{"id":26651,"date":"2025-07-04T08:11:05","date_gmt":"2025-07-04T00:11:05","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=26651"},"modified":"2025-07-04T08:11:05","modified_gmt":"2025-07-04T00:11:05","slug":"2025%e5%b9%b4%e8%bd%af%e4%bb%b6%e5%bc%80%e5%8f%91%e8%80%85%e5%bf%85%e5%a4%87%e7%9a%84%e5%8d%81%e5%a4%a7ai%e6%99%ba%e8%83%bd%e4%bd%93%e6%a1%86%e6%9e%b6%e5%85%a8%e8%a7%a3%e6%9e%90","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2025\/07\/04\/26651\/","title":{"rendered":"2025\u5e74\u8f6f\u4ef6\u5f00\u53d1\u8005\u5fc5\u5907\u7684\u5341\u5927AI\u667a\u80fd\u4f53\u6846\u67b6\u5168\u89e3\u6790"},"content":{"rendered":"<div><img data-dominant-color=\"d8d8db\" data-has-transparency=\"false\" style=\"--dominant-color: #d8d8db;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-26653\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/07\/1396f6a843b8eb5f67e641819f82e9f4b08a2e-300x167-1.jpg\" width=\"300\" height=\"167\" alt=\"\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/07\/1396f6a843b8eb5f67e641819f82e9f4b08a2e-300x167-1.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/07\/1396f6a843b8eb5f67e641819f82e9f4b08a2e-300x167-1-150x84.jpg 150w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/div>\n<div><\/div>\n<div class=\"article-desc\">\u4eceLangChain\u7684\u6a21\u5757\u5316\u8bbe\u8ba1\u5230MetaGPT\u7684\u8f6f\u4ef6\u5f00\u53d1\u81ea\u52a8\u5316\uff0c\u4eceRasa\u7684\u4e13\u4e1a\u5bf9\u8bdd\u80fd\u529b\u5230Camel-AI\u7684\u8de8\u6a21\u6001\u534f\u4f5c\uff0c2025\u5e74\u7684AI\u667a\u80fd\u4f53\u6846\u67b6\u5df2\u5f62\u6210\u4e30\u5bcc\u7684\u6280\u672f\u751f\u6001\u3002\u5bf9\u4e8e\u5f00\u53d1\u8005\u800c\u8a00\uff0c\u8fd9\u4e9b\u6846\u67b6\u4e0d\u4ec5\u662f\u5de5\u5177\uff0c\u66f4\u662f\u6784\u5efa\u667a\u80fd\u5e94\u7528\u7684\u57fa\u7840\u8bbe\u65bd\u2014\u2014\u5b83\u4eec\u964d\u4f4e\u4e86AI\u5f00\u53d1\u7684\u6280\u672f\u95e8\u69db\uff0c\u62d3\u5c55\u4e86\u53ef\u80fd\u6027\u8fb9\u754c\u3002<\/div>\n<div id=\"postspictures\" class=\"article-content\">\n<div id=\"container\" class=\"container am-engine\" data-v-01a18e2f=\"\" data-element=\"root\">\n<p>\u4eba\u5de5\u667a\u80fd\u667a\u80fd\u4f53\uff08AI Agent\uff09\u6280\u672f\u6b63\u5728\u5f7b\u5e95\u6539\u53d8\u8f6f\u4ef6\u5f00\u53d1\u7684\u8303\u5f0f\uff0c\u4ece\u7b80\u5355\u7684\u804a\u5929\u673a\u5668\u4eba\u8fdb\u5316\u5230\u5177\u5907\u591a\u6b65\u63a8\u7406\u3001\u5de5\u5177\u8c03\u7528\u548c\u534f\u4f5c\u89e3\u51b3\u95ee\u9898\u80fd\u529b\u7684\u590d\u6742\u7cfb\u7edf\u3002\u5bf9\u4e8e\u5e0c\u671b\u6784\u5efa\u667a\u80fd\u5e94\u7528\u7684\u5f00\u53d1\u8005\u800c\u8a00\uff0c\u9009\u62e9\u5408\u9002\u7684AI\u667a\u80fd\u4f53\u6846\u67b6\u6210\u4e3a\u9879\u76ee\u6210\u529f\u7684\u5173\u952e\u3002\u672c\u6587\u5c06\u6df1\u5165\u89e3\u67902025\u5e74\u6700\u503c\u5f97\u5173\u6ce8\u768411\u5927AI\u667a\u80fd\u4f53\u6846\u67b6\uff0c\u4ece\u6280\u672f\u7279\u6027\u3001\u9002\u7528\u573a\u666f\u5230\u4ee3\u7801\u793a\u4f8b\u8fdb\u884c\u5168\u65b9\u4f4d\u5bf9\u6bd4\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u505a\u51fa\u660e\u667a\u9009\u62e9\u3002<\/p>\n<h2>AI\u667a\u80fd\u4f53\u6846\u67b6\u6982\u8ff0\uff1a\u4ece\u7406\u8bba\u5230\u5b9e\u8df5\u7684\u6865\u6881<\/h2>\n<p>AI\u667a\u80fd\u4f53\u6846\u67b6\u662f\u4e00\u7c7b\u7279\u6b8a\u7684\u8f6f\u4ef6\u5e73\u53f0\uff0c\u5b83\u4e3a\u5f00\u53d1\u8005\u63d0\u4f9b\u4e86\u6784\u5efa\u81ea\u4e3bAI\u7cfb\u7edf\u7684\u57fa\u7840\u8bbe\u65bd\u3001\u5de5\u5177\u548c\u65b9\u6cd5\u8bba\u3002\u8fd9\u4e9b\u6846\u67b6\u7684\u6838\u5fc3\u80fd\u529b\u5305\u62ec\uff1a\u7406\u89e3\u81ea\u7136\u8bed\u8a00\u8f93\u5165\u3001\u5bf9\u590d\u6742\u95ee\u9898\u8fdb\u884c\u63a8\u7406\u3001\u57fa\u4e8e\u4fe1\u606f\u505a\u51fa\u51b3\u7b56\u3001\u6267\u884c\u5177\u4f53\u884c\u52a8\u4ee5\u8fbe\u6210\u76ee\u6807\uff0c\u4ee5\u53ca\u901a\u8fc7\u4ea4\u4e92\u4e0d\u65ad\u5b66\u4e60\u4f18\u5316\u3002\u73b0\u4ee3\u6846\u67b6\u901a\u5e38\u4ee5\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u4e3a\u8ba4\u77e5\u5f15\u64ce\uff0c\u7ed3\u5408\u8bb0\u5fc6\u7ba1\u7406\u3001\u5de5\u5177\u8c03\u7528\u3001\u4efb\u52a1\u89c4\u5212\u7b49\u4e13\u4e1a\u5316\u7ec4\u4ef6\uff0c\u5f62\u6210\u5b8c\u6574\u7684\u667a\u80fd\u4f53\u5f00\u53d1\u4f53\u7cfb\u3002<\/p>\n<p>\u968f\u7740GPT\u7cfb\u5217\u3001LLaMA\u7b49\u57fa\u7840\u6a21\u578b\u7684\u8fdb\u6b65\uff0cAI\u667a\u80fd\u4f53\u6846\u67b6\u5df2\u53d1\u5c55\u51fa\u4e09\u5927\u6280\u672f\u8d8b\u52bf\uff1a\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u6210\u4e3a\u89e3\u51b3\u590d\u6742\u95ee\u9898\u7684\u4e3b\u6d41\u6a21\u5f0f\uff0c\u5982\u6a21\u62df\u8f6f\u4ef6\u5f00\u53d1\u56e2\u961f\u7684\u89d2\u8272\u5206\u5de5\uff1b\u5de5\u5177\u96c6\u6210\u80fd\u529b\u6301\u7eed\u6df1\u5316\uff0c\u652f\u6301\u8fde\u63a5\u6570\u636e\u5e93\u3001API\u3001\u5916\u90e8\u670d\u52a1\u7b49\u591a\u6837\u5316\u5de5\u5177\uff1b\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316\u7a0b\u5ea6\u663e\u8457\u63d0\u5347\uff0c\u53ef\u5b9e\u73b0\u4ece\u9700\u6c42\u5206\u6790\u5230\u4ee3\u7801\u751f\u6210\u7684\u5168\u6d41\u7a0b\u81ea\u52a8\u5316\u3002\u8fd9\u4e9b\u8d8b\u52bf\u63a8\u52a8\u6846\u67b6\u4ece\u5355\u4e00\u529f\u80fd\u5de5\u5177\u5411\u5168\u6808\u667a\u80fd\u5e94\u7528\u5f00\u53d1\u5e73\u53f0\u6f14\u8fdb\u3002<\/p>\n<h2>\u5f00\u6e90\u5148\u950b\uff1aLangChain\u2014\u2014\u6a21\u5757\u5316\u667a\u80fd\u4f53\u5f00\u53d1\u7684\u4e8b\u5b9e\u6807\u51c6<\/h2>\n<p>\u4f5c\u4e3a\u5f53\u524d\u6700\u53d7\u6b22\u8fce\u7684\u5f00\u6e90\u6846\u67b6\uff0cLangChain\u901a\u8fc7&#8221;\u8fde\u63a5\u8bed\u8a00\u6a21\u578b\u4e0e\u5916\u90e8\u4e16\u754c&#8221;\u7684\u6838\u5fc3\u7406\u5ff5\uff0c\u5efa\u7acb\u4e86\u667a\u80fd\u4f53\u5f00\u53d1\u7684\u6a21\u5757\u5316\u6807\u51c6\u3002\u5176\u6700\u7a81\u51fa\u7684\u4f18\u52bf\u5728\u4e8e\u80fd\u591f\u5c06\u591a\u4e2aLLM\u8c03\u7528\u4e0e\u5916\u90e8\u5de5\u5177\u3001\u6570\u636e\u6e90\u65e0\u7f1d\u8fde\u63a5\uff0c\u5f62\u6210\u591a\u6b65\u9aa4\u7684\u667a\u80fd\u5de5\u4f5c\u6d41\uff0c\u8fd9\u4e00\u7279\u6027\u4f7f\u5176\u5728\u6784\u5efa\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u7cfb\u7edf\u3001\u590d\u6742\u5bf9\u8bdd\u673a\u5668\u4eba\u7b49\u573a\u666f\u4e2d\u8868\u73b0\u5353\u8d8a\u3002<\/p>\n<p>LangChain\u7684\u6280\u672f\u67b6\u6784\u91c7\u7528\u5206\u5c42\u8bbe\u8ba1\uff1a\u6700\u5e95\u5c42\u662f\u5bf9\u5404\u7c7bLLM\u7684\u7edf\u4e00\u63a5\u53e3\u5c01\u88c5\uff0c\u4e2d\u95f4\u5c42\u63d0\u4f9b\u5de5\u5177\u8c03\u7528\u3001\u8bb0\u5fc6\u7ba1\u7406\u3001\u94fe\uff08Chain\uff09\u7ed3\u6784\u7b49\u6838\u5fc3\u7ec4\u4ef6\uff0c\u6700\u4e0a\u5c42\u5219\u662f\u9762\u5411\u5177\u4f53\u573a\u666f\u7684\u667a\u80fd\u4f53\u5b9e\u73b0\u3002\u8fd9\u79cd\u8bbe\u8ba1\u8d4b\u4e88\u5f00\u53d1\u8005\u7ec6\u7c92\u5ea6\u7684\u63a7\u5236\u80fd\u529b\uff0c\u65e2\u53ef\u4ee5\u4f7f\u7528\u9884\u5b9a\u4e49\u7684\u667a\u80fd\u4f53\u7c7b\u578b\uff08\u5982ReAct\u6a21\u5f0f\u667a\u80fd\u4f53\uff09\uff0c\u4e5f\u53ef\u4ee5\u901a\u8fc7\u7ec4\u5408\u57fa\u7840\u7ec4\u4ef6\u521b\u5efa\u5b9a\u5236\u5316\u65b9\u6848\u3002<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_0\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\"><span class=\"token comment\"># LangChain\u521b\u5efaReAct\u667a\u80fd\u4f53\u7684\u5178\u578b\u793a\u4f8b<\/span>\r\n<span class=\"token keyword\">from<\/span> langchain<span class=\"token punctuation\">.<\/span>agents <span class=\"token keyword\">import<\/span> Tool<span class=\"token punctuation\">,<\/span> AgentExecutor<span class=\"token punctuation\">,<\/span> create_react_agent\r\n<span class=\"token keyword\">from<\/span> langchain<span class=\"token punctuation\">.<\/span>tools<span class=\"token punctuation\">.<\/span>ddg_search <span class=\"token keyword\">import<\/span> DuckDuckGoSearchRun\r\n<span class=\"token keyword\">from<\/span> langchain_openai <span class=\"token keyword\">import<\/span> ChatOpenAI\r\n\r\n<span class=\"token comment\"># \u5b9a\u4e49\u53ef\u8c03\u7528\u7684\u5de5\u5177\uff08\u6b64\u5904\u4e3aDuckDuckGo\u641c\u7d22\uff09<\/span>\r\nsearch_tool <span class=\"token operator\">=<\/span> DuckDuckGoSearchRun<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\r\ntools <span class=\"token operator\">=<\/span> <span class=\"token punctuation\">[<\/span>\r\n    Tool<span class=\"token punctuation\">(<\/span>\r\n        name<span class=\"token operator\">=<\/span><span class=\"token string\">\"Search\"<\/span><span class=\"token punctuation\">,<\/span>\r\n        func<span class=\"token operator\">=<\/span>search_tool<span class=\"token punctuation\">.<\/span>run<span class=\"token punctuation\">,<\/span>\r\n        descriptinotallow<span class=\"token operator\">=<\/span><span class=\"token string\">\"\u7528\u4e8e\u641c\u7d22\u4e92\u8054\u7f51\u83b7\u53d6\u6700\u65b0\u4fe1\u606f\"<\/span>\r\n    <span class=\"token punctuation\">)<\/span>\r\n<span class=\"token punctuation\">]<\/span>\r\n\r\n<span class=\"token comment\"># \u521d\u59cb\u5316\u8bed\u8a00\u6a21\u578b<\/span>\r\nllm <span class=\"token operator\">=<\/span> ChatOpenAI<span class=\"token punctuation\">(<\/span>model<span class=\"token operator\">=<\/span><span class=\"token string\">\"gpt-4\"<\/span><span class=\"token punctuation\">)<\/span>\r\n\r\n<span class=\"token comment\"># \u521b\u5efaReAct\u6a21\u5f0f\u667a\u80fd\u4f53<\/span>\r\nagent <span class=\"token operator\">=<\/span> create_react_agent<span class=\"token punctuation\">(<\/span>llm<span class=\"token punctuation\">,<\/span> tools<span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"\u4f60\u662f\u4e00\u4e2a helpful \u7684AI\u52a9\u624b\u3002\"<\/span><span class=\"token punctuation\">)<\/span>\r\nagent_executor <span class=\"token operator\">=<\/span> AgentExecutor<span class=\"token punctuation\">(<\/span>agent<span class=\"token operator\">=<\/span>agent<span class=\"token punctuation\">,<\/span> tools<span class=\"token operator\">=<\/span>tools<span class=\"token punctuation\">,<\/span> verbose<span class=\"token operator\">=<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">)<\/span>\r\n\r\n<span class=\"token comment\"># \u6267\u884c\u667a\u80fd\u4f53\u4efb\u52a1<\/span>\r\nresponse <span class=\"token operator\">=<\/span> agent_executor<span class=\"token punctuation\">.<\/span>invoke<span class=\"token punctuation\">(<\/span>{<span class=\"token string\">\"input\"<\/span>: <span class=\"token string\">\"AI\u667a\u80fd\u4f53\u6846\u67b6\u7684\u6700\u65b0\u53d1\u5c55\u6709\u54ea\u4e9b\uff1f\"<\/span>}<span class=\"token punctuation\">)<\/span>\r\n<span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>response<span class=\"token punctuation\">[<\/span><span class=\"token string\">\"output\"<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><\/code><\/pre>\n<ul id=\"code_id_0\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<li>13.<\/li>\n<li>14.<\/li>\n<li>15.<\/li>\n<li>16.<\/li>\n<li>17.<\/li>\n<li>18.<\/li>\n<li>19.<\/li>\n<li>20.<\/li>\n<li>21.<\/li>\n<li>22.<\/li>\n<li>23.<\/li>\n<li>24.<\/li>\n<li>25.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0cLangChain\u7279\u522b\u9002\u5408\u9700\u8981\u5b9e\u65f6\u4fe1\u606f\u6574\u5408\u7684\u573a\u666f\uff0c\u5982\u91d1\u878d\u6570\u636e\u667a\u80fd\u5206\u6790\u3001\u533b\u7597\u77e5\u8bc6\u95ee\u7b54\u7cfb\u7edf\u7b49\u3002\u5176\u793e\u533a\u6d3b\u8dc3\u5ea6\u9ad8\uff0c\u62e5\u6709\u4e30\u5bcc\u7684\u63d2\u4ef6\u751f\u6001\uff0c\u4f46\u5bf9\u5f00\u53d1\u8005\u7684\u7f16\u7a0b\u80fd\u529b\u8981\u6c42\u8f83\u9ad8\uff0c\u590d\u6742\u5de5\u4f5c\u6d41\u7684\u8bbe\u8ba1\u9700\u8981\u6df1\u5165\u7406\u89e3\u6846\u67b6\u7684\u8fd0\u884c\u673a\u5236\u3002<\/p>\n<h2>\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u6807\u6746\uff1aAutoGen\u2014\u2014\u5fae\u8f6f\u7684\u667a\u80fd\u4f53\u534f\u540c\u5f15\u64ce<\/h2>\n<p>\u7531\u5fae\u8f6f\u7814\u7a76\u9662\u5f00\u53d1\u7684AutoGen\u6846\u67b6\uff0c\u5c06\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u63d0\u5347\u5230\u4e86\u65b0\u7684\u6280\u672f\u9ad8\u5ea6\u3002\u5176\u57fa\u4e8e&#8221;\u6f14\u5458\uff08Actor\uff09&#8221;\u7684\u67b6\u6784\u8bbe\u8ba1\uff0c\u5141\u8bb8\u521b\u5efa\u5177\u6709\u4e0d\u540c\u89d2\u8272\u3001\u80fd\u529b\u548c\u76ee\u6807\u7684\u667a\u80fd\u4f53\uff0c\u5e76\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u5bf9\u8bdd\u5b9e\u73b0\u534f\u540c\u5de5\u4f5c\uff0c\u8fd9\u79cd\u8bbe\u8ba1\u4f7f\u5f97\u6784\u5efa\u5982\u8f6f\u4ef6\u5f00\u53d1\u56e2\u961f\u3001\u533b\u7597\u8bca\u65ad\u5c0f\u7ec4\u7b49\u590d\u6742\u534f\u4f5c\u7cfb\u7edf\u6210\u4e3a\u53ef\u80fd\u3002<\/p>\n<p>AutoGen\u7684\u6838\u5fc3\u521b\u65b0\u5728\u4e8e\u667a\u80fd\u4f53\u5bf9\u8bdd\u534f\u8bae\u7684\u6807\u51c6\u5316\uff1a\u6bcf\u4e2a\u667a\u80fd\u4f53\u53ef\u4ee5\u7406\u89e3\u5bf9\u8bdd\u5386\u53f2\u3001\u8bc6\u522b\u5176\u4ed6\u667a\u80fd\u4f53\u7684\u89d2\u8272\uff0c\u5e76\u6839\u636e\u9884\u8bbe\u89c4\u5219\u51b3\u5b9a\u4f55\u65f6\u9700\u8981\u4eba\u7c7b\u4ecb\u5165\u3001\u4f55\u65f6\u53ef\u4ee5\u81ea\u4e3b\u51b3\u7b56\u3002\u6846\u67b6\u8fd8\u5185\u7f6e\u4e86\u4ee3\u7801\u6267\u884c\u4e0e\u8c03\u8bd5\u652f\u6301\uff0c\u4f7f\u5f97\u667a\u80fd\u4f53\u5728\u9700\u8981\u65f6\u80fd\u591f\u751f\u6210\u5e76\u8fd0\u884c\u4ee3\u7801\uff0c\u8fd9\u4e00\u7279\u6027\u5728\u7f16\u7a0b\u8f85\u52a9\u3001\u6570\u636e\u5206\u6790\u7b49\u573a\u666f\u4e2d\u5c24\u4e3a\u5b9e\u7528\u3002<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_1\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\"><span class=\"token comment\"># AutoGen\u5b9e\u73b0\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u7684\u4ee3\u7801\u793a\u4f8b<\/span>\r\n<span class=\"token keyword\">import<\/span> autogen\r\n\r\n<span class=\"token comment\"># \u914d\u7f6eLLM\uff08\u6b64\u5904\u4f7f\u7528GPT-4\uff09<\/span>\r\nllm_config <span class=\"token operator\">=<\/span> {\r\n    <span class=\"token string\">\"config_list\"<\/span>: <span class=\"token punctuation\">[<\/span>{<span class=\"token string\">\"model\"<\/span>: <span class=\"token string\">\"gpt-4\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"api_key\"<\/span>: <span class=\"token string\">\"your-api-key\"<\/span>}<span class=\"token punctuation\">]<\/span>\r\n}\r\n\r\n<span class=\"token comment\"># \u521b\u5efa\u52a9\u624b\u667a\u80fd\u4f53<\/span>\r\nassistant <span class=\"token operator\">=<\/span> autogen<span class=\"token punctuation\">.<\/span>AssistantAgent<span class=\"token punctuation\">(<\/span>\r\n    name<span class=\"token operator\">=<\/span><span class=\"token string\">\"assistant\"<\/span><span class=\"token punctuation\">,<\/span>\r\n    llm_cnotallow<span class=\"token operator\">=<\/span>llm_config<span class=\"token punctuation\">,<\/span>\r\n    system_message<span class=\"token operator\">=<\/span><span class=\"token string\">\"\u4f60\u662f\u4e00\u4e2a helpful \u7684AI\u52a9\u624b\u3002\"<\/span>\r\n<span class=\"token punctuation\">)<\/span>\r\n\r\n<span class=\"token comment\"># \u521b\u5efa\u7528\u6237\u4ee3\u7406\u667a\u80fd\u4f53\uff08\u652f\u6301\u4eba\u7c7b\u4ecb\u5165\uff09<\/span>\r\nuser_proxy <span class=\"token operator\">=<\/span> autogen<span class=\"token punctuation\">.<\/span>UserProxyAgent<span class=\"token punctuation\">(<\/span>\r\n    name<span class=\"token operator\">=<\/span><span class=\"token string\">\"user_proxy\"<\/span><span class=\"token punctuation\">,<\/span>\r\n    human_input_mode<span class=\"token operator\">=<\/span><span class=\"token string\">\"TERMINATE\"<\/span><span class=\"token punctuation\">,<\/span>  <span class=\"token comment\"># \u4efb\u52a1\u5b8c\u6210\u65f6\u81ea\u52a8\u7ec8\u6b62<\/span>\r\n    max_consecutive_auto_reply<span class=\"token operator\">=<\/span><span class=\"token number\">10<\/span><span class=\"token punctuation\">,<\/span>\r\n    is_termination_msg<span class=\"token operator\">=<\/span>lambda x: x<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">\"content\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"\"<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>rstrip<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>endswith<span class=\"token punctuation\">(<\/span><span class=\"token string\">\"TERMINATE\"<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span>\r\n    code_execution_cnotallow<span class=\"token operator\">=<\/span>{<span class=\"token string\">\"work_dir\"<\/span>: <span class=\"token string\">\"coding\"<\/span>}\r\n<span class=\"token punctuation\">)<\/span>\r\n\r\n<span class=\"token comment\"># \u542f\u52a8\u667a\u80fd\u4f53\u5bf9\u8bdd<\/span>\r\nuser_proxy<span class=\"token punctuation\">.<\/span>initiate_chat<span class=\"token punctuation\">(<\/span>\r\n    assistant<span class=\"token punctuation\">,<\/span>\r\n    message<span class=\"token operator\">=<\/span><span class=\"token string\">\"\u7f16\u5199\u4e00\u4e2a\u8ba1\u7b97\u6590\u6ce2\u90a3\u5951\u6570\u5217\u7684Python\u51fd\u6570\u3002\"<\/span>\r\n<span class=\"token punctuation\">)<\/span><\/code><\/pre>\n<ul id=\"code_id_1\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<li>13.<\/li>\n<li>14.<\/li>\n<li>15.<\/li>\n<li>16.<\/li>\n<li>17.<\/li>\n<li>18.<\/li>\n<li>19.<\/li>\n<li>20.<\/li>\n<li>21.<\/li>\n<li>22.<\/li>\n<li>23.<\/li>\n<li>24.<\/li>\n<li>25.<\/li>\n<li>26.<\/li>\n<li>27.<\/li>\n<li>28.<\/li>\n<li>29.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u5728\u4f01\u4e1a\u7ea7\u5e94\u7528\u4e2d\uff0cAutoGen\u9002\u7528\u4e8e\u4e1a\u52a1\u6d41\u7a0b\u81ea\u52a8\u5316\u573a\u666f\uff0c\u5982\u8d22\u52a1\u62a5\u8868\u751f\u6210\u3001\u5ba2\u6237\u670d\u52a1\u5de5\u5355\u5904\u7406\u7b49\u3002\u5c3d\u7ba1\u4f5c\u4e3a\u8f83\u65b0\u7684\u6846\u67b6\uff0c\u5176\u751f\u6001\u4ecd\u5728\u5b8c\u5584\u4e2d\uff0c\u4f46\u5fae\u8f6f\u7684\u6280\u672f\u80cc\u4e66\u548c\u6301\u7eed\u6295\u5165\u4f7f\u5176\u6210\u4e3a\u591a\u667a\u80fd\u4f53\u573a\u666f\u7684\u9996\u9009\u4e4b\u4e00\u3002<\/p>\n<h2>\u56e2\u961f\u534f\u4f5c\u6a21\u62df\u5668\uff1aCrewAI\u2014\u2014\u89d2\u8272\u5316\u667a\u80fd\u4f53\u7f16\u6392\u6846\u67b6<\/h2>\n<p>CrewAI\u63d0\u51fa\u4e86&#8221;\u667a\u80fd\u4f53\u56e2\u961f&#8221;\u7684\u521b\u65b0\u6982\u5ff5\uff0c\u5141\u8bb8\u5f00\u53d1\u8005\u4e3a\u4e0d\u540c\u667a\u80fd\u4f53\u5206\u914d\u7279\u5b9a\u89d2\u8272\uff08\u5982\u7814\u7a76\u5458\u3001\u4f5c\u5bb6\u3001\u5206\u6790\u5e08\uff09\uff0c\u5e76\u5b9a\u4e49\u89d2\u8272\u95f4\u7684\u534f\u4f5c\u6d41\u7a0b\u548c\u4f9d\u8d56\u5173\u7cfb\u3002\u8fd9\u79cd\u8bbe\u8ba1\u7075\u611f\u6765\u6e90\u4e8e\u4eba\u7c7b\u56e2\u961f\u7684\u5de5\u4f5c\u6a21\u5f0f\uff0c\u4f7f\u5f97\u590d\u6742\u4efb\u52a1\u53ef\u4ee5\u88ab\u5206\u89e3\u4e3a\u591a\u4e2a\u89d2\u8272\u534f\u540c\u5b8c\u6210\u7684\u5b50\u4efb\u52a1\u3002<\/p>\n<p>\u6846\u67b6\u7684\u6838\u5fc3\u7ec4\u4ef6\u5305\u62ec\uff1a\u89d2\u8272\u5b9a\u4e49\u6a21\u5757\uff08\u8bbe\u7f6e\u667a\u80fd\u4f53\u7684\u76ee\u6807\u3001\u80cc\u666f\u548c\u80fd\u529b\uff09\u3001\u4efb\u52a1\u8c03\u5ea6\u7cfb\u7edf\uff08\u7ba1\u7406\u4efb\u52a1\u4f9d\u8d56\u548c\u6267\u884c\u987a\u5e8f\uff09\u3001\u534f\u4f5c\u534f\u8bae\uff08\u89c4\u8303\u667a\u80fd\u4f53\u95f4\u7684\u4fe1\u606f\u4f20\u9012\uff09\u3002CrewAI\u652f\u6301\u4e0eLangChain\u7b49\u6846\u67b6\u96c6\u6210\uff0c\u517c\u5bb9\u591a\u79cdLLM\u548c\u4e91\u5e73\u53f0\uff0c\u4e3a\u5f00\u53d1\u8005\u63d0\u4f9b\u4e86\u4ece\u7b80\u5355\u5230\u590d\u6742\u573a\u666f\u7684\u5e73\u6ed1\u8fc7\u6e21\u8def\u5f84\u3002<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_2\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\"><span class=\"token comment\"># CrewAI\u6784\u5efa\u667a\u80fd\u4f53\u56e2\u961f\u7684\u793a\u4f8b\u4ee3\u7801<\/span>\r\n<span class=\"token keyword\">from<\/span> crewai <span class=\"token keyword\">import<\/span> Agent<span class=\"token punctuation\">,<\/span> Task<span class=\"token punctuation\">,<\/span> Crew\r\n<span class=\"token keyword\">from<\/span> langchain_openai <span class=\"token keyword\">import<\/span> ChatOpenAI\r\n\r\n<span class=\"token comment\"># \u521d\u59cb\u5316\u8bed\u8a00\u6a21\u578b<\/span>\r\nllm <span class=\"token operator\">=<\/span> ChatOpenAI<span class=\"token punctuation\">(<\/span>model<span class=\"token operator\">=<\/span><span class=\"token string\">\"gpt-4\"<\/span><span class=\"token punctuation\">)<\/span>\r\n\r\n<span class=\"token comment\"># \u5b9a\u4e49\u7814\u7a76\u5458\u89d2\u8272\u667a\u80fd\u4f53<\/span>\r\nresearcher <span class=\"token operator\">=<\/span> Agent<span class=\"token punctuation\">(<\/span>\r\n    role<span class=\"token operator\">=<\/span><span class=\"token string\">\"\u7814\u7a76\u5206\u6790\u5e08\"<\/span><span class=\"token punctuation\">,<\/span>\r\n    goal<span class=\"token operator\">=<\/span><span class=\"token string\">\"\u53d1\u73b0\u5e76\u5206\u6790AI\u6280\u672f\u7684\u6700\u65b0\u8d8b\u52bf\"<\/span><span class=\"token punctuation\">,<\/span>\r\n    backstory<span class=\"token operator\">=<\/span><span class=\"token string\">\"\u4f60\u662fAI\u7814\u7a76\u4e13\u5bb6\uff0c\u5bf9\u65b0\u5174\u8d8b\u52bf\u6709\u654f\u9510\u6d1e\u5bdf\u529b\"<\/span><span class=\"token punctuation\">,<\/span>\r\n    verbose<span class=\"token operator\">=<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">,<\/span>\r\n    llm<span class=\"token operator\">=<\/span>llm\r\n<span class=\"token punctuation\">)<\/span>\r\n\r\n<span class=\"token comment\"># \u5b9a\u4e49\u6280\u672f\u4f5c\u5bb6\u89d2\u8272\u667a\u80fd\u4f53<\/span>\r\nwriter <span class=\"token operator\">=<\/span> Agent<span class=\"token punctuation\">(<\/span>\r\n    role<span class=\"token operator\">=<\/span><span class=\"token string\">\"\u6280\u672f\u4f5c\u5bb6\"<\/span><span class=\"token punctuation\">,<\/span>\r\n    goal<span class=\"token operator\">=<\/span><span class=\"token string\">\"\u57fa\u4e8e\u7814\u7a76\u7ed3\u679c\u521b\u5efa\u5168\u9762\u62a5\u544a\"<\/span><span class=\"token punctuation\">,<\/span>\r\n    backstory<span class=\"token operator\">=<\/span><span class=\"token string\">\"\u4f60\u662f\u719f\u7ec3\u7684\u6280\u672f\u4f5c\u5bb6\uff0c\u80fd\u6e05\u6670\u89e3\u91ca\u590d\u6742\u6982\u5ff5\"<\/span><span class=\"token punctuation\">,<\/span>\r\n    verbose<span class=\"token operator\">=<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">,<\/span>\r\n    llm<span class=\"token operator\">=<\/span>llm\r\n<span class=\"token punctuation\">)<\/span>\r\n\r\n<span class=\"token comment\"># \u5b9a\u4e49\u7814\u7a76\u4efb\u52a1\uff08\u4f9d\u8d56\u4e8e\u540e\u7eed\u7684\u5199\u4f5c\u4efb\u52a1\uff09<\/span>\r\nresearch_task <span class=\"token operator\">=<\/span> Task<span class=\"token punctuation\">(<\/span>\r\n    descriptinotallow<span class=\"token operator\">=<\/span><span class=\"token string\">\"\u7814\u7a76AI\u667a\u80fd\u4f53\u6846\u67b6\u7684\u6700\u65b0\u53d1\u5c55\"<\/span><span class=\"token punctuation\">,<\/span>\r\n    expected_output<span class=\"token operator\">=<\/span><span class=\"token string\">\"\u5f53\u524dAI\u667a\u80fd\u4f53\u6846\u67b6\u7684\u5168\u9762\u5206\u6790\"<\/span><span class=\"token punctuation\">,<\/span>\r\n    agent<span class=\"token operator\">=<\/span>researcher\r\n<span class=\"token punctuation\">)<\/span>\r\n\r\n<span class=\"token comment\"># \u5b9a\u4e49\u5199\u4f5c\u4efb\u52a1\uff08\u4f9d\u8d56\u4e8e\u7814\u7a76\u4efb\u52a1\u7684\u7ed3\u679c\uff09<\/span>\r\nwriting_task <span class=\"token operator\">=<\/span> Task<span class=\"token punctuation\">(<\/span>\r\n    descriptinotallow<span class=\"token operator\">=<\/span><span class=\"token string\">\"\u57fa\u4e8e\u7814\u7a76\u64b0\u5199AI\u6846\u67b6\u8be6\u7ec6\u62a5\u544a\"<\/span><span class=\"token punctuation\">,<\/span>\r\n    expected_output<span class=\"token operator\">=<\/span><span class=\"token string\">\"\u7ed3\u6784\u826f\u597d\u7684AI\u6846\u67b6\u62a5\u544a\"<\/span><span class=\"token punctuation\">,<\/span>\r\n    agent<span class=\"token operator\">=<\/span>writer<span class=\"token punctuation\">,<\/span>\r\n    cnotallow<span class=\"token operator\">=<\/span><span class=\"token punctuation\">[<\/span>research_task<span class=\"token punctuation\">]<\/span>\r\n<span class=\"token punctuation\">)<\/span>\r\n\r\n<span class=\"token comment\"># \u521b\u5efa\u667a\u80fd\u4f53\u56e2\u961f\u5e76\u6267\u884c\u4efb\u52a1<\/span>\r\ncrew <span class=\"token operator\">=<\/span> Crew<span class=\"token punctuation\">(<\/span>\r\n    agents<span class=\"token operator\">=<\/span><span class=\"token punctuation\">[<\/span>researcher<span class=\"token punctuation\">,<\/span> writer<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span>\r\n    tasks<span class=\"token operator\">=<\/span><span class=\"token punctuation\">[<\/span>research_task<span class=\"token punctuation\">,<\/span> writing_task<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span>\r\n    verbose<span class=\"token operator\">=<\/span><span class=\"token boolean\">True<\/span>\r\n<span class=\"token punctuation\">)<\/span>\r\nresult <span class=\"token operator\">=<\/span> crew<span class=\"token punctuation\">.<\/span>kickoff<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\r\n<span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>result<span class=\"token punctuation\">)<\/span><\/code><\/pre>\n<ul id=\"code_id_2\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<li>13.<\/li>\n<li>14.<\/li>\n<li>15.<\/li>\n<li>16.<\/li>\n<li>17.<\/li>\n<li>18.<\/li>\n<li>19.<\/li>\n<li>20.<\/li>\n<li>21.<\/li>\n<li>22.<\/li>\n<li>23.<\/li>\n<li>24.<\/li>\n<li>25.<\/li>\n<li>26.<\/li>\n<li>27.<\/li>\n<li>28.<\/li>\n<li>29.<\/li>\n<li>30.<\/li>\n<li>31.<\/li>\n<li>32.<\/li>\n<li>33.<\/li>\n<li>34.<\/li>\n<li>35.<\/li>\n<li>36.<\/li>\n<li>37.<\/li>\n<li>38.<\/li>\n<li>39.<\/li>\n<li>40.<\/li>\n<li>41.<\/li>\n<li>42.<\/li>\n<li>43.<\/li>\n<li>44.<\/li>\n<li>45.<\/li>\n<li>46.<\/li>\n<li>47.<\/li>\n<li>48.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>CrewAI\u7279\u522b\u9002\u5408\u77e5\u8bc6\u5bc6\u96c6\u578b\u534f\u4f5c\u573a\u666f\uff0c\u5982\u5e02\u573a\u7814\u7a76\u62a5\u544a\u751f\u6210\u3001\u5b66\u672f\u8bba\u6587\u64b0\u5199\u8f85\u52a9\u7b49\u3002\u5176\u4f18\u52bf\u5728\u4e8e\u7b80\u5316\u4e86\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u8bbe\u8ba1\u590d\u6742\u5ea6\uff0c\u901a\u8fc7\u89d2\u8272\u548c\u4efb\u52a1\u7684\u62bd\u8c61\u964d\u4f4e\u4e86\u5f00\u53d1\u95e8\u69db\uff0c\u4f46\u9700\u8981\u5f00\u53d1\u8005\u5177\u5907\u4e00\u5b9a\u7684Python\u7f16\u7a0b\u57fa\u7840\u3002<\/p>\n<h2>\u4f01\u4e1a\u7ea7\u96c6\u6210\u5229\u5668\uff1aSemantic Kernel\u2014\u2014\u5fae\u8f6f\u7684\u8de8\u8bed\u8a00\u667a\u80fd\u4f53\u5f00\u53d1\u5305<\/h2>\n<p>\u7531\u5fae\u8f6f\u63a8\u51fa\u7684Semantic Kernel\u65e8\u5728\u89e3\u51b3\u4f01\u4e1a\u7ea7AI\u5e94\u7528\u7684\u96c6\u6210\u96be\u9898\uff0c\u5b83\u652f\u6301C#\u3001Python\u548cJava\u7b49\u591a\u79cd\u7f16\u7a0b\u8bed\u8a00\uff0c\u5141\u8bb8\u5f00\u53d1\u8005\u5c06AI\u6a21\u578b\u65e0\u7f1d\u5d4c\u5165\u73b0\u6709\u5e94\u7528\u7cfb\u7edf\u4e2d\u3002\u6846\u67b6\u7684\u6838\u5fc3\u662f&#8221;\u8bed\u4e49\u51fd\u6570&#8221;\u6982\u5ff5\uff0c\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u5b9a\u4e49\u7684\u63d0\u793a\u8bcd\uff08Prompt\uff09\u4e0eAI\u6a21\u578b\u4ea4\u4e92\uff0c\u5c06\u590d\u6742\u7684AI\u80fd\u529b\u8f6c\u5316\u4e3a\u53ef\u8c03\u7528\u7684\u51fd\u6570\u63a5\u53e3\u3002<\/p>\n<p>Semantic Kernel\u7684\u6280\u672f\u67b6\u6784\u5305\u542b\u4e09\u5927\u6a21\u5757\uff1a\u6a21\u578b\u8fde\u63a5\u5668\uff08\u652f\u6301OpenAI\u3001Azure OpenAI\u3001Hugging Face\u7b49\u591a\u79cd\u6a21\u578b\uff09\u3001\u8bed\u4e49\u51fd\u6570\u5f15\u64ce\uff08\u7ba1\u7406\u63d0\u793a\u8bcd\u5de5\u7a0b\u548c\u6a21\u578b\u8c03\u7528\uff09\u3001\u667a\u80fd\u4f53\u89c4\u5212\u5668\uff08\u5904\u7406\u591a\u6b65\u9aa4\u4efb\u52a1\u7684\u89c4\u5212\u4e0e\u6267\u884c\uff09\u3002\u8fd9\u79cd\u8bbe\u8ba1\u4f7f\u5f97\u4f01\u4e1a\u5f00\u53d1\u8005\u65e0\u9700\u6df1\u5165\u7406\u89e3LLM\u539f\u7406\uff0c\u5373\u53ef\u5feb\u901f\u5c06AI\u80fd\u529b\u96c6\u6210\u5230\u4e1a\u52a1\u7cfb\u7edf\u4e2d\u3002<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_3\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\"><span class=\"token comment\"># Semantic Kernel\u521b\u5efa\u8bed\u4e49\u51fd\u6570\u7684\u793a\u4f8b<\/span>\r\n<span class=\"token keyword\">import<\/span> semantic_kernel <span class=\"token keyword\">as<\/span> sk\r\n<span class=\"token keyword\">from<\/span> semantic_kernel<span class=\"token punctuation\">.<\/span>connectors<span class=\"token punctuation\">.<\/span>ai<span class=\"token punctuation\">.<\/span>open_ai <span class=\"token keyword\">import<\/span> OpenAIChatCompletion\r\n\r\n<span class=\"token comment\"># \u521d\u59cb\u5316\u5185\u6838<\/span>\r\nkernel <span class=\"token operator\">=<\/span> sk<span class=\"token punctuation\">.<\/span>Kernel<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\r\n\r\n<span class=\"token comment\"># \u914d\u7f6eOpenAI\u670d\u52a1<\/span>\r\napi_key <span class=\"token operator\">=<\/span> <span class=\"token string\">\"your-api-key\"<\/span>\r\nmodel <span class=\"token operator\">=<\/span> <span class=\"token string\">\"gpt-4\"<\/span>\r\nkernel<span class=\"token punctuation\">.<\/span>add_chat_service<span class=\"token punctuation\">(<\/span><span class=\"token string\">\"chat_completion\"<\/span><span class=\"token punctuation\">,<\/span> OpenAIChatCompletion<span class=\"token punctuation\">(<\/span>model<span class=\"token punctuation\">,<\/span> api_key<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span>\r\n\r\n<span class=\"token comment\"># \u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u5b9a\u4e49\u8bed\u4e49\u51fd\u6570<\/span>\r\nprompt <span class=\"token operator\">=<\/span> <span class=\"token string\">\"\"\"\r\n\u751f\u6210\u4e00\u4e2a\u5173\u4e8e{{$input}}\u7684\u521b\u610f\u6545\u4e8b\u3002\r\n\u6545\u4e8b\u5e94\u5f15\u4eba\u5165\u80dc\uff0c\u7ea6100\u5b57\u3002\r\n\"\"\"<\/span>\r\n\r\n<span class=\"token comment\"># \u6ce8\u518c\u8bed\u4e49\u51fd\u6570<\/span>\r\nstory_function <span class=\"token operator\">=<\/span> kernel<span class=\"token punctuation\">.<\/span>create_semantic_function<span class=\"token punctuation\">(<\/span>prompt<span class=\"token punctuation\">,<\/span> max_tokens<span class=\"token operator\">=<\/span><span class=\"token number\">500<\/span><span class=\"token punctuation\">)<\/span>\r\n\r\n<span class=\"token comment\"># \u6267\u884c\u51fd\u6570<\/span>\r\nresult <span class=\"token operator\">=<\/span> story_function<span class=\"token punctuation\">(<\/span><span class=\"token string\">\"\u4e00\u4e2a\u5b66\u4e60\u7ed8\u753b\u7684\u673a\u5668\u4eba\"<\/span><span class=\"token punctuation\">)<\/span>\r\n<span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>result<span class=\"token punctuation\">)<\/span>\r\n\r\n<span class=\"token comment\"># \u521b\u5efa\u7b80\u5355\u667a\u80fd\u4f53\u5e76\u89c4\u5212\u4efb\u52a1<\/span>\r\n<span class=\"token keyword\">from<\/span> semantic_kernel<span class=\"token punctuation\">.<\/span>planning <span class=\"token keyword\">import<\/span> ActionPlanner\r\nplanner <span class=\"token operator\">=<\/span> ActionPlanner<span class=\"token punctuation\">(<\/span>kernel<span class=\"token punctuation\">)<\/span>\r\n<span class=\"token keyword\">plan<\/span> <span class=\"token operator\">=<\/span> await planner<span class=\"token punctuation\">.<\/span>create_plan<span class=\"token punctuation\">(<\/span><span class=\"token string\">\"\u5199\u4e00\u9996\u5173\u4e8e\u4eba\u5de5\u667a\u80fd\u7684\u8bd7\"<\/span><span class=\"token punctuation\">)<\/span>\r\nresult <span class=\"token operator\">=<\/span> await <span class=\"token keyword\">plan<\/span><span class=\"token punctuation\">.<\/span>invoke<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\r\n<span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>result<span class=\"token punctuation\">)<\/span><\/code><\/pre>\n<ul id=\"code_id_3\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<li>13.<\/li>\n<li>14.<\/li>\n<li>15.<\/li>\n<li>16.<\/li>\n<li>17.<\/li>\n<li>18.<\/li>\n<li>19.<\/li>\n<li>20.<\/li>\n<li>21.<\/li>\n<li>22.<\/li>\n<li>23.<\/li>\n<li>24.<\/li>\n<li>25.<\/li>\n<li>26.<\/li>\n<li>27.<\/li>\n<li>28.<\/li>\n<li>29.<\/li>\n<li>30.<\/li>\n<li>31.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u5728\u4f01\u4e1a\u5e94\u7528\u573a\u666f\u4e2d\uff0cSemantic Kernel\u9002\u7528\u4e8e\u73b0\u6709\u7cfb\u7edfAI\u5347\u7ea7\uff0c\u5982\u5ba2\u670d\u7cfb\u7edf\u667a\u80fd\u5316\u6539\u9020\u3001\u4f01\u4e1a\u77e5\u8bc6\u5e93\u95ee\u7b54\u7b49\u3002\u5176\u6a21\u5757\u5316\u8bbe\u8ba1\u548c\u591a\u8bed\u8a00\u652f\u6301\u964d\u4f4e\u4e86\u6280\u672f\u6808\u8fc1\u79fb\u6210\u672c\uff0c\u4f46\u4f5c\u4e3a\u8f83\u65b0\u7684\u6846\u67b6\uff0c\u9700\u8981\u5f00\u53d1\u8005\u5b66\u4e60AI\u96c6\u6210\u7684\u7279\u5b9a\u6982\u5ff5\u3002<\/p>\n<h2>\u5de5\u4f5c\u6d41\u53ef\u89c6\u5316\u4e13\u5bb6\uff1aLangGraph\u2014\u2014LangChain\u7684\u590d\u6742\u6d41\u7a0b\u7ba1\u7406\u6269\u5c55<\/h2>\n<p>\u4f5c\u4e3aLangChain\u5bb6\u65cf\u7684\u6210\u5458\uff0cLangGraph\u4e13\u6ce8\u4e8e\u89e3\u51b3\u590d\u6742\u751f\u6210\u5f0fAI\u5de5\u4f5c\u6d41\u7684\u8bbe\u8ba1\u4e0e\u7ba1\u7406\u96be\u9898\u3002\u5b83\u5f15\u5165\u4e86&#8221;\u72b6\u6001\u56fe&#8221;\u7684\u6982\u5ff5\uff0c\u5c06\u667a\u80fd\u4f53\u7684\u5de5\u4f5c\u6d41\u7a0b\u62bd\u8c61\u4e3a\u8282\u70b9\uff08LLM\u8c03\u7528\u6216\u5de5\u5177\u6267\u884c\uff09\u548c\u8fb9\uff08\u8282\u70b9\u95f4\u7684\u8f6c\u6362\u5173\u7cfb\uff09\uff0c\u901a\u8fc7\u53ef\u89c6\u5316\u7684\u65b9\u5f0f\u5e2e\u52a9\u5f00\u53d1\u8005\u7406\u89e3\u548c\u4f18\u5316\u590d\u6742\u903b\u8f91\u3002<\/p>\n<p>LangGraph\u652f\u6301\u591a\u79cd\u667a\u80fd\u4f53\u6a21\u5f0f\uff1a\u5de5\u5177\u8c03\u7528\u6a21\u5f0f\uff08ReAct\uff09\u3001\u81ea\u95ee\u81ea\u7b54\u6a21\u5f0f\uff08Self-Ask\uff09\u7b49\uff0c\u5e76\u63d0\u4f9b\u4e86\u7ec6\u7c92\u5ea6\u7684\u5de5\u4f5c\u6d41\u72b6\u6001\u63a7\u5236\u3002\u5f00\u53d1\u8005\u53ef\u4ee5\u5b9a\u4e49\u6bcf\u4e2a\u8282\u70b9\u7684\u8f93\u5165\u8f93\u51fa\u683c\u5f0f\u3001\u72b6\u6001\u8f6c\u6362\u6761\u4ef6\uff0c\u751a\u81f3\u5b9e\u73b0\u52a8\u6001\u5206\u652f\u903b\u8f91\uff0c\u8fd9\u4f7f\u5f97\u6784\u5efa\u5982\u5ba2\u6237\u65c5\u7a0b\u7ba1\u7406\u3001\u591a\u8f6e\u6570\u636e\u5206\u6790\u7b49\u590d\u6742\u6d41\u7a0b\u6210\u4e3a\u53ef\u80fd\u3002<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_4\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\"><span class=\"token comment\"># LangGraph\u5b9a\u4e49\u72b6\u6001\u56fe\u5de5\u4f5c\u6d41\u7684\u793a\u4f8b<\/span>\r\n<span class=\"token keyword\">from<\/span> typing <span class=\"token keyword\">import<\/span> TypedDict<span class=\"token punctuation\">,<\/span> Annotated<span class=\"token punctuation\">,<\/span> Sequence\r\n<span class=\"token keyword\">from<\/span> langgraph<span class=\"token punctuation\">.<\/span>graph <span class=\"token keyword\">import<\/span> StateGraph<span class=\"token punctuation\">,<\/span> <span class=\"token keyword\">END<\/span>\r\n<span class=\"token keyword\">from<\/span> langchain_openai <span class=\"token keyword\">import<\/span> ChatOpenAI\r\n<span class=\"token keyword\">from<\/span> langchain_core<span class=\"token punctuation\">.<\/span>messages <span class=\"token keyword\">import<\/span> HumanMessage<span class=\"token punctuation\">,<\/span> AIMessage\r\n\r\n<span class=\"token comment\"># \u5b9a\u4e49\u5de5\u4f5c\u6d41\u72b6\u6001\u7ed3\u6784<\/span>\r\nclass AgentState<span class=\"token punctuation\">(<\/span>TypedDict<span class=\"token punctuation\">)<\/span>:\r\n    messages: Annotated<span class=\"token punctuation\">[<\/span>Sequence<span class=\"token punctuation\">[<\/span>HumanMessage <span class=\"token operator\">|<\/span> AIMessage<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"\u5bf9\u8bdd\u4e2d\u7684\u6d88\u606f\"<\/span><span class=\"token punctuation\">]<\/span>\r\n    next_step: Annotated<span class=\"token punctuation\">[<\/span>str<span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"\u4e0b\u4e00\u6b65\u64cd\u4f5c\"<\/span><span class=\"token punctuation\">]<\/span>\r\n\r\n<span class=\"token comment\"># \u521d\u59cb\u5316\u8bed\u8a00\u6a21\u578b<\/span>\r\nllm <span class=\"token operator\">=<\/span> ChatOpenAI<span class=\"token punctuation\">(<\/span>model<span class=\"token operator\">=<\/span><span class=\"token string\">\"gpt-4\"<\/span><span class=\"token punctuation\">)<\/span>\r\n\r\n<span class=\"token comment\"># \u5b9a\u4e49\u5de5\u4f5c\u6d41\u8282\u70b9\uff08\u7814\u7a76\u3001\u5206\u6790\u3001\u603b\u7ed3\uff09<\/span>\r\ndef research<span class=\"token punctuation\">(<\/span>state: AgentState<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">-<\/span><span class=\"token operator\">&gt;<\/span> AgentState:\r\n    messages <span class=\"token operator\">=<\/span> state<span class=\"token punctuation\">[<\/span><span class=\"token string\">\"messages\"<\/span><span class=\"token punctuation\">]<\/span>\r\n    response <span class=\"token operator\">=<\/span> llm<span class=\"token punctuation\">.<\/span>invoke<span class=\"token punctuation\">(<\/span>messages <span class=\"token operator\">+<\/span> <span class=\"token punctuation\">[<\/span>HumanMessage<span class=\"token punctuation\">(<\/span>cnotallow<span class=\"token operator\">=<\/span><span class=\"token string\">\"\u5f7b\u5e95\u7814\u7a76\u8fd9\u4e2a\u4e3b\u9898\u3002\"<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span>\r\n    <span class=\"token keyword\">return<\/span> {<span class=\"token string\">\"messages\"<\/span>: state<span class=\"token punctuation\">[<\/span><span class=\"token string\">\"messages\"<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">+<\/span> <span class=\"token punctuation\">[<\/span>response<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"next_step\"<\/span>: <span class=\"token string\">\"analyze\"<\/span>}\r\n\r\ndef <span class=\"token keyword\">analyze<\/span><span class=\"token punctuation\">(<\/span>state: AgentState<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">-<\/span><span class=\"token operator\">&gt;<\/span> AgentState:\r\n    messages <span class=\"token operator\">=<\/span> state<span class=\"token punctuation\">[<\/span><span class=\"token string\">\"messages\"<\/span><span class=\"token punctuation\">]<\/span>\r\n    response <span class=\"token operator\">=<\/span> llm<span class=\"token punctuation\">.<\/span>invoke<span class=\"token punctuation\">(<\/span>messages <span class=\"token operator\">+<\/span> <span class=\"token punctuation\">[<\/span>HumanMessage<span class=\"token punctuation\">(<\/span>cnotallow<span class=\"token operator\">=<\/span><span class=\"token string\">\"\u5206\u6790\u7814\u7a76\u7ed3\u679c\u3002\"<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span>\r\n    <span class=\"token keyword\">return<\/span> {<span class=\"token string\">\"messages\"<\/span>: state<span class=\"token punctuation\">[<\/span><span class=\"token string\">\"messages\"<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">+<\/span> <span class=\"token punctuation\">[<\/span>response<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"next_step\"<\/span>: <span class=\"token string\">\"conclude\"<\/span>}\r\n\r\ndef conclude<span class=\"token punctuation\">(<\/span>state: AgentState<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">-<\/span><span class=\"token operator\">&gt;<\/span> AgentState:\r\n    messages <span class=\"token operator\">=<\/span> state<span class=\"token punctuation\">[<\/span><span class=\"token string\">\"messages\"<\/span><span class=\"token punctuation\">]<\/span>\r\n    response <span class=\"token operator\">=<\/span> llm<span class=\"token punctuation\">.<\/span>invoke<span class=\"token punctuation\">(<\/span>messages <span class=\"token operator\">+<\/span> <span class=\"token punctuation\">[<\/span>HumanMessage<span class=\"token punctuation\">(<\/span>cnotallow<span class=\"token operator\">=<\/span><span class=\"token string\">\"\u57fa\u4e8e\u5206\u6790\u63d0\u4f9b\u7ed3\u8bba\u3002\"<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span>\r\n    <span class=\"token keyword\">return<\/span> {<span class=\"token string\">\"messages\"<\/span>: state<span class=\"token punctuation\">[<\/span><span class=\"token string\">\"messages\"<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">+<\/span> <span class=\"token punctuation\">[<\/span>response<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"next_step\"<\/span>: <span class=\"token string\">\"end\"<\/span>}\r\n\r\n<span class=\"token comment\"># \u521b\u5efa\u72b6\u6001\u56fe\u5e76\u5b9a\u4e49\u6d41\u7a0b<\/span>\r\nworkflow <span class=\"token operator\">=<\/span> StateGraph<span class=\"token punctuation\">(<\/span>AgentState<span class=\"token punctuation\">)<\/span>\r\nworkflow<span class=\"token punctuation\">.<\/span>add_node<span class=\"token punctuation\">(<\/span><span class=\"token string\">\"research\"<\/span><span class=\"token punctuation\">,<\/span> research<span class=\"token punctuation\">)<\/span>\r\nworkflow<span class=\"token punctuation\">.<\/span>add_node<span class=\"token punctuation\">(<\/span><span class=\"token string\">\"analyze\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token keyword\">analyze<\/span><span class=\"token punctuation\">)<\/span>\r\nworkflow<span class=\"token punctuation\">.<\/span>add_node<span class=\"token punctuation\">(<\/span><span class=\"token string\">\"conclude\"<\/span><span class=\"token punctuation\">,<\/span> conclude<span class=\"token punctuation\">)<\/span>\r\nworkflow<span class=\"token punctuation\">.<\/span>add_edge<span class=\"token punctuation\">(<\/span><span class=\"token string\">\"research\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"analyze\"<\/span><span class=\"token punctuation\">)<\/span>\r\nworkflow<span class=\"token punctuation\">.<\/span>add_edge<span class=\"token punctuation\">(<\/span><span class=\"token string\">\"analyze\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"conclude\"<\/span><span class=\"token punctuation\">)<\/span>\r\nworkflow<span class=\"token punctuation\">.<\/span>add_edge<span class=\"token punctuation\">(<\/span><span class=\"token string\">\"conclude\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token keyword\">END<\/span><span class=\"token punctuation\">)<\/span>\r\nworkflow<span class=\"token punctuation\">.<\/span>set_entry_point<span class=\"token punctuation\">(<\/span><span class=\"token string\">\"research\"<\/span><span class=\"token punctuation\">)<\/span>\r\n\r\n<span class=\"token comment\"># \u7f16\u8bd1\u5e76\u6267\u884c\u5de5\u4f5c\u6d41<\/span>\r\nagent <span class=\"token operator\">=<\/span> workflow<span class=\"token punctuation\">.<\/span>compile<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\r\nresult <span class=\"token operator\">=<\/span> agent<span class=\"token punctuation\">.<\/span>invoke<span class=\"token punctuation\">(<\/span>{\r\n    <span class=\"token string\">\"messages\"<\/span>: <span class=\"token punctuation\">[<\/span>HumanMessage<span class=\"token punctuation\">(<\/span>cnotallow<span class=\"token operator\">=<\/span><span class=\"token string\">\"\u544a\u8bc9\u6211\u5173\u4e8eAI\u667a\u80fd\u4f53\u6846\u67b6\u7684\u4fe1\u606f\"<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span>\r\n    <span class=\"token string\">\"next_step\"<\/span>: <span class=\"token string\">\"research\"<\/span>\r\n}<span class=\"token punctuation\">)<\/span>\r\n\r\n<span class=\"token comment\"># \u8f93\u51fa\u6700\u7ec8\u7ed3\u679c<\/span>\r\n<span class=\"token keyword\">for<\/span> message <span class=\"token operator\">in<\/span> result<span class=\"token punctuation\">[<\/span><span class=\"token string\">\"messages\"<\/span><span class=\"token punctuation\">]<\/span>:\r\n    <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>f<span class=\"token string\">\"{message.type}: {message.content}\\n\"<\/span><span class=\"token punctuation\">)<\/span><\/code><\/pre>\n<ul id=\"code_id_4\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<li>13.<\/li>\n<li>14.<\/li>\n<li>15.<\/li>\n<li>16.<\/li>\n<li>17.<\/li>\n<li>18.<\/li>\n<li>19.<\/li>\n<li>20.<\/li>\n<li>21.<\/li>\n<li>22.<\/li>\n<li>23.<\/li>\n<li>24.<\/li>\n<li>25.<\/li>\n<li>26.<\/li>\n<li>27.<\/li>\n<li>28.<\/li>\n<li>29.<\/li>\n<li>30.<\/li>\n<li>31.<\/li>\n<li>32.<\/li>\n<li>33.<\/li>\n<li>34.<\/li>\n<li>35.<\/li>\n<li>36.<\/li>\n<li>37.<\/li>\n<li>38.<\/li>\n<li>39.<\/li>\n<li>40.<\/li>\n<li>41.<\/li>\n<li>42.<\/li>\n<li>43.<\/li>\n<li>44.<\/li>\n<li>45.<\/li>\n<li>46.<\/li>\n<li>47.<\/li>\n<li>48.<\/li>\n<li>49.<\/li>\n<li>50.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>LangGraph\u9002\u5408\u9700\u8981\u53ef\u89c6\u5316\u6d41\u7a0b\u7ba1\u7406\u7684\u573a\u666f\uff0c\u5982\u4e1a\u52a1\u6d41\u7a0b\u81ea\u52a8\u5316\u3001\u5ba1\u6279\u7cfb\u7edf\u667a\u80fd\u5316\u7b49\u3002\u5176\u4f18\u52bf\u5728\u4e8e\u5c06\u62bd\u8c61\u7684\u667a\u80fd\u4f53\u903b\u8f91\u8f6c\u5316\u4e3a\u53ef\u89c6\u5316\u6a21\u578b\uff0c\u4f46\u9700\u8981\u5f00\u53d1\u8005\u5177\u5907\u8f83\u9ad8\u7684\u7cfb\u7edf\u8bbe\u8ba1\u80fd\u529b\uff0c\u4e3b\u8981\u9002\u7528\u4e8e\u4e2d\u5927\u578b\u9879\u76ee\u3002<\/p>\n<h2>\u6570\u636e\u6574\u5408\u4e13\u5bb6\uff1aLlamaIndex\u2014\u2014\u667a\u80fd\u4f53\u7684\u6570\u636e\u4e2d\u67a2<\/h2>\n<p>LlamaIndex\u4e13\u6ce8\u4e8e\u89e3\u51b3\u667a\u80fd\u4f53\u4e0e\u6570\u636e\u7684\u4ea4\u4e92\u96be\u9898\uff0c\u63d0\u4f9b\u4e86\u4e00\u5957\u5b8c\u6574\u7684\u6570\u636e\u7f16\u6392\u6846\u67b6\uff0c\u652f\u6301\u8fde\u63a5\u5404\u7c7b\u79c1\u6709\u548c\u516c\u5171\u6570\u636e\u6e90\uff08\u6587\u6863\u3001\u6570\u636e\u5e93\u3001API\u7b49\uff09\uff0c\u5e76\u5c06\u5176\u8f6c\u5316\u4e3aLLM\u53ef\u7406\u89e3\u7684\u683c\u5f0f\u3002\u6846\u67b6\u4e0d\u4ec5\u662f\u4e00\u4e2a\u6570\u636e\u63a5\u53e3\uff0c\u66f4\u662f\u4e00\u4e2a&#8221;\u667a\u80fd\u6570\u636e\u5f15\u64ce&#8221;\uff0c\u80fd\u591f\u6839\u636e\u4efb\u52a1\u9700\u6c42\u81ea\u52a8\u68c0\u7d22\u3001\u6574\u7406\u548c\u5206\u6790\u6570\u636e\u3002<\/p>\n<p>LlamaIndex\u7684\u6838\u5fc3\u529f\u80fd\u5305\u62ec\uff1a\u6570\u636e\u7d22\u5f15\u6784\u5efa\uff08\u652f\u6301\u5411\u91cf\u7d22\u5f15\u3001\u5173\u952e\u8bcd\u7d22\u5f15\u7b49\u591a\u79cd\u65b9\u5f0f\uff09\u3001\u67e5\u8be2\u4f18\u5316\uff08\u667a\u80fd\u9009\u62e9\u6570\u636e\u6e90\u548c\u68c0\u7d22\u7b56\u7565\uff09\u3001\u5de5\u5177\u96c6\u6210\uff08\u5c06\u6570\u636e\u64cd\u4f5c\u5c01\u88c5\u4e3a\u667a\u80fd\u4f53\u53ef\u8c03\u7528\u7684\u5de5\u5177\uff09\u3002\u8fd9\u4e9b\u7279\u6027\u4f7f\u5176\u6210\u4e3a\u6784\u5efa\u4f01\u4e1a\u77e5\u8bc6\u52a9\u624b\u3001\u5782\u76f4\u9886\u57df\u667a\u80fd\u4f53\u7684\u7406\u60f3\u9009\u62e9\u3002<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_5\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\"><span class=\"token comment\"># LlamaIndex\u521b\u5efa\u6570\u636e\u9a71\u52a8\u667a\u80fd\u4f53\u7684\u793a\u4f8b<\/span>\r\n<span class=\"token keyword\">from<\/span> llama_index<span class=\"token punctuation\">.<\/span>core<span class=\"token punctuation\">.<\/span>agent <span class=\"token keyword\">import<\/span> FunctionCallingAgentWorker\r\n<span class=\"token keyword\">from<\/span> llama_index<span class=\"token punctuation\">.<\/span>core<span class=\"token punctuation\">.<\/span>tools <span class=\"token keyword\">import<\/span> FunctionTool\r\n<span class=\"token keyword\">from<\/span> llama_index<span class=\"token punctuation\">.<\/span>llms<span class=\"token punctuation\">.<\/span>openai <span class=\"token keyword\">import<\/span> OpenAI\r\n\r\n<span class=\"token comment\"># \u5b9a\u4e49\u6587\u6863\u641c\u7d22\u5de5\u5177\u51fd\u6570<\/span>\r\ndef search_documents<span class=\"token punctuation\">(<\/span>query: str<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">-<\/span><span class=\"token operator\">&gt;<\/span> str:\r\n    <span class=\"token string\">\"\"\"\u5728\u6587\u6863\u6570\u636e\u5e93\u4e2d\u641c\u7d22\u4fe1\u606f\u3002\"\"\"<\/span>\r\n    <span class=\"token comment\"># \u5b9e\u9645\u5e94\u7528\u4e2d\u4f1a\u67e5\u8be2\u6587\u6863\u5b58\u50a8\u7cfb\u7edf<\/span>\r\n    <span class=\"token keyword\">return<\/span> f<span class=\"token string\">\"\u4ee5\u4e0b\u662f\u5173\u4e8e{query}\u7684\u641c\u7d22\u7ed3\u679c\uff1a...\"<\/span>\r\n\r\n<span class=\"token comment\"># \u521b\u5efa\u51fd\u6570\u5de5\u5177<\/span>\r\nsearch_tool <span class=\"token operator\">=<\/span> FunctionTool<span class=\"token punctuation\">.<\/span>from_defaults<span class=\"token punctuation\">(<\/span>\r\n    name<span class=\"token operator\">=<\/span><span class=\"token string\">\"search_documents\"<\/span><span class=\"token punctuation\">,<\/span>\r\n    fn<span class=\"token operator\">=<\/span>search_documents<span class=\"token punctuation\">,<\/span>\r\n    descriptinotallow<span class=\"token operator\">=<\/span><span class=\"token string\">\"\u5728\u6587\u6863\u6570\u636e\u5e93\u4e2d\u641c\u7d22\u4fe1\u606f\"<\/span>\r\n<span class=\"token punctuation\">)<\/span>\r\n\r\n<span class=\"token comment\"># \u521d\u59cb\u5316\u8bed\u8a00\u6a21\u578b<\/span>\r\nllm <span class=\"token operator\">=<\/span> OpenAI<span class=\"token punctuation\">(<\/span>model<span class=\"token operator\">=<\/span><span class=\"token string\">\"gpt-4\"<\/span><span class=\"token punctuation\">)<\/span>\r\n\r\n<span class=\"token comment\"># \u521b\u5efa\u667a\u80fd\u4f53\uff08\u652f\u6301\u51fd\u6570\u8c03\u7528\uff09<\/span>\r\nagent <span class=\"token operator\">=<\/span> FunctionCallingAgentWorker<span class=\"token punctuation\">.<\/span>from_tools<span class=\"token punctuation\">(<\/span>\r\n    <span class=\"token punctuation\">[<\/span>search_tool<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span>\r\n    llm<span class=\"token operator\">=<\/span>llm<span class=\"token punctuation\">,<\/span>\r\n    verbose<span class=\"token operator\">=<\/span><span class=\"token boolean\">True<\/span>\r\n<span class=\"token punctuation\">)<\/span>\r\n\r\n<span class=\"token comment\"># \u6267\u884c\u667a\u80fd\u4f53\u4efb\u52a1<\/span>\r\nresponse <span class=\"token operator\">=<\/span> agent<span class=\"token punctuation\">.<\/span>chat<span class=\"token punctuation\">(<\/span><span class=\"token string\">\"\u67e5\u627e\u5173\u4e8eAI\u667a\u80fd\u4f53\u6846\u67b6\u7684\u4fe1\u606f\"<\/span><span class=\"token punctuation\">)<\/span>\r\n<span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>response<span class=\"token punctuation\">)<\/span><\/code><\/pre>\n<ul id=\"code_id_5\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<li>13.<\/li>\n<li>14.<\/li>\n<li>15.<\/li>\n<li>16.<\/li>\n<li>17.<\/li>\n<li>18.<\/li>\n<li>19.<\/li>\n<li>20.<\/li>\n<li>21.<\/li>\n<li>22.<\/li>\n<li>23.<\/li>\n<li>24.<\/li>\n<li>25.<\/li>\n<li>26.<\/li>\n<li>27.<\/li>\n<li>28.<\/li>\n<li>29.<\/li>\n<li>30.<\/li>\n<li>31.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0cLlamaIndex\u7279\u522b\u9002\u5408\u4f01\u4e1a\u77e5\u8bc6\u7ba1\u7406\u573a\u666f\uff0c\u5982\u5185\u90e8\u57f9\u8bad\u7cfb\u7edf\u3001\u4ea7\u54c1\u624b\u518c\u95ee\u7b54\u7b49\u3002\u5176\u4f18\u52bf\u5728\u4e8e\u7b80\u5316\u4e86\u6570\u636e\u4e0eLLM\u7684\u96c6\u6210\u6d41\u7a0b\uff0c\u4f46\u9700\u8981\u5f00\u53d1\u8005\u7406\u89e3\u6570\u636e\u7d22\u5f15\u548c\u68c0\u7d22\u7684\u76f8\u5173\u6982\u5ff5\u3002<\/p>\n<h2>\u8f7b\u91cf\u7ea7\u521b\u65b0\uff1aAtomic Agents\u2014\u2014\u539f\u5b50\u5316\u667a\u80fd\u4f53\u5f00\u53d1\u8303\u5f0f<\/h2>\n<p>Atomic Agents\u63d0\u51fa\u4e86&#8221;\u539f\u5b50\u5316&#8221;\u667a\u80fd\u4f53\u5f00\u53d1\u7684\u65b0\u7406\u5ff5\uff0c\u5f3a\u8c03\u5c06\u590d\u6742\u667a\u80fd\u4f53\u5206\u89e3\u4e3a\u5c0f\u800c\u72ec\u7acb\u7684\u53ef\u91cd\u7528\u7ec4\u4ef6\uff0c\u6bcf\u4e2a\u7ec4\u4ef6\u5904\u7406\u7279\u5b9a\u7684\u539f\u5b50\u4efb\u52a1\uff08\u5982\u641c\u7d22\u3001\u5206\u6790\u3001\u751f\u6210\uff09\u3002\u8fd9\u79cd\u8bbe\u8ba1\u53d7\u5230\u5fae\u670d\u52a1\u67b6\u6784\u7684\u542f\u53d1\uff0c\u4f7f\u5f97\u667a\u80fd\u4f53\u7cfb\u7edf\u66f4\u6613\u4e8e\u7406\u89e3\u3001\u6d4b\u8bd5\u548c\u7ef4\u62a4\u3002<\/p>\n<p>\u6846\u67b6\u7684\u6838\u5fc3\u7279\u6027\u5305\u62ec\uff1a\u7ec4\u4ef6\u6a21\u5757\u5316\uff08\u4f7f\u7528Pydantic\u5b9a\u4e49\u6e05\u6670\u7684\u8f93\u5165\u8f93\u51fa\u6a21\u5f0f\uff09\u3001\u7cfb\u7edf\u53ef\u9884\u6d4b\u6027\uff08\u6bcf\u4e2a\u7ec4\u4ef6\u7684\u884c\u4e3a\u660e\u786e\u53ef\u63a7\uff09\u3001\u751f\u6001\u6269\u5c55\u6027\uff08\u652f\u6301\u81ea\u5b9a\u4e49\u7ec4\u4ef6\u5f00\u53d1\uff09\u3002Atomic Agents\u9002\u5408\u7814\u7a76\u578b\u9879\u76ee\u548c\u9700\u8981\u9ad8\u5ea6\u5b9a\u5236\u5316\u7684\u573a\u666f\uff0c\u4e3a\u5f00\u53d1\u8005\u63d0\u4f9b\u4e86\u7ec6\u7c92\u5ea6\u7684\u63a7\u5236\u80fd\u529b\u3002<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_6\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\"><span class=\"token comment\"># Atomic Agents\u5b9e\u73b0\u539f\u5b50\u5316\u7ec4\u4ef6\u7684\u793a\u4f8b<\/span>\r\n<span class=\"token keyword\">from<\/span> pydantic <span class=\"token keyword\">import<\/span> BaseModel<span class=\"token punctuation\">,<\/span> Field\r\n<span class=\"token keyword\">from<\/span> typing <span class=\"token keyword\">import<\/span> List\r\n<span class=\"token keyword\">import<\/span> os\r\n\r\n<span class=\"token comment\"># \u5b9a\u4e49\u8f93\u5165\u8f93\u51fa\u6570\u636e\u6a21\u578b<\/span>\r\nclass ResearchQuery<span class=\"token punctuation\">(<\/span>BaseModel<span class=\"token punctuation\">)<\/span>:\r\n    topic: str <span class=\"token operator\">=<\/span> Field<span class=\"token punctuation\">(<\/span>descriptinotallow<span class=\"token operator\">=<\/span><span class=\"token string\">\"\u9700\u8981\u7814\u7a76\u7684\u4e3b\u9898\"<\/span><span class=\"token punctuation\">)<\/span>\r\n    depth: <span class=\"token keyword\">int<\/span> <span class=\"token operator\">=<\/span> Field<span class=\"token punctuation\">(<\/span>descriptinotallow<span class=\"token operator\">=<\/span><span class=\"token string\">\"\u7814\u7a76\u6df1\u5ea6\uff081-5\u7ea7\uff09\"<\/span><span class=\"token punctuation\">)<\/span>\r\n\r\nclass ResearchResult<span class=\"token punctuation\">(<\/span>BaseModel<span class=\"token punctuation\">)<\/span>:\r\n    findings: List<span class=\"token punctuation\">[<\/span>str<span class=\"token punctuation\">]<\/span> <span class=\"token operator\">=<\/span> Field<span class=\"token punctuation\">(<\/span>descriptinotallow<span class=\"token operator\">=<\/span><span class=\"token string\">\"\u7814\u7a76\u7684\u5173\u952e\u53d1\u73b0\"<\/span><span class=\"token punctuation\">)<\/span>\r\n    sources: List<span class=\"token punctuation\">[<\/span>str<span class=\"token punctuation\">]<\/span> <span class=\"token operator\">=<\/span> Field<span class=\"token punctuation\">(<\/span>descriptinotallow<span class=\"token operator\">=<\/span><span class=\"token string\">\"\u4fe1\u606f\u6765\u6e90\"<\/span><span class=\"token punctuation\">)<\/span>\r\n\r\n<span class=\"token comment\"># \u5b9a\u4e49\u539f\u5b50\u5316\u7814\u7a76\u7ec4\u4ef6<\/span>\r\nclass ResearchAgent:\r\n    def __init__<span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> api_key: str<span class=\"token punctuation\">)<\/span>:\r\n        self<span class=\"token punctuation\">.<\/span>api_key <span class=\"token operator\">=<\/span> api_key\r\n\r\n    def process<span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> input_data: ResearchQuery<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">-<\/span><span class=\"token operator\">&gt;<\/span> ResearchResult:\r\n        <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>f<span class=\"token string\">\"\u6b63\u5728\u6df1\u5ea6{input_data.depth}\u7814\u7a76{input_data.topic}\"<\/span><span class=\"token punctuation\">)<\/span>\r\n\r\n        <span class=\"token comment\"># \u6a21\u62df\u7814\u7a76\u7ed3\u679c<\/span>\r\n        findings <span class=\"token operator\">=<\/span> <span class=\"token punctuation\">[<\/span>\r\n            f<span class=\"token string\">\"\u5173\u4e8e{input_data.topic}\u7684\u53d1\u73b01\"<\/span><span class=\"token punctuation\">,<\/span>\r\n            f<span class=\"token string\">\"\u5173\u4e8e{input_data.topic}\u7684\u53d1\u73b02\"<\/span><span class=\"token punctuation\">,<\/span>\r\n            f<span class=\"token string\">\"\u5173\u4e8e{input_data.topic}\u7684\u53d1\u73b03\"<\/span>\r\n        <span class=\"token punctuation\">]<\/span>\r\n\r\n        sources <span class=\"token operator\">=<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token string\">\"https:\/\/github.com\/...\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"https:\/\/docs.ai\/...\"<\/span><span class=\"token punctuation\">]<\/span>\r\n        <span class=\"token keyword\">return<\/span> ResearchResult<span class=\"token punctuation\">(<\/span>findings<span class=\"token operator\">=<\/span>findings<span class=\"token punctuation\">,<\/span> sources<span class=\"token operator\">=<\/span>sources<span class=\"token punctuation\">)<\/span>\r\n\r\n<span class=\"token comment\"># \u4f7f\u7528\u793a\u4f8b<\/span>\r\n<span class=\"token keyword\">if<\/span> __name__ <span class=\"token operator\">=<\/span><span class=\"token operator\">=<\/span> <span class=\"token string\">\"__main__\"<\/span>:\r\n    agent <span class=\"token operator\">=<\/span> ResearchAgent<span class=\"token punctuation\">(<\/span>api_key<span class=\"token operator\">=<\/span>os<span class=\"token punctuation\">.<\/span>environ<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">\"OPENAI_API_KEY\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"default-key\"<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span>\r\n    query <span class=\"token operator\">=<\/span> ResearchQuery<span class=\"token punctuation\">(<\/span>topic<span class=\"token operator\">=<\/span><span class=\"token string\">\"AI\u667a\u80fd\u4f53\u6846\u67b6\"<\/span><span class=\"token punctuation\">,<\/span> depth<span class=\"token operator\">=<\/span><span class=\"token number\">3<\/span><span class=\"token punctuation\">)<\/span>\r\n    result <span class=\"token operator\">=<\/span> agent<span class=\"token punctuation\">.<\/span>process<span class=\"token punctuation\">(<\/span>query<span class=\"token punctuation\">)<\/span>\r\n\r\n    <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">\"\\n\u7814\u7a76\u53d1\u73b0\uff1a\"<\/span><span class=\"token punctuation\">)<\/span><\/code><\/pre>\n<ul id=\"code_id_6\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<li>13.<\/li>\n<li>14.<\/li>\n<li>15.<\/li>\n<li>16.<\/li>\n<li>17.<\/li>\n<li>18.<\/li>\n<li>19.<\/li>\n<li>20.<\/li>\n<li>21.<\/li>\n<li>22.<\/li>\n<li>23.<\/li>\n<li>24.<\/li>\n<li>25.<\/li>\n<li>26.<\/li>\n<li>27.<\/li>\n<li>28.<\/li>\n<li>29.<\/li>\n<li>30.<\/li>\n<li>31.<\/li>\n<li>32.<\/li>\n<li>33.<\/li>\n<li>34.<\/li>\n<li>35.<\/li>\n<li>36.<\/li>\n<li>37.<\/li>\n<li>38.<\/li>\n<li>39.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<h2>\u5bf9\u8bdd\u7cfb\u7edf\u4e13\u5bb6\uff1aRasa\u2014\u2014\u4e13\u4e1a\u7ea7\u4f1a\u8bdd\u667a\u80fd\u4f53\u6846\u67b6<\/h2>\n<p>Rasa\u4f5c\u4e3a\u5f00\u6e90\u5bf9\u8bddAI\u9886\u57df\u7684\u6807\u6746\u6846\u67b6\uff0c\u4e13\u6ce8\u4e8e\u6784\u5efa\u57fa\u4e8e\u6587\u672c\u548c\u8bed\u97f3\u7684\u4f1a\u8bdd\u667a\u80fd\u4f53\uff0c\u5c24\u5176\u5728\u9700\u8981\u6df1\u5ea6\u4e0a\u4e0b\u6587\u7406\u89e3\u7684\u590d\u6742\u5bf9\u8bdd\u573a\u666f\u4e2d\u8868\u73b0\u7a81\u51fa\u3002\u4e0e\u5176\u4ed6\u901a\u7528\u578b\u667a\u80fd\u4f53\u6846\u67b6\u4e0d\u540c\uff0cRasa\u63d0\u4f9b\u4e86\u5b8c\u6574\u7684\u5bf9\u8bdd\u7ba1\u7406\u89e3\u51b3\u65b9\u6848\uff0c\u5305\u62ec\u81ea\u7136\u8bed\u8a00\u7406\u89e3\uff08NLU\uff09\u3001\u5bf9\u8bdd\u72b6\u6001\u8ddf\u8e2a\u3001\u54cd\u5e94\u751f\u6210\u7b49\u6838\u5fc3\u7ec4\u4ef6\u3002<\/p>\n<p>\u6846\u67b6\u91c7\u7528\u58f0\u660e\u5f0f\u9886\u57df\u5b9a\u4e49\uff08Domain Definition\uff09\u65b9\u5f0f\uff0c\u5141\u8bb8\u5f00\u53d1\u8005\u901a\u8fc7YAML\u6587\u4ef6\u6e05\u6670\u5b9a\u4e49\u667a\u80fd\u4f53\u7684\u610f\u56fe\uff08Intents\uff09\u3001\u5b9e\u4f53\uff08Entities\uff09\u3001\u54cd\u5e94\uff08Responses\uff09\u548c\u52a8\u4f5c\uff08Actions\uff09\u3002\u8fd9\u79cd\u65b9\u5f0f\u4f7f\u5f97\u5bf9\u8bdd\u903b\u8f91\u7684\u8bbe\u8ba1\u548c\u7ef4\u62a4\u66f4\u52a0\u76f4\u89c2\uff0c\u914d\u5408\u53ef\u89c6\u5316\u7684\u8bad\u7ec3\u5de5\u5177\uff0c\u5927\u5927\u964d\u4f4e\u4e86\u5bf9\u8bdd\u7cfb\u7edf\u7684\u5f00\u53d1\u95e8\u69db\u3002<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_7\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\"><span class=\"token comment\"># Rasa\u9879\u76ee\u7ed3\u6784\u4e0e\u6838\u5fc3\u4ee3\u7801\u793a\u4f8b<\/span>\r\n<span class=\"token comment\"># domain.yml - \u5b9a\u4e49\u667a\u80fd\u4f53\u7684\u9886\u57df\u77e5\u8bc6<\/span>\r\n<span class=\"token string\">\"\"\"\r\nversion: \"<\/span><span class=\"token number\">3.1<\/span><span class=\"token string\">\"\r\nintents:\r\n  - greet         # \u95ee\u5019\u610f\u56fe\r\n  - goodbye       # \u544a\u522b\u610f\u56fe\r\n  - ask_framework # \u8be2\u95ee\u6846\u67b6\u610f\u56fe\r\nresponses:\r\n  utter_greet:\r\n    - text: \"<\/span>\u4f60\u597d\uff01\u4eca\u5929\u9700\u8981\u4e86\u89e3AI\u6846\u67b6\u7684\u54ea\u4e9b\u65b9\u9762\uff1f<span class=\"token string\">\"\r\n  utter_about_frameworks:\r\n    - text: \"<\/span>\u4e3b\u6d41AI\u667a\u80fd\u4f53\u6846\u67b6\u5305\u62ecLangChain\u3001AutoGen\u7b49\uff0c\u4f60\u60f3\u4e86\u89e3\u54ea\u4e00\u4e2a\uff1f<span class=\"token string\">\"\r\nentities:\r\n  - framework_name  # \u6846\u67b6\u540d\u79f0\u5b9e\u4f53\r\nslots:\r\n  framework_name:\r\n    type: text\r\n    mappings:\r\n    - type: from_entity\r\n      entity: framework_name\r\n\"\"\"<\/span>\r\n\r\n<span class=\"token comment\"># data\/nlu.yml - \u81ea\u7136\u8bed\u8a00\u7406\u89e3\u8bad\u7ec3\u6570\u636e<\/span>\r\n<span class=\"token string\">\"\"\"\r\nnlu:\r\n- intent: greet\r\n  examples: |\r\n    - \u563f\r\n    - \u4f60\u597d\r\n    - \u65e9\u4e0a\u597d\r\n- intent: ask_framework\r\n  examples: |\r\n    - \u7ed9\u6211\u8bb2\u8bb2AI\u6846\u67b6\r\n    - \u6700\u597d\u7684AI\u667a\u80fd\u4f53\u6846\u67b6\u6709\u54ea\u4e9b\r\n    - [LangChain](framework_name)\u7684\u5de5\u4f5c\u539f\u7406\u662f\u4ec0\u4e48\r\n\"\"\"<\/span>\r\n\r\n<span class=\"token comment\"># actions\/actions.py - \u81ea\u5b9a\u4e49\u52a8\u4f5c\u5b9e\u73b0<\/span>\r\n<span class=\"token keyword\">from<\/span> rasa_sdk <span class=\"token keyword\">import<\/span> <span class=\"token keyword\">Action<\/span><span class=\"token punctuation\">,<\/span> Tracker\r\n<span class=\"token keyword\">from<\/span> rasa_sdk<span class=\"token punctuation\">.<\/span>executor <span class=\"token keyword\">import<\/span> CollectingDispatcher\r\n\r\nclass ActionFrameworkInfo<span class=\"token punctuation\">(<\/span><span class=\"token keyword\">Action<\/span><span class=\"token punctuation\">)<\/span>:\r\n    def name<span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">-<\/span><span class=\"token operator\">&gt;<\/span> str:\r\n        <span class=\"token keyword\">return<\/span> <span class=\"token string\">\"action_framework_info\"<\/span>\r\n\r\n    def run<span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> dispatcher<span class=\"token punctuation\">,<\/span> tracker<span class=\"token punctuation\">,<\/span> domain<span class=\"token punctuation\">)<\/span>:\r\n        framework <span class=\"token operator\">=<\/span> tracker<span class=\"token punctuation\">.<\/span>get_slot<span class=\"token punctuation\">(<\/span><span class=\"token string\">\"framework_name\"<\/span><span class=\"token punctuation\">)<\/span>\r\n        <span class=\"token keyword\">if<\/span> framework<span class=\"token punctuation\">.<\/span>lower<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">=<\/span><span class=\"token operator\">=<\/span> <span class=\"token string\">\"langchain\"<\/span>:\r\n            dispatcher<span class=\"token punctuation\">.<\/span>utter_message<span class=\"token punctuation\">(<\/span><span class=\"token keyword\">text<\/span><span class=\"token operator\">=<\/span><span class=\"token string\">\"LangChain\u662f\u7528\u4e8e\u6784\u5efaLLM\u5e94\u7528\u7684\u5f00\u6e90\u6846\u67b6...\"<\/span><span class=\"token punctuation\">)<\/span>\r\n        <span class=\"token comment\"># \u5176\u4ed6\u6846\u67b6\u7684\u5904\u7406\u903b\u8f91<\/span>\r\n        <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><\/code><\/pre>\n<ul id=\"code_id_7\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<li>13.<\/li>\n<li>14.<\/li>\n<li>15.<\/li>\n<li>16.<\/li>\n<li>17.<\/li>\n<li>18.<\/li>\n<li>19.<\/li>\n<li>20.<\/li>\n<li>21.<\/li>\n<li>22.<\/li>\n<li>23.<\/li>\n<li>24.<\/li>\n<li>25.<\/li>\n<li>26.<\/li>\n<li>27.<\/li>\n<li>28.<\/li>\n<li>29.<\/li>\n<li>30.<\/li>\n<li>31.<\/li>\n<li>32.<\/li>\n<li>33.<\/li>\n<li>34.<\/li>\n<li>35.<\/li>\n<li>36.<\/li>\n<li>37.<\/li>\n<li>38.<\/li>\n<li>39.<\/li>\n<li>40.<\/li>\n<li>41.<\/li>\n<li>42.<\/li>\n<li>43.<\/li>\n<li>44.<\/li>\n<li>45.<\/li>\n<li>46.<\/li>\n<li>47.<\/li>\n<li>48.<\/li>\n<li>49.<\/li>\n<li>50.<\/li>\n<li>51.<\/li>\n<li>52.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>Rasa\u5728\u5ba2\u6237\u670d\u52a1\u548c\u4f01\u4e1a\u52a9\u624b\u573a\u666f\u4e2d\u5177\u6709\u663e\u8457\u4f18\u52bf\uff0c\u5982\u94f6\u884c\u5ba2\u670d\u673a\u5668\u4eba\u3001\u7535\u5546\u5bfc\u8d2d\u52a9\u624b\u7b49\u3002\u5176\u4f18\u52bf\u5728\u4e8e\u63d0\u4f9b\u4e86\u4e13\u4e1a\u7684\u5bf9\u8bdd\u7ba1\u7406\u80fd\u529b\uff0c\u4f46\u76f8\u6bd4\u65e0\u4ee3\u7801\u5e73\u53f0\uff0c\u9700\u8981\u66f4\u591a\u7684\u6280\u672f\u6295\u5165\uff0c\u9002\u5408\u5bf9\u5bf9\u8bdd\u4f53\u9a8c\u6709\u8f83\u9ad8\u8981\u6c42\u7684\u4e2d\u5927\u578b\u9879\u76ee\u3002<\/p>\n<h2>\u8f6f\u4ef6\u5f00\u53d1\u81ea\u52a8\u5316\uff1aMetaGPT\u2014\u2014\u4ece\u9700\u6c42\u5230\u4ee3\u7801\u7684\u667a\u80fd\u4f53\u56e2\u961f<\/h2>\n<p>MetaGPT\u4f5c\u4e3a\u8fd1\u5e74\u6765\u5907\u53d7\u5173\u6ce8\u7684\u5f00\u6e90\u6846\u67b6\uff0c\u5176\u6838\u5fc3\u521b\u65b0\u5728\u4e8e\u6a21\u62df\u8f6f\u4ef6\u5f00\u53d1\u56e2\u961f\u7684\u534f\u4f5c\u6a21\u5f0f\uff0c\u901a\u8fc7\u591a\u4e2a\u667a\u80fd\u4f53\u5206\u522b\u626e\u6f14\u4ea7\u54c1\u7ecf\u7406\u3001\u67b6\u6784\u5e08\u3001\u5de5\u7a0b\u5e08\u7b49\u89d2\u8272\uff0c\u5b9e\u73b0\u4ece\u5355\u884c\u9700\u6c42\u5230\u5b8c\u6574\u9879\u76ee\u7684\u81ea\u52a8\u5316\u751f\u6210\u3002\u8fd9\u79cd&#8221;\u667a\u80fd\u4f53\u56e2\u961f\u5f00\u53d1&#8221;\u6a21\u5f0f\u6b63\u5728\u91cd\u65b0\u5b9a\u4e49\u8f6f\u4ef6\u5f00\u53d1\u7684\u6548\u7387\u8fb9\u754c\u3002<\/p>\n<p>\u6846\u67b6\u7684\u5de5\u4f5c\u6d41\u7a0b\u9075\u5faa\u6807\u51c6\u8f6f\u4ef6\u5f00\u53d1\u6d41\u7a0b\uff1a\u9700\u6c42\u5206\u6790\uff08\u4ea7\u54c1\u7ecf\u7406\u667a\u80fd\u4f53\u751f\u6210PRD\uff09\u3001\u7cfb\u7edf\u8bbe\u8ba1\uff08\u67b6\u6784\u5e08\u667a\u80fd\u4f53\u521b\u5efa\u8bbe\u8ba1\u6587\u6863\uff09\u3001\u4ee3\u7801\u5b9e\u73b0\uff08\u5de5\u7a0b\u5e08\u667a\u80fd\u4f53\u751f\u6210\u4ee3\u7801\uff09\u3001\u6d4b\u8bd5\u9a8c\u8bc1\uff08\u6d4b\u8bd5\u667a\u80fd\u4f53\u7f16\u5199\u6d4b\u8bd5\u7528\u4f8b\uff09\u3002\u6bcf\u4e2a\u667a\u80fd\u4f53\u57fa\u4e8e\u9884\u8bbe\u89d2\u8272\u7684\u804c\u8d23\u548cLLM\u80fd\u529b\uff0c\u534f\u540c\u5b8c\u6210\u590d\u6742\u7684\u5f00\u53d1\u4efb\u52a1\u3002<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_8\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\"><span class=\"token comment\"># MetaGPT\u6a21\u62df\u8f6f\u4ef6\u5f00\u53d1\u56e2\u961f\u7684\u793a\u4f8b<\/span>\r\n<span class=\"token keyword\">from<\/span> metagpt<span class=\"token punctuation\">.<\/span>roles <span class=\"token keyword\">import<\/span> ProjectManager<span class=\"token punctuation\">,<\/span> ProductManager<span class=\"token punctuation\">,<\/span> Architect<span class=\"token punctuation\">,<\/span> Engineer\r\n<span class=\"token keyword\">from<\/span> metagpt<span class=\"token punctuation\">.<\/span>team <span class=\"token keyword\">import<\/span> Team\r\n<span class=\"token keyword\">import<\/span> asyncio\r\n\r\nasync def main<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>:\r\n    <span class=\"token comment\"># \u5b9a\u4e49\u9879\u76ee\u9700\u6c42<\/span>\r\n    requirement <span class=\"token operator\">=<\/span> <span class=\"token string\">\"\u5f00\u53d1\u4e00\u4e2a\u5141\u8bb8\u7528\u6237\u641c\u7d22\u548c\u6bd4\u8f83AI\u667a\u80fd\u4f53\u6846\u67b6\u7684Web\u5e94\u7528\"<\/span>\r\n\r\n    <span class=\"token comment\"># \u521b\u5efa\u4e0d\u540c\u89d2\u8272\u7684\u667a\u80fd\u4f53<\/span>\r\n    product_manager <span class=\"token operator\">=<\/span> ProductManager<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\r\n    project_manager <span class=\"token operator\">=<\/span> ProjectManager<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\r\n    architect <span class=\"token operator\">=<\/span> Architect<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\r\n    engineer <span class=\"token operator\">=<\/span> Engineer<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>\r\n\r\n    <span class=\"token comment\"># \u7ec4\u5efa\u5f00\u53d1\u56e2\u961f<\/span>\r\n    team <span class=\"token operator\">=<\/span> Team<span class=\"token punctuation\">(<\/span>\r\n        name<span class=\"token operator\">=<\/span><span class=\"token string\">\"AI\u6846\u67b6\u63a2\u7d22\u56e2\u961f\"<\/span><span class=\"token punctuation\">,<\/span>\r\n        members<span class=\"token operator\">=<\/span><span class=\"token punctuation\">[<\/span>product_manager<span class=\"token punctuation\">,<\/span> project_manager<span class=\"token punctuation\">,<\/span> architect<span class=\"token punctuation\">,<\/span> engineer<span class=\"token punctuation\">]<\/span>\r\n    <span class=\"token punctuation\">)<\/span>\r\n\r\n    <span class=\"token comment\"># \u542f\u52a8\u56e2\u961f\u5de5\u4f5c<\/span>\r\n    await team<span class=\"token punctuation\">.<\/span>run<span class=\"token punctuation\">(<\/span>requirement<span class=\"token punctuation\">)<\/span>\r\n    <span class=\"token comment\"># \u8f93\u51fa\u7ed3\u679c\u5c06\u5305\u62ecPRD\u3001\u8bbe\u8ba1\u6587\u6863\u3001\u4ee3\u7801\u548c\u6d4b\u8bd5\u7528\u4f8b<\/span><\/code><\/pre>\n<ul id=\"code_id_8\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<li>13.<\/li>\n<li>14.<\/li>\n<li>15.<\/li>\n<li>16.<\/li>\n<li>17.<\/li>\n<li>18.<\/li>\n<li>19.<\/li>\n<li>20.<\/li>\n<li>21.<\/li>\n<li>22.<\/li>\n<li>23.<\/li>\n<li>24.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>MetaGPT\u5728\u5feb\u901f\u539f\u578b\u5f00\u53d1\u548c\u5c0f\u578b\u9879\u76ee\u81ea\u52a8\u5316\u573a\u666f\u4e2d\u5177\u6709\u72ec\u7279\u4ef7\u503c\uff0c\u5982\u5185\u90e8\u5de5\u5177\u5f00\u53d1\u3001\u6982\u5ff5\u9a8c\u8bc1\u9879\u76ee\u7b49\u3002\u5c3d\u7ba1\u76ee\u524d\u4ecd\u4f9d\u8d56LLM\u7684\u51c6\u786e\u6027\uff0c\u4f46\u5df2\u5c55\u73b0\u51fa\u6539\u53d8\u8f6f\u4ef6\u5f00\u53d1\u6a21\u5f0f\u7684\u6f5c\u529b\uff0c\u9002\u5408\u5e0c\u671b\u63d0\u5347\u5f00\u53d1\u6548\u7387\u7684\u56e2\u961f\u3002<\/p>\n<h2>\u8de8\u6a21\u6001\u534f\u4f5c\uff1aCamel-AI\u2014\u2014\u901a\u7528\u578b\u591a\u667a\u80fd\u4f53\u4ea4\u4e92\u5e73\u53f0<\/h2>\n<p>Camel-AI\uff08Communicative Agents for Machine Learning\uff09\u63d0\u51fa\u4e86\u901a\u7528\u578b\u591a\u667a\u80fd\u4f53\u4ea4\u4e92\u7684\u6807\u51c6\u5316\u6846\u67b6\uff0c\u652f\u6301\u4e0d\u540c\u7c7b\u578b\u7684\u667a\u80fd\u4f53\uff08\u6587\u672c\u667a\u80fd\u4f53\u3001\u56fe\u50cf\u667a\u80fd\u4f53\u3001\u5de5\u5177\u667a\u80fd\u4f53\u7b49\uff09\u901a\u8fc7\u7edf\u4e00\u7684\u901a\u4fe1\u534f\u8bae\u534f\u4f5c\u5b8c\u6210\u4efb\u52a1\u3002\u8fd9\u79cd\u8bbe\u8ba1\u4f7f\u5f97\u6784\u5efa\u8de8\u6a21\u6001\u3001\u8de8\u9886\u57df\u7684\u590d\u6742\u667a\u80fd\u7cfb\u7edf\u6210\u4e3a\u53ef\u80fd\u3002<\/p>\n<p>\u6846\u67b6\u7684\u6838\u5fc3\u7ec4\u4ef6\u5305\u62ec\uff1a\u667a\u80fd\u4f53\u901a\u4fe1\u534f\u8bae\uff08\u5b9a\u4e49\u6d88\u606f\u683c\u5f0f\u548c\u4ea4\u4e92\u89c4\u5219\uff09\u3001\u89d2\u8272\u5b9a\u4e49\u7cfb\u7edf\uff08\u652f\u6301\u81ea\u5b9a\u4e49\u667a\u80fd\u4f53\u89d2\u8272\u548c\u80fd\u529b\uff09\u3001\u4efb\u52a1\u89c4\u5212\u5f15\u64ce\uff08\u81ea\u52a8\u5206\u89e3\u590d\u6742\u4efb\u52a1\u4e3a\u5b50\u4efb\u52a1\uff09\u3002Camel-AI\u7279\u522b\u9002\u5408\u9700\u8981\u591a\u667a\u80fd\u4f53\u6301\u7eed\u4ea4\u4e92\u7684\u573a\u666f\uff0c\u5982\u79d1\u5b66\u53d1\u73b0\u6a21\u62df\u3001\u590d\u6742\u95ee\u9898\u534f\u540c\u6c42\u89e3\u7b49\u3002<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_9\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-sql\" tabindex=\"0\"><code class=\"language-sql\"><span class=\"token comment\"># Camel-AI\u5b9e\u73b0\u667a\u80fd\u4f53\u5bf9\u8bdd\u7684\u793a\u4f8b<\/span>\r\n<span class=\"token keyword\">from<\/span> camel<span class=\"token punctuation\">.<\/span>agents <span class=\"token keyword\">import<\/span> ChatAgent\r\n<span class=\"token keyword\">from<\/span> camel<span class=\"token punctuation\">.<\/span>messages <span class=\"token keyword\">import<\/span> BaseMessage\r\n<span class=\"token keyword\">from<\/span> camel<span class=\"token punctuation\">.<\/span>typing <span class=\"token keyword\">import<\/span> ModelType\r\n<span class=\"token keyword\">import<\/span> asyncio\r\n\r\nasync def main<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>:\r\n    <span class=\"token comment\"># \u521b\u5efa\u7528\u6237\u667a\u80fd\u4f53\uff08\u9700\u8981\u6570\u636e\u5206\u6790\u5e2e\u52a9\uff09<\/span>\r\n    user_agent <span class=\"token operator\">=<\/span> ChatAgent<span class=\"token punctuation\">(<\/span>\r\n        model_type<span class=\"token operator\">=<\/span>ModelType<span class=\"token punctuation\">.<\/span>GPT_4<span class=\"token punctuation\">,<\/span>\r\n        system_message<span class=\"token operator\">=<\/span><span class=\"token string\">\"\u4f60\u662f\u9700\u8981\u5e2e\u52a9\u5206\u6790AI\u6846\u67b6\u6570\u636e\u7684\u7528\u6237\u3002\"<\/span>\r\n    <span class=\"token punctuation\">)<\/span>\r\n\r\n    <span class=\"token comment\"># \u521b\u5efa\u52a9\u624b\u667a\u80fd\u4f53\uff08\u6570\u636e\u5206\u6790\u4e13\u5bb6\uff09<\/span>\r\n    assistant_agent <span class=\"token operator\">=<\/span> ChatAgent<span class=\"token punctuation\">(<\/span>\r\n        model_type<span class=\"token operator\">=<\/span>ModelType<span class=\"token punctuation\">.<\/span>GPT_4<span class=\"token punctuation\">,<\/span>\r\n        system_message<span class=\"token operator\">=<\/span><span class=\"token string\">\"\u4f60\u662f\u4e13\u6ce8\u4e8e\u6570\u636e\u5206\u6790\u548cAI\u6846\u67b6\u7684AI\u52a9\u624b\u3002\"<\/span>\r\n    <span class=\"token punctuation\">)<\/span>\r\n\r\n    <span class=\"token comment\"># \u53d1\u8d77\u5bf9\u8bdd<\/span>\r\n    initial_message <span class=\"token operator\">=<\/span> BaseMessage<span class=\"token punctuation\">.<\/span>make_user_message<span class=\"token punctuation\">(<\/span>\r\n        role_name<span class=\"token operator\">=<\/span><span class=\"token string\">\"User\"<\/span><span class=\"token punctuation\">,<\/span>\r\n        cnotallow<span class=\"token operator\">=<\/span><span class=\"token string\">\"\u6211\u9700\u8981\u6bd4\u8f83\u4e0d\u540cAI\u667a\u80fd\u4f53\u6846\u67b6\u7684\u7279\u6027\uff0c\u4f60\u80fd\u5e2e\u6211\u5206\u6790\u5417\uff1f\"<\/span>\r\n    <span class=\"token punctuation\">)<\/span>\r\n\r\n    <span class=\"token comment\"># \u591a\u8f6e\u5bf9\u8bdd\u6a21\u62df<\/span>\r\n    assistant_response <span class=\"token operator\">=<\/span> await assistant_agent<span class=\"token punctuation\">.<\/span>step<span class=\"token punctuation\">(<\/span>initial_message<span class=\"token punctuation\">)<\/span>\r\n    <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>f<span class=\"token string\">\"\u52a9\u624b: {assistant_response.content}\\n\"<\/span><span class=\"token punctuation\">)<\/span>\r\n\r\n    <span class=\"token keyword\">for<\/span> _ <span class=\"token operator\">in<\/span> range<span class=\"token punctuation\">(<\/span><span class=\"token number\">3<\/span><span class=\"token punctuation\">)<\/span>:\r\n        user_response <span class=\"token operator\">=<\/span> await user_agent<span class=\"token punctuation\">.<\/span>step<span class=\"token punctuation\">(<\/span>assistant_response<span class=\"token punctuation\">)<\/span>\r\n        <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>f<span class=\"token string\">\"\u7528\u6237: {user_response.content}\\n\"<\/span><span class=\"token punctuation\">)<\/span>\r\n        assistant_response <span class=\"token operator\">=<\/span> await assistant_agent<span class=\"token punctuation\">.<\/span>step<span class=\"token punctuation\">(<\/span>user_response<span class=\"token punctuation\">)<\/span>\r\n        <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>f<span class=\"token string\">\"\u52a9\u624b: {assistant_response.content}\\n\"<\/span><span class=\"token punctuation\">)<\/span><\/code><\/pre>\n<ul id=\"code_id_9\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<li>13.<\/li>\n<li>14.<\/li>\n<li>15.<\/li>\n<li>16.<\/li>\n<li>17.<\/li>\n<li>18.<\/li>\n<li>19.<\/li>\n<li>20.<\/li>\n<li>21.<\/li>\n<li>22.<\/li>\n<li>23.<\/li>\n<li>24.<\/li>\n<li>25.<\/li>\n<li>26.<\/li>\n<li>27.<\/li>\n<li>28.<\/li>\n<li>29.<\/li>\n<li>30.<\/li>\n<li>31.<\/li>\n<li>32.<\/li>\n<li>33.<\/li>\n<li>34.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u4f5c\u4e3a\u8f83\u65b0\u7684\u6846\u67b6\uff0cCamel-AI\u5728\u79d1\u7814\u534f\u4f5c\u548c\u590d\u6742\u95ee\u9898\u6c42\u89e3\u9886\u57df\u5c55\u73b0\u51fa\u6f5c\u529b\uff0c\u5982\u591a\u6a21\u6001\u6570\u636e\u8054\u5408\u5206\u6790\u3001\u8de8\u5b66\u79d1\u7814\u7a76\u652f\u6301\u7b49\u3002\u5176\u5f00\u6e90\u7279\u6027\u548c\u7075\u6d3b\u67b6\u6784\u5438\u5f15\u4e86\u4f17\u591a\u7814\u7a76\u8005\uff0c\u4f46\u751f\u6001\u548c\u6587\u6863\u4ecd\u5728\u6301\u7eed\u5b8c\u5584\u4e2d\u3002<\/p>\n<h2>\u5546\u4e1a\u4e0e\u5f00\u6e90\u7684\u9009\u62e9\uff1a\u6846\u67b6\u8bc4\u4f30\u4e0e\u8d8b\u52bf\u6d1e\u5bdf<\/h2>\n<p>\u9762\u5bf9\u4f17\u591a\u6846\u67b6\u9009\u62e9\uff0c\u5f00\u53d1\u8005\u9700\u8981\u4ece\u591a\u4e2a\u7ef4\u5ea6\u8bc4\u4f30\u9002\u5408\u7684\u89e3\u51b3\u65b9\u6848\uff1a\u6280\u672f\u6808\u5339\u914d\u5ea6\uff08\u5982\u5fae\u8f6f\u6280\u672f\u6808\u66f4\u9002\u5408Semantic Kernel\uff09\u3001\u9879\u76ee\u590d\u6742\u5ea6\uff08\u7b80\u5355\u4efb\u52a1\u53ef\u9009\u8f7b\u91cf\u7ea7\u6846\u67b6\uff0c\u590d\u6742\u9879\u76ee\u9700\u591a\u667a\u80fd\u4f53\u652f\u6301\uff09\u3001\u56e2\u961f\u6280\u80fd\uff08Rasa\u9700\u8981\u5bf9\u8bdd\u7cfb\u7edf\u4e13\u4e1a\u77e5\u8bc6\uff0cLangChain\u9002\u5408Python\u5f00\u53d1\u8005\uff09\u3001\u751f\u6001\u652f\u6301\uff08\u5f00\u6e90\u6846\u67b6\u7684\u793e\u533a\u6d3b\u8dc3\u5ea6\u5f71\u54cd\u95ee\u9898\u89e3\u51b3\u6548\u7387\uff09\u3002<\/p>\n<p>2025\u5e74\u7684AI\u667a\u80fd\u4f53\u6846\u67b6\u5448\u73b0\u51fa\u4e09\u5927\u8d8b\u52bf\uff1a\u4f4e\u4ee3\u7801\u5316\u4f7f\u5f97\u975e\u6280\u672f\u4eba\u5458\u4e5f\u80fd\u6784\u5efa\u57fa\u7840\u667a\u80fd\u4f53\uff0c\u591a\u6a21\u6001\u96c6\u6210\u5c06\u6587\u672c\u3001\u56fe\u50cf\u3001\u8bed\u97f3\u7b49\u80fd\u529b\u878d\u5408\uff0c\u8fb9\u7f18\u90e8\u7f72\u8ba9\u667a\u80fd\u4f53\u5728\u7ec8\u7aef\u8bbe\u5907\u4e0a\u8fd0\u884c\u6210\u4e3a\u53ef\u80fd\u3002\u8fd9\u4e9b\u8d8b\u52bf\u63a8\u52a8\u667a\u80fd\u4f53\u6280\u672f\u4ece\u5b9e\u9a8c\u5ba4\u8d70\u5411\u66f4\u5e7f\u6cdb\u7684\u4ea7\u4e1a\u5e94\u7528\u3002<\/p>\n<h2>\u667a\u80fd\u4f53\u6846\u67b6\u4f5c\u4e3aAI\u5e94\u7528\u7684\u65b0\u57fa\u5efa<\/h2>\n<p>\u4eceLangChain\u7684\u6a21\u5757\u5316\u8bbe\u8ba1\u5230MetaGPT\u7684\u8f6f\u4ef6\u5f00\u53d1\u81ea\u52a8\u5316\uff0c\u4eceRasa\u7684\u4e13\u4e1a\u5bf9\u8bdd\u80fd\u529b\u5230Camel-AI\u7684\u8de8\u6a21\u6001\u534f\u4f5c\uff0c2025\u5e74\u7684AI\u667a\u80fd\u4f53\u6846\u67b6\u5df2\u5f62\u6210\u4e30\u5bcc\u7684\u6280\u672f\u751f\u6001\u3002\u5bf9\u4e8e\u5f00\u53d1\u8005\u800c\u8a00\uff0c\u8fd9\u4e9b\u6846\u67b6\u4e0d\u4ec5\u662f\u5de5\u5177\uff0c\u66f4\u662f\u6784\u5efa\u667a\u80fd\u5e94\u7528\u7684\u57fa\u7840\u8bbe\u65bd\u2014\u2014\u5b83\u4eec\u964d\u4f4e\u4e86AI\u5f00\u53d1\u7684\u6280\u672f\u95e8\u69db\uff0c\u62d3\u5c55\u4e86\u53ef\u80fd\u6027\u8fb9\u754c\u3002<\/p>\n<p>\u65e0\u8bba\u9009\u62e9\u54ea\u6b3e\u6846\u67b6\uff0c\u6838\u5fc3\u5728\u4e8e\u7406\u89e3\u5176\u8bbe\u8ba1\u54f2\u5b66\u4e0e\u9002\u7528\u573a\u666f\uff1aLangChain\u9002\u5408\u5feb\u901f\u6784\u5efa\u529f\u80fd\u4e30\u5bcc\u7684\u667a\u80fd\u5e94\u7528\uff0cAutoGen\u64c5\u957f\u590d\u6742\u591a\u667a\u80fd\u4f53\u534f\u4f5c\uff0cRasa\u4e13\u6ce8\u4e8e\u5bf9\u8bdd\u4f53\u9a8c\u4f18\u5316\uff0cMetaGPT\u5219\u5f15\u9886\u8f6f\u4ef6\u5f00\u53d1\u81ea\u52a8\u5316\u6d6a\u6f6e\u3002\u968f\u7740\u6280\u672f\u7684\u6301\u7eed\u6f14\u8fdb\uff0c\u4fdd\u6301\u5bf9\u6846\u67b6\u7279\u6027\u548c\u884c\u4e1a\u5e94\u7528\u7684\u654f\u611f\u5ea6\uff0c\u5c06\u6210\u4e3a\u5f00\u53d1\u8005\u5728\u667a\u80fd\u65f6\u4ee3\u7684\u6838\u5fc3\u7ade\u4e89\u529b\u3002\u672a\u6765\u5df2\u6765\uff0c\u667a\u80fd\u4f53\u6846\u67b6\u6b63\u5728\u4e66\u5199\u8f6f\u4ef6\u5f00\u53d1\u7684\u65b0\u7bc7\u7ae0\u3002<\/p>\n<p>\u6587\u7ae0\u6765\u81ea\uff1a51CTO<\/p>\n<\/div>\n<\/div>\n<div 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src=\"https:\/\/aif.amtbbs.org\/wp-content\/plugins\/page-views-count\/ajax-loader-2x.gif\" border=0 \/><\/p>\n<div class=\"pvc_clear\"><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u4eceLangChain\u7684\u6a21\u5757\u5316\u8bbe\u8ba1\u5230MetaGPT\u7684\u8f6f\u4ef6\u5f00\u53d1\u81ea\u52a8\u5316\uff0c\u4eceRasa\u7684\u4e13\u4e1a\u5bf9\u8bdd\u80fd\u529b\u5230Camel-AI\u7684 [&hellip;]<\/p>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_26651\" class=\"pvc_stats total_only  \" data-element-id=\"26651\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" version=\"1.0\" viewBox=\"0 0 502 315\" preserveAspectRatio=\"xMidYMid meet\"><g transform=\"translate(0,332) scale(0.1,-0.1)\" fill=\"\" stroke=\"none\"><path d=\"M2394 3279 l-29 -30 -3 -207 c-2 -182 0 -211 15 -242 39 -76 157 -76 196 0 15 31 17 60 15 243 l-3 209 -33 29 c-26 23 -41 29 -80 29 -41 0 -53 -5 -78 -31z\"\/><path d=\"M3085 3251 c-45 -19 -58 -50 -96 -229 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class=\"pvc_clear\"><\/div>\n","protected":false},"author":56,"featured_media":26653,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[23,20,80],"tags":[1796],"class_list":["post-26651","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-23","category-20","category-80","tag-2025ai"],"_links":{"self":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/26651","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/users\/56"}],"replies":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/comments?post=26651"}],"version-history":[{"count":1,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/26651\/revisions"}],"predecessor-version":[{"id":26654,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/26651\/revisions\/26654"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media\/26653"}],"wp:attachment":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media?parent=26651"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/categories?post=26651"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/tags?post=26651"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}