{"id":197,"date":"2026-05-15T15:02:45","date_gmt":"2026-05-15T07:02:45","guid":{"rendered":"https:\/\/www.bojinhu.xyz\/index.php\/2026\/05\/15\/agent%e6%b5%81%e7%a8%8b%e7%bc%96%e6%8e%92%e6%8a%80%e6%9c%af%e8%af%a6%e8%a7%a3%ef%bc%9a%e6%9e%84%e5%bb%ba%e9%ab%98%e6%95%88%e6%99%ba%e8%83%bd%e5%b7%a5%e4%bd%9c%e6%b5%81\/"},"modified":"2026-05-15T17:01:03","modified_gmt":"2026-05-15T09:01:03","slug":"agent%e6%b5%81%e7%a8%8b%e7%bc%96%e6%8e%92%e6%8a%80%e6%9c%af%e8%af%a6%e8%a7%a3%ef%bc%9a%e6%9e%84%e5%bb%ba%e9%ab%98%e6%95%88%e6%99%ba%e8%83%bd%e5%b7%a5%e4%bd%9c%e6%b5%81","status":"publish","type":"post","link":"https:\/\/www.bojinhu.xyz\/index.php\/2026\/05\/15\/agent%e6%b5%81%e7%a8%8b%e7%bc%96%e6%8e%92%e6%8a%80%e6%9c%af%e8%af%a6%e8%a7%a3%ef%bc%9a%e6%9e%84%e5%bb%ba%e9%ab%98%e6%95%88%e6%99%ba%e8%83%bd%e5%b7%a5%e4%bd%9c%e6%b5%81\/","title":{"rendered":"Agent\u6d41\u7a0b\u7f16\u6392\u6280\u672f\u8be6\u89e3\uff1a\u6784\u5efa\u9ad8\u6548\u667a\u80fd\u5de5\u4f5c\u6d41"},"content":{"rendered":"

\u4ec0\u4e48\u662fAgent\u6d41\u7a0b\u7f16\u6392\uff1f\u4e3a\u4f55\u5b83\u6b63\u5728\u91cd\u5851AI\u5e94\u7528\u67b6\u6784<\/h2>\n

\u5728\u4e0a\u4e00\u8282\u4e2d\uff0c\u6211\u4eec\u63a2\u8ba8\u4e86\u667a\u80fd\u4ee3\u7406\uff08Agent\uff09\u7684\u57fa\u672c\u80fd\u529b\u4e0e\u5c40\u9650\uff0c\u800c\u8981\u7a81\u7834\u8fd9\u4e9b\u9650\u5236\uff0c\u5fc5\u987b\u5f15\u5165\u66f4\u7cfb\u7edf\u7684\u534f\u4f5c\u673a\u5236\u2014\u2014\u8fd9\u5c31\u662fAgent\u6d41\u7a0b\u7f16\u6392\u3002<\/p>\n

Agent\u6d41\u7a0b\u7f16\u6392\u662f\u6307\u534f\u8c03\u591a\u4e2a\u667a\u80fd\u4ee3\u7406\u6309\u9884\u5b9a\u903b\u8f91\u534f\u4f5c\u5b8c\u6210\u590d\u6742\u4efb\u52a1\u7684\u8fc7\u7a0b\u3002\u6bcf\u4e2a\u4ee3\u7406\u8d1f\u8d23\u7279\u5b9a\u5b50\u4efb\u52a1\uff0c\u5982\u4fe1\u606f\u68c0\u7d22\u3001\u5de5\u5177\u8c03\u7528\u3001\u6587\u672c\u751f\u6210\u6216\u51b3\u7b56\u5224\u65ad\uff0c\u800c\u7f16\u6392\u5f15\u64ce\u5219\u8d1f\u8d23\u63a7\u5236\u4efb\u52a1\u987a\u5e8f\u3001\u4f20\u9012\u4e0a\u4e0b\u6587\u3001\u5904\u7406\u5f02\u5e38\u4e0e\u53cd\u9988\u5faa\u73af\u3002\u8fd9\u79cd\u67b6\u6784\u5c06\u5355\u4e00\u6a21\u578b\u7684\u201c\u5355\u70b9\u667a\u80fd\u201d\u6269\u5c55\u4e3a\u201c\u7fa4\u4f53\u534f\u540c\u667a\u80fd\u201d\uff0c\u4f7fAI\u7cfb\u7edf\u80fd\u591f\u5e94\u5bf9\u73b0\u5b9e\u4e16\u754c\u4e2d\u591a\u6b65\u9aa4\u3001\u591a\u5de5\u5177\u4f9d\u8d56\u7684\u590d\u6742\u9700\u6c42\u3002<\/p>\n

\u4f20\u7edf\u5355\u4f53AI\u6a21\u578b\u867d\u5728\u5355\u4e00\u4efb\u52a1\u4e0a\u8868\u73b0\u4f18\u5f02\uff0c\u5374\u96be\u4ee5\u5904\u7406\u9700\u8981\u8de8\u5de5\u5177\u3001\u8de8\u6a21\u5757\u3001\u591a\u8f6e\u4ea4\u4e92\u7684\u573a\u666f\u3002\u4f8b\u5982\uff0c\u4e00\u4e2a\u5ba2\u670d\u7cfb\u7edf\u82e5\u4ec5\u4f9d\u8d56\u4e00\u4e2a\u5927\u6a21\u578b\uff0c\u5b83\u53ef\u80fd\u65e0\u6cd5\u540c\u65f6\u67e5\u8be2\u8ba2\u5355\u6570\u636e\u5e93\u3001\u8c03\u7528\u7269\u6d41API\u3001\u751f\u6210\u4e2a\u6027\u5316\u56de\u590d\u5e76\u8bb0\u5f55\u5de5\u5355\uff1b\u800c\u901a\u8fc7\u6d41\u7a0b\u7f16\u6392\uff0c\u53ef\u5c06\u8fd9\u4e9b\u529f\u80fd\u62c6\u89e3\u4e3a\u72ec\u7acb\u4ee3\u7406\uff0c\u7531\u7f16\u6392\u5668\u6309\u4e1a\u52a1\u89c4\u5219\u4e32\u8054\u6267\u884c\uff0c\u5b9e\u73b0\u9ad8\u53ef\u9760\u3001\u53ef\u76d1\u63a7\u7684\u81ea\u52a8\u5316\u670d\u52a1\u3002<\/p>\n

\u8fd9\u4e00\u6280\u672f\u6b63\u5e7f\u6cdb\u5e94\u7528\u4e8e\u591a\u4e2a\u5173\u952e\u9886\u57df\uff1a\u5728\u5ba2\u670d\u81ea\u52a8\u5316\u4e2d\uff0c\u6d41\u7a0b\u7f16\u6392\u9a71\u52a8\u591a\u8f6e\u5bf9\u8bdd\u4e0e\u5de5\u5355\u95ed\u73af\uff1b\u5728\u6570\u636e\u5206\u6790\u6d41\u6c34\u7ebf\u4e2d\uff0c\u5b83\u4e32\u8054\u6570\u636e\u6e05\u6d17\u3001\u7279\u5f81\u63d0\u53d6\u3001\u6a21\u578b\u63a8\u7406\u4e0e\u62a5\u544a\u751f\u6210\uff1b\u5728\u591a\u6a21\u6001\u5185\u5bb9\u751f\u6210\u4e2d\uff0c\u56fe\u50cf\u8bc6\u522b\u3001\u6587\u672c\u7406\u89e3\u3001\u8bed\u97f3\u5408\u6210\u7b49\u4ee3\u7406\u534f\u540c\u5b8c\u6210\u4ece\u8f93\u5165\u5230\u8f93\u51fa\u7684\u5b8c\u6574\u94fe\u6761\u3002\u8fd9\u4e9b\u573a\u666f\u4e0d\u518d\u4f9d\u8d56\u201c\u4e00\u4e2a\u6a21\u578b\u89e3\u51b3\u6240\u6709\u95ee\u9898\u201d\u7684\u5e7b\u60f3\uff0c\u800c\u662f\u901a\u8fc7\u5206\u5de5\u534f\u4f5c\u5b9e\u73b0\u66f4\u9ad8\u7cbe\u5ea6\u3001\u66f4\u5f3a\u9c81\u68d2\u6027\u7684\u7cfb\u7edf\u8868\u73b0\u3002<\/p>\n

\u8981\u5b9e\u73b0\u8fd9\u6837\u7684\u534f\u540c\u673a\u5236\uff0c\u5fc5\u987b\u6df1\u5165\u7406\u89e3\u5176\u80cc\u540e\u7684\u6838\u5fc3\u67b6\u6784\u6a21\u5f0f\u2014\u2014\u4e32\u884c\u3001\u5e76\u884c\u4e0e\u6761\u4ef6\u5206\u652f\u7684\u5b9e\u73b0\u539f\u7406\u3002<\/p>\n

\"intelligent
Photo by Brey<\/a><\/figcaption><\/figure>\n

\u6838\u5fc3\u67b6\u6784\u6a21\u5f0f\uff1a\u4e32\u884c\u3001\u5e76\u884c\u4e0e\u6761\u4ef6\u5206\u652f\u7684\u5b9e\u73b0\u539f\u7406<\/h2>\n

\u5728\u7406\u89e3\u4e86\u6d41\u7a0b\u7f16\u6392\u7684\u57fa\u672c\u76ee\u6807\u540e\uff0c\u6211\u4eec\u9700\u8981\u6df1\u5165\u5176\u5e95\u5c42\u67b6\u6784\u6a21\u5f0f\u2014\u2014\u4e32\u884c\u3001\u5e76\u884c\u4e0e\u6761\u4ef6\u5206\u652f\uff0c\u8fd9\u4e09\u8005\u6784\u6210\u4e86\u667a\u80fd\u5de5\u4f5c\u6d41\u7684\u9aa8\u67b6\u3002<\/p>\n

\u4e32\u884c\u6d41\u7a0b\u662f\u6700\u76f4\u89c2\u7684\u6a21\u5f0f\uff0c\u4efb\u52a1\u6309\u7ebf\u6027\u987a\u5e8f\u6267\u884c\uff0c\u524d\u4e00\u4e2aAgent\u7684\u8f93\u51fa\u76f4\u63a5\u4f5c\u4e3a\u540e\u4e00\u4e2aAgent\u7684\u8f93\u5165\u3002\u5178\u578b\u573a\u666f\u5982\u201c\u68c0\u7d22\u2192\u6458\u8981\u2192\u7ffb\u8bd1\u201d\uff1a\u9996\u5148\u7531\u68c0\u7d22\u4ee3\u7406\u4ece\u77e5\u8bc6\u5e93\u83b7\u53d6\u539f\u59cb\u6587\u6863\uff0c\u6458\u8981\u4ee3\u7406\u63d0\u70bc\u5173\u952e\u4fe1\u606f\uff0c\u6700\u540e\u7ffb\u8bd1\u4ee3\u7406\u5c06\u5176\u8f6c\u4e3a\u76ee\u6807\u8bed\u8a00\u3002\u8fd9\u79cd\u6a21\u5f0f\u786e\u4fdd\u4e86\u6570\u636e\u6d41\u7684\u786e\u5b9a\u6027\uff0c\u9002\u5408\u5f3a\u4f9d\u8d56\u94fe\u5f0f\u5904\u7406\u3002<\/p>\n

\u5e76\u884c\u6d41\u7a0b\u5219\u7528\u4e8e\u63d0\u5347\u6548\u7387\uff0c\u591a\u4e2aAgent\u540c\u65f6\u5904\u7406\u4e92\u4e0d\u4f9d\u8d56\u7684\u5b50\u4efb\u52a1\uff0c\u7ed3\u679c\u5728\u805a\u5408\u70b9\u5408\u5e76\u3002\u4f8b\u5982\uff0c\u5728\u591a\u6e90\u6570\u636e\u91c7\u96c6\u573a\u666f\u4e2d\uff0c\u4e09\u4e2a\u4ee3\u7406\u53ef\u540c\u65f6\u4eceAPI\u3001\u6570\u636e\u5e93\u548c\u7f51\u9875\u6293\u53d6\u7528\u6237\u884c\u4e3a\u6570\u636e\uff0c\u5f85\u5168\u90e8\u5b8c\u6210\u540e\u518d\u7531\u805a\u5408\u4ee3\u7406\u6574\u5408\u6210\u7edf\u4e00\u7ed3\u6784\u3002\u5e76\u884c\u663e\u8457\u7f29\u77ed\u7aef\u5230\u7aef\u5ef6\u8fdf\uff0c\u4f46\u9700\u5904\u7406\u7ed3\u679c\u540c\u6b65\u4e0e\u5bb9\u9519\u3002<\/p>\n

\u6761\u4ef6\u5206\u652f\u8d4b\u4e88\u6d41\u7a0b\u52a8\u6001\u51b3\u7b56\u80fd\u529b\uff0c\u6839\u636e\u4e2d\u95f4\u7ed3\u679c\u9009\u62e9\u540e\u7eed\u8def\u5f84\u3002\u4f8b\u5982\uff0c\u60c5\u611f\u5206\u6790\u4ee3\u7406\u8f93\u51fa\u201c\u6b63\u9762\u201d\u3001\u201c\u8d1f\u9762\u201d\u6216\u201c\u4e2d\u6027\u201d\u540e\uff0c\u7f16\u6392\u5f15\u64ce\u636e\u6b64\u8def\u7531\u81f3\u4e0d\u540c\u56de\u590d\u7b56\u7565\uff1a\u6b63\u9762\u89e6\u53d1\u611f\u8c22\u54cd\u5e94\uff0c\u8d1f\u9762\u542f\u52a8\u5ba2\u670d\u8f6c\u63a5\uff0c\u4e2d\u6027\u5219\u8fdb\u5165\u4fe1\u606f\u8865\u5145\u6d41\u7a0b\u3002\u8fd9\u79cd\u6a21\u5f0f\u4f7f\u7cfb\u7edf\u5177\u5907\u81ea\u9002\u5e94\u6027\uff0c\u662f\u5b9e\u73b0\u590d\u6742\u4e1a\u52a1\u903b\u8f91\u7684\u5173\u952e\u3002<\/p>\n

from typing import Dict, Any\n\ndef orchestrate_workflow(input_data: Dict[str, Any]) -> str:\n    # \u4e32\u884c\u9636\u6bb5\n    retrieved = retrieve_document(input_data[\"query\"])\n    summarized = summarize_text(retrieved)\n    \n    # \u6761\u4ef6\u5206\u652f\uff1a\u57fa\u4e8e\u6458\u8981\u60c5\u611f\u51b3\u5b9a\u8def\u5f84\n    sentiment = analyze_sentiment(summarized)\n    if sentiment == \"negative\":\n        response = escalate_to_support(summarized)\n    elif sentiment == \"positive\":\n        response = generate_thank_you(summarized)\n    else:\n        response = provide_additional_info(summarized)\n    \n    # \u5e76\u884c\u9636\u6bb5\uff1a\u540c\u65f6\u83b7\u53d6\u7528\u6237\u753b\u50cf\u4e0e\u4e0a\u4e0b\u6587\n    user_profile, context = parallel_fetch([get_user_profile, get_conversation_history])\n    \n    # \u6700\u7ec8\u805a\u5408\n    final_output = format_response(response, user_profile, context)\n    return final_output<\/code><\/pre>\n
\u4e0a\u8ff0\u4ee3\u7801\u5c55\u793a\u4e86\u4e09\u79cd\u6a21\u5f0f\u5728\u771f\u5b9e\u7cfb\u7edf\u4e2d\u7684\u534f\u540c\uff1a\u4e32\u884c\u6784\u5efa\u57fa\u7840\u94fe\u8def\uff0c\u6761\u4ef6\u5206\u652f\u5b9e\u73b0\u667a\u80fd\u8def\u7531\uff0c\u800c\u5e76\u884c\u52a0\u901f\u975e\u4f9d\u8d56\u4efb\u52a1\u3002\u8fd9\u79cd\u6df7\u5408\u67b6\u6784\u6b63\u662f\u73b0\u4ee3Agent\u7cfb\u7edf\u9ad8\u6548\u6027\u7684\u6838\u5fc3\u3002<\/p>\n
\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u8fd9\u4e9b\u6a21\u5f0f\u7684\u7ec4\u5408\u80fd\u529b\u51b3\u5b9a\u4e86\u7cfb\u7edf\u7075\u6d3b\u6027\u7684\u4e0a\u9650\uff0c\u800c\u4e3b\u6d41\u6846\u67b6\u5982LangChain\u3001AutoGen\u4e0eCrewAI\u5bf9\u6b64\u5404\u6709\u4e0d\u540c\u7684\u62bd\u8c61\u65b9\u5f0f\uff0c\u503c\u5f97\u6df1\u5165\u5bf9\u6bd4\u3002<\/p>\n
\u4e3b\u6d41\u7f16\u6392\u6846\u67b6\u5bf9\u6bd4\uff1aLangChain\u3001AutoGen\u4e0eCrewAI\u7684\u4f18\u52a3\u5206\u6790<\/h2>\n
\u5728\u5b8c\u6210\u6d41\u7a0b\u67b6\u6784\u6a21\u5f0f\u7684\u7406\u8bba\u6784\u5efa\u540e\uff0c\u5f00\u53d1\u8005\u9762\u4e34\u7684\u5173\u952e\u9009\u62e9\u662f\uff1a\u91c7\u7528\u4f55\u79cd\u6846\u67b6\u5b9e\u73b0\u8fd9\u4e9b\u6a21\u5f0f\uff1f\u76ee\u524d\u4e3b\u6d41\u7684\u4e09\u5927\u6846\u67b6\u2014\u2014LangChain\u3001AutoGen\u4e0eCrewAI\u2014\u2014\u5404\u81ea\u5728\u62bd\u8c61\u5c42\u7ea7\u3001\u534f\u4f5c\u80fd\u529b\u4e0e\u5de5\u7a0b\u590d\u6742\u5ea6\u4e0a\u5b58\u5728\u663e\u8457\u5dee\u5f02\u3002<\/p>\n
LangChain \u4ee5\u9ad8\u5ea6\u6a21\u5757\u5316\u8457\u79f0\uff0c\u5176\u6838\u5fc3\u662f\u94fe\uff08Chain\uff09\u4e0e\u5de5\u5177\uff08Tool\uff09\u7684\u7075\u6d3b\u7ec4\u5408\uff0c\u9002\u5408\u9700\u8981\u7cbe\u7ec6\u63a7\u5236\u6bcf\u4e2a\u6b65\u9aa4\u7684\u5f00\u53d1\u8005\u3002\u5b83\u4e0d\u5185\u7f6e\u591aAgent\u534f\u4f5c\u673a\u5236\uff0c\u6240\u6709\u89d2\u8272\u4ea4\u4e92\u9700\u624b\u52a8\u5b9e\u73b0\uff0c\u8fd9\u8d4b\u4e88\u4e86\u6781\u5927\u7684\u81ea\u7531\u5ea6\uff0c\u4f46\u4e5f\u589e\u52a0\u4e86\u5f00\u53d1\u8d1f\u62c5\u3002\u4f8b\u5982\uff0c\u82e5\u9700\u5b9e\u73b0\u4e24\u4e2aAgent\u8f6e\u6d41\u8c03\u7528\u5de5\u5177\uff0c\u5f00\u53d1\u8005\u5fc5\u987b\u81ea\u884c\u7ba1\u7406\u72b6\u6001\u6d41\u8f6c\u4e0e\u6d88\u606f\u4f20\u9012\u3002<\/p>\n
from langchain.chains import LLMChain\nfrom langchain.prompts import PromptTemplate\nfrom langchain.llms import OpenAI\n\n# LangChain \u793a\u4f8b\uff1a\u4e32\u884c\u94fe\u5f0f\u8c03\u7528\nllm = OpenAI(temperature=0.7)\n\nprompt1 = PromptTemplate.from_template(\"\u5c06\u4ee5\u4e0b\u6587\u672c\u7ffb\u8bd1\u4e3a\u4e2d\u6587\uff1a{text}\")\nchain1 = LLMChain(llm=llm, prompt=prompt1)\n\nprompt2 = PromptTemplate.from_template(\"\u603b\u7ed3\u4ee5\u4e0b\u5185\u5bb9\u7684\u6838\u5fc3\u8981\u70b9\uff1a{translation}\")\nchain2 = LLMChain(llm=llm, prompt=prompt2)\n\nresult1 = chain1.run(\"Hello, how are you today?\")\nresult2 = chain2.run(result1)\nprint(result2)  # \u8f93\u51fa\uff1a\u4eca\u5929\u4f60\u597d\u5417\uff1f\n<\/code><\/pre>\n
AutoGen \u7531\u5fae\u8f6f\u63a8\u51fa\uff0c\u4e13\u4e3a\u591aAgent\u5bf9\u8bdd\u534f\u4f5c\u8bbe\u8ba1\uff0c\u5185\u7f6e\u89d2\u8272\u5b9a\u4e49\u3001\u6d88\u606f\u8def\u7531\u4e0e\u81ea\u52a8\u534f\u5546\u673a\u5236\u3002\u6bcf\u4e2aAgent\u53ef\u8bbe\u5b9a\u7cfb\u7edf\u63d0\u793a\u3001\u5de5\u5177\u96c6\u4e0e\u5bf9\u8bdd\u7b56\u7565\uff0c\u652f\u6301\u52a8\u6001\u89d2\u8272\u5207\u6362\u4e0e\u4efb\u52a1\u534f\u5546\uff0c\u7279\u522b\u9002\u5408\u9700\u8981\u201c\u8fa9\u8bba-\u5171\u8bc6-\u6267\u884c\u201d\u6d41\u7a0b\u7684\u590d\u6742\u573a\u666f\u3002\u5176`GroupChat`\u548c`ConversableAgent`\u7c7b\u5927\u5e45\u964d\u4f4e\u4e86\u591aAgent\u534f\u540c\u7684\u5b9e\u73b0\u95e8\u69db\u3002<\/p>\n
CrewAI \u5219\u4ece\u56e2\u961f\u534f\u4f5c\u89c6\u89d2\u51fa\u53d1\uff0c\u63d0\u4f9b\u4efb\u52a1\uff08Task\uff09\u3001\u4ee3\u7406\uff08Agent\uff09\u4e0e\u6d41\u7a0b\uff08Crew\uff09\u7684\u9ad8\u5c42\u62bd\u8c61\u3002\u5b83\u81ea\u52a8\u5904\u7406\u4efb\u52a1\u5206\u914d\u3001\u4f9d\u8d56\u8ffd\u8e2a\u4e0e\u7ed3\u679c\u805a\u5408\uff0c\u9002\u5408\u4e1a\u52a1\u903b\u8f91\u660e\u786e\u3001\u5f3a\u8c03\u6d41\u7a0b\u53ef\u63a7\u6027\u7684\u4f01\u4e1a\u7ea7\u5e94\u7528\u3002\u5f00\u53d1\u8005\u53ea\u9700\u58f0\u660e\u201c\u8c01\u505a\u4ec0\u4e48\u201d\uff0cCrewAI \u81ea\u52a8\u5b8c\u6210\u8c03\u5ea6\u4e0e\u72b6\u6001\u540c\u6b65\uff0c\u727a\u7272\u90e8\u5206\u7075\u6d3b\u6027\u6362\u53d6\u5f00\u53d1\u6548\u7387\u3002<\/p>\n
\u4e09\u8005\u4e2d\uff0cLangChain \u9002\u5408\u5e95\u5c42\u5b9a\u5236\uff0cAutoGen \u9002\u5408\u5bf9\u8bdd\u5bc6\u96c6\u578b\u534f\u4f5c\uff0cCrewAI \u9002\u5408\u7ed3\u6784\u5316\u56e2\u961f\u6d41\u7a0b\u3002\u9009\u62e9\u53d6\u51b3\u4e8e\u4f60\u7684\u573a\u666f\u662f\u5426\u9700\u8981\u81ea\u52a8\u534f\u5546\u3001\u4efb\u52a1\u8c03\u5ea6\u6216\u7eaf\u903b\u8f91\u94fe\u63a7\u5236\u3002<\/p>\n
\u65e0\u8bba\u9009\u62e9\u54ea\u4e2a\u6846\u67b6\uff0c\u72b6\u6001\u7ba1\u7406\u4e0e\u4e0a\u4e0b\u6587\u4f20\u9012\u59cb\u7ec8\u662f\u786e\u4fddAgent\u95f4\u4fe1\u606f\u8fde\u8d2f\u6027\u7684\u6838\u5fc3\u6311\u6218\uff0c\u8fd9\u76f4\u63a5\u51b3\u5b9a\u4e86\u5de5\u4f5c\u6d41\u7684\u53ef\u9760\u6027\u4e0e\u53ef\u6269\u5c55\u6027\u3002<\/p>\n
\u72b6\u6001\u7ba1\u7406\u4e0e\u4e0a\u4e0b\u6587\u4f20\u9012\uff1a\u907f\u514dAgent\u4fe1\u606f\u4e22\u5931\u7684\u5173\u952e\u5b9e\u8df5<\/h2>\n
\u5728\u6784\u5efa\u591aAgent\u534f\u4f5c\u6d41\u7a0b\u65f6\uff0c\u9519\u8bef\u5904\u7406\u56fa\u7136\u91cd\u8981\uff0c\u4f46\u82e5\u7f3a\u4e4f\u7a33\u5b9a\u7684\u72b6\u6001\u7ba1\u7406\u673a\u5236\uff0c\u5373\u4f7f\u6d41\u7a0b\u80fd\u5bb9\u9519\uff0c\u4e5f\u6781\u6613\u56e0\u4e0a\u4e0b\u6587\u65ad\u88c2\u800c\u5931\u6548\u3002\u6bcf\u4e2aAgent\u4e0d\u5e94\u72ec\u7acb\u7ef4\u62a4\u8bb0\u5fc6\u6216\u91cd\u590d\u67e5\u8be2\u5386\u53f2\u6570\u636e\uff0c\u800c\u5e94\u4f9d\u8d56\u7edf\u4e00\u3001\u53ef\u8ffd\u6eaf\u7684\u5168\u5c40\u72b6\u6001\u5b57\u5178\uff0c\u786e\u4fdd\u8bed\u4e49\u4e00\u81f4\u6027\u4e0e\u6267\u884c\u8fde\u8d2f\u6027\u3002<\/p>\n
\u63a8\u8350\u4f7f\u7528\u7ed3\u6784\u5316\u7684JSON\u5bf9\u8c61\u4f5c\u4e3a\u5168\u5c40\u72b6\u6001\u5bb9\u5668\uff0c\u5b58\u50a8\u4efb\u52a1\u53c2\u6570\u3001\u4e2d\u95f4\u7ed3\u679c\u3001\u7528\u6237\u610f\u56fe\u4e0e\u5386\u53f2\u51b3\u7b56\u3002\u4f8b\u5982\uff0c\u5728\u5ba2\u670d\u81ea\u52a8\u5316\u6d41\u7a0b\u4e2d\uff0c\u7528\u6237\u8eab\u4efd\u3001\u5386\u53f2\u5de5\u5355\u3001\u5f53\u524d\u95ee\u9898\u7126\u70b9\u7b49\u4fe1\u606f\u5e94\u96c6\u4e2d\u4fdd\u5b58\uff0c\u4f9b\u540e\u7eedAgent\u76f4\u63a5\u8bfb\u53d6\uff0c\u907f\u514d\u91cd\u590d\u8be2\u95ee\u6216\u4fe1\u606f\u4e22\u5931\u3002<\/p>\n
\u5bf9\u4e8e\u957f\u6d41\u7a0b\u4efb\u52a1\uff0c\u5e94\u5f15\u5165\u5206\u6bb5\u5feb\u7167\u673a\u5236\uff1a\u5728\u5173\u952e\u8282\u70b9\uff08\u5982Agent\u5b8c\u6210\u51b3\u7b56\u3001\u8c03\u7528\u5916\u90e8API\u6216\u7b49\u5f85\u7528\u6237\u54cd\u5e94\uff09\u81ea\u52a8\u5e8f\u5217\u5316\u5f53\u524d\u72b6\u6001\u81f3\u6301\u4e45\u5316\u5b58\u50a8\uff08\u5982Redis\u6216\u6570\u636e\u5e93\uff09\uff0c\u5e76\u8bb0\u5f55\u5feb\u7167\u65f6\u95f4\u6233\u4e0e\u7248\u672c\u53f7\u3002\u4e00\u65e6\u6d41\u7a0b\u56e0\u7f51\u7edc\u4e2d\u65ad\u6216\u670d\u52a1\u91cd\u542f\u800c\u7ec8\u6b62\uff0c\u7cfb\u7edf\u53ef\u4ece\u6700\u8fd1\u5feb\u7167\u6062\u590d\uff0c\u800c\u975e\u4ece\u5934\u91cd\u8dd1\uff0c\u5927\u5e45\u63d0\u5347\u9c81\u68d2\u6027\u3002<\/p>\n
\u4e3a\u5b9e\u73b0\u8de8Agent\u7684\u8bed\u4e49\u4e00\u81f4\u6027\uff0c\u6bcf\u4e2a\u4efb\u52a1\u5fc5\u987b\u7ed1\u5b9a\u552f\u4e00\u4efb\u52a1ID\uff08UUID\uff09\uff0c\u8be5ID\u8d2f\u7a7f\u6574\u4e2a\u751f\u547d\u5468\u671f\uff0c\u7528\u4e8e\u5173\u8054\u6240\u6709\u5bf9\u8bdd\u8bb0\u5f55\u3001\u65e5\u5fd7\u4e0e\u72b6\u6001\u53d8\u66f4\u3002\u901a\u8fc7\u8be5ID\uff0c\u7cfb\u7edf\u53ef\u91cd\u5efa\u5b8c\u6574\u4e0a\u4e0b\u6587\u94fe\uff0c\u5373\u4f7fAgent\u88ab\u52a8\u6001\u8c03\u5ea6\u81f3\u4e0d\u540c\u5b9e\u4f8b\uff0c\u4e5f\u80fd\u65e0\u7f1d\u63a5\u7eed\u5de5\u4f5c\u3002<\/p>\n
\nimport json\nimport uuid\nfrom datetime import datetime\n\nclass StateManager:\n    def __init__(self, task_id=None):\n        self.task_id = task_id or str(uuid.uuid4())\n        self.state = {\n            \"task_id\": self.task_id,\n            \"created_at\": datetime.now().isoformat(),\n            \"current_step\": \"init\",\n            \"user_context\": {},\n            \"history\": [],\n            \"snapshots\": []\n        }\n\n    def update(self, key, value):\n        self.state[key] = value\n        self.state[\"history\"].append({\n            \"timestamp\": datetime.now().isoformat(),\n            \"action\": f\"update.{key}\",\n            \"value\": value\n        })\n\n    def take_snapshot(self, step_name):\n        snapshot = {\n            \"step\": step_name,\n            \"timestamp\": datetime.now().isoformat(),\n            \"state\": self.state.copy()\n        }\n        self.state[\"snapshots\"].append(snapshot)\n        # \u53ef\u9009\uff1a\u5199\u5165Redis\u6216\u6570\u636e\u5e93\n        print(f\"Snapshot saved at {step_name} for task {self.task_id}\")\n\n# \u4f7f\u7528\u793a\u4f8b\nmanager = StateManager()\nmanager.update(\"user_id\", \"u12345\")\nmanager.update(\"query\", \"\u5982\u4f55\u91cd\u7f6e\u5bc6\u7801\uff1f\")\nmanager.take_snapshot(\"intent_detection\")\nmanager.update(\"resolved_option\", \"\u53d1\u9001\u91cd\u7f6e\u94fe\u63a5\")\nmanager.take_snapshot(\"action_selection\")\n<\/code><\/pre>\n
\u901a\u8fc7\u4e0a\u8ff0\u673a\u5236\uff0c\u7cfb\u7edf\u4e0d\u4ec5\u907f\u514d\u4e86\u91cd\u590d\u52b3\u52a8\u4e0e\u4fe1\u606f\u788e\u7247\u5316\uff0c\u8fd8\u4e3a\u5ba1\u8ba1\u3001\u8c03\u8bd5\u4e0e\u56de\u6eaf\u63d0\u4f9b\u4e86\u5b8c\u6574\u8f68\u8ff9\u3002\u5f53\u6d41\u7a0b\u89c4\u6a21\u6269\u5927\u3001Agent\u6570\u91cf\u6fc0\u589e\u65f6\uff0c\u8fd9\u79cd\u7ed3\u6784\u5316\u72b6\u6001\u7ba1\u7406\u5c06\u6210\u4e3a\u7a33\u5b9a\u8fd0\u884c\u7684\u57fa\u77f3\u3002<\/p>\n
\u7136\u800c\uff0c\u5373\u4fbf\u72b6\u6001\u6301\u4e45\u5316\u5b8c\u5907\uff0c\u82e5\u7f3a\u4e4f\u5bf9\u5f02\u5e38\u8def\u5f84\u7684\u7cbe\u51c6\u6355\u83b7\u4e0e\u6062\u590d\u7b56\u7565\uff0c\u6d41\u7a0b\u4ecd\u53ef\u80fd\u9677\u5165\u4e0d\u53ef\u9884\u77e5\u7684\u6b7b\u5faa\u73af\u2014\u2014\u8fd9\u6b63\u662f\u9519\u8bef\u5904\u7406\u4e0e\u5bb9\u9519\u673a\u5236\u9700\u8981\u89e3\u51b3\u7684\u6838\u5fc3\u95ee\u9898\u3002<\/p>\n
\u9519\u8bef\u5904\u7406\u4e0e\u5bb9\u9519\u673a\u5236\uff1a\u5982\u4f55\u8ba9\u6d41\u7a0b\u5728\u5f02\u5e38\u4e2d\u6301\u7eed\u8fd0\u884c<\/h2>\n
\u5728\u786e\u4fdd\u72b6\u6001\u4e00\u81f4\u6027\u7684\u57fa\u7840\u4e0a\uff0c\u6d41\u7a0b\u7684\u5065\u58ee\u6027\u4f9d\u8d56\u4e8e\u5b8c\u5584\u7684\u9519\u8bef\u5904\u7406\u4e0e\u5bb9\u9519\u673a\u5236\u3002\u5373\u4f7f\u5168\u5c40\u72b6\u6001\u5b8c\u6574\uff0c\u5355\u70b9\u6545\u969c\u4ecd\u53ef\u80fd\u4e2d\u65ad\u6574\u4e2a\u5de5\u4f5c\u6d41\uff0c\u56e0\u6b64\u5fc5\u987b\u4e3a\u6bcf\u4e2aAgent\u8bbe\u8ba1\u4e3b\u52a8\u7684\u6062\u590d\u7b56\u7565\uff0c\u800c\u975e\u88ab\u52a8\u7b49\u5f85\u4eba\u5de5\u4ecb\u5165\u3002<\/p>\n
\u9996\u5148\uff0c\u4e3a\u6bcf\u4e2aAgent\u914d\u7f6e\u6307\u6570\u9000\u907f\u91cd\u8bd5\u7b56\u7565\uff0c\u907f\u514d\u56e0API\u9650\u6d41\u6216\u7f51\u7edc\u6296\u52a8\u5bfc\u81f4\u6d41\u7a0b\u5d29\u6e83\u3002\u91cd\u8bd5\u6b21\u6570\u5e94\u6709\u9650\uff08\u901a\u5e383\u20135\u6b21\uff09\uff0c\u4e14\u6bcf\u6b21\u5ef6\u8fdf\u63092\u207f\u79d2\u9012\u589e\uff0c\u65e2\u51cf\u8f7b\u670d\u52a1\u538b\u529b\uff0c\u53c8\u7ed9\u4e88\u7cfb\u7edf\u6062\u590d\u65f6\u95f4\u3002<\/p>\n
\u5176\u6b21\uff0c\u5b9e\u73b0\u964d\u7ea7\u8def\u5f84\uff08Fallback Path\uff09\u81f3\u5173\u91cd\u8981\u3002\u5f53\u4e3b\u5de5\u5177\uff08\u5982GPT-4 API\uff09\u4e0d\u53ef\u7528\u65f6\uff0c\u7cfb\u7edf\u5e94\u81ea\u52a8\u5207\u6362\u81f3\u5907\u7528\u65b9\u6848\uff0c\u4f8b\u5982\u964d\u7ea7\u81f3\u8f7b\u91cf\u6a21\u578b\uff08\u5982GPT-3.5\uff09\u3001\u8c03\u7528\u672c\u5730\u7f13\u5b58\u7ed3\u679c\uff0c\u6216\u89e6\u53d1\u4eba\u5de5\u5ba1\u6838\u63a5\u53e3\u3002\u8fd9\u79cd\u8bbe\u8ba1\u4f7f\u6d41\u7a0b\u5728\u90e8\u5206\u80fd\u529b\u5931\u6548\u65f6\u4ecd\u80fd\u8f93\u51fa\u53ef\u7528\u7ed3\u679c\uff0c\u800c\u975e\u5b8c\u5168\u505c\u6ede\u3002<\/p>\n
\u6700\u540e\uff0c\u6784\u5efa\u7ec6\u7c92\u5ea6\u7684\u76d1\u63a7\u544a\u8b66\u7cfb\u7edf\uff0c\u8bb0\u5f55\u6bcf\u4e2aAgent\u6267\u884c\u7684\u8f93\u5165\u3001\u8f93\u51fa\u3001\u8017\u65f6\u4e0e\u9519\u8bef\u7c7b\u578b\u3002\u8fd9\u4e9b\u65e5\u5fd7\u4e0d\u4ec5\u662f\u4e8b\u540e\u590d\u76d8\u7684\u4f9d\u636e\uff0c\u4e5f\u662f\u4f18\u5316\u6d41\u7a0b\u7684\u5b9e\u8bc1\u6570\u636e\u3002\u5efa\u8bae\u5c06\u5931\u8d25\u8282\u70b9\u3001\u91cd\u8bd5\u6b21\u6570\u4e0e\u54cd\u5e94\u5ef6\u8fdf\u5199\u5165\u7ed3\u6784\u5316\u65e5\u5fd7\uff0c\u5e76\u96c6\u6210\u81f3Prometheus\u6216ELK\u6808\u8fdb\u884c\u53ef\u89c6\u5316\u3002<\/p>\n
\nimport time\nimport random\nfrom typing import Optional\n\ndef execute_with_fallback(agent_func, fallback_func, max_retries=3):\n    last_error = None\n    for attempt in range(max_retries + 1):\n        try:\n            return agent_func()\n        except Exception as e:\n            last_error = e\n            if attempt < max_retries:\n                delay = (2 ** attempt) + random.uniform(0, 1)  # \u6307\u6570\u9000\u907f + \u968f\u673a\u6296\u52a8\n                time.sleep(delay)\n            else:\n                # \u91cd\u8bd5\u5931\u8d25\uff0c\u89e6\u53d1\u964d\u7ea7\n                print(f\"\u6240\u6709\u91cd\u8bd5\u5931\u8d25\uff0c\u89e6\u53d1\u964d\u7ea7: {str(e)}\")\n                return fallback_func()\n\n# \u4f7f\u7528\u793a\u4f8b\ndef main_tool():\n    # \u6a21\u62df\u8c03\u7528\u5916\u90e8API\n    if random.random() < 0.3:  # 30%\u6982\u7387\u5931\u8d25\n        raise ConnectionError(\"API\u8d85\u65f6\")\n    return {\"result\": \"success\"}\n\ndef fallback_tool():\n    return {\"result\": \"\u964d\u7ea7\u54cd\u5e94\", \"source\": \"local_cache\"}\n\nresult = execute_with_fallback(main_tool, fallback_tool)\nprint(result)\n<\/code><\/pre>\n
\u901a\u8fc7\u91cd\u8bd5\u3001\u964d\u7ea7\u4e0e\u76d1\u63a7\u4e09\u4f4d\u4e00\u4f53\u7684\u673a\u5236\uff0c\u6d41\u7a0b\u5728\u9762\u5bf9\u4e0d\u786e\u5b9a\u6027\u65f6\u4ecd\u80fd\u4fdd\u6301\u9ad8\u53ef\u7528\u6027\u3002\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u5c06\u63a2\u8ba8\u5982\u4f55\u5728\u4e0d\u727a\u7272\u8d28\u91cf\u7684\u524d\u63d0\u4e0b\uff0c\u663e\u8457\u964d\u4f4eToken\u6d88\u8017\u5e76\u63d0\u5347\u54cd\u5e94\u901f\u5ea6\u3002<\/p>\n
\u6027\u80fd\u4f18\u5316\u6280\u5de7\uff1a\u51cf\u5c11Token\u6d88\u8017\u4e0e\u63d0\u5347\u54cd\u5e94\u901f\u5ea6\u7684\u5b9e\u6218\u65b9\u6cd5<\/h2>\n
\u5728\u786e\u4fdd\u6d41\u7a0b\u7a33\u5b9a\u8fd0\u884c\u540e\uff0c\u6027\u80fd\u74f6\u9888\u5f80\u5f80\u6210\u4e3a\u5236\u7ea6\u751f\u4ea7\u7ea7Agent\u541e\u5410\u91cf\u7684\u5173\u952e\u56e0\u7d20\u3002\u9ad8Token\u6d88\u8017\u4e0d\u4ec5\u589e\u52a0\u6210\u672c\uff0c\u8fd8\u4f1a\u62d6\u6162\u54cd\u5e94\u901f\u5ea6\uff0c\u5f71\u54cd\u7528\u6237\u4f53\u9a8c\u3002\u901a\u8fc7\u7cbe\u7ec6\u5316\u7684\u6a21\u578b\u8c03\u5ea6\u4e0e\u4e0a\u4e0b\u6587\u7ba1\u7406\uff0c\u53ef\u5728\u4e0d\u727a\u7272\u529f\u80fd\u7684\u524d\u63d0\u4e0b\u663e\u8457\u4f18\u5316\u6548\u7387\u3002<\/p>\n
\u9996\u8981\u539f\u5219\u662f\u5206\u5c42\u4f7f\u7528\u6a21\u578b<\/strong>\uff1a\u4e2d\u95f4\u6b65\u9aa4\uff08\u5982\u4fe1\u606f\u6458\u8981\u3001\u683c\u5f0f\u6807\u51c6\u5316\u3001\u7b80\u5355\u63a8\u7406\uff09\u5e94\u4f7f\u7528\u8f7b\u91cf\u7ea7\u6a21\u578b\uff08\u5982Qwen-Tiny\u3001Phi-3\uff09\uff0c\u4ec5\u5728\u6700\u7ec8\u8f93\u51fa\u6216\u590d\u6742\u51b3\u7b56\u73af\u8282\u8c03\u7528\u5927\u6a21\u578b\uff08\u5982GPT-4\u3001Claude 3\uff09\u3002\u4f8b\u5982\uff0c\u5728\u5ba2\u670d\u6d41\u7a0b\u4e2d\uff0c\u524d\u4e09\u4e2aAgent\u5206\u522b\u5b8c\u6210\u610f\u56fe\u8bc6\u522b\u3001\u6570\u636e\u67e5\u8be2\u548c\u6458\u8981\u751f\u6210\uff0c\u4ec5\u6700\u540e\u4e00\u4e2aAgent\u8d1f\u8d23\u751f\u6210\u81ea\u7136\u8bed\u8a00\u56de\u590d\uff0c\u53ef\u5c06\u603bToken\u6d88\u8017\u964d\u4f4e60%\u4ee5\u4e0a\u3002<\/p>\n
\u5176\u6b21\uff0c\u7f13\u5b58\u91cd\u590d\u7684\u5de5\u5177\u8c03\u7528\u7ed3\u679c<\/strong>\u81f3\u5173\u91cd\u8981\u3002\u82e5\u591a\u4e2aAgent\u67e5\u8be2\u540c\u4e00\u6570\u636e\u5e93\u8bb0\u5f55\u6216\u5916\u90e8API\uff08\u5982\u7528\u6237\u4fe1\u606f\u3001\u4ea7\u54c1\u5e93\u5b58\uff09\uff0c\u5e94\u5f15\u5165\u672c\u5730\u7f13\u5b58\u5c42\u3002\u4ee5\u4e0b\u662f\u4e00\u4e2a\u57fa\u4e8eRedis\u7684\u7f13\u5b58\u88c5\u9970\u5668\u793a\u4f8b\uff1a<\/p>\n
import redis\nimport json\nfrom functools import wraps\n\nredis_client = redis.Redis(host='localhost', port=6379, db=0)\n\ndef cache_tool_result(expire=300):\n    def decorator(func):\n        @wraps(func)\n        def wrapper(*args, **kwargs):\n            key = f\"tool:{func.__name__}:{hash(json.dumps(args + tuple(kwargs.items())))}\"\n            cached = redis_client.get(key)\n            if cached:\n                return json.loads(cached)\n            result = func(*args, **kwargs)\n            redis_client.setex(key, expire, json.dumps(result))\n            return result\n        return wrapper\n    return decorator\n\n@cache_tool_result(expire=600)\ndef get_user_profile(user_id):\n    # \u6a21\u62df\u6570\u636e\u5e93\u67e5\u8be2\n    return {\"name\": \"\u5f20\u4e09\", \"email\": \"zhangsan@example.com\", \"balance\": 1250}<\/code><\/pre>\n
\u7b2c\u4e09\uff0c\u9884\u52a0\u8f7d\u7cfb\u7edf\u63d0\u793a\u8bcd<\/strong>\u53ef\u51cf\u5c11\u6bcf\u6b21\u8c03\u7528\u7684\u4e0a\u4e0b\u6587\u957f\u5ea6\u3002\u5c06Agent\u7684\u56fa\u5b9a\u89d2\u8272\u63cf\u8ff0\u3001\u8f93\u51fa\u683c\u5f0f\u8981\u6c42\u7b49\u9759\u6001\u5185\u5bb9\u5728\u670d\u52a1\u542f\u52a8\u65f6\u52a0\u8f7d\u81f3\u5185\u5b58\uff0c\u800c\u975e\u6bcf\u6b21\u8bf7\u6c42\u62fc\u63a5\uff0c\u80fd\u6709\u6548\u538b\u7f29\u8f93\u5165Token\u3002<\/p>\n
\u7efc\u5408\u8fd0\u7528\u4e0a\u8ff0\u7b56\u7565\uff0c\u7cfb\u7edf\u54cd\u5e94\u5ef6\u8fdf\u53ef\u964d\u4f4e40\u201370%\uff0cToken\u6210\u672c\u4e0b\u964d50%\u4ee5\u4e0a\u3002\u8fd9\u4e9b\u4f18\u5316\u4e3a\u6784\u5efa\u9ad8\u541e\u5410\u3001\u4f4e\u5ef6\u8fdf\u7684\u751f\u4ea7\u7ea7Agent\u6d41\u7a0b\u5960\u5b9a\u4e86\u575a\u5b9e\u57fa\u7840\uff0c\u4e5f\u4e3a\u4e0b\u4e00\u8282\u7684\u67b6\u6784\u539f\u5219\u63d0\u4f9b\u4e86\u5b9e\u8df5\u652f\u6491\u3002<\/p>\n
\u7ed3\u8bba\uff1a\u6784\u5efa\u751f\u4ea7\u7ea7Agent\u6d41\u7a0b\u7684\u4e94\u5927\u5173\u952e\u539f\u5219<\/h2>\n
\u5728\u4f18\u5316\u6027\u80fd\u7684\u57fa\u7840\u4e0a\uff0c\u6784\u5efa\u7a33\u5b9a\u3001\u53ef\u6269\u5c55\u7684\u751f\u4ea7\u7ea7Agent\u6d41\u7a0b\uff0c\u4f9d\u8d56\u4e8e\u7cfb\u7edf\u6027\u7684\u8bbe\u8ba1\u54f2\u5b66\u800c\u975e\u6280\u672f\u788e\u7247\u7684\u5806\u780c\u3002<\/p>\n
    \n
  • \u4ece\u4efb\u52a1\u76ee\u6807\u5012\u63a8\u8bbe\u8ba1<\/strong>\uff1a\u907f\u514d\u76f2\u76ee\u62fc\u63a5\u53ef\u7528Agent\uff0c\u800c\u5e94\u4ee5\u6700\u7ec8\u4e1a\u52a1\u76ee\u6807\u4e3a\u8d77\u70b9\uff0c\u53cd\u5411\u62c6\u89e3\u6240\u9700\u6b65\u9aa4\u4e0e\u6570\u636e\u6d41\u8f6c\uff0c\u786e\u4fdd\u6bcf\u4e2a\u73af\u8282\u90fd\u76f4\u63a5\u8d21\u732e\u4e8e\u6838\u5fc3\u4ef7\u503c\u3002<\/li>\n
  • \u804c\u8d23\u5355\u4e00\uff0c\u907f\u514d\u8026\u5408<\/strong>\uff1a\u6bcf\u4e2aAgent\u5e94\u53ea\u8d1f\u8d23\u4e00\u4e2a\u660e\u786e\u7684\u64cd\u4f5c\uff08\u5982\u201c\u63d0\u53d6\u53d1\u7968\u91d1\u989d\u201d\u6216\u201c\u9a8c\u8bc1\u90ae\u7bb1\u683c\u5f0f\u201d\uff09\uff0c\u529f\u80fd\u6df7\u6742\u4f1a\u663e\u8457\u589e\u52a0\u8c03\u8bd5\u590d\u6742\u5ea6\u4e0e\u91cd\u7528\u6210\u672c\u3002<\/li>\n
  • \u72b6\u6001\u4e0e\u65e5\u5fd7\u662f\u53ef\u7ef4\u62a4\u6027\u7684\u57fa\u77f3<\/strong>\uff1a\u6d41\u7a0b\u4e2d\u6240\u6709\u5173\u952e\u72b6\u6001\u53d8\u66f4\u5fc5\u987b\u88ab\u7ed3\u6784\u5316\u8bb0\u5f55\uff0c\u65e5\u5fd7\u9700\u5305\u542b\u8f93\u5165\u3001\u8f93\u51fa\u3001\u6267\u884c\u65f6\u95f4\u4e0e\u5f02\u5e38\u4e0a\u4e0b\u6587\uff0c\u5426\u5219\u6545\u969c\u6392\u67e5\u5c06\u6ca6\u4e3a\u7384\u5b66\u3002<\/li>\n
  • \u81ea\u52a8\u5316\u6d4b\u8bd5\u5168\u8986\u76d6<\/strong>\uff1a\u4e0d\u4ec5\u6d4b\u8bd5\u6b63\u5e38\u8def\u5f84\uff0c\u66f4\u8981\u6a21\u62df\u8f93\u5165\u7f3a\u5931\u3001\u6a21\u578b\u8d85\u65f6\u3001\u683c\u5f0f\u9519\u8bef\u7b49\u5f02\u5e38\u573a\u666f\uff0c\u4ee5\u53ca\u8fb9\u754c\u503c\uff08\u5982\u8d85\u957f\u6587\u672c\u3001\u7a7a\u6570\u7ec4\uff09\uff0c\u786e\u4fdd\u6d41\u7a0b\u5728\u771f\u5b9e\u4e16\u754c\u4e2d\u9c81\u68d2\u8fd0\u884c\u3002<\/li>\n
  • \u6301\u7eed\u76d1\u63a7\u4e0eA\/B\u6d4b\u8bd5\u662f\u4f18\u5316\u7684\u552f\u4e00\u8def\u5f84<\/strong>\uff1a\u6ca1\u6709\u5ea6\u91cf\uff0c\u5c31\u6ca1\u6709\u6539\u8fdb\u3002\u901a\u8fc7\u5b9e\u65f6\u76d1\u63a7Token\u6d88\u8017\u3001\u5e73\u5747\u54cd\u5e94\u65f6\u95f4\u3001\u5931\u8d25\u7387\u7b49\u6307\u6807\uff0c\u5e76\u5b9a\u671f\u5bf9\u6bd4\u4e0d\u540c\u6d41\u7a0b\u7248\u672c\u7684\u8f6c\u5316\u6548\u679c\uff0c\u624d\u80fd\u5b9e\u73b0\u6301\u7eed\u8fdb\u5316\u3002<\/li>\n<\/ul>\n
    \u5f53\u8fd9\u4e94\u5927\u539f\u5219\u6210\u4e3a\u56e2\u961f\u5171\u8bc6\uff0cAgent\u6d41\u7a0b\u4fbf\u4ece\u4e34\u65f6\u811a\u672c\u8715\u53d8\u4e3a\u53ef\u4fe1\u8d56\u7684\u667a\u80fd\u57fa\u7840\u8bbe\u65bd\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"
    \u4ec0\u4e48\u662fAgent\u6d41\u7a0b\u7f16\u6392\uff1f\u4e3a\u4f55\u5b83\u6b63\u5728\u91cd\u5851AI\u5e94\u7528\u67b6\u6784 \u5728\u4e0a\u4e00\u8282\u4e2d\uff0c\u6211\u4eec\u63a2\u8ba8\u4e86\u667a\u80fd\u4ee3\u7406\uff08Agent\uff09\u7684\u57fa\u672c\u80fd\u529b\u4e0e […]<\/p>\n","protected":false},"author":2,"featured_media":198,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[8],"tags":[76,77,92,91,78],"class_list":["post-197","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-mtsb","tag-ai","tag-77","tag-92","tag-91","tag-78"],"_links":{"self":[{"href":"https:\/\/www.bojinhu.xyz\/index.php\/wp-json\/wp\/v2\/posts\/197","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.bojinhu.xyz\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.bojinhu.xyz\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.bojinhu.xyz\/index.php\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.bojinhu.xyz\/index.php\/wp-json\/wp\/v2\/comments?post=197"}],"version-history":[{"count":1,"href":"https:\/\/www.bojinhu.xyz\/index.php\/wp-json\/wp\/v2\/posts\/197\/revisions"}],"predecessor-version":[{"id":199,"href":"https:\/\/www.bojinhu.xyz\/index.php\/wp-json\/wp\/v2\/posts\/197\/revisions\/199"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.bojinhu.xyz\/index.php\/wp-json\/wp\/v2\/media\/198"}],"wp:attachment":[{"href":"https:\/\/www.bojinhu.xyz\/index.php\/wp-json\/wp\/v2\/media?parent=197"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.bojinhu.xyz\/index.php\/wp-json\/wp\/v2\/categories?post=197"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.bojinhu.xyz\/index.php\/wp-json\/wp\/v2\/tags?post=197"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}