{"id":21487,"date":"2025-02-19T17:04:40","date_gmt":"2025-02-19T09:04:40","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=21487"},"modified":"2025-02-19T17:04:40","modified_gmt":"2025-02-19T09:04:40","slug":"weiruan-ai-agent-rua-7","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/ja\/weiruan-ai-agent-rua-7\/","title":{"rendered":"\u5fae\u8f6f AI Agent \u5165\u95e8\u8bfe\u7a0b\uff1a\u89c4\u5212\u8bbe\u8ba1"},"content":{"rendered":"<h2>\u7b80\u4ecb<\/h2>\n<p>\u672c\u6587\u5c06\u6db5\u76d6\u4ee5\u4e0b\u5185\u5bb9\uff1a<\/p>\n<ul>\n<li>\u5b9a\u4e49\u6e05\u6670\u7684\u603b\u4f53\u76ee\u6807\uff0c\u5e76\u5c06\u590d\u6742\u7684\u4efb\u52a1\u5206\u89e3\u4e3a\u53ef\u7ba1\u7406\u7684\u5b50\u4efb\u52a1\u3002<\/li>\n<li>\u5229\u7528\u7ed3\u6784\u5316\u8f93\u51fa\u83b7\u5f97\u66f4\u53ef\u9760\u4e14\u673a\u5668\u53ef\u8bfb\u7684\u54cd\u5e94\u3002<\/li>\n<li>\u5e94\u7528\u4e8b\u4ef6\u9a71\u52a8\u7684\u65b9\u6cd5\u6765\u5904\u7406\u52a8\u6001\u4efb\u52a1\u548c\u610f\u5916\u8f93\u5165\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u5b66\u4e60\u76ee\u6807<\/h2>\n<p>\u5728\u5b8c\u6210\u672c\u6587\u540e\uff0c\u4f60\u5c06\u5bf9\u4ee5\u4e0b\u5185\u5bb9\u6709\u6240\u4e86\u89e3\uff1a<\/p>\n<ul>\n<li>\u4e3a AI Agent \u8bc6\u522b\u5e76\u8bbe\u5b9a\u603b\u4f53\u76ee\u6807\uff0c\u786e\u4fdd\u5176\u6e05\u695a\u5730\u77e5\u9053\u9700\u8981\u5b9e\u73b0\u4ec0\u4e48\u3002<\/li>\n<li>\u5c06\u590d\u6742\u7684\u4efb\u52a1\u5206\u89e3\u4e3a\u53ef\u7ba1\u7406\u7684\u5b50\u4efb\u52a1\uff0c\u5e76\u5c06\u5b83\u4eec\u7ec4\u7ec7\u6210\u4e00\u4e2a\u903b\u8f91\u5e8f\u5217\u3002<\/li>\n<li>\u4e3a Agent \u914d\u5907\u6b63\u786e\u7684\u5de5\u5177 (\u4f8b\u5982\uff0c\u641c\u7d22\u5de5\u5177\u6216\u6570\u636e\u5206\u6790\u5de5\u5177)\uff0c\u51b3\u5b9a\u4f55\u65f6\u4ee5\u53ca\u5982\u4f55\u4f7f\u7528\u5b83\u4eec\uff0c\u5e76\u5904\u7406\u51fa\u73b0\u7684\u610f\u5916\u60c5\u51b5\u3002<\/li>\n<li>\u8bc4\u4f30\u5b50\u4efb\u52a1\u7ed3\u679c\uff0c\u8861\u91cf\u6027\u80fd\uff0c\u5e76\u8fed\u4ee3\u64cd\u4f5c\u4ee5\u6539\u8fdb\u6700\u7ec8\u8f93\u51fa\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u5b9a\u4e49\u603b\u4f53\u76ee\u6807\u548c\u5206\u89e3\u4efb\u52a1<\/h2>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-21488\" title=\"\u5fae\u8f6f AI Agent \u5165\u95e8\u8bfe\u7a0b\uff1a\u89c4\u5212\u8bbe\u8ba1-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/7c8ae7d55d41d54.png\" alt=\"\u5fae\u8f6f AI Agent \u5165\u95e8\u8bfe\u7a0b\uff1a\u89c4\u5212\u8bbe\u8ba1-1\" width=\"1920\" height=\"1080\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/7c8ae7d55d41d54.png 1920w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/7c8ae7d55d41d54-768x432.png 768w\" sizes=\"auto, (max-width: 1920px) 100vw, 1920px\" \/><\/p>\n<p>\u5927\u591a\u6570\u73b0\u5b9e\u4e16\u754c\u7684\u4efb\u52a1\u90fd\u8fc7\u4e8e\u590d\u6742\uff0c\u65e0\u6cd5\u4e00\u6b65\u5b8c\u6210\u3002AI Agent \u9700\u8981\u4e00\u4e2a\u7b80\u6d01\u7684\u76ee\u6807\u6765\u6307\u5bfc\u5176\u89c4\u5212\u548c\u884c\u52a8\u3002\u4f8b\u5982\uff0c\u8003\u8651\u4ee5\u4e0b\u76ee\u6807\uff1a<\/p>\n<pre><code>\u201c\u751f\u6210\u4e00\u4e2a 3 \u5929\u7684\u65c5\u884c\u884c\u7a0b\u3002\u201d\r\n<\/code><\/pre>\n<p>\u867d\u7136\u9648\u8ff0\u5f88\u7b80\u5355\uff0c\u4f46\u4ecd\u9700\u6539\u8fdb\u3002\u76ee\u6807\u8d8a\u6e05\u6670\uff0cAgent (\u4ee5\u53ca\u4efb\u4f55\u4eba\u7c7b\u534f\u4f5c\u8005) \u5c31\u80fd\u66f4\u597d\u5730\u4e13\u6ce8\u4e8e\u5b9e\u73b0\u6b63\u786e\u7684\u7ed3\u679c\uff0c\u4f8b\u5982\u521b\u5efa\u4e00\u4e2a\u5305\u542b\u822a\u73ed\u9009\u9879\u3001\u9152\u5e97\u63a8\u8350\u548c\u6d3b\u52a8\u5efa\u8bae\u7684\u5168\u9762\u884c\u7a0b\u3002<\/p>\n<h3>\u4efb\u52a1\u5206\u89e3<\/h3>\n<p>\u5f53\u5927\u578b\u6216\u590d\u6742\u7684\u4efb\u52a1\u88ab\u5206\u89e3\u4e3a\u66f4\u5c0f\u7684\u3001\u9762\u5411\u76ee\u6807\u7684\u5b50\u4efb\u52a1\u65f6\uff0c\u5b83\u4eec\u4f1a\u53d8\u5f97\u66f4\u6613\u4e8e\u7ba1\u7406\u3002\u5bf9\u4e8e\u65c5\u884c\u884c\u7a0b\u793a\u4f8b\uff0c\u53ef\u4ee5\u5c06\u76ee\u6807\u5206\u89e3\u4e3a\uff1a<\/p>\n<ul>\n<li>\u822a\u73ed\u9884\u8ba2<\/li>\n<li>\u9152\u5e97\u9884\u8ba2<\/li>\n<li>\u79df\u8f66<\/li>\n<li>\u4e2a\u6027\u5316<\/li>\n<\/ul>\n<p>\u7136\u540e\uff0c\u6bcf\u4e2a\u5b50\u4efb\u52a1\u90fd\u53ef\u4ee5\u7531\u4e13\u95e8\u7684 Agent \u6216\u6d41\u7a0b\u6765\u5904\u7406\u3002\u4e00\u4e2a Agent \u53ef\u80fd\u4e13\u95e8\u641c\u7d22\u6700\u4f73\u822a\u73ed\u4f18\u60e0\uff0c\u53e6\u4e00\u4e2a\u4e13\u6ce8\u4e8e\u9152\u5e97\u9884\u8ba2\uff0c\u4f9d\u6b64\u7c7b\u63a8\u3002\u7136\u540e\uff0c\u534f\u8c03 Agent \u6216\u201c\u4e0b\u6e38\u201d Agent \u53ef\u4ee5\u5c06\u8fd9\u4e9b\u7ed3\u679c\u7f16\u8bd1\u6210\u4e00\u4e2a\u6709\u51dd\u805a\u529b\u7684\u884c\u7a0b\uff0c\u5448\u73b0\u7ed9\u6700\u7ec8\u7528\u6237\u3002<\/p>\n<p>\u8fd9\u79cd\u6a21\u5757\u5316\u65b9\u6cd5\u4e5f\u5141\u8bb8\u589e\u91cf\u589e\u5f3a\u3002\u4f8b\u5982\uff0c\u53ef\u4ee5\u6dfb\u52a0\u4e13\u95e8\u7684 Agent \u6765\u63d0\u4f9b\u9910\u996e\u63a8\u8350\u6216\u5f53\u5730\u6d3b\u52a8\u5efa\u8bae\uff0c\u5e76\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\u4e0d\u65ad\u5b8c\u5584\u884c\u7a0b\u3002<\/p>\n<h3>\u7ed3\u6784\u5316\u8f93\u51fa<\/h3>\n<p>\u5927\u8bed\u8a00\u6a21\u578b (LLMs) \u53ef\u4ee5\u751f\u6210\u7ed3\u6784\u5316\u8f93\u51fa (\u4f8b\u5982 JSON)\uff0c\u8fd9\u4f7f\u5f97\u4e0b\u6e38 Agent \u6216\u670d\u52a1\u66f4\u5bb9\u6613\u89e3\u6790\u548c\u5904\u7406\u3002\u8fd9\u5728\u591a Agent \u73af\u5883\u4e2d\u7279\u522b\u6709\u7528\uff0c\u6211\u4eec\u53ef\u4ee5\u5728\u6536\u5230\u89c4\u5212\u8f93\u51fa\u540e\u6267\u884c\u8fd9\u4e9b\u4efb\u52a1\u3002\u8bf7\u53c2\u9605\u6b64<a href=\"https:\/\/microsoft.github.io\/autogen\/stable\/user-guide\/core-user-guide\/cookbook\/structured-output-agent.html\">\u535a\u5ba2\u6587\u7ae0<\/a>\u4ee5\u83b7\u53d6\u5feb\u901f\u6982\u8ff0\u3002<\/p>\n<p>\u4ee5\u4e0b Python \u4ee3\u7801\u7247\u6bb5\u6f14\u793a\u4e86\u4e00\u4e2a\u7b80\u5355\u7684\u89c4\u5212 Agent\uff0c\u5b83\u5c06\u76ee\u6807\u5206\u89e3\u4e3a\u5b50\u4efb\u52a1\u5e76\u751f\u6210\u7ed3\u6784\u5316\u8ba1\u5212\uff1a<\/p>\n<h3>\u5177\u6709\u591a Agent \u7f16\u6392\u7684\u89c4\u5212 Agent<\/h3>\n<p>\u5728\u6b64\u793a\u4f8b\u4e2d\uff0c\u8bed\u4e49\u8def\u7531 Agent \u63a5\u6536\u7528\u6237\u8bf7\u6c42 (\u4f8b\u5982\uff0c\u201c\u6211\u9700\u8981\u4e00\u4e2a\u65c5\u884c\u7684\u9152\u5e97\u8ba1\u5212\u3002\u201d)\u3002<\/p>\n<p>\u7136\u540e\uff0c\u89c4\u5212\u5668\uff1a<\/p>\n<ul>\n<li>\u63a5\u6536\u9152\u5e97\u8ba1\u5212\uff1a\u89c4\u5212\u5668\u63a5\u6536\u7528\u6237\u7684\u6d88\u606f\uff0c\u5e76\u6839\u636e\u7cfb\u7edf\u63d0\u793a (\u5305\u62ec\u53ef\u7528\u7684 Agent \u8be6\u7ec6\u4fe1\u606f)\uff0c\u751f\u6210\u7ed3\u6784\u5316\u7684\u65c5\u884c\u8ba1\u5212\u3002<\/li>\n<li>\u5217\u51fa Agent \u53ca\u5176\u5de5\u5177\uff1aAgent \u6ce8\u518c\u8868\u5305\u542b\u4e00\u4e2a Agent \u5217\u8868 (\u4f8b\u5982\uff0c\u7528\u4e8e\u822a\u73ed\u3001\u9152\u5e97\u3001\u79df\u8f66\u548c\u6d3b\u52a8) \u4ee5\u53ca\u5b83\u4eec\u63d0\u4f9b\u7684\u529f\u80fd\u6216\u5de5\u5177\u3002<\/li>\n<li>\u5c06\u8ba1\u5212\u8def\u7531\u5230\u76f8\u5e94\u7684 Agent\uff1a\u6839\u636e\u5b50\u4efb\u52a1\u7684\u6570\u91cf\uff0c\u89c4\u5212\u5668\u8981\u4e48\u5c06\u6d88\u606f\u76f4\u63a5\u53d1\u9001\u5230\u4e13\u7528 Agent (\u5bf9\u4e8e\u5355\u4efb\u52a1\u573a\u666f)\uff0c\u8981\u4e48\u901a\u8fc7\u7fa4\u804a\u7ba1\u7406\u5668\u8fdb\u884c\u534f\u8c03\u4ee5\u8fdb\u884c\u591a Agent \u534f\u4f5c\u3002<\/li>\n<li>\u603b\u7ed3\u7ed3\u679c\uff1a\u6700\u540e\uff0c\u89c4\u5212\u5668\u603b\u7ed3\u751f\u6210\u7684\u8ba1\u5212\u4ee5\u4f7f\u5176\u6e05\u6670\u3002\u4ee5\u4e0b Python \u4ee3\u7801\u793a\u4f8b\u8bf4\u660e\u4e86\u8fd9\u4e9b\u6b65\u9aa4\uff1a<\/li>\n<\/ul>\n<pre><code>from pydantic import BaseModel\r\nfrom enum import Enum\r\nfrom typing import List, Optional, Union\r\nclass AgentEnum(str, Enum):\r\nFlightBooking = \"flight_booking\"\r\nHotelBooking = \"hotel_booking\"\r\nCarRental = \"car_rental\"\r\nActivitiesBooking = \"activities_booking\"\r\nDestinationInfo = \"destination_info\"\r\nDefaultAgent = \"default_agent\"\r\nGroupChatManager = \"group_chat_manager\"\r\n# Travel SubTask Model\r\nclass TravelSubTask(BaseModel):\r\ntask_details: str\r\nassigned_agent: AgentEnum # we want to assign the task to the agent\r\nclass TravelPlan(BaseModel):\r\nmain_task: str\r\nsubtasks: List[TravelSubTask]\r\nis_greeting: bool\r\nimport json\r\nimport os\r\nfrom typing import Optional\r\nfrom autogen_core.models import UserMessage, SystemMessage, AssistantMessage\r\nfrom autogen_ext.models.openai import AzureOpenAIChatCompletionClient\r\n# Create the client with type-checked environment variables\r\nclient = AzureOpenAIChatCompletionClient(\r\nazure_deployment=os.getenv(\"AZURE_OPENAI_DEPLOYMENT_NAME\"),\r\nmodel=os.getenv(\"AZURE_OPENAI_DEPLOYMENT_NAME\"),\r\napi_version=os.getenv(\"AZURE_OPENAI_API_VERSION\"),\r\nazure_endpoint=os.getenv(\"AZURE_OPENAI_ENDPOINT\"),\r\napi_key=os.getenv(\"AZURE_OPENAI_API_KEY\"),\r\n)\r\nfrom pprint import pprint\r\n# Define the user message\r\nmessages = [\r\nSystemMessage(content=\"\"\"\u4f60\u662f\u4e00\u4e2a\u89c4\u5212 Agent\u3002\r\n\u4f60\u7684\u5de5\u4f5c\u662f\u6839\u636e\u7528\u6237\u7684\u8bf7\u6c42\u51b3\u5b9a\u8fd0\u884c\u54ea\u4e9b Agent\u3002\r\n\u4ee5\u4e0b\u662f\u4e13\u95e8\u8d1f\u8d23\u4e0d\u540c\u4efb\u52a1\u7684\u53ef\u7528 Agent\uff1a\r\n- FlightBooking: \u7528\u4e8e\u9884\u8ba2\u822a\u73ed\u548c\u63d0\u4f9b\u822a\u73ed\u4fe1\u606f\r\n- HotelBooking: \u7528\u4e8e\u9884\u8ba2\u9152\u5e97\u548c\u63d0\u4f9b\u9152\u5e97\u4fe1\u606f\r\n- CarRental: \u7528\u4e8e\u9884\u8ba2\u6c7d\u8f66\u548c\u63d0\u4f9b\u6c7d\u8f66\u79df\u8d41\u4fe1\u606f\r\n- ActivitiesBooking: \u7528\u4e8e\u9884\u8ba2\u6d3b\u52a8\u548c\u63d0\u4f9b\u6d3b\u52a8\u4fe1\u606f\r\n- DestinationInfo: \u7528\u4e8e\u63d0\u4f9b\u6709\u5173\u76ee\u7684\u5730\u7684\u4fe1\u606f\r\n- DefaultAgent: \u7528\u4e8e\u5904\u7406\u4e00\u822c\u8bf7\u6c42\"\"\", source=\"system\"),\r\nUserMessage(content=\"\u4e3a\u4e00\u4e2a\u6709\u4e24\u4e2a\u5b69\u5b50\u7684\u5bb6\u5ead\u521b\u5efa\u4e00\u4e2a\u4ece\u65b0\u52a0\u5761\u5230\u58a8\u5c14\u672c\u7684\u65c5\u884c\u8ba1\u5212\", source=\"user\"),\r\n]\r\nresponse = await client.create(messages=messages, extra_create_args={\"response_format\": TravelPlan})\r\n# Ensure the response content is a valid JSON string before loading it\r\nresponse_content: Optional[str] = response.content if isinstance(response.content, str) else None\r\nif response_content is None:\r\nraise ValueError(\"Response content is not a valid JSON string\")\r\n# Print the response content after loading it as JSON\r\npprint(json.loads(response_content))\r\n<\/code><\/pre>\n<p>\u4ee5\u4e0b\u662f\u524d\u9762\u4ee3\u7801\u7684\u8f93\u51fa\uff0c\u7136\u540e\u53ef\u4ee5\u4f7f\u7528\u6b64\u7ed3\u6784\u5316\u8f93\u51fa\u8def\u7531\u5230\u00a0<code>assigned_agent<\/code>\u00a0\u5e76\u5c06\u65c5\u884c\u8ba1\u5212\u603b\u7ed3\u7ed9\u6700\u7ec8\u7528\u6237\u3002<\/p>\n<pre><code>{\r\n\"is_greeting\": \"False\",\r\n\"main_task\": \"Plan a family trip from Singapore to Melbourne.\",\r\n\"subtasks\": [\r\n{\r\n\"assigned_agent\": \"flight_booking\",\r\n\"task_details\": \"Book round-trip flights from Singapore to Melbourne.\"\r\n},\r\n{\r\n\"assigned_agent\": \"hotel_booking\",\r\n\"task_details\": \"Find family-friendly hotels in Melbourne.\"\r\n},\r\n{\r\n\"assigned_agent\": \"car_rental\",\r\n\"task_details\": \"Arrange a car rental suitable for a family of four in Melbourne.\"\r\n},\r\n{\r\n\"assigned_agent\": \"activities_booking\",\r\n\"task_details\": \"List family-friendly activities in Melbourne.\"\r\n},\r\n{\r\n\"assigned_agent\": \"destination_info\",\r\n\"task_details\": \"Provide information about Melbourne as a travel destination.\"\r\n}\r\n]\r\n}\r\n<\/code><\/pre>\n<p>\u5305\u542b\u524d\u9762\u4ee3\u7801\u793a\u4f8b\u7684\u793a\u4f8b\u7b14\u8bb0\u672c\u53ef\u5728<a href=\"https:\/\/github.com\/microsoft\/ai-agents-for-beginners\/blob\/main\/07-planning-design\/07-autogen.ipynb\">\u6b64\u5904<\/a>\u627e\u5230\u3002<\/p>\n<h3>\u8fed\u4ee3\u89c4\u5212<\/h3>\n<p>\u6709\u4e9b\u4efb\u52a1\u9700\u8981\u53cd\u590d\u6216\u91cd\u65b0\u89c4\u5212\uff0c\u5176\u4e2d\u4e00\u4e2a\u5b50\u4efb\u52a1\u7684\u7ed3\u679c\u4f1a\u5f71\u54cd\u4e0b\u4e00\u4e2a\u5b50\u4efb\u52a1\u3002\u4f8b\u5982\uff0c\u5982\u679c Agent \u5728\u9884\u8ba2\u822a\u73ed\u65f6\u53d1\u73b0\u610f\u5916\u7684\u6570\u636e\u683c\u5f0f\uff0c\u5b83\u53ef\u80fd\u9700\u8981\u5728\u7ee7\u7eed\u9884\u8ba2\u9152\u5e97\u4e4b\u524d\u8c03\u6574\u5176\u7b56\u7565\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u7528\u6237\u53cd\u9988 (\u4f8b\u5982\uff0c\u7528\u6237\u51b3\u5b9a\u4ed6\u4eec\u66f4\u559c\u6b22\u65e9\u4e00\u70b9\u7684\u822a\u73ed) \u53ef\u4ee5\u89e6\u53d1\u90e8\u5206\u91cd\u65b0\u8ba1\u5212\u3002\u8fd9\u79cd\u52a8\u6001\u7684\u3001\u8fed\u4ee3\u7684\u65b9\u6cd5\u786e\u4fdd\u6700\u7ec8\u89e3\u51b3\u65b9\u6848\u4e0e\u73b0\u5b9e\u4e16\u754c\u7684\u7ea6\u675f\u548c\u4e0d\u65ad\u53d8\u5316\u7684\u7528\u6237\u504f\u597d\u4fdd\u6301\u4e00\u81f4\u3002<\/p>\n<p>\u4f8b\u5982\uff0c\u793a\u4f8b\u4ee3\u7801<\/p>\n<pre><code>```python\r\nfrom autogen_core.models import UserMessage, SystemMessage, AssistantMessage\r\n#.. same as previous code and pass on the user history, current plan \r\nmessages = [\r\nSystemMessage(content=\"\"\"\u4f60\u662f\u4e00\u4e2a\u89c4\u5212 Agent\uff0c\u8d1f\u8d23\u4f18\u5316\u65c5\u884c\u8ba1\u5212\u3002\r\n\u4f60\u7684\u5de5\u4f5c\u662f\u6839\u636e\u7528\u6237\u7684\u8bf7\u6c42\u51b3\u5b9a\u8fd0\u884c\u54ea\u4e9b Agent\u3002\r\n\u4ee5\u4e0b\u662f\u4e13\u95e8\u8d1f\u8d23\u4e0d\u540c\u4efb\u52a1\u7684\u53ef\u7528 Agent\uff1a\r\n- FlightBooking: \u7528\u4e8e\u9884\u8ba2\u822a\u73ed\u548c\u63d0\u4f9b\u822a\u73ed\u4fe1\u606f\r\n- HotelBooking: \u7528\u4e8e\u9884\u8ba2\u9152\u5e97\u548c\u63d0\u4f9b\u9152\u5e97\u4fe1\u606f\r\n- CarRental: \u7528\u4e8e\u9884\u8ba2\u6c7d\u8f66\u548c\u63d0\u4f9b\u6c7d\u8f66\u79df\u8d41\u4fe1\u606f\r\n- ActivitiesBooking: \u7528\u4e8e\u9884\u8ba2\u6d3b\u52a8\u548c\u63d0\u4f9b\u6d3b\u52a8\u4fe1\u606f\r\n- DestinationInfo: \u7528\u4e8e\u63d0\u4f9b\u6709\u5173\u76ee\u7684\u5730\u7684\u4fe1\u606f\r\n- DefaultAgent: \u7528\u4e8e\u5904\u7406\u4e00\u822c\u8bf7\u6c42\"\"\", source=\"system\"),\r\nUserMessage(content=\"\u4e3a\u4e00\u4e2a\u6709\u4e24\u4e2a\u5b69\u5b50\u7684\u5bb6\u5ead\u521b\u5efa\u4e00\u4e2a\u4ece\u65b0\u52a0\u5761\u5230\u58a8\u5c14\u672c\u7684\u65c5\u884c\u8ba1\u5212\", source=\"user\"),\r\nAssistantMessage(content=f\"\u5148\u524d\u7684\u65c5\u884c\u8ba1\u5212 - {TravelPlan}\", source=\"assistant\")\r\n]\r\n# .. re-plan and send the tasks to respective agents\r\n<\/code><\/pre>\n<pre><code>\u8981\u83b7\u5f97\u66f4\u5168\u9762\u7684\u89c4\u5212\uff0c\u8bf7\u67e5\u770b Magnetic One [\u535a\u5ba2\u6587\u7ae0](https:\/\/www.microsoft.com\/research\/articles\/magentic-one-a-generalist-multi-agent-system-for-solving-complex-tasks)\uff0c\u4e86\u89e3\u5982\u4f55\u89e3\u51b3\u590d\u6742\u4efb\u52a1\u3002\r\n## \u603b\u7ed3\r\n[](https:\/\/github.com\/microsoft\/ai-agents-for-beginners\/blob\/main\/07-planning-design\/README.md#summary)\r\n\u5728\u672c\u6587\u4e2d\uff0c\u6211\u4eec\u7814\u7a76\u4e86\u4e00\u4e2a\u793a\u4f8b\uff0c\u8bf4\u660e\u4e86\u5982\u4f55\u521b\u5efa\u4e00\u4e2a\u89c4\u5212\u5668\uff0c\u8be5\u89c4\u5212\u5668\u53ef\u4ee5\u52a8\u6001\u9009\u62e9\u5b9a\u4e49\u7684\u53ef\u7528 Agent\u3002\u89c4\u5212\u5668\u7684\u8f93\u51fa\u5206\u89e3\u4efb\u52a1\u5e76\u5206\u914d Agent\uff0c\u4ee5\u4fbf\u6267\u884c\u5b83\u4eec\u3002\u5047\u8bbe Agent \u53ef\u4ee5\u8bbf\u95ee\u6267\u884c\u4efb\u52a1\u6240\u9700\u7684\u529f\u80fd\/\u5de5\u5177\u3002\u9664\u4e86 Agent \u4e4b\u5916\uff0c\u4f60\u8fd8\u53ef\u4ee5\u5305\u62ec\u5176\u4ed6\u6a21\u5f0f\uff0c\u5982\u53cd\u601d\u3001\u6458\u8981\u5668\u548c\u5faa\u73af\u804a\u5929\u4ee5\u8fdb\u884c\u8fdb\u4e00\u6b65\u5b9a\u5236\u3002\r\n## \u5176\u4ed6\u8d44\u6e90\r\n[](https:\/\/github.com\/microsoft\/ai-agents-for-beginners\/blob\/main\/07-planning-design\/README.md#additional-resources)\r\n*   <a href=\"https:\/\/www.kdjingpai.com\/ja\/autogen-2\/\">AutoGen<\/a> Magentic One - \u4e00\u4e2a\u901a\u7528\u7684\u591a Agent \u7cfb\u7edf\uff0c\u7528\u4e8e\u89e3\u51b3\u590d\u6742\u7684\u4efb\u52a1\uff0c\u5e76\u5728\u591a\u4e2a\u5177\u6709\u6311\u6218\u6027\u7684 Agent \u57fa\u51c6\u6d4b\u8bd5\u4e2d\u53d6\u5f97\u4e86\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\u7684\u7ed3\u679c\u3002\u53c2\u8003\uff1a[autogen-magentic-one](https:\/\/github.com\/microsoft\/autogen\/tree\/main\/python\/packages\/autogen-magentic-one)\u3002\u5728\u6b64\u5b9e\u73b0\u4e2d\uff0c\u7f16\u6392\u5668\u521b\u5efa\u7279\u5b9a\u4e8e\u4efb\u52a1\u7684\u8ba1\u5212\u5e76\u5c06\u8fd9\u4e9b\u4efb\u52a1\u59d4\u6d3e\u7ed9\u53ef\u7528\u7684 Agent\u3002\u9664\u4e86\u89c4\u5212\u4e4b\u5916\uff0c\u7f16\u6392\u5668\u8fd8\u91c7\u7528\u8ddf\u8e2a\u673a\u5236\u6765\u76d1\u63a7\u4efb\u52a1\u7684\u8fdb\u5ea6\u5e76\u6839\u636e\u9700\u8981\u91cd\u65b0\u89c4\u5212\u3002<\/code><\/pre>\n","protected":false},"excerpt":{"rendered":"<p>\u7b80\u4ecb \u672c\u6587\u5c06\u6db5\u76d6\u4ee5\u4e0b\u5185\u5bb9\uff1a \u5b9a\u4e49\u6e05\u6670\u7684\u603b\u4f53\u76ee\u6807\uff0c\u5e76\u5c06\u590d\u6742\u7684\u4efb\u52a1\u5206\u89e3\u4e3a\u53ef\u7ba1\u7406\u7684\u5b50\u4efb\u52a1\u3002 \u5229\u7528\u7ed3\u6784\u5316\u8f93\u51fa\u83b7\u5f97\u66f4\u53ef\u9760\u4e14\u673a\u5668\u53ef\u8bfb\u7684\u54cd\u5e94\u3002 \u5e94\u7528\u4e8b\u4ef6\u9a71\u52a8\u7684\u65b9\u6cd5\u6765\u5904\u7406\u52a8\u6001\u4efb\u52a1\u548c\u610f\u5916\u8f93\u5165\u3002 &nbsp; \u5b66\u4e60\u76ee\u6807 \u5728\u5b8c\u6210\u672c\u6587\u540e\uff0c\u4f60\u5c06\u5bf9\u4ee5\u4e0b\u5185\u5bb9\u6709\u6240\u4e86\u89e3\uff1a &#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-21487","post","type-post","status-publish","format-standard","hentry","category-kecheng"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/posts\/21487","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/comments?post=21487"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/posts\/21487\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/media?parent=21487"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/categories?post=21487"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/tags?post=21487"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}