{"id":396,"date":"2026-07-14T20:51:22","date_gmt":"2026-07-14T12:51:22","guid":{"rendered":"https:\/\/flycloud.io\/?p=396"},"modified":"2026-10-07T21:15:36","modified_gmt":"2026-10-07T13:15:36","slug":"%e5%9f%ba%e4%ba%8e-bedrock-agentcore-memory-%e6%9e%84%e5%bb%ba%e5%85%b7%e5%a4%87%e9%95%bf%e6%9c%9f%e8%ae%b0%e5%bf%86%e7%9a%84-ai-agent","status":"publish","type":"post","link":"https:\/\/flycloud.io\/en\/2026\/07\/14\/%e5%9f%ba%e4%ba%8e-bedrock-agentcore-memory-%e6%9e%84%e5%bb%ba%e5%85%b7%e5%a4%87%e9%95%bf%e6%9c%9f%e8%ae%b0%e5%bf%86%e7%9a%84-ai-agent\/","title":{"rendered":"\u57fa\u4e8e Bedrock AgentCore Memory \u6784\u5efa\u5177\u5907\u957f\u671f\u8bb0\u5fc6\u7684 AI Agent"},"content":{"rendered":"

\u4e00\u3001\u80cc\u666f\u4e0e\u8bbe\u8ba1\u7406\u5ff5<\/strong><\/p>\n\n\n\n

1.1 \u65e0\u72b6\u6001\u5e26\u6765\u7684\u73b0\u5b9e\u56f0\u6270<\/strong><\/p>\n\n\n\n

\u5927\u8bed\u8a00\u6a21\u578b\u5929\u751f\u662f\u65e0\u72b6\u6001\u7684\u3002\u6a21\u578b\u6bcf\u6b21\u53ea\u5904\u7406\u5f53\u524d\u8fd9\u6bb5\u4e0a\u4e0b\u6587\uff0c\u56de\u590d\u4e00\u751f\u6210\u5b8c\u5c31\u7ed3\u675f\uff0c\u4f1a\u8bdd\u4e00\u5173\uff0c\u4e0a\u4e0b\u6587\u5c31\u88ab\u6574\u6bb5\u4e22\u6389\uff0c\u4e0b\u6b21\u518d\u8fdb\u6765\u53c8\u662f\u4e00\u5f20\u767d\u7eb8\u3002 \u800c\u5728\u65e5\u5e38\u5f00\u53d1\u4e2d\uff0c\u5c3d\u7ba1\u6709\u5f88\u591a\u5b9e\u8df5\uff0c\u5df2\u901a\u8fc7\u63d0\u793a\u8bcd\u7684\u6e10\u8fdb\u5f0f\u62ab\u9732\u3001\u9879\u76ee\u89c4\u8303\u7684\u56e2\u961f\u5171\u4eab\u4ee5\u53ca Agent \u5de5\u5177\u7684\u672c\u5730\u8bb0\u5fc6\uff0c\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u5b9e\u73b0\u4e86\u5927\u6a21\u578b\u7684\u72b6\u6001\u5b58\u50a8\u4e0e\u8bb0\u5fc6\u7ba1\u7406\uff0c\u4f46\u662f\u73b0\u6709\u8bb0\u5fc6\u662f\u6309\u673a\u5668\u3001\u6309\u9879\u76ee\u3001\u9760\u6587\u4ef6\u540d\u7684\uff0c\u800c\u6211\u4eec\u771f\u6b63\u60f3\u8981\u7684\uff0c\u662f\u4e00\u5957\u80fd\u8de8\u7ec8\u7aef\u3001\u8de8\u9879\u76ee\u3001\u8fd8\u80fd\u6309\u8bed\u4e49\u53bb\u627e\u7684\u8bb0\u5fc6\uff0c\u4ece\u800c\u5b9e\u73b0\u4e2a\u4eba\u591a\u7ec8\u7aef\/\u8de8\u591a\u9879\u76ee\u7684\u7ecf\u9a8c\u6559\u8bad\u7684\u81ea\u52a8\u79ef\u7d2f\uff0c\u8fdb\u800c\u5ef6\u4f38\u5230\u56e2\u961f\u5185\u7684\u7ecf\u9a8c\u6559\u8bad\u7684\u81ea\u52a8\u79ef\u7d2f\u4e0e\u5206\u4eab\u3002<\/p>\n\n\n\n

\u672c\u6587\u5c31\u4ee5 Claude Code \u4e3a\u4f8b\uff0c\u4ecb\u7ecd\u4e00\u5957\u57fa\u4e8e Amazon Bedrock AgentCore Memory \u5b9e\u73b0\u7684\u591a\u7ec8\u7aef\u5171\u4eab\u56e2\u961f\u957f\u671f\u8bb0\u5fc6\u7684\u65b9\u6848\u3002<\/p>\n\n\n\n

1.2 \u4e0d\u66ff\u4ee3\uff0c\u800c\u662f\u591a\u52a0\u4e00\u5c42<\/strong><\/p>\n\n\n\n

\u6211\u4eec\u7684\u505a\u6cd5\u4e0d\u662f\u6539\u9020\u5185\u7f6e auto-memory\uff0c\u800c\u662f\u5728\u5b83\u4e0a\u9762\u53e0\u4e00\u5c42\u4e91\u7aef\u8bed\u4e49\u8bb0\u5fc6\uff1a<\/p>\n\n\n\n

<\/td>\u5c42\u7ea7<\/td>\u7cfb\u7edf<\/td>\u804c\u8d23<\/td>\u5b58\u50a8<\/td>\u68c0\u7d22<\/td><\/tr>
1<\/td>\u7b2c\u4e00\u5c42<\/td>Claude Code \u5185\u7f6e auto-memory<\/td>\u9879\u76ee\u7ea7\u4e0a\u4e0b\u6587\u3001\u5373\u65f6\u53cd\u9988<\/td>\u672c\u5730 Markdown<\/td>LLM \u63a8\u65ad\u6587\u4ef6\u540d<\/td><\/tr>
2<\/td>\u7b2c\u4e8c\u5c42<\/td>AgentCore Memory MCP\uff08\u672c\u65b9\u6848\uff09<\/td>\u8de8\u8bbe\u5907\u77e5\u8bc6\u3001\u957f\u671f\u504f\u597d\u3001\u60c5\u666f\u5957\u8def<\/td>AWS \u4e91\u7aef\u5411\u91cf\u5e93<\/td>\u8bed\u4e49\u641c\u7d22<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

\u4e24\u5c42\u5404\u7ba1\u5404\u7684\uff0c\u4e92\u4e0d\u6253\u6270\uff1a\u672c\u65b9\u6848\u4e0d\u53bb\u78b0 ~\/.claude\/projects\/*\/memory\/\uff0c\u5185\u7f6e\u8bb0\u5fc6\u4e5f\u611f\u77e5\u4e0d\u5230 MCP Server \u7684\u5b58\u5728\u3002Claude \u540c\u65f6\u770b\u7740\u8fd9\u4e24\u4e2a\u4fe1\u606f\u6e90\uff0c\u81ea\u5df1\u5224\u65ad\u4ec0\u4e48\u65f6\u5019\u8be5\u7528\u54ea\u4e2a\u3002\u672c\u5730\u8fd9\u5c42\u56fe\u7684\u662f\u5feb\uff0c\u4e91\u7aef\u90a3\u5c42\u56fe\u7684\u662f\u8bb0\u5f97\u4e45\u3001\u8de8\u5f97\u5f00\u3002<\/p>\n\n\n\n

\u800c\u6491\u8d77\u4e91\u7aef\u8fd9\u5c42\u7684\uff0c\u6b63\u662f Amazon Bedrock<\/a> AgentCore Memory\u3002\u8fd9\u662f AWS \u5728 2025 \u5e74\u63a8\u51fa\u7684\u5168\u6258\u7ba1 Agent \u8bb0\u5fc6\u670d\u52a1\u3002\u8fc7\u53bb\u5f00\u53d1\u8005\u5f97\u81ea\u5df1\u62fc\u7684\u90a3\u5957\u57fa\u7840\u8bbe\u65bd\uff0c\u5bf9\u8bdd\u5b58\u50a8\u3001\u5411\u91cf\u5e93\u3001\u68c0\u7d22\u903b\u8f91\uff0c\u5b83\u90fd\u6253\u5305\u6210\u4e86\u4e00\u4e2a\u5f00\u7bb1\u5373\u7528\u7684\u670d\u52a1\uff0c\u5e76\u63d0\u4f9b\u4e24\u7c7b\u8bb0\u5fc6\u3002<\/p>\n\n\n\n

\u4e00\u7c7b\u662f\u77ed\u671f\u8bb0\u5fc6\uff0c\u628a\u539f\u59cb\u5bf9\u8bdd\u4ee5\u4e0d\u53ef\u53d8\u4e8b\u4ef6\uff08event\uff09\u7684\u5f62\u5f0f\uff0c\u6309 actorId \u52a0 sessionId \u5b58\u4e0b\u6765\u3002\u54ea\u6015\u670d\u52a1\u91cd\u542f\u4e86\u3001\u7528\u6237\u9694\u5929\u624d\u56de\u6765\uff0c\u4e0a\u4e0b\u6587\u90fd\u80fd\u539f\u6837\u6062\u590d\u3002\u53e6\u4e00\u7c7b\u662f\u957f\u671f\u8bb0\u5fc6\uff0c\u5b83\u4ece\u539f\u59cb\u4e8b\u4ef6\u91cc\u5f02\u6b65\u63d0\u53d6\u51fa\u7ed3\u6784\u5316\u77e5\u8bc6\uff0c\u5305\u62ec\u4e8b\u5b9e\u3001\u504f\u597d\u548c\u60c5\u666f\u5957\u8def\uff0c\u8de8\u4f1a\u8bdd\u957f\u671f\u4fdd\u7559\u4e0b\u6765\uff0c\u8fd9\u6837 Agent \u4e0d\u5fc5\u628a\u5168\u90e8\u5386\u53f2\u91cd\u653e\u4e00\u904d\uff0c\u4e5f\u80fd\u300c\u8bb0\u4f4f\u300d\u90a3\u4e9b\u8981\u7d27\u7684\u4e1c\u897f\u3002 \u672c\u6587\u4e2d\u7684\u65b9\u6848\u4e3b\u8981\u805a\u7126\u5728\u957f\u671f\u8bb0\u5fc6\u7684\u4f7f\u7528\u3002<\/p>\n\n\n\n

\u4e8c\u3001\u6574\u4f53\u67b6\u6784<\/strong><\/p>\n\n\n\n

\u6574\u4e2a\u7cfb\u7edf\u7531\u4e09\u90e8\u5206\u642d\u8d77\u6765\uff1a\u4e00\u4e2a MCP Server\uff0c\u5bf9\u5916\u63d0\u4f9b 5 \u4e2a\u8bb0\u5fc6\u5de5\u5177\uff1b\u4e24\u4e2a\u5728\u540e\u53f0\u9759\u9ed8\u8fd0\u884c\u7684 Hook\uff1aUserPromptSubmit \u5728\u7528\u6237\u6bcf\u6b21\u63d0\u4ea4\u65f6\u5b9e\u65f6\u6293\u4e0b\u8fd9\u6761 user \u8f93\u5165\uff0cStop \u5219\u5728\u6bcf\u8f6e\u56de\u590d\u7ed3\u675f\u65f6\u628a\u672c\u8f6e\u7684 user \u8f93\u5165\u548c assistant \u56de\u590d\u6253\u5305\u6210\u4e00\u4e2a\u591a\u8f6e event \u5199\u5165\uff1b\u540e\u7aef\u5219\u662f Amazon Bedrock AgentCore Memory\uff0c\u6258\u7ba1\u4e86\u63d0\u53d6\u548c\u5b58\u50a8\u3002<\/p>\n\n\n\n

\"\" [\u56fe1]<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

\u6570\u636e\u662f\u8fd9\u6837\u6d41\u52a8\u7684\uff1a\u7528\u6237\u7684\u8f93\u5165\u548c\u52a9\u624b\u7684\u56de\u590d\uff0c\u5148\u7531\u4e24\u4e2a Hook \u9759\u9ed8\u5199\u8fdb Amazon Bedrock AgentCore Memory\uff0c\u968f\u540e\u81ea\u52a8\u4ece\u4e2d\u62bd\u51fa\u4e8b\u5b9e\u3001\u504f\u597d\u548c\u60c5\u666f\u53cd\u601d\uff0c\u7b49\u5230\u540e\u9762\u518d\u804a\u8d77\u76f8\u5173\u8bdd\u9898\uff0cClaude \u5c31\u80fd\u6309\u8bed\u4e49\u628a\u5b83\u4eec\u53ec\u56de\u3002\u591a\u4e2a\u7ec8\u7aef\u4e4b\u95f4\uff0c\u53ea\u8981\u914d\u4e0a\u540c\u4e00\u4e2a ActorID\uff0c\u7528\u7684\u5c31\u662f\u540c\u4e00\u5957\u8bb0\u5fc6\u3002<\/p>\n\n\n\n

2.1 \u8bb0\u5fc6\u7ba1\u9053\uff1a\u4ece\u539f\u59cb\u5bf9\u8bdd\u5230\u7ed3\u6784\u5316\u77e5\u8bc6<\/strong><\/p>\n\n\n\n

\u77ed\u671f\u8bb0\u5fc6\u5f88\u76f4\u767d\uff0cCreateEvent \u540c\u6b65\u5199\u8fdb\u53bb\u5c31\u53ef\u4ee5\u4e86\u3002\u771f\u6b63\u6709\u610f\u601d\u7684\u662f\u957f\u671f\u8bb0\u5fc6\u80cc\u540e\u90a3\u6761\u5f02\u6b65\u7ba1\u9053\uff0c\u5b83\u80fd\u5728\u4e0d\u6253\u65ad\u5b9e\u65f6\u5bf9\u8bdd\u7684\u524d\u63d0\u4e0b\uff0c\u628a\u539f\u59cb\u5bf9\u8bdd\u6162\u6162\u300c\u6d88\u5316\u300d\u6210\u53ef\u68c0\u7d22\u7684\u7ed3\u6784\u5316\u77e5\u8bc6\u3002\u6211\u4eec\u5148\u770b\u56fe\uff0c\u518d\u4e00\u6b65\u6b65\u62c6\u5f00\u8bb2\u3002<\/p>\n\n\n\n

\"\" [\u56fe2]<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

\u6574\u6761\u94fe\u8def\u8d70\u7684\u662f\u300c\u5199\u5165\u3001\u5f02\u6b65\u89e6\u53d1\u3001\u4e09\u9636\u6bb5\u52a0\u5de5\u3001\u843d\u5e93\u3001\u8bed\u4e49\u53ec\u56de\u300d\u8fd9\u4e48\u4e00\u6761\u8def\u3002\u4e2d\u95f4\u90a3\u4e09\u4e2a\u52a0\u5de5\u9636\u6bb5\uff0c\u662f\u6574\u5957\u673a\u5236\u7684\u6838\u5fc3\u3002<\/p>\n\n\n\n

\u7b2c\u4e00\u9636\u6bb5\u662f\u63d0\u53d6\uff08Extraction\uff09\u3002\u4e8b\u4ef6\u4e00\u65e6\u5199\u8fdb\u77ed\u671f\u8bb0\u5fc6\uff0c\u540e\u53f0\u7684 LLM \u5c31\u4f1a\u6309\u914d\u7f6e\u597d\u7684\u7b56\u7565\u53bb\u8bfb\u8fd9\u6bb5\u5bf9\u8bdd\uff0c\u628a\u8be5\u7b56\u7565\u5173\u5fc3\u7684\u4fe1\u606f\u62bd\u51fa\u6765\uff0c\u5199\u6210\u9884\u5b9a\u4e49 schema \u7684\u8bb0\u5fc6\u8bb0\u5f55\u3002\u591a\u4e2a\u7b56\u7565\u662f\u5e76\u884c\u8dd1\u7684\uff0c\u4e92\u4e0d\u963b\u585e\uff0c\u6240\u4ee5\u540c\u4e00\u6761\u4e8b\u4ef6\u53ef\u4ee5\u88ab\u540c\u65f6\u62bd\u51fa\u597d\u51e0\u6761\u8bb0\u5fc6\u3002<\/p>\n\n\n\n

\u7b2c\u4e8c\u9636\u6bb5\u662f\u6574\u5408\uff08Consolidation\uff09\uff0c\u4e5f\u662f\u8fd9\u5957\u673a\u5236\u6700\u89c1\u529f\u529b\u7684\u5730\u65b9\u3002\u65b0\u8bb0\u5fc6\u5e76\u4e0d\u662f\u7b80\u5355\u5730 append \u8fdb\u53bb\uff1a\u7cfb\u7edf\u4f1a\u5148\u628a\u76f8\u5173\u7684\u5df2\u6709\u8bb0\u5fc6\u68c0\u7d22\u51fa\u6765\uff0c\u8fde\u540c\u65b0\u8bb0\u5fc6\u4e00\u8d77\u4ea4\u7ed9 LLM\uff0c\u7531\u5b83\u6765\u5224\u5b9a\u8be5\u505a\u54ea\u4e2a\u52a8\u4f5c\u2014\u2014\u662f ADD\uff08\u5168\u65b0\u4fe1\u606f\uff0c\u65b0\u589e\u4e00\u6761\uff09\u3001UPDATE\uff08\u8865\u5145\u6216\u4fee\u6b63\u5df2\u6709\u7684\uff09\uff0c\u8fd8\u662f NO-OP\uff08\u4fe1\u606f\u91cd\u590d\uff0c\u76f4\u63a5\u8df3\u8fc7\uff09\u3002\u5b83\u751a\u81f3\u80fd\u8bc6\u522b\u8bed\u4e49\u4e0a\u7684\u7b49\u4ef7\uff0c\u300c\u559c\u6b22 pizza\u300d\u548c\u300c\u7231\u5403 pizza\u300d\u4f1a\u88ab\u5f53\u6210\u540c\u4e00\u6761\uff0c\u4e0d\u4f1a\u91cd\u590d\u5199\u3002<\/p>\n\n\n\n

\u7b2c\u4e09\u9636\u6bb5\u662f\u53cd\u601d\uff08Reflection\uff09\u3002Episodic \u7b56\u7565\u4f1a\u5728\u524d\u4e24\u6b65\u4e4b\u4e0a\u518d\u52a0\u4e00\u5c42\uff0c\u8de8\u591a\u6b21\u4ea4\u4e92\u5f52\u7eb3\u51fa\u66f4\u9ad8\u9636\u7684\u6d1e\u5bdf\u548c\u53ef\u590d\u7528\u7684\u65b9\u6cd5\u8bba\u3002\u8fd9\u90e8\u5206\u4e0b\u4e00\u8282\u4f1a\u7528\u4e00\u4e2a\u5b9e\u6d4b Demo \u5c55\u5f00\u8bb2\u3002<\/p>\n\n\n\n

2.2 \u672c\u65b9\u6848\u4f7f\u7528\u7684\u4e09\u5957\u7b56\u7565<\/strong><\/p>\n\n\n\n

AgentCore Memory \u9760\u8bb0\u5fc6\u7b56\u7565\u6765\u63a7\u5236\u300c\u4ece\u5bf9\u8bdd\u91cc\u62bd\u4ec0\u4e48\u3001\u53c8\u5b58\u5230\u54ea\u300d\u3002\u672c\u65b9\u6848\u914d\u4e86\u4e09\u5957\uff1a<\/p>\n\n\n\n

<\/td>\u7b56\u7565\u7c7b\u578b<\/td>\u63d0\u53d6\u4ec0\u4e48<\/td>\u547d\u540d\u7a7a\u95f4<\/td><\/tr>
1<\/td>semanticMemoryStrategy<\/td>\u9648\u8ff0\u6027\u4e8b\u5b9e\u4e0e\u77e5\u8bc6<\/td>\/facts\/{actorId}\/<\/td><\/tr>
2<\/td>userPreferenceMemoryStrategy<\/td>\u7528\u6237\u504f\u597d\u4e0e\u98ce\u683c<\/td>\/preferences\/{actorId}\/<\/td><\/tr>
3<\/td>episodicMemoryStrategy<\/td>\u60c5\u666f\u5316\u7684\u4ea4\u4e92\u7ecf\u9a8c\u4e0e\u53ef\u590d\u7528\u5957\u8def<\/td>\/reflect\/{actorId}\/<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

\u4e09\u4e2a\u547d\u540d\u7a7a\u95f4\u90fd\u662f actor \u7ea7\u522b\u7684\uff0c\u4e0d\u5e26 {sessionId}\uff0c\u4e5f\u5c31\u662f\u8bf4\uff0c\u6240\u6709\u4f1a\u8bdd\u7684\u8bb0\u5fc6\u90fd\u6c47\u8fdb\u540c\u4e00\u4e2a namespace\u3002\u6574\u5408\u7684\u65f6\u5019\uff0c\u65b0\u8bb0\u5fc6\u80fd\u770b\u5230\u4e4b\u524d\u4efb\u4f55\u4e00\u4e2a session \u7559\u4e0b\u7684\u65e7\u8bb0\u5fc6\uff0c\u4e8e\u662f\u5c31\u80fd\u8de8 session \u505a UPDATE\uff1a\u540c\u4e00\u4e2a\u4e8b\u5b9e\u53ef\u4ee5\u88ab\u53cd\u590d\u4fee\u6b63\uff0c\u6bd4\u5982\u4ece\u300c\u98ce\u9669\u5f85\u5904\u7406\u300d\u6539\u6210\u300c\u98ce\u9669\u5df2\u89e3\u9664\u300d\uff0c\u65e7\u7684\u90a3\u6761\u81ea\u52a8\u6807\u8bb0\u6210 INVALID\uff0c\u4e0d\u4f1a\u6b8b\u7559\u4e0b\u6765\u788d\u4e8b\u3002<\/p>\n\n\n\n

\u8fd9\u91cc\u7684 {actorId} \u6b63\u662f\u8de8\u8bbe\u5907\u3001\u8de8\u56e2\u961f\u5171\u4eab\u7684\u5173\u952e\uff0c\u540e\u9762\u8bb2\u89e3\u51b3\u65b9\u6848\u65f6\u4f1a\u4e13\u95e8\u5c55\u5f00\u3002<\/p>\n\n\n\n

\u8fd9\u4e09\u5957\u7b56\u7565\u91cc\uff0c\u524d\u4e24\u5957 Semantic \u548c Preference \u6bd4\u8f83\u597d\u61c2\uff0c\u7b2c\u4e09\u5957 Episodic \u5c31\u7279\u522b\u4e00\u4e9b\uff0c\u4e5f\u6700\u5bb9\u6613\u8ddf Semantic \u641e\u6df7\u3002\u4e0b\u4e00\u8282\u6211\u4eec\u4e13\u95e8\u62ff\u4e00\u4e2a\u5b9e\u6d4b Demo \u628a\u5b83\u8bb2\u900f\u3002<\/p>\n\n\n\n

2.3 Semantic vs Episodic\uff1a\u4e00\u4e2a\u5bb9\u6613\u6df7\u6dc6\u7684\u533a\u522b<\/strong><\/p>\n\n\n\n

\u521a\u63a5\u89e6\u65f6\uff0c\u5f88\u81ea\u7136\u4f1a\u5192\u51fa\u4e00\u4e2a\u7591\u95ee\uff1aSemantic \u4e0d\u662f\u5df2\u7ecf\u80fd\u8bb0\u4e8b\u5b9e\u4e86\u5417\uff0cEpisodic \u5230\u5e95\u8fd8\u591a\u8bb0\u4e86\u4e9b\u4ec0\u4e48\uff1f<\/p>\n\n\n\n

\u4e00\u53e5\u8bdd\u6982\u62ec\uff0cSemantic \u8bb0\u7684\u662f\u300c\u4ec0\u4e48\u662f\u771f\u7684\u300d\uff0cEpisodic \u8bb0\u7684\u662f\u300c\u4e0b\u6b21\u8be5\u600e\u4e48\u505a\u300d\u3002\u524d\u8005\u62bd\u53d6\u7684\u662f\u4e0e\u65f6\u95f4\u65e0\u5173\u7684\u9648\u8ff0\u6027\u4e8b\u5b9e\uff0c\u6bcf\u6761\u90fd\u72ec\u7acb\u6210\u7acb\uff1b\u540e\u8005\u5219\u628a\u4e00\u6bb5\u300c\u8e29\u5751\u3001\u8bca\u65ad\u3001\u89e3\u51b3\u300d\u7684\u4ea4\u4e92\u8fc7\u7a0b\uff0c\u6c89\u6dc0\u6210\u5e26\u56e0\u679c\u5173\u7cfb\u7684\u7ecf\u9a8c\uff0c\u518d\u8de8\u591a\u6b21\u4ea4\u4e92\u63d0\u70bc\u51fa\u53ef\u590d\u7528\u7684\u5904\u7f6e\u5957\u8def\u3002<\/p>\n\n\n\n

<\/td>\u7ef4\u5ea6<\/td>Semantic\uff08\u8bed\u4e49\/\u4e8b\u5b9e\uff09<\/td>Episodic\uff08\u60c5\u666f\/\u5957\u8def\uff09<\/td><\/tr>
1<\/td>\u62bd\u53d6\u7684\u5185\u5bb9<\/td>\u9648\u8ff0\u6027\u4e8b\u5b9e\uff1a\u300cX \u662f Y\u300d<\/td>\u7a0b\u5e8f\u6027\u7ecf\u9a8c\uff1a\u300c\u9047\u5230 X\uff0c\u5148\u505a Y\u3001\u522b\u505a Z\u300d<\/td><\/tr>
2<\/td>\u80fd\u5426\u5305\u542b\u300c\u4e0d\u8981\u505a\u4ec0\u4e48\u300d<\/td>\u4e0d\u80fd\uff08\u4e8b\u5b9e\u6ca1\u6709\u8912\u8d2c\uff09<\/td>\u80fd\u2014\u2014\u5931\u8d25\u7684\u5c1d\u8bd5\u4f1a\u4f5c\u4e3a\u6559\u8bad\u7559\u4e0b<\/td><\/tr>
3<\/td>\u5931\u8d25\u7684\u8bd5\u9519\u5206\u652f<\/td>\u4e22\u5f03\uff0c\u53ea\u7559\u6700\u7ec8\u7ed3\u8bba<\/td>\u4fdd\u7559\uff0c\u6b63\u662f\u7ecf\u9a8c\u7684\u4e00\u90e8\u5206<\/td><\/tr>
4<\/td>\u8de8\u573a\u666f\u6cdb\u5316<\/td>\u4e0d\u4f1a\uff08\u5173\u4e8e A \u7684\u4e8b\u5b9e\u5c31\u53ea\u5173\u4e8e A\uff09<\/td>\u4f1a\u2014\u2014\u628a\u5957\u8def\u62bd\u8c61\u540e\u8fc1\u79fb\u5230\u6ca1\u89c1\u8fc7\u7684\u573a\u666f<\/td><\/tr>
5<\/td>\u9762\u5bf9\u65b0\u95ee\u9898<\/td>\u7ed9\u4f60\u76f8\u5173\u65e7\u4e8b\u5b9e\uff0c\u8981\u4f60\u81ea\u5df1\u5224\u65ad<\/td>\u76f4\u63a5\u7ed9\u51fa\u53ef\u6267\u884c\u7684\u5904\u7f6e\u5efa\u8bae<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

\u8fd9\u91cc\u6709\u4e2a\u7b80\u5355\u7684\u5224\u65ad\u8bc0\u7a8d\uff1a\u51e1\u662f\u80fd\u538b\u7f29\u6210\u4e00\u6761\u4e8b\u5b9e\u7684\uff0cSemantic \u5c31\u591f\u7528\u4e86\u3002Episodic \u771f\u6b63\u72ec\u6709\u7684\u4ef7\u503c\uff0c\u6070\u6070\u662f Semantic \u8868\u8fbe\u4e0d\u51fa\u6765\u7684\u90a3\u4e24\u6837\u4e1c\u897f\u2014\u2014\u5931\u8d25\u7684\u6559\u8bad\uff0c\u4ee5\u53ca\u80fd\u8de8\u573a\u666f\u6cdb\u5316\u7684\u884c\u4e3a\u5957\u8def\u3002\u4e0b\u9762\u8fd9\u4e2a\u5b9e\u6d4b Demo\uff0c\u4f1a\u628a\u8fd9\u6761\u8fb9\u754c\u6e05\u6e05\u695a\u695a\u5730\u663e\u51fa\u6765\u3002<\/p>\n\n\n\n

2.4 \u5b9e\u6d4b Demo\uff1aEpisodic \u5982\u4f55\u300c\u5b66\u4f1a\u5957\u8def\u518d\u4e3e\u4e00\u53cd\u4e09\u300d<\/strong><\/p>\n\n\n\n

\u4e3a\u4e86\u4e0d\u505c\u5728\u6982\u5ff5\u4e0a\u7a7a\u8c08\uff0c\u6211\u62ff\u4e00\u4e2a\u72ec\u7acb\u7684 actorId \u8dd1\u4e86\u4e00\u7ec4\u771f\u5b9e\u6d4b\u8bd5\uff0c\u6a21\u62df\u7684\u662f\u8fd9\u4e48\u4e00\u4e2a\u8fc7\u7a0b\uff1a\u540c\u4e00\u7c7b\u6545\u969c\u5728\u591a\u6b21\u4f1a\u8bdd\u91cc\u53cd\u590d\u51fa\u73b0\uff0c\u770b Agent \u80fd\u4e0d\u80fd\u4ece\u4e2d\u5b66\u5230\u5957\u8def\u3002 \u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u4ee5\u4e00\u4e2a EMR \u7684 Demo \u6765\u6f14\u793a\u6574\u4e2a\u8fc7\u7a0b\u3002<\/p>\n\n\n\n

\"\" [\u56fe3]<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

\u7b2c\u4e00\u6b65\uff1a\u5582\u4e09\u6bb5\u4f1a\u8bdd\uff08\u8bd5\u9519 \u2192 \u590d\u7528 \u2192 \u518d\u9a8c\u8bc1\uff09<\/p>\n\n\n\n

\u6211\u901a\u8fc7 create_event \u5199\u5165\u4e86\u4e09\u6bb5\u72ec\u7acb\u7684\u4f1a\u8bdd\u3002\u7b2c\u4e00\u6bb5\u662f\u8bd5\u9519\uff1a\u4e00\u4e2a EMR Serverless \u4f5c\u4e1a\u5361\u4f4f\u4e86\uff0cdriver \u65e5\u5fd7\u62a5 pip install \u62c9\u7b2c\u4e09\u65b9\u5305\u8d85\u65f6\u3002\u52a9\u624b\u8d77\u521d\u731c\u662f\u300c\u8d44\u6e90\u4e0d\u591f\u300d\uff0c\u5efa\u8bae\u628a executor \u5185\u5b58\u4ece 16GB \u52a0\u5230 32GB\uff0c\u7ed3\u679c\u5931\u8d25\u4e86\uff0c\u75c7\u72b6\u4e00\u70b9\u6ca1\u53d8\uff1b\u540e\u6765\u6539\u5224\u4e3a\u7f51\u7edc\u9694\u79bb\u7684\u95ee\u9898\u2014\u2014EMR Serverless \u9ed8\u8ba4\u8dd1\u5728\u9694\u79bb\u5b50\u7f51\u91cc\uff0c\u6839\u672c\u8bbf\u95ee\u4e0d\u4e86\u516c\u7f51 PyPI\u2014\u2014\u4e8e\u662f\u914d\u4e0a VPC \u52a0 NAT \u7f51\u5173\u3001\u653e\u5f00\u516c\u7f51\uff0c\u8fd9\u624d\u6210\u529f\u3002\u7b2c\u4e8c\u6bb5\u662f\u590d\u7528\uff1a\u53e6\u4e00\u4e2a\u4f5c\u4e1a\u5192\u51fa\u540c\u7c7b\u75c7\u72b6\uff0c\u52a9\u624b\u300c\u6309\u4e0a\u6b21\u7684\u7ecf\u9a8c\u300d\u76f4\u63a5\u5f00\u4e86\u516c\u7f51\u8bbf\u95ee\uff0c\u4e00\u6b21\u5c31\u6210\u3002\u7b2c\u4e09\u6bb5\u662f\u518d\u9a8c\u8bc1\uff1a\u53c8\u6765\u4e00\u4e2a\u4f5c\u4e1a pip \u8d85\u65f6\uff0c\u7167\u7740\u89e3\u6cd5\u5957\u4e0a\u53bb\uff0c\u518d\u6b21\u6210\u529f\u3002<\/p>\n\n\n\n

\u7b2c\u4e8c\u6b65\uff1a\u7b49\u7ba1\u9053\u53cd\u601d<\/p>\n\n\n\n

\u5199\u5165\u4e4b\u540e\uff0c\u4e8b\u5b9e\u548c\u504f\u597d\u5f88\u5feb\u5c31\u62bd\u597d\u4e86\u3002\u800c Episodic \u7684 \/reflect\/ \u547d\u540d\u7a7a\u95f4\u4e0b\u7684episodes\u548creflections\uff0c\u5219\u9700\u8981\u7b49\u5f85\u66f4\u957f\u65f6\u95f4\u624d\u4f1a\u751f\u6210\u3002\u53cd\u601d\u662f\u6700\u91cd\u7684\u9636\u6bb5\uff0c\u6025\u4e0d\u5f97\u3002<\/p>\n\n\n\n

\u6700\u7ec8\u4ea7\u51fa\u7684\u8bb0\u5f55\u5206\u4e24\u79cd\u7ed3\u6784\uff1a<\/p>\n\n\n\n

\u4e00\u79cd\u662f\u7ed3\u6784\u5316\u7684 episode\uff0c\u5b83\u628a\u6bcf\u6b21\u4ea4\u4e92\u62c6\u6210 situation \/ intent \/ assessment \/ justification \/ reflection \u51e0\u4e2a\u5b57\u6bb5\uff08\u5b57\u6bb5\u540d\u4ee5\u5b9e\u9645\u8fd4\u56de\u4e3a\u51c6\uff09\u3002\u5b83\u5982\u5b9e\u5730\u8bb0\u4e0b\u4e86\u90a3\u6761\u5931\u8d25\u7684\u5206\u652f\uff0c\u8fd8\u5728 reflection \u91cc\u70b9\u660e\u4e86\u539f\u59d4\uff1a<\/p>\n\n\n\n

\u201c\u6700\u521d\u628a pip install \u8d85\u65f6\u5f52\u56e0\u4e3a\u5185\u5b58\u4e0d\u8db3\uff0c\u662f\u4e2a\u63a8\u7406\u9519\u8bef\u2014\u2014\u8d85\u65f6\u662f\u7f51\u7edc I\/O \u5931\u8d25\uff0c\u4e0d\u662f\u5185\u5b58\u95ee\u9898\uff0c\u770b\u5230\u8fd9\u7c7b\u75c7\u72b6\u5c31\u8be5\u5148\u6000\u7591\u7f51\u7edc\u51fa\u53e3\u3002\u201d<\/p>\n\n\n\n

\u53e6\u4e00\u79cd\u662f\u8de8 episode \u7684 reflection\uff0c\u5b83\u5728\u591a\u4e2a episode \u4e4b\u4e0a\u63d0\u70bc\u51fa title \/ use_cases \/ hints \/ confidence \u8fd9\u6837\u7684\u5904\u7f6e\u6d1e\u5bdf\uff08AgentCore \u5b98\u65b9\u5c31\u7ba1\u5b83\u53eb reflection\uff09\u3002\u5176\u4e2d\u4e00\u6761\u7684 confidence \u9ad8\u8fbe 0.9\uff1a<\/p>\n\n\n\n

\u201c Diagnosing Package Install Timeouts in Serverless\/Managed Environments \u5148\u6392\u67e5\u7f51\u7edc\u51fa\u53e3\uff0c\u518d\u8003\u8651\u8d44\u6e90\uff1bpip\/\u5305\u5b89\u88c5\u8d85\u65f6\u662f\u7f51\u7edc I\/O \u5931\u8d25\uff0c\u4e0d\u662f\u5185\u5b58\u6216 CPU \u95ee\u9898\u2026\u2026\u4e0d\u8981\u628a\u300c\u52a0\u5927\u5185\u5b58\u300d\u5f53\u6210\u9996\u9009\u52a8\u4f5c\u3002\u201d<\/p>\n\n\n\n

\u6700\u5173\u952e\u7684\u4e00\u70b9\u662f\uff0c\u5b83\u7684 use_cases \u5199\u7684\u662f\u300cServerless \/ Managed \u73af\u5883\u300d\uff0c\u5e76\u6ca1\u6709\u5199\u6b7b\u6210 EMR\u2014\u2014\u5957\u8def\u5c31\u8fd9\u4e48\u88ab\u62bd\u8c61\u51fa\u6765\u4e86\u3002<\/p>\n\n\n\n

\u7b2c\u4e09\u6b65\uff1a\u7528\u4e00\u4e2a\u5168\u65b0\u7684\u3001\u8de8\u670d\u52a1\u7684\u95ee\u9898\u9a8c\u8bc1<\/p>\n\n\n\n

\u6211\u6545\u610f\u95ee\u4e86\u4e00\u4e2a episode \u91cc\u4ece\u6ca1\u51fa\u73b0\u8fc7\u7684\u670d\u52a1\u3001\u8fd8\u5e26\u7740\u9519\u8bef\u524d\u63d0\u7684\u95ee\u9898\uff1a<\/p>\n\n\n\n

\u201c \u6211\u7684 Lambda \u51fd\u6570\u8c03\u7528\u5916\u90e8 API \u603b\u662f\u8d85\u65f6\uff0c\u6211\u6253\u7b97\u7ed9\u5b83\u52a0\u5185\u5b58\uff0c\u8fd9\u6837\u80fd\u89e3\u51b3\u5417\uff1f\u201d<\/p>\n\n\n\n

\u5bf9\u4e24\u4e2a\u547d\u540d\u7a7a\u95f4\u5206\u522b\u505a\u8bed\u4e49\u641c\u7d22\uff0c\u7ed3\u679c\u7684\u5206\u5316\u975e\u5e38\u660e\u663e\u3002Semantic\uff08\/facts\/\uff09\u8fd4\u56de\u7684\u5168\u662f EMR \u76f8\u5173\u7684\u65e7\u4e8b\u5b9e\uff0c\u6bd4\u5982 \u201c\u7528\u6237\u628a executor \u5185\u5b58\u4ece 16GB \u52a0\u5230 32GB\uff0c\u4f46\u6ca1\u89e3\u51b3\u8d85\u65f6\u201d\u3002\u8fd9\u4e9b\u4e8b\u5b9e\u672c\u8eab\u90fd\u6ca1\u9519\uff0c\u53ef\u5b83\u53ea\u662f\u9648\u8ff0\u53d1\u751f\u8fc7\u4ec0\u4e48\uff0c\u81f3\u4e8e Lambda \u8fd9\u8fb9\u8be5\u600e\u4e48\u529e\uff0c\u5b83\u7ed9\u4e0d\u51fa\u7b54\u6848\u3002Episodic\uff08\/reflect\/\uff09\u5219\u76f4\u63a5\u547d\u4e2d\u4e86\u90a3\u6761 reflection: \u201d\u5148\u67e5\u7f51\u7edc\u51fa\u53e3\uff0c\u522b\u6025\u7740\u52a0\u5185\u5b58\u201d\u2014\u2014\u5957\u8def\u4ece EMR \u81ea\u7136\u800c\u7136\u8fc1\u79fb\u5230\u4e86\u5b83\u4ece\u6ca1\u89c1\u8fc7\u7684 Lambda \u4e0a\uff0c\u8fd8\u987a\u5e26\u628a\u6211\u300c\u52a0\u5185\u5b58\u300d\u7684\u9519\u8bef\u6253\u7b97\u7ed9\u7ea0\u6b63\u4e86\u3002<\/p>\n\n\n\n

\u8fd9\u6b63\u662f Episodic \u4e0d\u53ef\u66ff\u4ee3\u7684\u5730\u65b9\uff1a\u5b83\u5b66\u5230\u7684\u4e0d\u662f\u300cEMR \u8981\u5f00\u516c\u7f51\u300d\u8fd9\u4e00\u6761\u6b7b\u4e8b\u5b9e\uff0c\u800c\u662f\u300c\u8fd9\u7c7b\u75c7\u72b6\u8be5\u600e\u4e48\u8bca\u65ad\u300d\u8fd9\u5957\u80fd\u8fc1\u79fb\u7684\u7ecf\u9a8c\u3002<\/p>\n\n\n\n

\u4ec0\u4e48\u573a\u666f\u9002\u5408\u7528 Episodic\uff1f\u53cd\u590d\u51fa\u73b0\u7684\u6392\u969c\u548c\u5904\u7f6e\u6d41\u7a0b\u3001\u9700\u8981\u6162\u6162\u6512\u51fa\u300c\u6700\u4f73\u5b9e\u8df5\u300d\u7684\u64cd\u4f5c\uff0c\u8fd8\u6709\u56e2\u961f\u5e0c\u671b\u628a\u300c\u8e29\u8fc7\u7684\u5751\u300d\u800c\u4e0d\u53ea\u662f\u7ed3\u8bba\u6c89\u6dc0\u4e0b\u6765\u7684\u90a3\u7c7b\u77e5\u8bc6\u3002\u4ec0\u4e48\u573a\u666f\u4e0d\u9002\u5408\uff1f\u5355\u7eaf\u8bb0\u4e00\u6761\u4e8b\u5b9e\u6216\u4e00\u4e2a\u914d\u7f6e\u503c\u2014\u2014\u90a3\u672c\u6765\u5c31\u662f Semantic \u7684\u6d3b\u3002<\/p>\n\n\n\n

\u4e09\u3001\u89e3\u51b3\u65b9\u6848<\/strong><\/p>\n\n\n\n

\u4e09\u4e2a\u7ec4\u4ef6\u6b63\u597d\u5bf9\u5e94\u300c\u5582\u3001\u6d88\u5316\u3001\u53d6\u300d\u4e09\u4e2a\u73af\u8282\uff1aHook \u8d1f\u8d23\u91c7\u96c6\uff0cAgentCore Memory \u8d1f\u8d23\u63d0\u53d6\u548c\u5b58\u50a8\uff08\u4e0a\u9762\u5df2\u7ecf\u5c55\u5f00\u8fc7\uff09\uff0cMCP Server \u5219\u8d1f\u8d23\u8ba9 Claude \u771f\u6b63\u80fd\u8c03\u7528\u5230\u8bb0\u5fc6\u3002<\/p>\n\n\n\n

3.1 \u8bb0\u5fc6\u662f\u600e\u4e48\u300c\u5582\u300d\u8fdb\u53bb\u7684\uff1a\u4e24\u79cd\u5199\u5165\u65b9\u5f0f<\/strong><\/p>\n\n\n\n

\u5728\u770b\u5177\u4f53\u7ec4\u4ef6\u4e4b\u524d\uff0c\u6709\u4ef6\u5bb9\u6613\u88ab\u5ffd\u7565\u7684\u4e8b\u5f97\u5148\u8bf4\u6e05\u695a\uff1a\u8bb0\u5fc6\u5176\u5b9e\u6709\u4e24\u6761\u5199\u5165\u8def\u5f84\uff0c\u5b83\u4eec\u7684\u89e6\u53d1\u65b9\u5f0f\u548c\u9002\u7528\u573a\u666f\u5b8c\u5168\u4e0d\u540c\uff0c\u4f46\u6700\u7ec8\u90fd\u6c47\u8fdb\u540c\u4e00\u6761\u6258\u7ba1\u7ba1\u9053\u3002<\/p>\n\n\n\n

<\/td>A<\/td>\u65b9\u5f0f A\uff1a\u540e\u53f0 Hook<\/td>\u65b9\u5f0f B\uff1amemory_store \u5de5\u5177<\/td><\/tr>
1<\/td>\u8c01\u89e6\u53d1<\/td>\u7cfb\u7edf\u81ea\u52a8\uff08\u56de\u8f66 \/ \u56de\u590d\u7ed3\u675f\uff09<\/td>\u6a21\u578b\u4e3b\u52a8\u8c03\u7528\uff0c\u6216\u7528\u6237\u660e\u786e\u8981\u6c42<\/td><\/tr>
2<\/td>\u5199\u4ec0\u4e48<\/td>\u7528\u6237\u8f93\u5165 + \u52a9\u624b\u56de\u590d\u7684\u539f\u59cb\u5168\u6587<\/td>\u6a21\u578b\u63d0\u70bc\u540e\u7684\u4e00\u53e5\u8bdd\u7ed3\u8bba<\/td><\/tr>
3<\/td>\u5224\u65ad\u91cd\u8981\u6027\u5417<\/td>\u4e0d\u5224\u65ad\uff0c\u5148\u5168\u6536<\/td>\u5224\u65ad\u2014\u2014\u53ea\u5b58\u503c\u5f97\u957f\u671f\u8bb0\u7684<\/td><\/tr>
4<\/td>\u6bd4\u55bb<\/td>\u5f55\u97f3\u673a<\/td>\u7f16\u8f91\u5212\u91cd\u70b9<\/td><\/tr>
5<\/td>\u89e3\u51b3\u7684\u95ee\u9898<\/td>\u4e0d\u6f0f<\/td>\u51c6<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

\u5047\u8bbe\u4f60\u5728Claude Code\u91cc \u8ba8\u8bba\u4e00\u4e2a\u6570\u636e\u7ba1\u9053\u8be5\u600e\u4e48\u9009\u578b\u3002<\/p>\n\n\n\n

\u5148\u8bf4\u65b9\u5f0f A\uff0c\u4f60\u968f\u624b\u6572\u4e0b\u4e00\u53e5\u8bdd\u5c31\u56de\u8f66\u4e86\uff1a<\/p>\n\n\n\n

\u6211\u4eec\u8fd9\u4e2a\u9879\u76ee\u7edf\u4e00\u7528 Python 3.12\uff0c\u90e8\u7f72\u5728 us-west-2\u3002<\/p>\n\n\n\n

\u4f60\u4ec0\u4e48\u989d\u5916\u7684\u4e8b\u90fd\u6ca1\u505a\u3002UserPromptSubmit Hook \u5728\u4f60\u56de\u8f66\u90a3\u4e00\u77ac\u95f4\u9759\u9ed8\u89e6\u53d1\uff0c\u628a\u8fd9\u53e5\u8bdd\u5199\u8fdb\u77ed\u671f\u8bb0\u5fc6\uff0c\u51e0\u5341\u79d2\u540e\u7ba1\u9053\u5c31\u81ea\u52a8\u4ece\u91cc\u9762\u62bd\u51fa\u4e86\u4e24\u6761 fact\u3002\u4f60\u538b\u6839\u6ca1\u53d1\u51fa\u8fc7\u4efb\u4f55\u300c\u8bb0\u4e00\u4e0b\u300d\u7684\u6307\u4ee4\uff0c\u8bb0\u5fc6\u5374\u5df2\u7ecf\u88ab\u6536\u4e0b\u4e86\uff0c\u8fd9\u6761\u8def\u5f84\u7ba1\u7684\u5c31\u662f\u300c\u4e0d\u6f0f\u300d\u3002<\/p>\n\n\n\n

\u518d\u770b\u65b9\u5f0f B\uff0c\u4e3b\u52a8\u7cbe\u9009\u3002\u8ba8\u8bba\u7ee7\u7eed\u5f80\u4e0b\u8d70\uff0c\u6a21\u578b\u7ed9\u51fa\u4e86\u4e00\u4e2a\u5173\u952e\u7ed3\u8bba\uff1a<\/p>\n\n\n\n

\u7efc\u5408\u6027\u80fd\u548c\u6210\u672c\uff0c\u5efa\u8bae\u653e\u5f03 Glue\uff0c\u6539\u7528 EMR Serverless 7.12\uff0c\u5e76\u5141\u8bb8\u8bbf\u95ee\u516c\u7f51\u3002<\/p>\n\n\n\n

\u6a21\u578b\u5224\u65ad\u8fd9\u662f\u4e2a\u503c\u5f97\u957f\u671f\u6c89\u6dc0\u7684\u51b3\u7b56\uff0c\u4e8e\u662f\u4e3b\u52a8\u8c03\u7528\u4e86\u5de5\u5177\uff1a<\/p>\n\n\n\n

memory_store(<\/p>\n\n\n\n

    messages='[{“role”: “USER”, “content”: “\u9879\u76ee\u6570\u636e\u7ba1\u9053\u9009\u5b9a EMR Serverless 7.12\uff08\u5f03\u7528 Glue\uff09\uff0c\u9700\u5141\u8bb8\u8bbf\u95ee\u516c\u7f51”}]’<\/p>\n\n\n\n

)<\/p>\n\n\n\n

\u8fd9\u6b21\u5b58\u8fdb\u53bb\u7684\u4e0d\u662f\u539f\u59cb\u5bf9\u8bdd\uff0c\u800c\u662f\u6a21\u578b\u7cbe\u70bc\u8fc7\u7684\u90a3\u53e5\u7ed3\u8bba\uff0c\u8fd9\u6761\u8def\u5f84\u7ba1\u7684\u662f\u300c\u51c6\u300d\u3002<\/p>\n\n\n\n

\u4e24\u6761\u8def\u5f84\u6700\u540e\u90fd\u4f1a\u901a\u8fc7 create_event \u8fdb\u5165\u540c\u4e00\u6761\u7ba1\u9053\uff0c\u4e5f\u90fd\u7ecf\u8fc7\u6574\u5408\u53bb\u91cd\u3002\u7b49\u8fc7\u51e0\u5929\uff0c\u540c\u4e8b\u5728\u53e6\u4e00\u53f0\u8bbe\u5907\u4e0a\u914d\u4e0a\u76f8\u540c\u7684 actorId\uff0c\u95ee\u4e00\u53e5\u300c\u8fd9\u4e2a\u9879\u76ee\u7684\u6570\u636e\u7ba1\u9053\u7528\u7684\u662f\u4ec0\u4e48\u3001\u6709\u54ea\u4e9b\u7ea6\u675f\u300d\uff0c\u4e00\u6b21 memory_search \u5c31\u80fd\u628a\u8fd9\u4e24\u6761\u8def\u5f84\u5199\u8fdb\u53bb\u7684\u8bb0\u5fc6\u4e00\u5e76\u53ec\u56de\u3002\u4e0b\u9762\u6211\u4eec\u5206\u522b\u770b\u770b\u8fd9\u4e24\u6761\u8def\u5f84\u80cc\u540e\u5404\u662f\u4ec0\u4e48\u7ec4\u4ef6\u3002<\/p>\n\n\n\n

3.2 \u540e\u53f0 Hook\u91c7\u96c6\u4fe1\u606f<\/strong><\/p>\n\n\n\n

\u600e\u4e48\u624d\u80fd\u628a\u5bf9\u8bdd\u5582\u8fdb\u8bb0\u5fc6\u7cfb\u7edf\uff0c\u53c8\u4e0d\u6253\u65ad\u4f7f\u7528\u4f53\u9a8c\u3001\u4e5f\u4e0d\u6324\u5360\u5bf9\u8bdd\u7684\u4e0a\u4e0b\u6587\uff1f<\/p>\n\n\n\n

\u7b54\u6848\u662f\u4e00\u4e2a\u6781\u7b80\u7684 Hook\u3002\u7528\u6237\u6bcf\u6b21\u6309\u56de\u8f66\u63d0\u4ea4\uff0c\u5b83\u5c31\u9759\u9ed8\u5730\u8c03\u4e00\u6b21 create_event\uff0c\u628a\u6d88\u606f\u5199\u8fdb\u77ed\u671f\u8bb0\u5fc6\uff0c\u5168\u7a0b\u6ca1\u6709\u4efb\u4f55 stdout \u8f93\u51fa\uff0c\u5bf9 Claude \u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u96f6\u4fb5\u5165\u3002<\/p>\n\n\n\n

# hooks\/user_prompt_submit.py\uff08\u6838\u5fc3\u903b\u8f91\uff09<\/p>\n\n\n\n

def main():<\/p>\n\n\n\n

    hook_input = json.loads(sys.stdin.read())<\/p>\n\n\n\n

    user_message = hook_input.get(“prompt”, “”)<\/p>\n\n\n\n

    if not user_message or len(user_message.strip()) < 10:<\/p>\n\n\n\n

        return  # \u566a\u58f0\u95f8\u95e8\uff1a\u592a\u77ed\u7684\u300c\u597d\u7684\/\u7ee7\u7eed\u300d\u4e0d\u503c\u5f97\u5165\u5e93<\/p>\n\n\n\n

    session_id = hook_input.get(“session_id”, “unknown”)<\/p>\n\n\n\n

    config = _load_config()  # \u4ece ~\/.claude.json \u8bfb MCP server \u7684 env<\/p>\n\n\n\n

    # \u52a0\u65f6\u95f4\u6233\u524d\u7f00\uff0c\u63d0\u5347\u300c\u4e0a\u5468\/\u6628\u5929\u300d\u4e4b\u7c7b\u65f6\u95f4\u76f8\u5173\u68c0\u7d22\u7684\u51c6\u786e\u7387<\/p>\n\n\n\n

    cst_now = datetime.now(timezone.utc) + timedelta(hours=8)<\/p>\n\n\n\n

    timestamped = f”{cst_now.strftime(‘[%Y-%m-%d %H:%M CST]’)} {user_message}”<\/p>\n\n\n\n

    client = boto3.client(“bedrock-agentcore”, region_name=region)<\/p>\n\n\n\n

    client.create_event(<\/p>\n\n\n\n

        memoryId=memory_id,<\/p>\n\n\n\n

        actorId=actor_id,<\/p>\n\n\n\n

        sessionId=session_id,<\/p>\n\n\n\n

        eventTimestamp=datetime.now(timezone.utc),<\/p>\n\n\n\n

        payload=[{“conversational”: {“content”: {“text”: timestamped[:2000]},<\/p>\n\n\n\n

                                     “role”: “USER”}}],<\/p>\n\n\n\n

    )<\/p>\n\n\n\n

\u4e0d\u8fc7\uff0c\u5149\u6293\u7528\u6237\u8f93\u5165\u4f1a\u7559\u4e0b\u4e00\u4e2a\u7f3a\u53e3\u3002Episodic \u7684\u60c5\u666f\u53cd\u601d\uff0c\u9700\u8981\u4e00\u6761\u5b8c\u6574\u7684\u300c\u6211\u505a\u4e86\u4ec0\u4e48\u3001\u7ed3\u679c\u5982\u4f55\u300d\u7684\u5f27\u7ebf\uff0c\u800c\u8fd9\u6761\u5f27\u7ebf\u7684\u540e\u534a\u6bb5\uff0c\u4e5f\u5c31\u662f\u52a9\u624b\u7684\u56de\u590d\u548c\u7ed9\u51fa\u7684\u7ed3\u8bba\uff0c\u5355\u9760\u91c7\u96c6 user prompt \u662f\u62ff\u4e0d\u5230\u7684\u3002\u53ea\u5582\u7528\u6237\u7684\u95ee\u9898\u3001\u4e0d\u5582\u6a21\u578b\u7684\u56de\u7b54\uff0c\u53cd\u601d\u5c31\u5f52\u7eb3\u4e0d\u51fa\u53ef\u590d\u7528\u7684\u5904\u7f6e\u7ecf\u9a8c\u3002<\/p>\n\n\n\n

\u6240\u4ee5\u6211\u4eec\u53c8\u8865\u4e86\u7b2c\u4e8c\u4e2a Hook\uff0c\u4e5f\u5c31\u662f Stop\u3002\u5b83\u5728\u6bcf\u8f6e\u56de\u590d\u7ed3\u675f\u65f6\u89e6\u53d1\uff0c\u628a\u52a9\u624b\u7684\u56de\u590d\u6587\u672c\uff08role=ASSISTANT\uff09\u4e5f\u5199\u8fdb\u540c\u4e00\u4e2a session\uff1a<\/p>\n\n\n\n

# hooks\/stop_capture.py\uff08\u6838\u5fc3\u903b\u8f91\uff09<\/p>\n\n\n\n

def main():<\/p>\n\n\n\n

    hook_input = json.loads(sys.stdin.read())<\/p>\n\n\n\n

    transcript_path = hook_input.get(“transcript_path”)<\/p>\n\n\n\n

    session_id = hook_input.get(“session_id”, “unknown”)<\/p>\n\n\n\n

    # \u589e\u91cf\u6e38\u6807\uff1a\u6bcf\u4e2a session \u4e00\u4e2a\u6e38\u6807\u6587\u4ef6\uff0c\u53ea\u5904\u7406\u4e0a\u6b21\u4e4b\u540e\u7684\u65b0\u884c<\/p>\n\n\n\n

    new_text = _extract_new_assistant_text(transcript_path, session_id)<\/p>\n\n\n\n

    if not _should_capture(new_text):   # \u566a\u58f0\u95f8\u95e8\uff1a<80 \u5b57\u6216\u7eaf\u786e\u8ba4\u8bcd\u8df3\u8fc7<\/p>\n\n\n\n

        return<\/p>\n\n\n\n

    cst_now = datetime.now(timezone.utc) + timedelta(hours=8)<\/p>\n\n\n\n

    timestamped = f”{cst_now.strftime(‘[%Y-%m-%d %H:%M CST]’)} {new_text}”<\/p>\n\n\n\n

    client.create_event(<\/p>\n\n\n\n

        memoryId=memory_id, actorId=actor_id, sessionId=session_id,<\/p>\n\n\n\n

        eventTimestamp=datetime.now(timezone.utc),<\/p>\n\n\n\n

        payload=[{“conversational”: {“content”: {“text”: timestamped[:4000]},<\/p>\n\n\n\n

                                     “role”: “ASSISTANT”}}],<\/p>\n\n\n\n

    )<\/p>\n\n\n\n

\u867d\u7136\u4e24\u4e2aHook \u521b\u5efa\u7684 Event \u5185\u5bb9\u7565\u6709\u91cd\u53e0\uff0c\u4f46\u8fd9\u4e48\u505a\u662f\u503c\u5f97\u7684\u3002UserPromptSubmit Hook\u4f5c\u4e3a\u515c\u5e95\uff0c\u5b9e\u65f6\u5b58\u50a8 User \u8f93\u5165\uff0c\u8fd9\u4e5f\u662f\u88ab\u8ba4\u4e3a\u6700\u80fd\u4ee3\u8868\u4e8b\u5b9e\u3001\u53ef\u9760\u6027\u6700\u9ad8\u7684\u6570\u636e\u3002\u800cStop Hook\u662f\u4f5c\u4e3a\u9526\u4e0a\u6dfb\u82b1\uff0c\u5c06\u4e00\u8f6e\u5bf9\u8bdd\u4e2d\u7684User \u8f93\u5165 + Assistant \u56de\u590d\uff0c\u5b58\u5165 Memory\uff0c\u6700\u7ec8\u671f\u671b\u8f6c\u5316\u4e3a\u573a\u666f\u8bb0\u5fc6(Episodes)\u548c\u53cd\u601d(Reflections)\u3002<\/p>\n\n\n\n

3.3 \u914d\u7f6e Memory \u8d44\u6e90<\/strong><\/p>\n\n\n\n

\u8bb0\u5fc6\u7684\u63d0\u53d6\u3001\u5411\u91cf\u5316\u548c\u5b58\u50a8\uff0c\u5168\u90fd\u4ea4\u7ed9 AWS \u6258\u7ba1\u7ba1\u9053\u3002\u8981\u521b\u5efa\u4e00\u4e2a\u914d\u9f50\u4e09\u5957\u7b56\u7565\u7684\u8d44\u6e90\uff0c\u4e00\u6b21 API \u8c03\u7528\u5c31\u591f\u4e86\uff1a<\/p>\n\n\n\n

import boto3<\/p>\n\n\n\n

client = boto3.client(‘bedrock-agentcore-control’, region_name=’us-west-2′)<\/p>\n\n\n\n

response = client.create_memory(<\/p>\n\n\n\n

    name=’memory-name’,<\/p>\n\n\n\n

    eventExpiryDuration=365,<\/p>\n\n\n\n

    memoryStrategies=[<\/p>\n\n\n\n

        {‘semanticMemoryStrategy’:  {‘name’: ‘FactExtractor’,<\/p>\n\n\n\n

                                     ‘namespaceTemplates’: [‘\/facts\/{actorId}\/’]}},<\/p>\n\n\n\n

        {‘userPreferenceMemoryStrategy’: {‘name’: ‘PreferenceLearner’,<\/p>\n\n\n\n

                                          ‘namespaceTemplates’: [‘\/preferences\/{actorId}\/’]}},<\/p>\n\n\n\n

        {‘episodicMemoryStrategy’:  {‘name’: ‘ReflectEngine’,<\/p>\n\n\n\n

                                     ‘namespaceTemplates’: [‘\/reflect\/{actorId}\/’],<\/p>\n\n\n\n

                                     ‘reflectionConfiguration’: {<\/p>\n\n\n\n

                                         ‘namespaceTemplates’: [‘\/reflect\/{actorId}\/’]}}},<\/p>\n\n\n\n

    ]<\/p>\n\n\n\n

)<\/p>\n\n\n\n

# \u7b49 2-3 \u5206\u949f\u53d8 ACTIVE \u5373\u53ef\u7528<\/p>\n\n\n\n

3.4 MCP Server \u2014\u2014 \u8ba9 Claude \u7528\u4e0a\u8bb0\u5fc6<\/strong><\/p>\n\n\n\n

Claude Code \u662f\u901a\u8fc7 MCP \u534f\u8bae\u6765\u8c03\u7528\u5916\u90e8\u5de5\u5177\u7684\uff0c\u5982\u4e0b\u4ee3\u7801\u4e2d\u5217\u51fa\u4e86 5 \u4e2a Tool\uff1a<\/p>\n\n\n\n

<\/td>\u5de5\u5177<\/td>\u5e72\u4ec0\u4e48<\/td><\/tr>
1<\/td>memory_search<\/td>\u6309\u8bed\u4e49\u641c\u7d22\u8bb0\u5fc6\uff08\u4efb\u52a1\u5f00\u59cb\u65f6\u3001\u63d0\u5230\u5386\u53f2\u65f6\u8c03\u7528\uff09<\/td><\/tr>
2<\/td>memory_store<\/td>\u7edf\u4e00\u5199\u5165\u5165\u53e3\uff1a\u5355\u6761 USER \u8bb0\u4e00\u6761\u4e8b\u5b9e\/\u504f\u597d\uff0c\u591a\u8f6e USER\u2192ASSISTANT \u5582 Episodic \u53cd\u601d\uff08\u8d70\u7ba1\u9053\uff0c\u81ea\u52a8\u6574\u5408\u53bb\u91cd\uff09<\/td><\/tr>
3<\/td>memory_list<\/td>\u6309\u65f6\u95f4\u6bb5\u6d4f\u89c8\uff08\u652f\u6301 this_week\u30017d \u7b49\uff09<\/td><\/tr>
4<\/td>memory_delete<\/td>\u5220\u9664\u6307\u5b9a\u8bb0\u5fc6<\/td><\/tr>
5<\/td>memory_stats<\/td>\u7cfb\u7edf\u72b6\u6001<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

memory_search \u4e0d\u6307\u5b9a\u7c7b\u578b\u65f6\uff0c\u4f1a\u8de8 facts \/ preferences \/ reflect \u4e09\u4e2a\u547d\u540d\u7a7a\u95f4\u5206\u522b\u68c0\u7d22\uff0c\u5408\u5e76\u540e\u6309\u76f8\u5173\u5ea6\u6392\u5e8f\u8fd4\u56de Top-K\u3002<\/p>\n\n\n\n

MCP Server \u76f8\u5173\u4ee3\u7801\u5982\u4e0b\uff1a<\/p>\n\n\n\n

def search_memories(self, query, memory_type=None, top_k=10):<\/p>\n\n\n\n

    if memory_type:<\/p>\n\n\n\n

        return self._search_namespace(query, self._resolve_namespace(memory_type), top_k)<\/p>\n\n\n\n

    all_records = []<\/p>\n\n\n\n

    for ns_type in [“facts”, “preferences”, “reflect”]:<\/p>\n\n\n\n

        all_records.extend(self._search_namespace(query, self._resolve_namespace(ns_type), top_k))<\/p>\n\n\n\n

    all_records.sort(key=lambda x: x[“score”], reverse=True)<\/p>\n\n\n\n

    return all_records[:top_k]<\/p>\n\n\n\n

\u6700\u540e\uff0c\u4e00\u6761\u547d\u4ee4\u5b8c\u6210\u914d\u7f6e\uff08\u5305\u62ecHook \u7684\u8bbe\u7f6e\uff09\uff1a<\/p>\n\n\n\n

python3 scripts\/setup.py –memory-id <memory_id> –region <region-code> –actor-id <YOUR_ACTOR_ID><\/p>\n\n\n\n

setup.py<\/p>\n\n\n\n

#!\/usr\/bin\/env python3<\/p>\n\n\n\n

“””<\/p>\n\n\n\n

\u914d\u7f6e\u811a\u672c\uff1a\u4e3a Claude Code \u914d\u7f6e AgentCore Memory MCP \u670d\u52a1\u5668\u548c Hooks\u3002<\/p>\n\n\n\n

\u7528\u6cd5:<\/p>\n\n\n\n

    python3 scripts\/setup.py [–memory-id MEMORY_ID] [–region REGION]<\/p>\n\n\n\n

“””<\/p>\n\n\n\n

import argparse<\/p>\n\n\n\n

import json<\/p>\n\n\n\n

import os<\/p>\n\n\n\n

import stat<\/p>\n\n\n\n

import sys<\/p>\n\n\n\n

from pathlib import Path<\/p>\n\n\n\n

def main():<\/p>\n\n\n\n

    parser = argparse.ArgumentParser(description=”\u914d\u7f6e AgentCore Memory for Claude Code”)<\/p>\n\n\n\n

    parser.add_argument(“–memory-id”, default=”<memory-id>”)<\/p>\n\n\n\n

    parser.add_argument(“–region”, default=”<region-code>”)<\/p>\n\n\n\n

    parser.add_argument(<\/p>\n\n\n\n

        “–actor-id”,<\/p>\n\n\n\n

        default=None,<\/p>\n\n\n\n

        help=”\u81ea\u5b9a\u4e49\u7528\u6237\u6807\u8bc6\uff08\u9ed8\u8ba4: \u7531 config \u6309\u300c\u7528\u6237\u540d-\u4e3b\u673a\u540d\u300d\u81ea\u52a8\u63a8\u65ad\uff0c\u5b9e\u73b0\u8bbe\u5907\u7ea7\u9694\u79bb\uff09”,<\/p>\n\n\n\n

    )<\/p>\n\n\n\n

    args = parser.parse_args()<\/p>\n\n\n\n

    project_root = Path(__file__).parent.parent.resolve()<\/p>\n\n\n\n

    run_server = project_root \/ “run_server.py”<\/p>\n\n\n\n

    hooks_dir = project_root \/ “hooks”<\/p>\n\n\n\n

    if not run_server.exists():<\/p>\n\n\n\n

        print(f”\u9519\u8bef: \u672a\u627e\u5230 {run_server}”, file=sys.stderr)<\/p>\n\n\n\n

        sys.exit(1)<\/p>\n\n\n\n

    venv_python = project_root \/ “.venv” \/ “bin” \/ “python3”<\/p>\n\n\n\n

    if not venv_python.exists():<\/p>\n\n\n\n

        venv_python = Path(sys.executable)<\/p>\n\n\n\n

    # === 1. \u914d\u7f6e MCP \u670d\u52a1\u5668 (\u5199\u5165 ~\/.claude.json) ===<\/p>\n\n\n\n

    claude_json = Path.home() \/ “.claude.json”<\/p>\n\n\n\n

    claude_config = {}<\/p>\n\n\n\n

    if claude_json.exists():<\/p>\n\n\n\n

        with open(claude_json) as f:<\/p>\n\n\n\n

            claude_config = json.load(f)<\/p>\n\n\n\n

    if “mcpServers” not in claude_config:<\/p>\n\n\n\n

        claude_config[“mcpServers”] = {}<\/p>\n\n\n\n

    env_vars = {<\/p>\n\n\n\n

        “PYTHONUNBUFFERED”: “1”,<\/p>\n\n\n\n

        “AWS_REGION”: args.region,<\/p>\n\n\n\n

        “AGENTCORE_MEMORY_ID”: args.memory_id,<\/p>\n\n\n\n

    }<\/p>\n\n\n\n

    # Only pin AGENTCORE_ACTOR_ID when the user explicitly sets one. Otherwise<\/p>\n\n\n\n

    # leave it unset so config.py derives “\u7528\u6237\u540d-\u4e3b\u673a\u540d” \u2192 per-device isolation.<\/p>\n\n\n\n

    # (Hard-coding “unknown” here would collapse every device onto one actor.)<\/p>\n\n\n\n

    if args.actor_id:<\/p>\n\n\n\n

        env_vars[“AGENTCORE_ACTOR_ID”] = args.actor_id<\/p>\n\n\n\n

    claude_config[“mcpServers”][“agentcore-memory”] = {<\/p>\n\n\n\n

        “type”: “stdio”,<\/p>\n\n\n\n

        “command”: str(venv_python),<\/p>\n\n\n\n

        “args”: [str(run_server)],<\/p>\n\n\n\n

        “env”: env_vars,<\/p>\n\n\n\n

    }<\/p>\n\n\n\n

    with open(claude_json, “w”) as f:<\/p>\n\n\n\n

        json.dump(claude_config, f, indent=2)<\/p>\n\n\n\n

    # === 2. \u914d\u7f6e Hooks (\u5199\u5165 ~\/.claude\/settings.json) ===<\/p>\n\n\n\n

    claude_settings_dir = Path.home() \/ “.claude”<\/p>\n\n\n\n

    claude_settings_dir.mkdir(exist_ok=True)<\/p>\n\n\n\n

    settings_file = claude_settings_dir \/ “settings.json”<\/p>\n\n\n\n

    settings = {}<\/p>\n\n\n\n

    if settings_file.exists():<\/p>\n\n\n\n

        with open(settings_file) as f:<\/p>\n\n\n\n

            settings = json.load(f)<\/p>\n\n\n\n

    if “hooks” not in settings:<\/p>\n\n\n\n

        settings[“hooks”] = {}<\/p>\n\n\n\n

    settings[“hooks”][“UserPromptSubmit”] = [<\/p>\n\n\n\n

        {<\/p>\n\n\n\n

            “hooks”: [<\/p>\n\n\n\n

                {<\/p>\n\n\n\n

                    “type”: “command”,<\/p>\n\n\n\n

                    “command”: f”{venv_python} {hooks_dir \/ ‘user_prompt_submit.py’}”,<\/p>\n\n\n\n

                    “timeout”: 5,<\/p>\n\n\n\n

                }<\/p>\n\n\n\n

            ]<\/p>\n\n\n\n

        }<\/p>\n\n\n\n

    ]<\/p>\n\n\n\n

    # Stop hook captures the assistant’s reply each turn (role=ASSISTANT),<\/p>\n\n\n\n

    # completing the USER\u2192ASSISTANT arc the Episodic strategy needs to reflect.<\/p>\n\n\n\n

    settings[“hooks”][“Stop”] = [<\/p>\n\n\n\n

        {<\/p>\n\n\n\n

            “hooks”: [<\/p>\n\n\n\n

                {<\/p>\n\n\n\n

                    “type”: “command”,<\/p>\n\n\n\n

                    “command”: f”{venv_python} {hooks_dir \/ ‘stop_capture.py’}”,<\/p>\n\n\n\n

                    “timeout”: 10,<\/p>\n\n\n\n

                }<\/p>\n\n\n\n

            ]<\/p>\n\n\n\n

        }<\/p>\n\n\n\n

    ]<\/p>\n\n\n\n

    with open(settings_file, “w”) as f:<\/p>\n\n\n\n

        json.dump(settings, f, indent=2)<\/p>\n\n\n\n

    # === 3. \u8bbe\u7f6e hook \u811a\u672c\u6267\u884c\u6743\u9650 ===<\/p>\n\n\n\n

    for hook_file in hooks_dir.glob(“*.py”):<\/p>\n\n\n\n

        hook_file.chmod(hook_file.stat().st_mode | stat.S_IEXEC)<\/p>\n\n\n\n

    print(“=” * 60)<\/p>\n\n\n\n

    print(“AgentCore Memory MCP – \u914d\u7f6e\u5b8c\u6210”)<\/p>\n\n\n\n

    print(“=” * 60)<\/p>\n\n\n\n

    print(f”\\nMCP \u914d\u7f6e\u5199\u5165: {claude_json}”)<\/p>\n\n\n\n

    print(f”Hooks \u914d\u7f6e\u5199\u5165: {settings_file}”)<\/p>\n\n\n\n

    print(f”MCP \u670d\u52a1\u5668: {venv_python} {run_server}”)<\/p>\n\n\n\n

    print(f”Memory ID: {args.memory_id}”)<\/p>\n\n\n\n

    print(f”\u533a\u57df: {args.region}”)<\/p>\n\n\n\n

    actor_note = args.actor_id or “\u81ea\u52a8\u63a8\u65ad\uff08\u7528\u6237\u540d-\u4e3b\u673a\u540d\uff0c\u8bbe\u5907\u7ea7\u9694\u79bb\uff09”<\/p>\n\n\n\n

    print(f”Actor ID: {actor_note}”)<\/p>\n\n\n\n

    print(f”\\nHook \u5df2\u914d\u7f6e:”)<\/p>\n\n\n\n

    print(f”  – UserPromptSubmit: \u6355\u83b7\u7528\u6237\u8f93\u5165\uff08role=USER\uff09\u5e76\u5373\u65f6\u53d1\u9001”)<\/p>\n\n\n\n

    print(f”  – Stop: \u6355\u83b7\u52a9\u624b\u56de\u590d\uff08role=ASSISTANT\uff09\uff0c\u8865\u5168 Episodic \u53cd\u601d\u5f27\u7ebf”)<\/p>\n\n\n\n

    print(f”\\n\u8bf7\u91cd\u542f Claude Code \u4ee5\u6fc0\u6d3b MCP \u670d\u52a1\u5668\u3002”)<\/p>\n\n\n\n

if __name__ == “__main__”:<\/p>\n\n\n\n

    main()<\/p>\n\n\n\n

\u91cd\u542f Claude Code\uff0c\/mcp \u80fd\u770b\u5230 agentcore-memory \u548c\u5b83\u7684 5 \u4e2a\u5de5\u5177\u3002<\/p>\n\n\n\n

3.5 \u591a\u7ec8\u7aef\u5171\u4eab\uff0c\u9760 actorId<\/strong><\/p>\n\n\n\n

\u56de\u5230\u6700\u5f00\u59cb\u90a3\u4e2a\u95ee\u9898\uff1a\u600e\u4e48\u8ba9\u4e00\u53f0\u8bbe\u5907\u4e0a\u8bb0\u4e0b\u7684\u4e1c\u897f\uff0c\u5728\u53e6\u4e00\u53f0\u4e0a\u4e5f\u80fd\u60f3\u8d77\u6765\uff1f<\/p>\n\n\n\n

\u7b54\u6848\u5176\u5b9e\u5f88\u7b80\u5355\u3002AgentCore Memory \u7684\u547d\u540d\u7a7a\u95f4\u91cc\u6709\u4e2a {actorId} \u5360\u4f4d\u7b26\uff0c\u591a\u4e2a\u5ba2\u6237\u7aef\u53ea\u8981\u914d\u4e0a\u76f8\u540c\u7684 actor-id\uff0c\u5c31\u4f1a\u843d\u8fdb\u540c\u4e00\u5957\u547d\u540d\u7a7a\u95f4\u3001\u81ea\u52a8\u5171\u4eab\u8bb0\u5fc6\uff1b\u8981\u662f\u4e0d\u6307\u5b9a\uff0c\u9ed8\u8ba4\u5c31\u7528\u300c\u7528\u6237\u540d-\u4e3b\u673a\u540d\u300d\uff0c\u5404\u53f0\u8bbe\u5907\u5404\u81ea\u9694\u79bb\u3002\u4e24\u79cd\u6a21\u5f0f\u4e4b\u95f4\uff0c\u4e00\u4e2a\u53c2\u6570\u5c31\u80fd\u5207\u6362\u3002<\/p>\n\n\n\n

\"\"[\u56fe4]<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

\u5171\u4eab\u6a21\u5f0f\u4e0b\uff0c\u5ba2\u6237\u7aef A \u5b58\u8fdb\u53bb\u7684\u4e8b\u5b9e\uff0c\u51e0\u5341\u79d2\u540e\u5c31\u80fd\u5728\u5ba2\u6237\u7aef B \u4e0a\u88ab memory_search \u53ec\u56de\u3002\u800c\u4e14\u8981\u6ce8\u610f\uff0c\u8fd9\u91cc\u753b\u7684\u5df2\u7ecf\u4e0d\u6b62 Claude Code \u4e86\uff0c\u4efb\u4f55 MCP \u5ba2\u6237\u7aef\u90fd\u80fd\u6302\u4e0a\u6765\uff0c\u8fd9\u70b9\u6211\u4eec\u7559\u5230\u7ed3\u5c3e\u518d\u5c55\u5f00\u3002\u9694\u79bb\u6a21\u5f0f\u4e0b\uff0c\u6bcf\u53f0\u8bbe\u5907\u5404\u5199\u5404\u7684 \/facts\/\u7528\u6237\u540d-\u4e3b\u673a\u540d\/ \u547d\u540d\u7a7a\u95f4\uff0c\u5f7c\u6b64\u4e0d\u4f1a\u4e32\u53f0\u3002<\/p>\n\n\n\n

3.6 \u56e2\u961f\u7ea7\u5171\u4eab<\/strong><\/p>\n\n\n\n

actorId \u7684\u8bbe\u8ba1\u7a7a\u95f4\uff0c\u8fdc\u4e0d\u6b62\u4e2a\u4eba\u591a\u7ec8\u7aef\u8fd9\u4e00\u79cd\u7528\u6cd5\u3002\u8981\u662f\u4e00\u4e2a\u56e2\u961f\u7ea6\u5b9a\u597d\u90fd\u7528\u540c\u4e00\u4e2a actor-id\uff0c\u6bd4\u5982\u62ff\u5ba2\u6237\u540d\u6216\u9879\u76ee\u540d\u6765\u547d\u540d\uff0c\u90a3\u4e48\u6bcf\u4e2a\u4eba\u7684 Claude Code\uff0c\u5176\u5b9e\u90fd\u662f\u5728\u5411\u540c\u4e00\u4e2a\u300c\u56e2\u961f\u5927\u8111\u300d\u8bfb\u5199\u3002 \u5f53\u524d\uff0c\u4e5f\u53ef\u4ee5\u8003\u8651\u6539\u5199 MCP Server \u7684\u5b9e\u73b0\u903b\u8f91\uff0c\u5373\u4f7f\u4e0d\u540c\u4eba\u5458\u4f7f\u7528\u4e0d\u540cactorId, \u4e5f\u53ef\u4ee5\u6839\u636enamespace\u524d\u7f00\u5b9e\u73b0\u56e2\u961f\u5185\u7684\u8bb0\u5fc6\u5171\u4eab\u3002<\/p>\n\n\n\n

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