bd5\u6570\u636e\u8bf4\u660e<\/strong><\/p>\n\n\n\n<p>\u9879\u76ee\u63d0\u4f9b\u4e86\u5b8c\u6574\u7684\u6d4b\u8bd5\u6570\u636e\u96c6\uff0c\u652f\u6301\u4e0a\u8ff0\u6240\u6709\u573a\u666f\u7684\u9a8c\u8bc1\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><img loading=\"lazy\" decoding=\"async\" width=\"554\" height=\"113\" src=\"blob:https:\/\/flycloud.io\/cb7e7401-73ba-4d39-ac5b-7bab9e965a7f\"><a href=\"https:\/\/d2908q01vomqb2.cloudfront.net\/472b07b9fcf2c2451e8781e944bf5f77cd8457c8\/2026\/04\/10\/based-on-aws-bedrock-agentcore-build-enterprise-intelligent-based-on-aidlc-analytics-deploy-practice-11.png\"><\/a> [\u56fe11]<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u6d4b\u8bd5\u7528\u6237\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><img loading=\"lazy\" decoding=\"async\" width=\"554\" height=\"141\" src=\"blob:https:\/\/flycloud.io\/0e21a941-c495-493e-9160-791c025d6f31\"><a href=\"https:\/\/d2908q01vomqb2.cloudfront.net\/472b07b9fcf2c2451e8781e944bf5f77cd8457c8\/2026\/04\/10\/based-on-aws-bedrock-agentcore-build-enterprise-intelligent-based-on-aidlc-analytics-deploy-practice-12.png\"><\/a> [\u56fe12]<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p><strong>\u4e03\u3001\u603b\u7ed3<\/strong><\/p>\n\n\n\n<p><strong>7.1 \u672c\u6587\u56de\u987e<\/strong><\/p>\n\n\n\n<p>\u672c\u6587\u4ecb\u7ecd\u4e86\u5982\u4f55\u57fa\u4e8e AWS Bedrock AgentCore \u6784\u5efa\u4f01\u4e1a\u7ea7\u822a\u7a7a\u5ba2\u670d\u667a\u80fd\u4f53\uff0c\u5b8c\u6574\u5b9e\u73b0\u4e86\u4ece\u9700\u6c42\u5206\u6790\u5230\u529f\u80fd\u9a8c\u8bc1\u7684\u5168\u6d41\u7a0b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Agent \u5c42\uff1a\u57fa\u4e8e Strands Agents SDK \u6784\u5efa\uff0c\u901a\u8fc7\u7cbe\u5fc3\u8bbe\u8ba1\u7684 System Prompt \u5b9a\u4e49 16 \u4e2a\u5de5\u5177\u7684\u4f7f\u7528\u89c4\u8303\u548c 5 \u7c7b\u573a\u666f\u7684\u6807\u51c6\u5de5\u4f5c\u6d41\u7a0b<\/li>\n\n\n\n<li>Runtime \u5c42\uff1aAgentCore Runtime \u63d0\u4f9b\u6258\u7ba1\u8fd0\u884c\u73af\u5883\uff0c\u652f\u6301\u5bb9\u5668\u5316\u90e8\u7f72\u3001\u81ea\u52a8\u6269\u7f29\u5bb9\u3001\u4f1a\u8bdd\u7ba1\u7406\uff0c\u901a\u8fc7 @app.entrypoint \u88c5\u9970\u5668\u5b9a\u4e49\u7edf\u4e00\u5165\u53e3<\/li>\n\n\n\n<li>Gateway \u5c42\uff1aAgentCore Gateway \u4f5c\u4e3a\u5de5\u5177\u8c03\u7528\u7684\u7edf\u4e00\u5165\u53e3\uff0c\u6bcf\u4e2a MCP \u5de5\u5177\u5bf9\u5e94\u4e00\u6761 Policy \u89c4\u5219\uff08\u5171 16 \u6761\uff09\uff0c\u5b9e\u73b0\u7ec6\u7c92\u5ea6\u7684\u8bbf\u95ee\u63a7\u5236\u548c\u53c2\u6570\u6821\u9a8c\uff0c\u5c06\u4e1a\u52a1\u89c4\u5219\u4e0e Agent \u903b\u8f91\u5f7b\u5e95\u89e3\u8026<\/li>\n\n\n\n<li>Identity \u5c42\uff1a\u96c6\u6210 <a href=\"https:\/\/aws.amazon.com\/cn\/cognito\/\">Amazon Cognito<\/a> \u5b9e\u73b0\u53cc\u91cd\u8ba4\u8bc1\u2014\u2014\u7528\u6237\u8ba4\u8bc1\uff08JWT Token\uff09\u786e\u4fdd\u7ec8\u7aef\u7528\u6237\u8eab\u4efd\uff0cGateway OAuth2\uff08Client Credentials\uff09\u786e\u4fdd\u670d\u52a1\u95f4\u8c03\u7528\u5b89\u5168\uff1b\u4ece JWT \u4e2d\u63d0\u53d6 actor_id \u5b9e\u73b0\u591a\u79df\u6237\u6570\u636e\u9694\u79bb<\/li>\n\n\n\n<li>Memory \u5c42\uff1aAgentCore Memory \u63d0\u4f9b STM\/LTM \u53cc\u5c42\u67b6\u6784\uff0cSTM \u4fdd\u6301\u4f1a\u8bdd\u4e0a\u4e0b\u6587\uff0cLTM \u5b9e\u73b0\u8de8\u4f1a\u8bdd\u504f\u597d\u8bb0\u5fc6\uff1bSessionManager \u81ea\u52a8\u7ba1\u7406\u8bfb\u5199\uff0c\u6309 actor_id + session_id \u9694\u79bb\u6570\u636e<\/li>\n\n\n\n<li>\u5de5\u5177\u5c42\uff1a16 \u4e2a MCP \u5de5\u5177\u90e8\u7f72\u5728\u72ec\u7acb\u7684 ECS \u670d\u52a1\u4e0a\uff0c\u8986\u76d6\u8eab\u4efd\u9a8c\u8bc1\u3001\u822a\u73ed\u67e5\u8be2\u3001\u9000\u6b3e\u5904\u7406\u3001\u6539\u7b7e\u64cd\u4f5c\u3001\u5ba1\u6279\u6d41\u7a0b\u3001\u9884\u8ba2\u670d\u52a1\u516d\u5927\u7c7b\u4e1a\u52a1\u80fd\u529b<\/li>\n\n\n\n<li>Observability \u5c42\uff1a\u7ed3\u6784\u5316\u65e5\u5fd7\uff0c\u5173\u952e\u64cd\u4f5c\u5168\u7a0b\u53ef\u8ffd\u8e2a\uff0c\u652f\u6301\u4e0e CloudWatch \u96c6\u6210\u5b9e\u73b0\u96c6\u4e2d\u76d1\u63a7<\/li>\n<\/ul>\n\n\n\n<p>\u7cfb\u7edf\u67b6\u6784\u9075\u5faa\u5173\u952e\u8bbe\u8ba1\u539f\u5219\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Human in the Loop\uff1a\u9ad8\u98ce\u9669\u64cd\u4f5c\uff08\u5982\u9ad8\u989d\u9000\u6b3e &gt;$1000\uff09\u5f3a\u5236\u4eba\u5de5\u5ba1\u6279\uff0cGateway Policy \u81ea\u52a8\u62e6\u622a\u5e76\u5f15\u5bfc\u8fdb\u5165\u5ba1\u6279\u6d41\u7a0b<\/li>\n\n\n\n<li>\u7b56\u7565\u4e0e\u903b\u8f91\u5206\u79bb\uff1a16 \u6761 Policy \u89c4\u5219\u4ee5\u58f0\u660e\u5f0f\u914d\u7f6e\u5b9a\u4e49\uff0c\u72ec\u7acb\u4e8e Agent \u4ee3\u7801\uff0c\u652f\u6301\u70ed\u66f4\u65b0\u65e0\u9700\u91cd\u65b0\u90e8\u7f72<\/li>\n\n\n\n<li>\u5355\u4e00\u6570\u636e\u6e90\uff1aMemory \u4f5c\u4e3a\u5bf9\u8bdd\u5386\u53f2\u548c\u7528\u6237\u504f\u597d\u7684\u552f\u4e00\u5b58\u50a8\uff0c\u907f\u514d\u6570\u636e\u5197\u4f59\u548c\u4e00\u81f4\u6027\u95ee\u9898<\/li>\n\n\n\n<li>\u96f6\u4fe1\u4efb\u5b89\u5168\uff1a\u6240\u6709\u654f\u611f\u914d\u7f6e\u901a\u8fc7\u73af\u5883\u53d8\u91cf\u6ce8\u5165\uff0cToken \u7f13\u5b58\u673a\u5236\u51cf\u5c11\u8ba4\u8bc1\u5f00\u9500\uff0cJWT \u89e3\u6790\u63d0\u53d6\u7528\u6237\u8eab\u4efd<\/li>\n<\/ul>","protected":false},"excerpt":{"rendered":"<p>\u4e00\u3001\u5f15\u8a00 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