{"id":90687,"date":"2026-08-05T20:08:38","date_gmt":"2026-08-05T12:08:38","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/90687.html"},"modified":"2026-08-05T20:08:38","modified_gmt":"2026-08-05T12:08:38","slug":"%e7%ac%ac-7-%e7%af%87%ef%bc%8813-14-%e7%ab%a0%ef%bc%89%ef%bc%9aai-agent-%e7%9a%84%e8%ae%b0%e5%bf%86%e4%b8%8e%e6%8e%a2%e7%b4%a2-microsoft-agent-framework","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/90687.html","title":{"rendered":"\u7b2c 7 \u7bc7\uff0813-14 \u7ae0\uff09\uff1aAI Agent \u7684\u8bb0\u5fc6\u4e0e\u63a2\u7d22 Microsoft Agent Framework"},"content":{"rendered":"<h2>\u7b2c 7 \u7bc7&#xff08;13-14 \u7ae0&#xff09;&#xff1a;AI Agent \u7684\u8bb0\u5fc6\u4e0e\u63a2\u7d22 Microsoft Agent Framework<\/h2>\n<\/p>\n<h4>\u6587\u7ae0\u76ee\u5f55<\/h4>\n<ul>\n<li>\u7b2c 7 \u7bc7&#xff08;13-14 \u7ae0&#xff09;&#xff1a;AI Agent \u7684\u8bb0\u5fc6\u4e0e\u63a2\u7d22 Microsoft Agent Framework<\/li>\n<li>\u4e00\u3001\u7b2c 13 \u7ae0&#xff1a;AI Agent \u7684\u8bb0\u5fc6<\/li>\n<li>\n<ul>\n<li>1. \u7406\u89e3 AI Agent \u8bb0\u5fc6<\/li>\n<li>2. \u8bb0\u5fc6\u7684\u5b9e\u73b0\u4e0e\u5b58\u50a8<\/li>\n<li>3. \u4f7f AI Agent \u81ea\u6211\u6539\u8fdb<\/li>\n<\/ul>\n<\/li>\n<li>\u4e8c\u3001\u7b2c 14 \u7ae0&#xff1a;\u63a2\u7d22 Microsoft Agent \u6846\u67b6<\/li>\n<li>\n<ul>\n<li>1. \u4e86\u89e3 Microsoft Agent \u6846\u67b6<\/li>\n<li>2. Microsoft Agent \u6846\u67b6\u6838\u5fc3\u6982\u5ff5<\/li>\n<li>3. \u9ad8\u7ea7 MAF \u6a21\u5f0f<\/li>\n<li>4. \u5728 Microsoft Foundry \u4e0a\u6258\u7ba1 LangChain \/ LangGraph \u4ee3\u7406<\/li>\n<\/ul>\n<\/li>\n<li>\u4e09\u3001\u4ee3\u7801\u793a\u4f8b\u8bb2\u89e3&#xff1a;\u8bb0\u5fc6\u4e0e\u6846\u67b6\u5982\u4f55\u771f\u5b9e\u843d\u5730<\/li>\n<li>\n<ul>\n<li>\u793a\u4f8b\u4e00&#xff1a;\u957f\u671f\u8bb0\u5fc6&#xff08;\u7b2c 13 \u7ae0&#xff09;<\/li>\n<li>\n<ul>\n<li>\u2460 \u5de5\u4f5c\u8bb0\u5fc6&#xff1a;\u4f1a\u8bdd\u7ebf\u7a0b<\/li>\n<li>\u2461 \u5b9e\u9645\u8fd0\u884c\u7ed3\u679c&#xff08;\u77ed\u671f\u8bb0\u5fc6&#xff0c;\u8bd1\u4e3a\u4e2d\u6587\u8282\u9009&#xff09;<\/li>\n<li>\u2462 \u957f\u671f\u8bb0\u5fc6&#xff1a;\u5de5\u5177 &#043; \u6301\u4e45\u5b58\u50a8<\/li>\n<li>\u2463 \u5b9e\u9645\u8fd0\u884c\u7ed3\u679c&#xff08;\u957f\u671f\u8bb0\u5fc6&#xff0c;\u8bd1\u4e3a\u4e2d\u6587\u8282\u9009&#xff09;<\/li>\n<li>\u2464 \u673a\u5236\u603b\u7ed3&#xff1a;\u957f\u671f\u8bb0\u5fc6\u5982\u4f55&#034;\u8de8\u4f1a\u8bdd\u5b58\u6d3b&#034;<\/li>\n<li>\u2465 \u5b8c\u6574\u4ee3\u7801&#xff08;\u793a\u4f8b\u4e00&#xff09;<\/li>\n<\/ul>\n<\/li>\n<li>\u793a\u4f8b\u4e8c&#xff1a;MAF \u987a\u5e8f\u5de5\u4f5c\u6d41&#xff08;\u7b2c 14 \u7ae0&#xff09;<\/li>\n<li>\n<ul>\n<li>\u2460 \u7528 WorkflowBuilder \u4e32\u8054\u4e13\u804c\u4ee3\u7406<\/li>\n<li>\u2461 \u5b9e\u9645\u8fd0\u884c\u89c2\u5bdf&#xff08;\u5de5\u4f5c\u6d41\u6267\u884c&#xff0c;\u8bd1\u4e3a\u4e2d\u6587\u8981\u70b9&#xff09;<\/li>\n<li>\u2462 \u673a\u5236\u603b\u7ed3&#xff1a;\u987a\u5e8f\u5de5\u4f5c\u6d41\u5982\u4f55\u7ec4\u7ec7\u591a\u4ee3\u7406<\/li>\n<li>\u2463 \u5b8c\u6574\u4ee3\u7801&#xff08;\u793a\u4f8b\u4e8c&#xff09;<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>\u672c\u7cfb\u5217\u300c\u5fae\u8f6f\u300aAI Agents for Beginners\u300b\u5b9e\u6218\u89e3\u8bfb\u300d\u57fa\u4e8e\u5fae\u8f6f\u5b98\u65b9\u8bfe\u7a0b&#xff0c;\u9010\u7ae0\u8bb2\u89e3\u5e76\u7ed3\u5408\u5b9e\u8df5\u6269\u5c55\u3002\u672c\u7bc7\u8986\u76d6\u7b2c 13 \u7ae0\u300aAI Agent \u7684\u8bb0\u5fc6\u300b\u4e0e\u7b2c 14 \u7ae0\u300a\u63a2\u7d22 Microsoft Agent \u6846\u67b6\u300b\u3002 \u6587\u4e2d\u5b50\u6807\u9898\u6cbf\u7528\u5b98\u65b9\u8bfe\u7a0b\u539f\u6587&#xff1b;\u793a\u4f8b\u57fa\u4e8e Microsoft Agent Framework&#xff08;MAF&#xff09;&#xff0c;\u6a21\u578b\u540e\u7aef\u4e3a DeepSeek&#xff08;OpenAI \u517c\u5bb9\u534f\u8bae&#xff09;\u3002 \u672c\u7bc7\u4ee3\u7801\u8bb2\u89e3\u57fa\u4e8e\u771f\u5b9e\u8fd0\u884c\u7ed3\u679c&#xff08;\u7ed3\u679c\u5df2\u8bd1\u4e3a\u4e2d\u6587&#xff09;&#xff0c;\u6bcf\u4e2a\u793a\u4f8b\u672b\u5c3e\u9644\u5b8c\u6574\u53ef\u8fd0\u884c\u4ee3\u7801\u3002<\/p>\n<hr \/>\n<h2>\u4e00\u3001\u7b2c 13 \u7ae0&#xff1a;AI Agent \u7684\u8bb0\u5fc6<\/h2>\n<p>AI \u4ee3\u7406\u7684\u72ec\u7279\u4f18\u52bf\u6e90\u4e8e\u4e24\u70b9&#xff1a;\u8c03\u7528\u5de5\u5177\u5b8c\u6210\u4efb\u52a1\u7684\u80fd\u529b&#xff0c;\u4ee5\u53ca\u968f\u65f6\u95f4\u63a8\u79fb\u7684\u6539\u8fdb\u80fd\u529b\u3002\u8bb0\u5fc6\u662f\u521b\u5efa\u80fd\u81ea\u6211\u6539\u8fdb\u3001\u4e3a\u7528\u6237\u521b\u9020\u66f4\u597d\u4f53\u9a8c\u7684\u4ee3\u7406\u7684\u57fa\u7840\u3002<\/p>\n<h3>1. \u7406\u89e3 AI Agent \u8bb0\u5fc6<\/h3>\n<p>AI Agent \u7684\u8bb0\u5fc6\u6307\u5141\u8bb8\u5176\u4fdd\u7559\u548c\u56de\u5fc6\u4fe1\u606f\u7684\u673a\u5236\u2014\u2014\u5bf9\u8bdd\u7ec6\u8282\u3001\u7528\u6237\u504f\u597d\u3001\u8fc7\u5f80\u884c\u4e3a\u3001\u5b66\u4e60\u5230\u7684\u6a21\u5f0f\u3002\u6ca1\u6709\u8bb0\u5fc6\u7684 AI \u5e94\u7528\u662f\u65e0\u72b6\u6001\u7684&#xff0c;\u6bcf\u6b21\u4ea4\u4e92\u4ece\u96f6\u5f00\u59cb&#xff0c;\u5bfc\u81f4\u91cd\u590d\u4e14\u4ee4\u4eba\u6cae\u4e27\u7684\u4f53\u9a8c&#xff0c;\u4ee3\u7406\u4f1a&#034;\u5fd8\u8bb0&#034;\u4e4b\u524d\u7684\u4e0a\u4e0b\u6587\u4e0e\u504f\u597d\u3002<\/p>\n<p>\u4e3a\u4ec0\u4e48\u8bb0\u5fc6\u5f88\u91cd\u8981&#xff1f; 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\u8bfe\u7a0b\u533a\u5206\u591a\u79cd\u8bb0\u5fc6\u7c7b\u578b&#xff1a;<\/p>\n<ul>\n<li>\u5de5\u4f5c\u8bb0\u5fc6&#xff1a;\u5355\u6b21\u4efb\u52a1\u6216\u601d\u8003\u8fc7\u7a0b\u7684&#034;\u8349\u7a3f\u7eb8&#034;&#xff0c;\u4fdd\u5b58\u6267\u884c\u4e0b\u4e00\u6b65\u6240\u9700\u7684\u5373\u65f6\u4fe1\u606f\u3002<\/li>\n<li>\u77ed\u671f\u8bb0\u5fc6&#xff1a;\u4f1a\u8bdd\u6216\u4f1a\u8bdd\u671f\u95f4\u7684\u4fe1\u606f&#xff0c;\u5141\u8bb8\u4ee3\u7406\u5f15\u7528\u5bf9\u8bdd\u4e2d\u7684\u5148\u524d\u8f6e\u6b21\u3002<\/li>\n<li>\u957f\u671f\u8bb0\u5fc6&#xff1a;\u8de8\u591a\u4e2a\u4f1a\u8bdd\u6301\u7eed\u4fdd\u5b58\u7684\u4fe1\u606f&#xff08;\u7528\u6237\u504f\u597d\u3001\u5386\u53f2\u4ea4\u4e92\u3001\u4e00\u822c\u77e5\u8bc6&#xff09;&#xff0c;\u5bf9\u4e2a\u6027\u5316\u81f3\u5173\u91cd\u8981\u3002<\/li>\n<li>\u89d2\u8272\u8bb0\u5fc6&#xff1a;\u5e2e\u52a9\u4ee3\u7406\u53d1\u5c55\u4e00\u81f4\u7684&#034;\u4e2a\u6027&#034;\u6216&#034;\u89d2\u8272&#034;\u3002<\/li>\n<li>\u5de5\u4f5c\u6d41\u7a0b\/\u60c5\u8282\u8bb0\u5fc6&#xff1a;\u4fdd\u5b58\u590d\u6742\u4efb\u52a1\u4e2d\u91c7\u53d6\u7684\u6b65\u9aa4\u5e8f\u5217&#xff08;\u6210\u529f\u4e0e\u5931\u8d25&#xff09;&#xff0c;\u7528\u4e8e\u4ece\u7ecf\u9a8c\u4e2d\u5b66\u4e60\u3002<\/li>\n<li>\u5b9e\u4f53\u8bb0\u5fc6&#xff1a;\u4ece\u5bf9\u8bdd\u4e2d\u63d0\u53d6\u5e76\u8bb0\u5fc6\u5177\u4f53\u5b9e\u4f53&#xff08;\u4eba\u7269\u3001\u5730\u70b9\u3001\u4e8b\u7269&#xff09;\u4e0e\u4e8b\u4ef6\u3002<\/li>\n<li>\u7ed3\u6784\u5316 RAG&#xff1a;\u4ece\u5404\u79cd\u6765\u6e90\u63d0\u53d6\u5bc6\u96c6\u7ed3\u6784\u5316\u4fe1\u606f\u5e76\u7528\u4ee5\u63d0\u5347\u56de\u7b54\u7cbe\u5ea6&#xff0c;\u4f9d\u8d56\u4fe1\u606f\u56fa\u6709\u7ed3\u6784\u800c\u975e\u4ec5\u8bed\u4e49\u76f8\u4f3c\u6027\u3002<\/li>\n<\/ul>\n<p>\u7406\u8bba\u6269\u5c55&#xff1a;\u8bb0\u5fc6\u4e0e\u8ba4\u77e5\u6a21\u578b\u3002 \u4e0a\u8ff0\u5206\u7c7b\u5bf9\u5e94\u8ba4\u77e5\u79d1\u5b66\u7684\u4e09\u5c42\u8bb0\u5fc6\u6a21\u578b\u2014\u2014\u5de5\u4f5c\u8bb0\u5fc6&#xff08;\u77ed\u6682\u3001\u5bb9\u91cf\u6709\u9650&#xff09;\u3001\u77ed\u671f\u8bb0\u5fc6&#xff08;\u4f1a\u8bdd\u671f&#xff09;\u3001\u957f\u671f\u8bb0\u5fc6&#xff08;\u6301\u4e45&#xff09;\u3002\u5de5\u7a0b\u4e0a&#xff0c;\u524d\u4e24\u8005\u5bf9\u5e94\u4f1a\u8bdd\u4e0a\u4e0b\u6587\u4e0e\u7ebf\u7a0b&#xff0c;\u540e\u8005\u9700\u5916\u90e8\u6301\u4e45\u5b58\u50a8&#xff08;\u6570\u636e\u5e93\u3001\u5411\u91cf\u5e93&#xff09;\u5e76\u901a\u8fc7\u5de5\u5177\u66b4\u9732\u7ed9\u4ee3\u7406\u3002<\/p>\n<h3>2. \u8bb0\u5fc6\u7684\u5b9e\u73b0\u4e0e\u5b58\u50a8<\/h3>\n<p>\u4e3a\u4ee3\u7406\u5b9e\u73b0\u8bb0\u5fc6\u6d89\u53ca\u7cfb\u7edf\u5316\u7684\u8bb0\u5fc6\u7ba1\u7406\u8fc7\u7a0b&#xff1a;\u751f\u6210\u3001\u5b58\u50a8\u3001\u68c0\u7d22\u3001\u6574\u5408\u3001\u66f4\u65b0\u751a\u81f3&#034;\u9057\u5fd8&#034;\u3002\u68c0\u7d22\u5c24\u4e3a\u5173\u952e\u3002<\/p>\n<p>\u4e13\u7528\u8bb0\u5fc6\u5de5\u5177\u3002<\/p>\n<p>Mem0\u3002 \u4f5c\u4e3a\u6301\u4e45\u8bb0\u5fc6\u5c42&#xff0c;\u4f7f\u4ee3\u7406\u56de\u5fc6\u76f8\u5173\u4ea4\u4e92\u3001\u4fdd\u5b58\u7528\u6237\u504f\u597d&#xff0c;\u901a\u8fc7\u4e24\u9636\u6bb5\u6d41\u6c34\u7ebf&#xff08;\u63d0\u53d6\u4e0e\u66f4\u65b0&#xff09;\u5de5\u4f5c&#xff1a;\u5148\u603b\u7ed3\u5bf9\u8bdd\u5386\u53f2\u5e76\u63d0\u53d6\u65b0\u8bb0\u5fc6&#xff0c;\u518d\u57fa\u4e8e LLM \u51b3\u5b9a\u6dfb\u52a0\/\u4fee\u6539\/\u5220\u9664&#xff0c;\u5b58\u50a8\u4e8e\u5411\u91cf\u3001\u56fe\u4e0e\u952e\u503c\u6df7\u5408\u6570\u636e\u5b58\u50a8\u3002<\/p>\n<p>Cognee\u3002 \u5f00\u6e90\u7684 AI \u4ee3\u7406\u8bed\u4e49\u8bb0\u5fc6&#xff0c;\u5c06\u7ed3\u6784\u5316\u4e0e\u975e\u7ed3\u6784\u5316\u6570\u636e\u8f6c\u6362\u4e3a\u5d4c\u5165\u652f\u6301\u7684\u53ef\u67e5\u8be2\u77e5\u8bc6\u56fe\u8c31\u3002\u53cc\u5b58\u50a8\u67b6\u6784\u7ed3\u5408\u5411\u91cf\u76f8\u4f3c\u6027\u641c\u7d22\u4e0e\u56fe\u5173\u7cfb&#xff0c;\u652f\u6301\u6df7\u5408\u68c0\u7d22\u2014\u2014\u65e2\u7406\u89e3\u4fe1\u606f\u76f8\u4f3c\u6027&#xff0c;\u53c8\u7406\u89e3\u6982\u5ff5\u95f4\u5173\u8054\u3002<\/p>\n<p>\u7406\u8bba\u6269\u5c55&#xff1a;\u68c0\u7d22-\u589e\u5f3a\u8bb0\u5fc6\u3002 \u957f\u671f\u8bb0\u5fc6\u7684\u5de5\u7a0b\u5b9e\u73b0\u672c\u8d28\u662f RAG\u2014\u2014\u5c06\u8bb0\u5fc6\u5199\u5165\u5411\u91cf\u5e93&#xff0c;\u68c0\u7d22\u65f6\u6309\u8bed\u4e49\u76f8\u5173\u5ea6\u53ec\u56de\u5e76\u6ce8\u5165\u4e0a\u4e0b\u6587&#xff08;\u4e0e\u7b2c 05 \u7ae0 RAG \u7ba1\u7ebf\u540c\u6784&#xff09;\u3002Mem0 \u4e0e Cognee \u7684\u533a\u522b\u5728\u4e8e\u8bb0\u5fc6\u7ed3\u6784\u5316\u7a0b\u5ea6&#xff1a;\u524d\u8005\u4ee5\u6df7\u5408\u5b58\u50a8\u4e3a\u4e3b&#xff0c;\u540e\u8005\u4ee5\u77e5\u8bc6\u56fe\u8c31\u663e\u5f0f\u5efa\u6a21\u5b9e\u4f53\u5173\u7cfb\u3002<\/p>\n<h3>3. \u4f7f AI Agent \u81ea\u6211\u6539\u8fdb<\/h3>\n<p>\u81ea\u6211\u6539\u8fdb\u4ee3\u7406\u7684\u5e38\u89c1\u6a21\u5f0f\u662f\u5f15\u5165&#034;\u77e5\u8bc6\u4ee3\u7406&#034;&#xff1a;\u72ec\u7acb\u4ee3\u7406\u89c2\u5bdf\u7528\u6237\u4e0e\u4e3b\u4ee3\u7406\u7684\u5bf9\u8bdd&#xff0c;\u5176\u804c\u8d23\u4e3a&#xff1a;<\/p>\n<li>\u8bc6\u522b\u6709\u4ef7\u503c\u4fe1\u606f&#xff1a;\u5224\u65ad\u5bf9\u8bdd\u4e2d\u662f\u5426\u6709\u503c\u5f97\u4fdd\u5b58\u7684\u5185\u5bb9&#xff08;\u901a\u7528\u77e5\u8bc6\u6216\u7528\u6237\u504f\u597d&#xff09;\u3002<\/li>\n<li>\u63d0\u53d6\u548c\u603b\u7ed3&#xff1a;\u8403\u53d6\u5173\u952e\u5b66\u4e60\u6216\u504f\u597d\u3002<\/li>\n<li>\u5b58\u5165\u77e5\u8bc6\u5e93&#xff1a;\u6301\u4e45\u5316\u5230\u5411\u91cf\u6570\u636e\u5e93\u4ee5\u4fbf\u540e\u7eed\u68c0\u7d22\u3002<\/li>\n<li>\u589e\u5f3a\u672a\u6765\u67e5\u8be2&#xff1a;\u65b0\u67e5\u8be2\u65f6\u68c0\u7d22\u76f8\u5173\u5185\u5bb9\u5e76\u9644\u52a0\u5230\u63d0\u793a&#xff08;\u7c7b\u4f3c RAG&#xff09;\u3002<\/li>\n<p>\u7406\u8bba\u6269\u5c55&#xff1a;\u5ef6\u8fdf\u4e0e\u6210\u672c\u4f18\u5316\u3002 \u81ea\u6211\u6539\u8fdb\u9700\u63a7\u5236\u5f00\u9500&#xff1a;\u5148\u4ee5\u5ec9\u4ef7\u5feb\u901f\u7684\u6a21\u578b\u5224\u65ad\u4fe1\u606f\u662f\u5426\u6709\u5b58\u50a8\u4ef7\u503c&#xff0c;\u4ec5\u5728\u5fc5\u8981\u65f6\u8c03\u7528\u590d\u6742\u7684\u63d0\u53d6\/\u68c0\u7d22\u6d41\u7a0b&#xff1b;\u5bf9\u589e\u957f\u7684\u77e5\u8bc6\u5e93&#xff0c;\u53ef\u5c06\u8f83\u5c11\u4f7f\u7528\u7684\u4fe1\u606f\u8fc1\u79fb\u81f3&#034;\u51b7\u5b58\u50a8&#034;\u4ee5\u63a7\u5236\u6210\u672c\u3002<\/p>\n<hr \/>\n<h2>\u4e8c\u3001\u7b2c 14 \u7ae0&#xff1a;\u63a2\u7d22 Microsoft Agent \u6846\u67b6<\/h2>\n<p>Microsoft Agent Framework&#xff08;MAF&#xff09;\u662f\u5fae\u8f6f\u7528\u4e8e\u6784\u5efa AI \u4ee3\u7406\u7684\u7edf\u4e00\u6846\u67b6&#xff0c;\u517c\u987e\u751f\u4ea7\u4e0e\u7814\u7a76\u573a\u666f\u3002<\/p>\n<h3>1. \u4e86\u89e3 Microsoft Agent \u6846\u67b6<\/h3>\n<p>MAF \u652f\u6301\u591a\u79cd\u7f16\u6392\u573a\u666f&#xff1a;\u987a\u5e8f\u4ee3\u7406\u7f16\u6392&#xff08;\u9010\u6b65\u5de5\u4f5c\u6d41&#xff09;\u3001\u5e76\u53d1\u7f16\u6392&#xff08;\u4ee3\u7406\u540c\u65f6\u5b8c\u6210\u4efb\u52a1&#xff09;\u3001\u7fa4\u804a\u7f16\u6392&#xff08;\u4ee3\u7406\u534f\u540c\u5b8c\u6210\u5355\u4e00\u4efb\u52a1&#xff09;\u3001\u4ea4\u63a5\u7f16\u6392&#xff08;\u4ee3\u7406\u5b8c\u6210\u5b50\u4efb\u52a1\u540e\u76f8\u4e92\u4ea4\u63a5&#xff09;\u3001\u78c1\u6027\u7f16\u6392&#xff08;\u4e3b\u7ba1\u4ee3\u7406\u521b\u5efa\u4fee\u6539\u4efb\u52a1\u5217\u8868\u5e76\u534f\u8c03\u5b50\u4ee3\u7406&#xff09;\u3002<\/p>\n<p>\u4e3a\u5728\u751f\u4ea7\u4e2d\u4ea4\u4ed8\u4ee3\u7406&#xff0c;MAF \u63d0\u4f9b&#xff1a;\u53ef\u89c2\u6d4b\u6027&#xff08;OpenTelemetry \u8ffd\u8e2a\u6bcf\u4e2a\u52a8\u4f5c&#xff09;\u3001\u5b89\u5168\u6027&#xff08;\u89d2\u8272\u8bbf\u95ee\u63a7\u5236\u3001\u79c1\u6709\u6570\u636e\u5904\u7406\u3001\u5185\u5bb9\u5b89\u5168&#xff09;\u3001\u6301\u4e45\u6027&#xff08;\u7ebf\u7a0b\u4e0e\u5de5\u4f5c\u6d41\u53ef\u6682\u505c\u3001\u6062\u590d\u3001\u4ece\u9519\u8bef\u6062\u590d&#xff09;\u3001\u63a7\u5236\u6743&#xff08;\u4eba\u673a\u534f\u540c\u5de5\u4f5c\u6d41&#xff0c;\u4efb\u52a1\u53ef\u6807\u8bb0\u9700\u4eba\u5de5\u5ba1\u6279&#xff09;\u3002<\/p>\n<p>MAF \u6ce8\u91cd\u4e92\u64cd\u4f5c\u6027&#xff1a;\u4e91\u65e0\u5173&#xff08;\u5bb9\u5668\/\u672c\u5730\/\u591a\u4e91&#xff09;\u3001\u63d0\u4f9b\u5546\u65e0\u5173&#xff08;Azure OpenAI\u3001OpenAI \u7b49 SDK&#xff09;\u3001\u96c6\u6210\u5f00\u653e\u6807\u51c6&#xff08;A2A\u3001MCP&#xff09;\u3001\u63d2\u4ef6\u4e0e\u8fde\u63a5\u5668&#xff08;Fabric\u3001SharePoint\u3001Pinecone\u3001Qdrant \u7b49\u6570\u636e\u4e0e\u5185\u5b58\u670d\u52a1&#xff09;\u3002<\/p>\n<p>\u7406\u8bba\u6269\u5c55&#xff1a;\u6846\u67b6\u7684\u80fd\u529b\u7ef4\u5ea6\u3002 MAF \u7684\u80fd\u529b\u53ef\u5f52\u7eb3\u4e3a\u56db\u4e2a\u7ef4\u5ea6\u2014\u2014\u7f16\u6392&#xff08;\u7ec4\u7ec7\u591a\u4ee3\u7406\u62d3\u6251&#xff09;\u3001\u8fd0\u7ef4&#xff08;\u53ef\u89c2\u6d4b\u6027\u3001\u6301\u4e45\u6027\u3001\u5b89\u5168&#xff09;\u3001\u4e92\u64cd\u4f5c&#xff08;\u5f00\u653e\u6807\u51c6\u4e0e\u8de8\u63d0\u4f9b\u5546&#xff09;\u3001\u6269\u5c55&#xff08;\u63d2\u4ef6\u4e0e\u8fde\u63a5\u5668&#xff09;\u3002\u8fd9\u6784\u6210\u751f\u4ea7\u7ea7\u4ee3\u7406\u6846\u67b6\u7684\u5b8c\u6574\u80fd\u529b\u6a21\u578b\u3002<\/p>\n<h3>2. Microsoft Agent \u6846\u67b6\u6838\u5fc3\u6982\u5ff5<\/h3>\n<p>\u4ee3\u7406\u3002 \u4ee3\u7406\u901a\u8fc7\u5b9a\u4e49\u63a8\u7406\u670d\u52a1&#xff08;LLM \u63d0\u4f9b\u5546&#xff09;\u3001\u6307\u4ee4\u4e0e name \u521b\u5efa\u3002\u53ef\u7528\u591a\u79cd\u670d\u52a1\u521b\u5efa&#xff08;Azure OpenAI\u3001OpenAI\u3001\u517c\u5bb9\u7aef\u70b9&#xff09;&#xff0c;\u5e76\u652f\u6301\u57fa\u4e8e A2A \u534f\u8bae\u7684\u8fdc\u7a0b\u4ee3\u7406\u3002\u4ee3\u7406\u901a\u8fc7 .run \u6216 .run_stream \u8fd0\u884c\u3002<\/p>\n<p>\u5de5\u5177\u3002 \u5de5\u5177\u5728\u5b9a\u4e49\u4ee3\u7406\u65f6\u6307\u5b9a&#xff0c;\u4e5f\u53ef\u5728\u8fd0\u884c\u65f6\u6307\u5b9a&#xff08;\u4ec5\u5bf9\u5355\u6b21\u8fd0\u884c\u751f\u6548&#xff09;\u3002<\/p>\n<p>\u4ee3\u7406\u7ebf\u7a0b\u3002 \u7ebf\u7a0b\u5904\u7406\u591a\u8f6e\u5bf9\u8bdd&#xff0c;\u53ef\u901a\u8fc7 get_new_thread() \u521b\u5efa\u5e76\u88ab\u5e8f\u5217\u5316\u5b58\u50a8\u3001\u53cd\u5e8f\u5217\u5316\u6062\u590d\u3002<\/p>\n<p>\u4ee3\u7406\u4e2d\u95f4\u4ef6\u3002 \u4e2d\u95f4\u4ef6\u5141\u8bb8\u5728\u4ee3\u7406\u4e0e\u5de5\u5177\/LLM \u4ea4\u4e92\u65f6\u6267\u884c\u64cd\u4f5c&#xff1a;\u51fd\u6570\u4e2d\u95f4\u4ef6&#xff08;\u5728\u51fd\u6570\u8c03\u7528\u524d\u540e\u6267\u884c&#xff0c;\u5982\u65e5\u5fd7\u8bb0\u5f55&#xff09;\u3001\u804a\u5929\u4e2d\u95f4\u4ef6&#xff08;\u5728\u53d1\u9001\u8bf7\u6c42\u7ed9 LLM \u524d\u540e\u6267\u884c&#xff09;\u3002<\/p>\n<p>\u4ee3\u7406\u8bb0\u5fc6\u3002 MAF \u63d0\u4f9b\u591a\u79cd\u8bb0\u5fc6&#xff1a;\u5185\u5b58\u5b58\u50a8&#xff08;\u5e94\u7528\u8fd0\u884c\u671f\u95f4\u7ebf\u7a0b\u5185&#xff09;\u3001\u6301\u4e45\u6d88\u606f&#xff08;\u8de8\u4f1a\u8bdd\u5b58\u50a8\u5bf9\u8bdd\u5386\u53f2&#xff09;\u3001\u52a8\u6001\u8bb0\u5fc6&#xff08;\u8fd0\u884c\u524d\u6dfb\u52a0\u5230\u4e0a\u4e0b\u6587&#xff0c;\u53ef\u5b58\u50a8\u4e8e Mem0 \u7b49\u5916\u90e8\u670d\u52a1&#xff09;\u3002<\/p>\n<p>\u4ee3\u7406\u53ef\u89c2\u6d4b\u6027\u3002 MAF \u96c6\u6210 OpenTelemetry&#xff0c;\u63d0\u4f9b\u8ddf\u8e2a\u4e0e\u8ba1\u91cf\u3002<\/p>\n<p>\u5de5\u4f5c\u6d41\u3002 MAF \u63d0\u4f9b\u7531\u9884\u5b9a\u4e49\u6b65\u9aa4\u7ec4\u6210\u7684\u5de5\u4f5c\u6d41&#xff0c;\u4ee5 AI \u4ee3\u7406\u4f5c\u4e3a\u7ec4\u4ef6\u3002\u6838\u5fc3\u7ec4\u4ef6\u5305\u62ec\u6267\u884c\u5668&#xff08;\u63a5\u6536\u8f93\u5165\u3001\u6267\u884c\u3001\u8f93\u51fa&#xff09;\u4e0e\u8fb9&#xff08;\u5b9a\u4e49\u6d88\u606f\u6d41\u5411\u2014\u2014\u76f4\u63a5\u8fb9\u3001\u6761\u4ef6\u8fb9\u3001\u5f00\u5173-\u6761\u4ef6\u8fb9\u3001\u5206\u53d1\u8fb9\u3001\u5408\u5e76\u8fb9&#xff09;&#xff0c;\u5e76\u63d0\u4f9b\u5185\u7f6e\u6267\u884c\u4e8b\u4ef6&#xff08;\u542f\u52a8\u3001\u8f93\u51fa\u3001\u9519\u8bef\u3001\u6267\u884c\u5668\u8c03\u7528\/\u5b8c\u6210\u7b49&#xff09;\u3002<\/p>\n<p>\u7406\u8bba\u6269\u5c55&#xff1a;\u5de5\u4f5c\u6d41\u4e0e DAG\u3002 \u5de5\u4f5c\u6d41\u5c06\u4ee3\u7406\u7ec4\u7ec7\u4e3a\u6709\u5411\u65e0\u73af\u56fe&#xff08;DAG&#xff09;\u2014\u2014\u6267\u884c\u5668\u4e3a\u8282\u70b9&#xff0c;\u8fb9\u4e3a\u6570\u636e\u6d41\u3002\u6761\u4ef6\u8fb9\u3001\u5206\u53d1\u8fb9\u3001\u5408\u5e76\u8fb9\u5206\u522b\u5bf9\u5e94\u6761\u4ef6\u8def\u7531\u3001\u6247\u51fa\u3001\u6247\u5165\u62d3\u6251&#xff0c;\u6784\u6210\u590d\u6742\u7f16\u6392\u7684\u57fa\u7840\u539f\u8bed\u3002<\/p>\n<h3>3. \u9ad8\u7ea7 MAF \u6a21\u5f0f<\/h3>\n<p>\u6784\u5efa\u590d\u6742\u4ee3\u7406\u65f6\u53ef\u8003\u8651\u7684\u9ad8\u7ea7\u6a21\u5f0f&#xff1a;\u4e2d\u95f4\u4ef6\u7ec4\u5408&#xff08;\u94fe\u5f0f\u8fde\u63a5\u591a\u4e2a\u4e2d\u95f4\u4ef6&#xff0c;\u5b9e\u73b0\u65e5\u5fd7\u3001\u8ba4\u8bc1\u3001\u9650\u6d41&#xff09;\u3001\u5de5\u4f5c\u6d41\u68c0\u67e5\u70b9&#xff08;\u5229\u7528\u4e8b\u4ef6\u4e0e\u5e8f\u5217\u5316\u4fdd\u5b58\/\u6062\u590d\u957f\u65f6\u8fd0\u884c\u8fdb\u7a0b&#xff09;\u3001\u52a8\u6001\u5de5\u5177\u9009\u62e9&#xff08;\u7ed3\u5408\u5de5\u5177\u63cf\u8ff0\u7684 RAG \u4e0e\u5de5\u5177\u6ce8\u518c&#xff0c;\u4ec5\u5c55\u793a\u76f8\u5173\u5de5\u5177&#xff09;\u3001\u591a\u4ee3\u7406\u4ea4\u63a5&#xff08;\u5229\u7528\u5de5\u4f5c\u6d41\u8fb9\u4e0e\u6761\u4ef6\u8def\u7531\u534f\u8c03\u4e13\u804c\u4ee3\u7406\u4ea4\u63a5&#xff09;\u3002<\/p>\n<h3>4. \u5728 Microsoft Foundry \u4e0a\u6258\u7ba1 LangChain \/ LangGraph \u4ee3\u7406<\/h3>\n<p>MAF \u5177\u5907\u6846\u67b6\u4e92\u64cd\u4f5c\u6027\u2014\u2014\u5df2\u6709\u7528 LangChain\/LangGraph \u6784\u5efa\u7684\u4ee3\u7406\u53ef\u4f5c\u4e3a Foundry \u6258\u7ba1\u4ee3\u7406\u8fd0\u884c&#xff0c;\u7531 Foundry \u7ba1\u7406\u8fd0\u884c\u65f6\u3001\u4f1a\u8bdd\u3001\u6269\u5c55\u3001\u8eab\u4efd\u4e0e\u534f\u8bae\u7aef\u70b9&#xff0c;\u4ee3\u7406\u903b\u8f91\u4ecd\u4fdd\u6301\u4e8e LangGraph\u3002\u8fd9\u901a\u8fc7 langchain_azure_ai.agents.hosting \u5305\u5b9e\u73b0&#xff0c;\u66b4\u9732\u7f16\u8bd1\u540e\u7684 LangGraph \u56fe&#xff0c;\u901a\u8fc7 Foundry \u6258\u7ba1\u4ee3\u7406\u4f7f\u7528\u7684\u534f\u8bae\u901a\u4fe1\u3002<\/p>\n<p>\u7406\u8bba\u6269\u5c55&#xff1a;\u6258\u7ba1\u62bd\u8c61\u3002 \u8be5\u80fd\u529b\u4f53\u73b0&#034;\u6846\u67b6\u65e0\u5173&#034;\u8bbe\u8ba1\u2014\u2014\u4ee3\u7406\u7684\u4e1a\u52a1\u903b\u8f91&#xff08;\u56fe\u3001\u5de5\u5177\u3001\u72b6\u6001&#xff09;\u4e0e\u8fd0\u884c\u57fa\u7840\u8bbe\u65bd&#xff08;\u6258\u7ba1\u3001\u8eab\u4efd\u3001\u534f\u8bae\u7aef\u70b9&#xff09;\u89e3\u8026\u3002\u5f00\u53d1\u8005\u53ef\u7528\u60ef\u7528\u6846\u67b6\u6784\u5efa\u903b\u8f91&#xff0c;\u518d\u4ea4\u7531\u7edf\u4e00\u5e73\u53f0\u627f\u8f7d\u8fd0\u7ef4\u5173\u6ce8\u70b9\u3002<\/p>\n<hr \/>\n<h2>\u4e09\u3001\u4ee3\u7801\u793a\u4f8b\u8bb2\u89e3&#xff1a;\u8bb0\u5fc6\u4e0e\u6846\u67b6\u5982\u4f55\u771f\u5b9e\u843d\u5730<\/h2>\n<p>\u4ee5\u4e0b\u4ee3\u7801\u53d6\u81ea\u8bfe\u7a0b\u5b98\u65b9\u793a\u4f8b&#xff08;\u5df2\u9002\u914d DeepSeek \u540e\u7aef&#xff09;&#xff0c;\u5e76\u9644\u5b9e\u9645\u8fd0\u884c\u7ed3\u679c&#xff08;\u8bd1\u4e3a\u4e2d\u6587&#xff09;\u3002\u91cd\u70b9\u56de\u7b54&#xff1a;\u957f\u671f\u8bb0\u5fc6\u5982\u4f55\u8ba9\u4ee3\u7406&#034;\u8de8\u4f1a\u8bdd\u8bb0\u4f4f\u7528\u6237&#034;&#xff1f;\u5de5\u4f5c\u6d41\u53c8\u5982\u4f55\u7ec4\u7ec7\u591a\u4ee3\u7406\u534f\u4f5c&#xff1f;<\/p>\n<h3>\u793a\u4f8b\u4e00&#xff1a;\u957f\u671f\u8bb0\u5fc6&#xff08;\u7b2c 13 \u7ae0&#xff09;<\/h3>\n<h4>\u2460 \u5de5\u4f5c\u8bb0\u5fc6&#xff1a;\u4f1a\u8bdd\u7ebf\u7a0b<\/h4>\n<p>\u5148\u7528\u4f1a\u8bdd\u7ebf\u7a0b\u6f14\u793a\u77ed\u671f\u8bb0\u5fc6\u2014\u2014\u540c\u4e00 session \u4f20\u5165\u591a\u6b21 run&#xff0c;\u4ee3\u7406\u4fdd\u6301\u591a\u8f6e\u4e0a\u4e0b\u6587&#xff1a;<\/p>\n<p>session <span class=\"token operator\">&#061;<\/span> agent<span class=\"token punctuation\">.<\/span>create_session<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token keyword\">await<\/span> agent<span class=\"token punctuation\">.<\/span>run<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u6211\u559c\u6b22\u6d77\u6ee9\u76ee\u7684\u5730&#xff0c;\u9884\u7b973000\u7f8e\u5143&#034;<\/span><span class=\"token punctuation\">,<\/span> session<span class=\"token operator\">&#061;<\/span>session<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token keyword\">await<\/span> agent<span class=\"token punctuation\">.<\/span>run<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u6211\u521a\u624d\u8bf4\u7684\u9884\u7b97\u662f\u591a\u5c11&#xff1f;&#034;<\/span><span class=\"token punctuation\">,<\/span> session<span class=\"token operator\">&#061;<\/span>session<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<h4>\u2461 \u5b9e\u9645\u8fd0\u884c\u7ed3\u679c&#xff08;\u77ed\u671f\u8bb0\u5fc6&#xff0c;\u8bd1\u4e3a\u4e2d\u6587\u8282\u9009&#xff09;<\/h4>\n<p>&#xff08;\u7528\u6237&#xff1a;\u6211\u559c\u6b22\u6d77\u6ee9\u76ee\u7684\u5730&#xff0c;\u9884\u7b973000\u7f8e\u5143&#xff09;<br \/>\n\u4ee3\u7406&#xff1a;\u5df2\u8bb0\u5165\u4f60\u7684\u6863\u6848&#xff1a;\u6d77\u6ee9\u76ee\u7684\u5730\u662f\u4f60\u7684\u504f\u597d&#xff0c;\u603b\u65c5\u884c\u9884\u7b97 3000 \u7f8e\u5143\u3002<br \/>\n    \u4e3a\u4e86\u63a8\u8350\u5b8c\u7f8e\u6d77\u6ee9&#xff0c;\u80fd\u5426\u5e2e\u6211\u7f29\u5c0f\u8303\u56f4&#xff1a;\u51fa\u884c\u65e5\u671f&#xff1f;\u4ece\u54ea\u98de&#xff1f;\u5355\u4eba\/\u60c5\u4fa3\/\u5bb6\u5ead&#xff1f;\u5168\u5305\u5ea6\u5047\u6751\u8fd8\u662f\u7cbe\u54c1\u9152\u5e97&#xff1f;<\/p>\n<p>&#xff08;\u7528\u6237&#xff1a;\u6211\u521a\u624d\u8bf4\u7684\u9884\u7b97\u662f\u591a\u5c11&#xff1f;&#xff09;<br \/>\n\u4ee3\u7406&#xff1a;\u4f60\u63d0\u5230\u672c\u6b21\u65c5\u884c\u7684\u9884\u7b97\u662f 3000 \u7f8e\u5143\u3002\u8981\u6211\u636e\u6b64\u7ee7\u7eed\u89c4\u5212&#xff0c;\u8fd8\u662f\u6709\u9700\u8981\u8c03\u6574\u7684&#xff1f;<\/p>\n<h4>\u2462 \u957f\u671f\u8bb0\u5fc6&#xff1a;\u5de5\u5177 &#043; \u6301\u4e45\u5b58\u50a8<\/h4>\n<p>\u77ed\u671f\u8bb0\u5fc6\u968f\u4f1a\u8bdd\u7ed3\u675f\u800c\u6d88\u5931\u3002\u957f\u671f\u8bb0\u5fc6\u901a\u8fc7\u5de5\u5177\u628a\u504f\u597d\u5199\u5165\u5916\u90e8\u5b58\u50a8&#xff0c;\u8de8\u4f1a\u8bdd\u53ef\u7528&#xff1a;<\/p>\n<p>preference_store<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">dict<\/span><span class=\"token punctuation\">[<\/span><span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token builtin\">list<\/span><span class=\"token punctuation\">[<\/span><span class=\"token builtin\">str<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token punctuation\">}<\/span><\/p>\n<p><span class=\"token decorator annotation punctuation\">&#064;tool<\/span><span class=\"token punctuation\">(<\/span>approval_mode<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;never_require&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token keyword\">def<\/span> <span class=\"token function\">save_preference<\/span><span class=\"token punctuation\">(<\/span>user_id<span class=\"token punctuation\">:<\/span> Annotated<span class=\"token punctuation\">[<\/span><span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;\u7528\u6237\u6807\u8bc6&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> preference<span class=\"token punctuation\">:<\/span> Annotated<span class=\"token punctuation\">[<\/span><span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;\u8981\u8bb0\u4f4f\u7684\u504f\u597d&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u4fdd\u5b58\u7528\u6237\u504f\u597d\u5230\u957f\u671f\u8bb0\u5fc6\u3002&#034;&#034;&#034;<\/span><br \/>\n    preference_store<span class=\"token punctuation\">.<\/span>setdefault<span class=\"token punctuation\">(<\/span>user_id<span class=\"token punctuation\">,<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span>preference<span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u5df2\u5b58\u50a8&#xff1a;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>preference<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><\/p>\n<p><span class=\"token decorator annotation punctuation\">&#064;tool<\/span><span class=\"token punctuation\">(<\/span>approval_mode<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;never_require&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token keyword\">def<\/span> <span class=\"token function\">get_preferences<\/span><span class=\"token punctuation\">(<\/span>user_id<span class=\"token punctuation\">:<\/span> Annotated<span class=\"token punctuation\">[<\/span><span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;\u7528\u6237\u6807\u8bc6&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u8bfb\u53d6\u7528\u6237\u5df2\u4fdd\u5b58\u7684\u504f\u597d\u3002&#034;&#034;&#034;<\/span><br \/>\n    prefs <span class=\"token operator\">&#061;<\/span> preference_store<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span>user_id<span class=\"token punctuation\">,<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> <span class=\"token string\">&#034;\u4fdd\u5b58\u7684\u504f\u597d&#xff1a;\\\\n- &#034;<\/span> <span class=\"token operator\">&#043;<\/span> <span class=\"token string\">&#034;\\\\n- &#034;<\/span><span class=\"token punctuation\">.<\/span>join<span class=\"token punctuation\">(<\/span>prefs<span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">if<\/span> prefs <span class=\"token keyword\">else<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u65e0 <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>user_id<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> \u7684\u504f\u597d\u8bb0\u5f55&#034;<\/span><\/span><\/p>\n<h4>\u2463 \u5b9e\u9645\u8fd0\u884c\u7ed3\u679c&#xff08;\u957f\u671f\u8bb0\u5fc6&#xff0c;\u8bd1\u4e3a\u4e2d\u6587\u8282\u9009&#xff09;<\/h4>\n<p>&#xff08;\u4f1a\u8bdd1&#xff1a;\u6211\u662f Sarah&#xff0c;\u6b63\u5728\u89c4\u5212 10 \u5468\u5e74\u7ed3\u5a5a\u7eaa\u5ff5\u65c5\u884c&#xff0c;\u559c\u6b22\u6d6a\u6f2b\u76ee\u7684\u5730\u3001\u7cbe\u81f4\u9910\u996e\u4e0e\u6c34\u7597&#xff0c;<br \/>\n     \u4e08\u592b\u884c\u52a8\u4e0d\u4fbf\u9700\u8981\u65e0\u969c\u788d\u4f4f\u5bbf&#xff0c;\u9884\u7b97\u6bcf\u665a 700-800 \u7f8e\u5143&#xff09;<br \/>\n\u4ee3\u7406&#xff1a;\u63d0\u524d\u795d\u4f60\u5468\u5e74\u5feb\u4e50&#xff01;\u5df2\u4fdd\u5b58\u4f60\u7684\u5168\u90e8\u504f\u597d&#xff1a;<br \/>\n     &#8211; \u573a\u5408&#xff1a;10 \u5468\u5e74\u7ed3\u5a5a\u7eaa\u5ff5<br \/>\n     &#8211; \u98ce\u683c&#xff1a;\u6d6a\u6f2b\u76ee\u7684\u5730<br \/>\n     &#8211; \u9910\u996e&#xff1a;\u7cbe\u81f4\u9910\u996e<br \/>\n     &#8211; \u653e\u677e&#xff1a;\u6c34\u7597\u4f53\u9a8c<br \/>\n     &#8211; \u65e0\u969c\u788d&#xff1a;\u9700\u8981\u65e0\u969c\u788d\u4f4f\u5bbf&#xff08;\u884c\u52a8\u9700\u6c42&#xff09;<br \/>\n     &#8211; \u9884\u7b97&#xff1a;\u7ea6 700-800 \u7f8e\u5143\/\u665a<\/p>\n<p>&#xff08;\u4f1a\u8bdd1\u7eed&#xff1a;\u6211\u4eec\u7d20\u98df&#xff0c;\u4e14\u6709\u4e25\u91cd\u575a\u679c\u8fc7\u654f&#xff0c;\u8bf7\u8bb0\u5f55&#xff09;<br \/>\n\u4ee3\u7406&#xff1a;\u5df2\u8bb0\u5f55&#xff0c;Sarah&#xff01;\u7d20\u98df\u4e0e\u4e25\u91cd\u575a\u679c\u8fc7\u654f&#xff0c;\u672a\u6765\u6240\u6709\u63a8\u8350\u90fd\u4f1a\u6ce8\u610f\u3002<\/p>\n<p>&#xff08;\u67e5\u770b\u5b58\u50a8\u5185\u5bb9&#xff09;\u7528\u6237 sarah_johnson_123 \u7684\u504f\u597d&#xff1a;<br \/>\n    10\u5468\u5e74\u7ed3\u5a5a\u7eaa\u5ff5 \/ \u6d6a\u6f2b\u76ee\u7684\u5730 \/ \u7cbe\u81f4\u9910\u996e \/ \u6c34\u7597\u4f53\u9a8c \/ \u65e0\u969c\u788d\u4f4f\u5bbf&#xff08;\u4e08\u592b\u884c\u52a8\u4e0d\u4fbf&#xff09;\/ \u6bcf\u665a700-800\u7f8e\u5143 \/ \u7d20\u98df \/ \u4e25\u91cd\u575a\u679c\u8fc7\u654f<\/p>\n<p>&#xff08;\u4f1a\u8bdd2&#xff1a;\u5168\u65b0\u5bf9\u8bdd\u7ebf\u7a0b\u2014\u2014&#034;\u4f60\u597d&#xff0c;\u6211\u548c\u4e08\u592b\u8981\u89c4\u5212\u53e6\u4e00\u8d9f\u65c5\u884c&#xff0c;\u80fd\u63a8\u8350\u9152\u5e97\u5417&#xff1f;&#034;&#xff09;<br \/>\n\u4ee3\u7406&#xff1a;\u5f88\u9ad8\u5174\u5e2e\u4f60\u89c4\u5212\u4e0b\u4e00\u6b21\u65c5\u884c&#xff01;\u6211\u4ece\u4f60\u7684\u6863\u6848\u4e2d\u770b\u5230\u2014\u2014\u8fd9\u662f 10 \u5468\u5e74\u7ed3\u5a5a\u7eaa\u5ff5&#xff0c;<br \/>\n     \u4f60\u559c\u6b22\u6d6a\u6f2b\u76ee\u7684\u5730\u3001\u7cbe\u81f4\u9910\u996e\u4e0e\u6c34\u7597&#xff0c;\u6211\u4f1a\u4f18\u5148\u8003\u8651\u65e0\u969c\u788d\u4f4f\u5bbf\u5e76\u63a7\u5236\u5728 700-800 \u7f8e\u5143\/\u665a\u9884\u7b97\u5185\u3002<br \/>\n     \u8bf7\u95ee\u76ee\u7684\u5730\u548c\u65e5\u671f&#xff1f;<br \/>\n&#x1f4a1; \u5373\u4f7f\u8fd9\u662f\u5168\u65b0\u7684\u5bf9\u8bdd\u7ebf\u7a0b&#xff0c;\u4ee3\u7406\u4ecd\u4ece\u957f\u671f\u8bb0\u5fc6\u53d6\u56de\u4e86 Sarah \u7684\u504f\u597d\u3002<\/p>\n<h4>\u2464 \u673a\u5236\u603b\u7ed3&#xff1a;\u957f\u671f\u8bb0\u5fc6\u5982\u4f55&#034;\u8de8\u4f1a\u8bdd\u5b58\u6d3b&#034;<\/h4>\n<p>\u7ed3\u5408\u4ee3\u7801\u4e0e\u8fd0\u884c\u7ed3\u679c&#xff1a;<\/p>\n<p>\u4f1a\u8bdd1&#xff08;\u7ebf\u7a0bA&#xff09;\u2192 save_preference \u5de5\u5177 \u2192 \u504f\u597d\u5199\u5165\u6301\u4e45\u5b58\u50a8<br \/>\n  \u2192 \u4f1a\u8bdd\u7ed3\u675f&#xff0c;\u7ebf\u7a0bA \u77ed\u671f\u8bb0\u5fc6\u6d88\u5931<br \/>\n\u4f1a\u8bdd2&#xff08;\u5168\u65b0\u7ebf\u7a0bB&#xff09;\u2192 get_preferences \u5de5\u5177 \u2192 \u4ece\u5b58\u50a8\u8bfb\u56de\u504f\u597d \u2192 \u6ce8\u5165\u4e0a\u4e0b\u6587<br \/>\n  \u2192 \u4ee3\u7406&#034;\u8bb0\u5f97&#034;Sarah&#xff0c;\u5373\u4f7f\u7ebf\u7a0b\u5df2\u6362<\/p>\n<p>\u4e09\u4e2a\u5173\u952e\u673a\u5236&#xff1a;<\/p>\n<li>\u5de5\u5177\u5373\u63a5\u53e3&#xff1a;\u957f\u671f\u8bb0\u5fc6\u4e0d\u4f9d\u8d56\u4f1a\u8bdd&#xff0c;\u800c\u662f\u901a\u8fc7 save_preference\/get_preferences \u5de5\u5177\u8bbf\u95ee\u5916\u90e8\u5b58\u50a8\u2014\u2014\u5de5\u5177\u662f\u4ee3\u7406\u4e0e\u6301\u4e45\u5c42\u4e4b\u95f4\u7684\u6865\u3002<\/li>\n<li>\u5b58\u50a8\u72ec\u7acb\u4e8e\u4f1a\u8bdd&#xff1a;\u504f\u597d\u5b58\u4e8e preference_store&#xff08;\u751f\u4ea7\u4e3a Mem0\/\u5411\u91cf\u5e93&#xff09;&#xff0c;\u7ebf\u7a0b\u7ed3\u675f\u4e0d\u4e22\u5931&#xff0c;\u56e0\u6b64&#034;\u5168\u65b0\u7ebf\u7a0b\u4ecd\u8bb0\u5f97&#034;\u3002<\/li>\n<li>\u6ce8\u5165\u65f6\u673a&#xff1a;\u7cfb\u7edf\u63d0\u793a\u8981\u6c42\u4ee3\u7406&#034;\u4f1a\u8bdd\u5f00\u59cb\u5148\u8c03 get_preferences \u68c0\u67e5&#034;\u2014\u2014\u8bb0\u5fc6\u5728\u9700\u8981\u65f6\u88ab\u4e3b\u52a8\u68c0\u7d22\u5e76\u6ce8\u5165\u4e0a\u4e0b\u6587&#xff08;\u7c7b\u4f3c RAG&#xff09;\u3002<\/li>\n<h4>\u2465 \u5b8c\u6574\u4ee3\u7801&#xff08;\u793a\u4f8b\u4e00&#xff09;<\/h4>\n<p><span class=\"token keyword\">import<\/span> asyncio<br \/>\n<span class=\"token keyword\">from<\/span> typing <span class=\"token keyword\">import<\/span> Annotated<br \/>\n<span class=\"token keyword\">from<\/span> agent_framework <span class=\"token keyword\">import<\/span> tool<br \/>\n<span class=\"token keyword\">from<\/span> _deepseek <span class=\"token keyword\">import<\/span> make_client<\/p>\n<p>preference_store<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">dict<\/span><span class=\"token punctuation\">[<\/span><span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token builtin\">list<\/span><span class=\"token punctuation\">[<\/span><span class=\"token builtin\">str<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token punctuation\">}<\/span><\/p>\n<p><span class=\"token decorator annotation punctuation\">&#064;tool<\/span><span class=\"token punctuation\">(<\/span>approval_mode<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;never_require&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token keyword\">def<\/span> <span class=\"token function\">save_preference<\/span><span class=\"token punctuation\">(<\/span>user_id<span class=\"token punctuation\">:<\/span> Annotated<span class=\"token punctuation\">[<\/span><span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;\u7528\u6237\u6807\u8bc6&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> preference<span class=\"token punctuation\">:<\/span> Annotated<span class=\"token punctuation\">[<\/span><span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;\u8981\u8bb0\u4f4f\u7684\u504f\u597d&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u4fdd\u5b58\u7528\u6237\u504f\u597d\u5230\u957f\u671f\u8bb0\u5fc6\u3002&#034;&#034;&#034;<\/span><br \/>\n    preference_store<span class=\"token punctuation\">.<\/span>setdefault<span class=\"token punctuation\">(<\/span>user_id<span class=\"token punctuation\">,<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span>preference<span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u5df2\u5b58\u50a8&#xff1a;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>preference<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><\/p>\n<p><span class=\"token decorator annotation punctuation\">&#064;tool<\/span><span class=\"token punctuation\">(<\/span>approval_mode<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;never_require&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token keyword\">def<\/span> <span class=\"token function\">get_preferences<\/span><span class=\"token punctuation\">(<\/span>user_id<span class=\"token punctuation\">:<\/span> Annotated<span class=\"token punctuation\">[<\/span><span class=\"token builtin\">str<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;\u7528\u6237\u6807\u8bc6&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span><span class=\"token operator\">&gt;<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u8bfb\u53d6\u7528\u6237\u5df2\u4fdd\u5b58\u7684\u504f\u597d\u3002&#034;&#034;&#034;<\/span><br \/>\n    prefs <span class=\"token operator\">&#061;<\/span> preference_store<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span>user_id<span class=\"token punctuation\">,<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> <span class=\"token string\">&#034;\u4fdd\u5b58\u7684\u504f\u597d&#xff1a;\\\\n- &#034;<\/span> <span class=\"token operator\">&#043;<\/span> <span class=\"token string\">&#034;\\\\n- &#034;<\/span><span class=\"token punctuation\">.<\/span>join<span class=\"token punctuation\">(<\/span>prefs<span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">if<\/span> prefs <span class=\"token keyword\">else<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u65e0 <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>user_id<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> \u7684\u504f\u597d\u8bb0\u5f55&#034;<\/span><\/span><\/p>\n<p><span class=\"token keyword\">async<\/span> <span class=\"token keyword\">def<\/span> <span class=\"token function\">main<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    agent <span class=\"token operator\">&#061;<\/span> make_client<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>as_agent<span class=\"token punctuation\">(<\/span><br \/>\n        tools<span class=\"token operator\">&#061;<\/span><span class=\"token punctuation\">[<\/span>save_preference<span class=\"token punctuation\">,<\/span> get_preferences<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        name<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;\u8bb0\u5fc6\u4ee3\u7406&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        instructions<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;\u7528\u6237\u544a\u77e5\u504f\u597d\u65f6\u7528 save_preference \u4fdd\u5b58&#xff1b;\u4f1a\u8bdd\u5f00\u59cb\u5148\u7528 get_preferences \u68c0\u67e5\u5df2\u5b58\u504f\u597d\u3002&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token comment\"># \u4f1a\u8bdd1&#xff1a;\u4fdd\u5b58 Sarah \u7684\u504f\u597d<\/span><br \/>\n    session_1 <span class=\"token operator\">&#061;<\/span> agent<span class=\"token punctuation\">.<\/span>create_session<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token keyword\">await<\/span> agent<span class=\"token punctuation\">.<\/span>run<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u6211\u662fSarah&#xff0c;\u6b63\u5728\u89c4\u521210\u5468\u5e74\u7ed3\u5a5a\u7eaa\u5ff5\u65c5\u884c&#xff0c;\u559c\u6b22\u6d6a\u6f2b\u76ee\u7684\u5730\u3001\u7cbe\u81f4\u9910\u996e\u4e0e\u6c34\u7597&#xff0c;\u4e08\u592b\u884c\u52a8\u4e0d\u4fbf\u9700\u65e0\u969c\u788d\u4f4f\u5bbf&#xff0c;\u9884\u7b97\u6bcf\u665a700-800\u7f8e\u5143\u3002&#034;<\/span><span class=\"token punctuation\">,<\/span> session<span class=\"token operator\">&#061;<\/span>session_1<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token keyword\">await<\/span> agent<span class=\"token punctuation\">.<\/span>run<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u6211\u4eec\u7d20\u98df&#xff0c;\u4e14\u6709\u4e25\u91cd\u575a\u679c\u8fc7\u654f&#xff0c;\u8bf7\u8bb0\u5f55\u3002&#034;<\/span><span class=\"token punctuation\">,<\/span> session<span class=\"token operator\">&#061;<\/span>session_1<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token comment\"># \u4f1a\u8bdd2&#xff1a;\u5168\u65b0\u7ebf\u7a0b&#xff0c;\u9a8c\u8bc1\u957f\u671f\u8bb0\u5fc6<\/span><br \/>\n    session_2 <span class=\"token operator\">&#061;<\/span> agent<span class=\"token punctuation\">.<\/span>create_session<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token keyword\">await<\/span> agent<span class=\"token punctuation\">.<\/span>run<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u4f60\u597d&#xff0c;\u6211\u548c\u4e08\u592b\u8981\u89c4\u5212\u53e6\u4e00\u8d9f\u65c5\u884c&#xff0c;\u80fd\u63a8\u8350\u9152\u5e97\u5417&#xff1f;&#034;<\/span><span class=\"token punctuation\">,<\/span> session<span class=\"token operator\">&#061;<\/span>session_2<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token keyword\">if<\/span> __name__ <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#034;__main__&#034;<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    asyncio<span class=\"token punctuation\">.<\/span>run<span class=\"token punctuation\">(<\/span>main<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<hr \/>\n<h3>\u793a\u4f8b\u4e8c&#xff1a;MAF \u987a\u5e8f\u5de5\u4f5c\u6d41&#xff08;\u7b2c 14 \u7ae0&#xff09;<\/h3>\n<h4>\u2460 \u7528 WorkflowBuilder \u4e32\u8054\u4e13\u804c\u4ee3\u7406<\/h4>\n<p>WorkflowBuilder \u628a\u591a\u4e2a\u4e13\u804c\u4ee3\u7406\u4e32\u6210\u6d41\u6c34\u7ebf&#xff0c;\u524d\u4e00\u4ee3\u7406\u8f93\u51fa\u81ea\u52a8\u6d41\u5165\u540e\u4e00\u4ee3\u7406&#xff1a;<\/p>\n<p><span class=\"token keyword\">from<\/span> agent_framework <span class=\"token keyword\">import<\/span> WorkflowBuilder<\/p>\n<p>front_desk <span class=\"token operator\">&#061;<\/span> client<span class=\"token punctuation\">.<\/span>as_agent<span class=\"token punctuation\">(<\/span>name<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;front-desk-agent&#034;<\/span><span class=\"token punctuation\">,<\/span> instructions<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;\u63a8\u8350\u4e00\u5ea7\u57ce\u5e02\u7684\u6700\u4f73\u666f\u70b9\u3002&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\nconcierge <span class=\"token operator\">&#061;<\/span> client<span class=\"token punctuation\">.<\/span>as_agent<span class=\"token punctuation\">(<\/span>name<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;concierge-agent&#034;<\/span><span class=\"token punctuation\">,<\/span> instructions<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;\u5ba1\u67e5\u666f\u70b9\u5e76\u7ed9\u51fa\u8bc4\u5206\u4e0e\u5efa\u8bae\u3002&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>workflow <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">(<\/span><br \/>\n    WorkflowBuilder<span class=\"token punctuation\">(<\/span>start_executor<span class=\"token operator\">&#061;<\/span>front_desk<span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token punctuation\">.<\/span>add_edge<span class=\"token punctuation\">(<\/span>front_desk<span class=\"token punctuation\">,<\/span> concierge<span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token punctuation\">.<\/span>build<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token punctuation\">)<\/span><\/p>\n<h4>\u2461 \u5b9e\u9645\u8fd0\u884c\u89c2\u5bdf&#xff08;\u5de5\u4f5c\u6d41\u6267\u884c&#xff0c;\u8bd1\u4e3a\u4e2d\u6587\u8981\u70b9&#xff09;<\/h4>\n<p>&#061;&#061;&#061; \u5904\u7406\u65af\u5fb7\u54e5\u5c14\u6469\u7684\u666f\u70b9\u63a8\u8350 &#061;&#061;&#061;<br \/>\n[\u524d\u7aef\u4ee3\u7406] \u63a8\u8350\u74e6\u8428\u535a\u7269\u9986&#xff08;Vasa Museum&#xff09;\u2014\u2014<br \/>\n    \u4e00\u5ea7\u6d77\u4e8b\u535a\u7269\u9986&#xff0c;\u9986\u5185\u9648\u5217\u7740\u8fd1\u4e4e\u5b8c\u6574\u6253\u635e\u7684 17 \u4e16\u7eaa\u6218\u8230&#xff08;1628 \u5e74\u6c89\u6ca1\u30011961 \u5e74\u6253\u635e&#xff09;\u3002<br \/>\n[\u793c\u5bbe\u4ee3\u7406] \u5ba1\u67e5\u74e6\u8428\u535a\u7269\u9986\u2014\u2014<br \/>\n    \u4e13\u4e1a\u8bc4\u4f30&#xff1a;\u65af\u5fb7\u54e5\u5c14\u6469\u6700\u5177\u6807\u5fd7\u6027\u7684\u5fc5\u770b\u666f\u70b9&#xff0c;\u6218\u8230\u7684\u89c4\u6a21\u4e0e\u5de5\u827a\u4ee4\u4eba\u53f9\u4e3a\u89c2\u6b62&#xff0c;<br \/>\n    \u5efa\u8bae\u81f3\u5c11\u9884\u7559\u4e24\u5c0f\u65f6\u4ece\u591a\u4e2a\u697c\u5c42\u6b23\u8d4f&#xff0c;\u6e05\u6668\u5230\u8bbf\u53ef\u907f\u5f00\u4eba\u6d41&#xff1b;<br \/>\n    \u5907\u9009\u666f\u70b9&#xff1a;\u65af\u5fb7\u54e5\u5c14\u6469\u8001\u57ce\u2026\u2026<br \/>\n&#061;&#061;&#061; \u4fe1\u606f\u4ea4\u63a5 &#061;&#061;&#061;<br \/>\n\u6d41\u7a0b\u5206\u6790&#xff1a;\u7528\u6237 \u2192 \u524d\u7aef\u4ee3\u7406&#xff08;\u63a8\u8350&#xff09;\u2192 \u793c\u5bbe\u4ee3\u7406&#xff08;\u5ba1\u67e5\u8bc4\u5206&#xff09;&#xff0c;\u5171 2 \u4e2a\u4ee3\u7406&#xff0c;\u4fe1\u606f\u4ece\u524d\u7aef\u63a8\u8350\u4ea4\u63a5\u7ed9\u793c\u5bbe\u8f93\u5165\u3002<\/p>\n<p>\u771f\u5b9e\u8fd0\u884c\u89c2\u5bdf&#xff1a;\u672c\u6b21\u8fd0\u884c\u4e2d&#xff0c;\u5de5\u4f5c\u6d41\u6267\u884c\u6210\u529f&#xff08;\u524d\u7aef\u4ee3\u7406 \u2192 \u793c\u5bbe\u4ee3\u7406\u5b8c\u6210\u4ea4\u63a5\u4e0e\u5ba1\u67e5&#xff09;&#xff0c;\u4f46\u7ed3\u6784\u5316\u8f93\u51fa\u7684 Pydantic \u6821\u9a8c\u51fa\u73b0\u5931\u8d25\u2014\u2014\u6a21\u578b\u8f93\u51fa\u7684 JSON \u5b57\u6bb5&#xff08;name\/description&#xff09;\u4e0e\u5b9a\u4e49\u7684 Schema&#xff08;attraction_name\/city&#xff09;\u4e0d\u5339\u914d\u3002\u8fd9\u63ed\u793a\u4e86\u771f\u5b9e\u751f\u4ea7\u7684\u5e38\u89c1\u95ee\u9898&#xff1a;\u6a21\u578b\u5e76\u4e0d\u603b\u80fd\u4e25\u683c\u9075\u5faa\u8f93\u51fa Schema&#xff0c;\u7ed3\u6784\u5316\u8f93\u51fa\u9700\u8981\u515c\u5e95\u4e0e\u5bb9\u9519&#xff08;\u5bf9\u5e94\u7b2c 10 \u7ae0\u8bc4\u4f30\u4e0e\u7b2c 12 \u7ae0\u4e0a\u4e0b\u6587\u9a8c\u8bc1&#xff09;\u3002<\/p>\n<h4>\u2462 \u673a\u5236\u603b\u7ed3&#xff1a;\u987a\u5e8f\u5de5\u4f5c\u6d41\u5982\u4f55\u7ec4\u7ec7\u591a\u4ee3\u7406<\/h4>\n<p>\u7ed3\u5408\u4ee3\u7801\u4e0e\u8fd0\u884c\u89c2\u5bdf&#xff1a;<\/p>\n<p>WorkflowBuilder(start_executor&#061;\u524d\u7aef) \u2192 add_edge(\u524d\u7aef, \u793c\u5bbe) \u2192 build()<br \/>\n  \u2192 \u524d\u7aef\u8f93\u51fa\u81ea\u52a8\u6d41\u5165\u793c\u5bbe&#xff08;\u4fe1\u606f\u4ea4\u63a5&#xff09;<br \/>\n  \u2192 \u4e24\u4e2a\u4ee3\u7406\u5404\u53f8\u5176\u804c&#xff08;\u63a8\u8350 vs \u5ba1\u67e5&#xff09;&#xff0c;\u6307\u4ee4\u805a\u7126<br \/>\n  \u2192 \u7ed3\u6784\u5316\u8f93\u51fa\u9700\u8981\u5bb9\u9519&#xff08;Schema \u53ef\u80fd\u4e0d\u88ab\u4e25\u683c\u9075\u5faa&#xff09;<\/p>\n<p>\u4e09\u4e2a\u5173\u952e\u673a\u5236&#xff1a;<\/p>\n<li>\u6709\u5411\u56fe\u7f16\u6392&#xff1a;\u8282\u70b9\u4e3a\u4ee3\u7406\u3001\u8fb9\u4e3a\u6570\u636e\u6d41&#xff0c;add_edge \u58f0\u660e&#034;\u524d\u7aef \u2192 \u793c\u5bbe&#034;&#xff0c;\u4fe1\u606f\u81ea\u52a8\u4ea4\u63a5\u3002<\/li>\n<li>\u804c\u8d23\u9694\u79bb&#xff1a;\u524d\u7aef\u4e13\u6ce8&#034;\u63a8\u8350&#034;&#xff0c;\u793c\u5bbe\u4e13\u6ce8&#034;\u5ba1\u67e5&#034;\u2014\u2014\u6bcf\u4e2a\u4ee3\u7406\u6307\u4ee4\u7b80\u5355&#xff0c;\u8d28\u91cf\u9ad8\u4e8e\u5168\u80fd\u4ee3\u7406\u3002<\/li>\n<li>\u5bb9\u9519\u610f\u8bc6&#xff1a;\u771f\u5b9e\u8fd0\u884c\u66b4\u9732\u4e86\u7ed3\u6784\u5316\u8f93\u51fa\u7684\u8106\u5f31\u6027\u2014\u2014\u751f\u4ea7\u7cfb\u7edf\u5fc5\u987b\u5bf9 Schema \u6821\u9a8c\u5931\u8d25\u8bbe\u8ba1\u56de\u9000&#xff08;\u5982\u91cd\u65b0\u751f\u6210\u3001\u5bbd\u677e\u89e3\u6790\u3001\u4eba\u5de5\u590d\u6838&#xff09;\u3002<\/li>\n<h4>\u2463 \u5b8c\u6574\u4ee3\u7801&#xff08;\u793a\u4f8b\u4e8c&#xff09;<\/h4>\n<p><span class=\"token keyword\">import<\/span> asyncio<br \/>\n<span class=\"token keyword\">from<\/span> agent_framework <span class=\"token keyword\">import<\/span> WorkflowBuilder<br \/>\n<span class=\"token keyword\">from<\/span> _deepseek <span class=\"token keyword\">import<\/span> make_client<\/p>\n<p><span class=\"token keyword\">async<\/span> <span class=\"token keyword\">def<\/span> <span class=\"token function\">main<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    client <span class=\"token operator\">&#061;<\/span> make_client<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    front_desk <span class=\"token operator\">&#061;<\/span> client<span class=\"token punctuation\">.<\/span>as_agent<span class=\"token punctuation\">(<\/span><br \/>\n        name<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;front-desk-agent&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        instructions<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;\u4f60\u662f\u77e5\u8bc6\u6e0a\u535a\u7684\u9152\u5e97\u524d\u53f0&#xff0c;\u5f53\u5ba2\u4eba\u8be2\u95ee\u67d0\u57ce\u5e02\u666f\u70b9\u65f6&#xff0c;\u63a8\u8350\u4e00\u4e2a\u70ed\u95e8\u65c5\u6e38\u666f\u70b9\u5e76\u8bf4\u660e\u4eae\u70b9\u3002&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token punctuation\">)<\/span><br \/>\n    concierge <span class=\"token operator\">&#061;<\/span> client<span class=\"token punctuation\">.<\/span>as_agent<span class=\"token punctuation\">(<\/span><br \/>\n        name<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;concierge-agent&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        instructions<span class=\"token operator\">&#061;<\/span><span class=\"token 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class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token keyword\">async<\/span> <span class=\"token keyword\">for<\/span> event <span class=\"token keyword\">in<\/span> workflow<span class=\"token punctuation\">.<\/span>run<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;I want to visit an attraction in Stockholm&#034;<\/span><span class=\"token punctuation\">,<\/span> stream<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> event<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">type<\/span> <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#034;output&#034;<\/span><span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token 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