{"id":34349,"date":"2025-07-29T23:49:05","date_gmt":"2025-07-29T15:49:05","guid":{"rendered":"https:\/\/www.kdjingpai.com\/?p=34349"},"modified":"2025-07-30T00:24:28","modified_gmt":"2025-07-29T16:24:28","slug":"2025nian8daai-agentai","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/en\/2025nian8daai-agentai\/","title":{"rendered":"2025\u5e748\u5927AI Agent\u6846\u67b6\u6df1\u5ea6\u8bc4\u6d4b\uff1a\u4eceLangChain\u5230CrewAI\uff0c\u5f00\u53d1\u8005\u9009\u578b\u7ec8\u6781\u6307\u5357"},"content":{"rendered":"<p>AI Agent\uff08\u667a\u80fd\u4f53\uff09\u6b63\u63a8\u52a8\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u4ece\u201c\u5bf9\u8bdd\u201d\u8d70\u5411\u201c\u884c\u52a8\u201d\u3002\u4e00\u4e2a\u771f\u6b63\u7684 Agent \u4e0d\u4ec5\u80fd\u7406\u89e3\u6307\u4ee4\uff0c\u8fd8\u80fd\u81ea\u4e3b\u89c4\u5212\u3001\u8c03\u7528\u5de5\u5177\u3001\u5e76\u4e0e\u5916\u90e8\u73af\u5883\u4ea4\u4e92\uff0c\u4ee5\u5b8c\u6210\u590d\u6742\u7684\u4efb\u52a1\u3002\u8fd9\u80cc\u540e\u79bb\u4e0d\u5f00\u5f3a\u5927\u7684\u5f00\u6e90\u6846\u67b6\u652f\u6301\u3002<\/p>\n<p>\u5f53\u524d\uff0cAI Agent \u6846\u67b6\u9886\u57df\u5df2\u7ecf\u6d8c\u73b0\u51fa\u591a\u4e2a\u4f18\u79c0\u9879\u76ee\uff0c\u5b83\u4eec\u5728\u8bbe\u8ba1\u54f2\u5b66\u3001\u4efb\u52a1\u7f16\u6392\u3001\u5de5\u5177\u96c6\u6210\u4e43\u81f3\u591a Agent \u534f\u4f5c\u80fd\u529b\u4e0a\u5404\u6709\u5343\u79cb\u3002\u672c\u6587\u5c06\u5bf9\u516b\u4e2a\u4e3b\u6d41\u6846\u67b6\u8fdb\u884c\u6df1\u5165\u7684\u5bf9\u6bd4\u5206\u6790\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u548c\u56e2\u961f\u627e\u5230\u6700\u9002\u5408\u81ea\u8eab\u9700\u6c42\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n<h3>1. LangChain\uff1aLLM \u5e94\u7528\u5f00\u53d1\u7684\u4e8b\u5b9e\u6807\u51c6<\/h3>\n<h4>\u7b80\u4ecb<\/h4>\n<p><a href=\"https:\/\/www.kdjingpai.com\/langchain-vs-langgraph\/\">LangChain<\/a> \u662f LLM \u5e94\u7528\u5f00\u53d1\u9886\u57df\u7684\u57fa\u7840\u8bbe\u65bd\uff0c\u5b83\u5e76\u975e\u4e13\u4e3a Agent \u8bbe\u8ba1\uff0c\u4f46\u5176\u5168\u9762\u7684\u7ec4\u4ef6\u751f\u6001\u4f7f\u5176\u6210\u4e3a\u6784\u5efa Agent \u7684\u8d77\u70b9\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/d37f631e6d05759.png\" alt=\"\" \/><\/p>\n<h4>\u6838\u5fc3\u7279\u70b9<\/h4>\n<ul>\n<li><strong>\u5168\u9762\u7684\u7ec4\u4ef6<\/strong>: \u63d0\u4f9b\u4e86\u4ece\u6570\u636e\u52a0\u8f7d\uff08Document Loaders\uff09\u3001\u5411\u91cf\u5316\uff08Vectorstores\uff09\u3001\u8bb0\u5fc6\uff08Memory\uff09\u5230\u5de5\u5177\uff08Tools\uff09\u7684\u5b8c\u6574\u6a21\u5757\u3002<\/li>\n<li><strong>Agent \u7b56\u7565<\/strong>: \u652f\u6301\u591a\u79cd Agent \u8fd0\u884c\u7b56\u7565\uff0c\u5982\u00a0<code><a href=\"https:\/\/www.kdjingpai.com\/react\/\">ReAct<\/a><\/code>\u3001<code>Plan-and-Execute<\/code>\u00a0\u548c\u00a0<code>Conversational<\/code>\u3002<\/li>\n<li><strong>LCEL (LangChain Expression Language)<\/strong>: \u8fd9\u662f LangChain \u6700\u65b0\u7684\u6838\u5fc3\u7279\u6027\uff0c\u901a\u8fc7\u7ba1\u9053\u7b26\u00a0<code>|<\/code>\u00a0\u5c06\u4e0d\u540c\u7684\u7ec4\u4ef6\u6d41\u7545\u5730\u7ec4\u5408\u8d77\u6765\uff0c\u4ee3\u7801\u66f4\u7b80\u6d01\uff0c\u4e5f\u66f4\u5bb9\u6613\u5b9e\u73b0\u5e76\u884c\u6267\u884c\u548c\u6d41\u5f0f\u8f93\u51fa\u3002<\/li>\n<\/ul>\n<h4>\u6280\u672f\u67b6\u6784<\/h4>\n<p><code>LangChain<\/code>\u00a0\u7684\u67b6\u6784\u56f4\u7ed5\u00a0<code>Chain<\/code>\u00a0\u7684\u6982\u5ff5\u6784\u5efa\uff0c\u901a\u8fc7 LCEL \u5c06\u00a0<code>PromptTemplate<\/code>\u3001<code>LLM<\/code>\u00a0\u548c\u00a0<code>Output Parser<\/code>\u00a0\u7b49\u7ec4\u4ef6\u8fde\u63a5\u6210\u4e00\u4e2a\u53ef\u6267\u884c\u7684\u4efb\u52a1\u6d41\u3002\u5176 Agent \u6a21\u5757\u901a\u8fc7\u00a0<code>AgentExecutor<\/code>\u00a0\u6765\u7ba1\u7406 Agent \u7684\u601d\u8003\u548c\u884c\u52a8\u5faa\u73af\u3002\u540c\u65f6\uff0c\u5b83\u96c6\u6210\u4e86\u00a0<code>LangSmith<\/code>\u00a0\u7528\u4e8e\u8c03\u8bd5\u548c\u53ef\u89c2\u6d4b\u6027\uff0c\u8fd9\u5728\u590d\u6742 Agent \u7684\u5f00\u53d1\u4e2d\u81f3\u5173\u91cd\u8981\u3002<\/p>\n<h4>\u9002\u5408\u573a\u666f<\/h4>\n<ul>\n<li>\u9700\u8981\u9ad8\u5ea6\u5b9a\u5236\u5316\u7684\u901a\u7528 Agent \u6784\u5efa\u3002<\/li>\n<li>\u6784\u5efa\u56f4\u7ed5 RAG\uff08\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09\u3001\u5bf9\u8bdd\u7cfb\u7edf\u548c\u4ee3\u7801\u5206\u6790\u7684\u5e94\u7528\u3002<\/li>\n<li>\u4f5c\u4e3a\u5b66\u4e60\u548c\u7406\u89e3 Agent \u5de5\u4f5c\u539f\u7406\u7684\u57fa\u7840\u6846\u67b6\u3002<\/li>\n<\/ul>\n<h3>2. CrewAI\uff1a\u9762\u5411\u534f\u4f5c\u7684\u201c\u516c\u53f8\u5f0f\u201d Agent \u56e2\u961f<\/h3>\n<h4>\u7b80\u4ecb<\/h4>\n<p><a href=\"https:\/\/www.kdjingpai.com\/crewai\/\"><code>CrewAI<\/code><\/a>\u00a0\u7684\u6838\u5fc3\u601d\u60f3\u662f\u201c\u56e2\u961f\u534f\u4f5c\u201d\u3002\u5b83\u5c06 Agent \u62bd\u8c61\u4e3a\u5177\u6709\u7279\u5b9a\u89d2\u8272\uff08Role\uff09\u548c\u76ee\u6807\uff08Goal\uff09\u7684\u56e2\u961f\u6210\u5458\uff0c\u901a\u8fc7\u6d41\u7a0b\uff08Process\uff09\u6765\u534f\u540c\u5b8c\u6210\u590d\u6742\u4efb\u52a1\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/432b19dc8366453.png\" alt=\"\" \/><\/p>\n<h4>\u6838\u5fc3\u7279\u70b9<\/h4>\n<ul>\n<li><strong>\u89d2\u8272\u5316\u5206\u5de5<\/strong>: \u6bcf\u4e2a Agent \u90fd\u6709\u660e\u786e\u7684\u89d2\u8272\u3001\u804c\u8d23\u548c\u53ef\u7528\u5de5\u5177\uff0c\u7ed3\u6784\u6e05\u6670\u3002<\/li>\n<li><strong>\u5185\u7f6e\u534f\u4f5c\u6d41\u7a0b<\/strong>: \u6846\u67b6\u5185\u7f6e\u4e86\u4efb\u52a1\u8c03\u5ea6\u548c\u534f\u4f5c\u673a\u5236\uff0c\u652f\u6301\u987a\u5e8f\u6216\u5c42\u7ea7\u4efb\u52a1\u6267\u884c\u3002<\/li>\n<li><strong>\u7075\u6d3b\u7684\u914d\u7f6e<\/strong>: \u6bcf\u4e2a Agent \u53ef\u4ee5\u72ec\u7acb\u914d\u7f6e\u4f7f\u7528\u4e0d\u540c\u7684 LLM\uff0c\u5141\u8bb8\u4e3a\u4e0d\u540c\u4efb\u52a1\u9009\u62e9\u6700\u4f18\u6a21\u578b\u3002<\/li>\n<\/ul>\n<h4>\u6280\u672f\u67b6\u6784<\/h4>\n<p>\u5176\u67b6\u6784\u7531\u4e09\u4e2a\u6838\u5fc3\u90e8\u5206\u7ec4\u6210\uff1a<code>Agent<\/code>\uff08\u5b9a\u4e49\u6267\u884c\u8005\uff09\u3001<code>Task<\/code>\uff08\u5b9a\u4e49\u4efb\u52a1\uff09\u548c\u00a0<code>Crew<\/code>\uff08\u7ec4\u7ec7 Agent \u548c Task \u5e76\u542f\u52a8\u6267\u884c\uff09\u3002<code><a href=\"https:\/\/www.kdjingpai.com\/crewai\/\">CrewAI<\/a><\/code>\u00a0\u53ef\u4ee5\u65e0\u7f1d\u96c6\u6210\u00a0<code>LangChain<\/code>\u00a0\u7684\u5de5\u5177\u751f\u6001\uff0c\u4f7f\u5176\u5728\u5177\u5907\u6e05\u6670\u7ed3\u6784\u7684\u540c\u65f6\uff0c\u4e0d\u5931\u5f3a\u5927\u7684\u529f\u80fd\u6269\u5c55\u6027\u3002<\/p>\n<h4>\u4f18\u52bf<\/h4>\n<p><code>CrewAI<\/code>\u00a0\u7684\u6a21\u578b\u975e\u5e38\u8d34\u8fd1\u771f\u5b9e\u4e16\u754c\u7684\u5de5\u4f5c\u6d41\uff0c\u4f8b\u5982\u5e02\u573a\u7814\u7a76\u62a5\u544a\u7684\u64b0\u5199\u6d41\u7a0b\u53ef\u4ee5\u88ab\u62c6\u5206\u4e3a\uff1a\u7814\u7a76\u5458 Agent \u8d1f\u8d23\u641c\u96c6\u8d44\u6599\uff0c\u5206\u6790\u5e08 Agent \u8d1f\u8d23\u6574\u5408\u6570\u636e\uff0c\u4f5c\u5bb6 Agent \u8d1f\u8d23\u64b0\u5199\u62a5\u544a\u3002\u8fd9\u79cd\u6a21\u5f0f\u4f7f\u4efb\u52a1\u5206\u89e3\u548c\u7ba1\u7406\u53d8\u5f97\u5f02\u5e38\u7b80\u5355\u3002<\/p>\n<h4>\u4f7f\u7528\u573a\u666f<\/h4>\n<ul>\n<li>\u9700\u8981\u6e05\u6670\u5206\u5de5\u7684\u591a\u6b65\u9aa4\u4efb\u52a1\uff0c\u5982\u5185\u5bb9\u521b\u4f5c\u3001\u5e02\u573a\u5206\u6790\u3001\u4ee3\u7801\u5ba1\u67e5\u3002<\/li>\n<li>\u4f01\u4e1a\u5185\u90e8\u7684\u529e\u516c\u81ea\u52a8\u5316\u6d41\u7a0b\u3002<\/li>\n<\/ul>\n<h3>3. AutoGPT\uff1a\u81ea\u4e3b\u667a\u80fd\u4f53\u7684\u65e9\u671f\u63a2\u7d22\u8005<\/h3>\n<h4>\u7b80\u4ecb<\/h4>\n<p><code><a href=\"https:\/\/www.kdjingpai.com\/autogpt\/\">AutoGPT<\/a><\/code>\u00a0\u662f\u6700\u65e9\u5f15\u7206\u201c\u81ea\u4e3b\u667a\u80fd\u4f53\u201d\u6982\u5ff5\u7684\u9879\u76ee\u4e4b\u4e00\u3002\u5b83\u7684\u76ee\u6807\u662f\u5b9e\u73b0\u4e00\u4e2a\u5168\u81ea\u52a8\u7684\u95ed\u73af\u7cfb\u7edf\uff1a\u7528\u6237\u53ea\u9700\u7ed9\u5b9a\u4e00\u4e2a\u6700\u7ec8\u76ee\u6807\uff0c<code><a href=\"https:\/\/www.kdjingpai.com\/autogpt\/\">AutoGPT<\/a><\/code>\u00a0\u5c31\u80fd\u81ea\u4e3b\u62c6\u89e3\u4efb\u52a1\u3001\u6267\u884c\u5e76\u8fdb\u884c\u81ea\u6211\u8bc4\u4f30\u548c\u4fee\u6b63\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/a3e05f736c04479.png\" alt=\"\" \/><\/p>\n<h4>\u6838\u5fc3\u7279\u70b9<\/h4>\n<ul>\n<li><strong>\u5168\u81ea\u4e3b\u5faa\u73af<\/strong>: \u9075\u5faa\u201c\u601d\u8003\uff08Think\uff09-&gt; \u884c\u52a8\uff08Act\uff09-&gt; \u89c2\u5bdf\uff08Observe\uff09\u201d\u7684\u5faa\u73af\uff0c\u65e0\u9700\u4eba\u5de5\u5e72\u9884\u3002<\/li>\n<li><strong>\u957f\u671f\u8bb0\u5fc6<\/strong>: \u5229\u7528\u5411\u91cf\u6570\u636e\u5e93\u5b9e\u73b0\u4fe1\u606f\u7684\u957f\u671f\u5b58\u50a8\u548c\u68c0\u7d22\u3002<\/li>\n<li><strong>\u52a8\u6001\u5de5\u5177\u8c03\u7528<\/strong>: \u80fd\u591f\u81ea\u4e3b\u51b3\u5b9a\u8c03\u7528\u4f55\u79cd\u5de5\u5177\uff08\u5982\u7f51\u9875\u641c\u7d22\u3001\u6587\u4ef6\u8bfb\u5199\uff09\u6765\u8fbe\u6210\u76ee\u6807\u3002<\/li>\n<\/ul>\n<h4>\u4f18\u52a3\u52bf<\/h4>\n<p><code>AutoGPT<\/code>\u00a0\u7684\u5f00\u521b\u6027\u610f\u4e49\u5de8\u5927\uff0c\u5b83\u5411\u4e16\u754c\u5c55\u793a\u4e86 LLM Agent \u7684\u6f5c\u529b\u3002\u7136\u800c\uff0c\u5b83\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u4e5f\u66b4\u9732\u4e86\u660e\u663e\u7684\u95ee\u9898\uff1a\u4efb\u52a1\u62c6\u89e3\u5bb9\u6613\u51fa\u9519\u3001\u6267\u884c\u8fc7\u7a0b\u53ef\u80fd\u9677\u5165\u6b7b\u5faa\u73af\u3001token \u548c\u8ba1\u7b97\u8d44\u6e90\u6d88\u8017\u5de8\u5927\u3002\u56e0\u6b64\uff0c\u5b83\u66f4\u591a\u88ab\u89c6\u4e3a\u4e00\u4e2a\u5b9e\u9a8c\u6027\u9879\u76ee\uff0c\u800c\u975e\u751f\u4ea7\u529b\u5de5\u5177\u3002<\/p>\n<h4>\u4f7f\u7528\u573a\u666f<\/h4>\n<ul>\n<li>AI Agent \u6982\u5ff5\u9a8c\u8bc1\u548c\u5b66\u672f\u7814\u7a76\u3002<\/li>\n<li>\u81ea\u52a8\u5316\u6570\u636e\u91c7\u96c6\u548c\u521d\u6b65\u7814\u7a76\u7b49\u975e\u5173\u952e\u6027\u4efb\u52a1\u3002<\/li>\n<\/ul>\n<h3>4. AgentVerse\uff1a\u4e13\u4e3a\u591a\u667a\u80fd\u4f53\u793e\u4ea4\u4e0e\u534f\u4f5c\u8bbe\u8ba1\u7684\u5e73\u53f0<\/h3>\n<h4>\u7b80\u4ecb<\/h4>\n<p><a href=\"https:\/\/www.kdjingpai.com\/agentverse\/\"><code>AgentVerse<\/code><\/a>\u00a0\u662f\u4e00\u4e2a\u7531\u6e05\u534e\u5927\u5b66\u7814\u7a76\u8005\u63a8\u51fa\u7684\u5b9e\u9a8c\u6027\u6846\u67b6\uff0c\u4e13\u6ce8\u4e8e\u591a Agent \u4e4b\u95f4\u7684\u590d\u6742\u52a8\u6001\u4ea4\u4e92\uff0c\u5982\u8fa9\u8bba\u3001\u534f\u5546\u548c\u5408\u4f5c\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/1ee05a0a8cda7ba.png\" alt=\"\" \/><\/p>\n<h4>\u6838\u5fc3\u7279\u70b9<\/h4>\n<ul>\n<li><strong>\u591a\u667a\u80fd\u4f53\u73af\u5883<\/strong>: \u652f\u6301\u591a\u4e2a Agent \u5728\u4e00\u4e2a\u5171\u4eab\u73af\u5883\u4e2d\u5f02\u6b65\u5e76\u884c\u6267\u884c\u3002<\/li>\n<li><strong>\u4e30\u5bcc\u7684\u901a\u4fe1\u534f\u8bae<\/strong>: \u5185\u7f6e\u4e86\u6d88\u606f\u5e7f\u64ad\u3001\u70b9\u5bf9\u70b9\u901a\u4fe1\u7b49\u673a\u5236\uff0c\u652f\u6301 Agent \u95f4\u7684\u201c\u793e\u4ea4\u201d\u884c\u4e3a\u3002<\/li>\n<li><strong>\u7075\u6d3b\u7684\u90e8\u7f72<\/strong>: \u53ef\u4ee5\u5728\u672c\u5730\u6216\u5206\u5e03\u5f0f\u73af\u5883\u4e2d\u90e8\u7f72\uff0c\u65b9\u4fbf\u8fdb\u884c\u5927\u89c4\u6a21\u6a21\u62df\u5b9e\u9a8c\u3002<\/li>\n<\/ul>\n<h4>\u6280\u672f\u67b6\u6784<\/h4>\n<p><code><a href=\"https:\/\/www.kdjingpai.com\/agentverse\/\">AgentVerse<\/a><\/code>\u00a0\u4e3a\u6bcf\u4e2a Agent \u63d0\u4f9b\u4e86\u4e00\u4e2a\u72ec\u7acb\u7684\u72b6\u6001\u673a\u548c\u5de5\u5177\u96c6\uff0c\u5e76\u7531\u4e00\u4e2a\u4e3b\u63a7 Agent \u8d1f\u8d23\u534f\u8c03\u3002\u5b83\u652f\u6301\u591a\u79cd\u4ea4\u4e92\u7b56\u7565\uff0c\u5982\u00a0<code>ReAct<\/code>\u00a0\u548c\u5bf9\u8bdd\u9a71\u52a8\u6a21\u5f0f\uff0c\u4f7f\u5176\u6210\u4e3a\u7814\u7a76\u591a\u667a\u80fd\u4f53\u793e\u4f1a\u884c\u4e3a\u7684\u7406\u60f3\u5e73\u53f0\u3002<\/p>\n<h4>\u4f7f\u7528\u573a\u666f<\/h4>\n<ul>\n<li>\u6a21\u62df\u793e\u4f1a\u6027\u6216\u7ecf\u6d4e\u6027\u535a\u5f08\u3002<\/li>\n<li>\u6784\u5efa\u590d\u6742\u7684\u5bf9\u8bdd\u5f0f Agent \u56e2\u961f\uff0c\u5982\u6a21\u62df\u5ba2\u670d\u4e2d\u5fc3\u6216\u516c\u53f8\u51b3\u7b56\u4f1a\u8bae\u3002<\/li>\n<li>AI \u6559\u5b66\u4e0e\u7814\u7a76\u3002<\/li>\n<\/ul>\n<h3>5. SuperAGI\uff1a\u4e3a\u4f01\u4e1a\u6253\u9020\u7684\u53ef\u89c6\u5316 Agent \u5e73\u53f0<\/h3>\n<h4>\u7b80\u4ecb<\/h4>\n<p>\u5982\u679c\u8bf4\u00a0<code>LangChain<\/code>\u00a0\u662f\u9762\u5411\u5f00\u53d1\u8005\u7684\u201c\u547d\u4ee4\u884c\u201d\uff0c\u90a3\u4e48\u00a0<a href=\"https:\/\/www.kdjingpai.com\/superagi\/\"><code>SuperAGI<\/code><\/a>\u00a0\u5219\u66f4\u50cf\u662f\u4e3a\u4f01\u4e1a\u6253\u9020\u7684\u201c\u56fe\u5f62\u754c\u9762\u201d\u3002\u5b83\u63d0\u4f9b\u4e86\u4e00\u4e2a\u53ef\u89c6\u5316\u7684 Agent \u7ba1\u7406\u5e73\u53f0\uff0c\u76ee\u6807\u662f\u964d\u4f4e Agent \u5e94\u7528\u7684\u90e8\u7f72\u548c\u7ba1\u7406\u95e8\u69db\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/f34ea7272c1b3e8.png\" alt=\"\" \/><\/p>\n<h4>\u6838\u5fc3\u7279\u70b9<\/h4>\n<ul>\n<li><strong>Web UI \u7ba1\u7406<\/strong>: \u63d0\u4f9b Agent \u4eea\u8868\u76d8\uff0c\u53ef\u4ee5\u65b9\u4fbf\u5730\u521b\u5efa\u3001\u914d\u7f6e\u3001\u76d1\u63a7 Agent \u7684\u8fd0\u884c\u72b6\u6001\u3002<\/li>\n<li><strong>\u5de5\u5177\u5e02\u573a\uff08Marketplace\uff09<\/strong>: \u62e5\u6709\u4e00\u4e2a\u6d3b\u8dc3\u7684\u5de5\u5177\u63d2\u4ef6\u751f\u6001\uff0c\u53ef\u4ee5\u8f7b\u677e\u96c6\u6210 Google \u641c\u7d22\u3001\u6d4f\u89c8\u5668\u3001SQL \u7b49\u5e38\u7528\u5de5\u5177\u3002<\/li>\n<li><strong>\u4efb\u52a1\u961f\u5217\u4e0e\u65e5\u5fd7<\/strong>: \u5185\u7f6e\u4efb\u52a1\u7ba1\u7406\u7cfb\u7edf\uff0c\u5e76\u63d0\u4f9b\u8be6\u7ec6\u7684\u6267\u884c\u65e5\u5fd7\u8ffd\u8e2a\uff0c\u4fbf\u4e8e\u6392\u9519\u548c\u5ba1\u8ba1\u3002<\/li>\n<\/ul>\n<h4>\u4f18\u52bf<\/h4>\n<p><code><a href=\"https:\/\/www.kdjingpai.com\/superagi\/\">SuperAGI<\/a><\/code>\u00a0\u7684\u6700\u5927\u4f18\u52bf\u5728\u4e8e\u5176\u6613\u7528\u6027\u3002\u975e\u6280\u672f\u4eba\u5458\u4e5f\u53ef\u4ee5\u901a\u8fc7\u5176 UI \u754c\u9762\u6765\u7ba1\u7406\u548c\u8fd0\u884c Agent\uff0c\u8fd9\u4f7f\u5f97\u5b83\u975e\u5e38\u9002\u5408\u9700\u8981\u5feb\u901f\u843d\u5730 Agent \u5e94\u7528\u7684\u4f01\u4e1a\u73af\u5883\u3002<\/p>\n<h4>\u5e94\u7528<\/h4>\n<ul>\n<li>\u4f01\u4e1a\u5185\u90e8\u6587\u6863\u7684\u81ea\u52a8\u5316\u5904\u7406\u4e0e\u6458\u8981\u3002<\/li>\n<li>\u9500\u552e\u6216\u5e02\u573a\u6570\u636e\u7684\u5468\u671f\u6027\u5206\u6790\u3002<\/li>\n<li>\u6784\u5efa\u53ef\u7ba1\u7406\u7684\u667a\u80fd\u5ba2\u670d\u52a9\u624b\u3002<\/li>\n<\/ul>\n<h3>6. MetaGPT\uff1a\u6a21\u62df\u8f6f\u4ef6\u5f00\u53d1\u6d41\u7a0b\u7684 SOP \u4e13\u5bb6<\/h3>\n<h4>\u7b80\u4ecb<\/h4>\n<p><a href=\"https:\/\/www.kdjingpai.com\/metagpt\/\"><code>MetaGPT<\/code><\/a>\u00a0\u662f\u4e00\u4e2a\u76ee\u6807\u660e\u786e\u7684 Agent \u6846\u67b6\uff0c\u5b83\u5c06\u8f6f\u4ef6\u5f00\u53d1\u7684\u6807\u51c6\u4f5c\u4e1a\u7a0b\u5e8f\uff08SOPs\uff09\u7f16\u7801\u5230\u7cfb\u7edf\u4e2d\uff0c\u901a\u8fc7\u6a21\u62df\u4e0d\u540c\u89d2\u8272\uff08\u5982\u4ea7\u54c1\u7ecf\u7406\u3001\u67b6\u6784\u5e08\u3001\u5de5\u7a0b\u5e08\u3001\u6d4b\u8bd5\uff09\u7684\u534f\u4f5c\uff0c\u81ea\u52a8\u5316\u6574\u4e2a\u8f6f\u4ef6\u5f00\u53d1\u6d41\u7a0b\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/b4c718acec9d01a.png\" alt=\"\" \/><\/p>\n<h4>\u6838\u5fc3\u7279\u70b9<\/h4>\n<ul>\n<li><strong>SOP \u9a71\u52a8<\/strong>: \u533a\u522b\u4e8e\u5176\u4ed6\u6846\u67b6\u7684\u901a\u7528\u4efb\u52a1\u5206\u89e3\uff0c<code><a href=\"https:\/\/www.kdjingpai.com\/metagpt\/\">MetaGPT<\/a><\/code>\u00a0\u7684\u6838\u5fc3\u662f\u9884\u5b9a\u4e49\u7684 SOPs\u3002\u5b83\u77e5\u9053\u5f00\u53d1\u4e00\u4e2a\u8f6f\u4ef6\u9700\u8981\u5148\u505a\u9700\u6c42\u5206\u6790\uff0c\u7136\u540e\u662f\u67b6\u6784\u8bbe\u8ba1\uff0c\u518d\u5230\u7f16\u7801\u548c\u6d4b\u8bd5\u3002<\/li>\n<li><strong>\u591a\u89d2\u8272\u534f\u4f5c<\/strong>: \u5185\u7f6e\u4e86\u4ea7\u54c1\u7ecf\u7406\uff08PM\uff09\u3001\u5de5\u7a0b\u5e08\uff08RD\uff09\u3001\u6d4b\u8bd5\uff08QA\uff09\u7b49\u89d2\u8272\uff0c\u6bcf\u4e2a\u89d2\u8272\u90fd\u6709\u660e\u786e\u7684\u8f93\u5165\u548c\u8f93\u51fa\u3002<\/li>\n<li><strong>\u4ea7\u51fa\u6807\u51c6\u5316<\/strong>: \u80fd\u591f\u81ea\u52a8\u751f\u6210\u9700\u6c42\u6587\u6863\u3001\u7cfb\u7edf\u8bbe\u8ba1\u56fe\u3001\u4ee3\u7801\u548c\u6d4b\u8bd5\u7528\u4f8b\u7b49\u7ed3\u6784\u5316\u4ea7\u7269\u3002<\/li>\n<\/ul>\n<h4>\u6280\u672f\u67b6\u6784<\/h4>\n<p><code>MetaGPT<\/code>\u00a0\u57fa\u4e8e\u4efb\u52a1\u961f\u5217\u548c\u6d41\u7a0b\u56fe\u6765\u63a8\u8fdb\u9879\u76ee\u3002\u6bcf\u4e2a\u89d2\u8272 Agent \u5b8c\u6210\u81ea\u5df1\u7684\u4efb\u52a1\u540e\uff0c\u4f1a\u5c06\u4ea7\u51fa\u4f20\u9012\u7ed9\u4e0b\u4e00\u4e2a\u89d2\u8272\uff0c\u5f62\u6210\u4e00\u6761\u9ad8\u6548\u7684\u6d41\u6c34\u7ebf\u3002\u8fd9\u79cd\u6a21\u5f0f\u4fdd\u8bc1\u4e86\u6700\u7ec8\u4ea7\u51fa\u7684\u8d28\u91cf\u548c\u4e00\u81f4\u6027\u3002<\/p>\n<h4>\u4f7f\u7528\u573a\u666f<\/h4>\n<ul>\n<li>\u5feb\u901f\u751f\u6210\u9879\u76ee\u539f\u578b\u6216\u6700\u5c0f\u53ef\u884c\u4ea7\u54c1\uff08MVP\uff09\u3002<\/li>\n<li>\u81ea\u52a8\u5316 API \u63a5\u53e3\u548c\u76f8\u5173\u6587\u6863\u7684\u5f00\u53d1\u3002<\/li>\n<li>\u4f5c\u4e3a\u8f6f\u4ef6\u5de5\u7a0b\u6559\u5b66\u7684\u8f85\u52a9\u5de5\u5177\u3002<\/li>\n<\/ul>\n<h3>7. OpenAgent\uff1a\u6ce8\u91cd\u53ef\u89e3\u91ca\u6027\u7684\u6a21\u5757\u5316 Agent \u7cfb\u7edf<\/h3>\n<h4>\u7b80\u4ecb<\/h4>\n<p><a href=\"https:\/\/www.kdjingpai.com\/openagents\/\"><code>OpenAgent<\/code><\/a>\u00a0\u5f3a\u8c03\u6a21\u5757\u5316\u548c\u4efb\u52a1\u6267\u884c\u7684\u53ef\u89e3\u91ca\u6027\uff0c\u5176\u8bbe\u8ba1\u76ee\u6807\u662f\u8ba9 Agent \u7684\u51b3\u7b56\u8fc7\u7a0b\u66f4\u900f\u660e\u3001\u66f4\u53ef\u63a7\uff0c\u5c24\u5176\u9002\u7528\u4e8e\u5bf9\u5408\u89c4\u548c\u5ba1\u8ba1\u6709\u8f83\u9ad8\u8981\u6c42\u7684\u4f01\u4e1a\u73af\u5883\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/beb70b60f60f1e6.png\" alt=\"\" \/><\/p>\n<h4>\u6838\u5fc3\u7279\u70b9<\/h4>\n<ul>\n<li><strong>\u6a21\u5757\u89e3\u8026<\/strong>: \u5c06 Agent \u7684\u6838\u5fc3\u7ec4\u4ef6\u5982\u89c4\u5212\u5668\uff08Planner\uff09\u3001\u5de5\u5177\uff08Tool\uff09\u3001\u53cd\u9988\uff08Feedback\uff09\u7b49\u8fdb\u884c\u5206\u79bb\u5f0f\u8bbe\u8ba1\uff0c\u4fbf\u4e8e\u5355\u72ec\u5347\u7ea7\u548c\u5ba1\u8ba1\u3002<\/li>\n<li><strong>\u7edf\u4e00\u4efb\u52a1\u6846\u67b6<\/strong>: \u63d0\u4f9b\u4e00\u4e2a\u7edf\u4e00\u7684\u00a0<code>AgentExecutor<\/code>\u00a0\u6765\u8c03\u5ea6\u6240\u6709\u4efb\u52a1\uff0c\u4fdd\u8bc1\u4e86\u6267\u884c\u903b\u8f91\u7684\u4e00\u81f4\u6027\u3002<\/li>\n<li><strong>\u79c1\u6709\u5316\u53cb\u597d<\/strong>: \u652f\u6301\u672c\u5730\u5927\u6a21\u578b\u90e8\u7f72\uff0c\u6613\u4e8e\u5728\u79c1\u6709\u5316\u73af\u5883\u4e2d\u4f7f\u7528\u3002<\/li>\n<\/ul>\n<h4>\u5e94\u7528\u573a\u666f<\/h4>\n<ul>\n<li>\u91d1\u878d\u3001\u6cd5\u5f8b\u7b49\u5bf9\u51b3\u7b56\u8fc7\u7a0b\u53ef\u89e3\u91ca\u6027\u8981\u6c42\u9ad8\u7684\u884c\u4e1a\u3002<\/li>\n<li>\u9700\u8981\u6784\u5efa\u53ef\u63a7\u3001\u5408\u89c4\u7684\u79c1\u6709\u5316 Agent \u7cfb\u7edf\u7684\u4f01\u4e1a\u3002<\/li>\n<li>\u4f01\u4e1a\u5185\u90e8\u590d\u6742\u6570\u636e\u5de5\u4f5c\u6d41\u7684\u7ba1\u7406\u3002<\/li>\n<\/ul>\n<h3>8. CAMEL\uff1a\u7528\u4e8e\u63a2\u7d22 LLM \u5fc3\u667a\u7684\u5bf9\u8bdd\u5f0f\u53cc Agent \u7cfb\u7edf<\/h3>\n<h4>\u7b80\u4ecb<\/h4>\n<p><code><a href=\"https:\/\/www.kdjingpai.com\/camel-ai\/\">CAMEL<\/a><\/code>\u00a0(Communicative Agents for Mind Exploration of LLMs) \u662f\u4e00\u4e2a\u7531\u65af\u5766\u798f\u5927\u5b66\u56e2\u961f\u63d0\u51fa\u7684\u7814\u7a76\u6846\u67b6\uff0c\u5176\u6838\u5fc3\u662f\u4e00\u4e2a\u7531\u4e24\u4e2a Agent \u7ec4\u6210\u7684\u5bf9\u8bdd\u7cfb\u7edf\u3002\u901a\u8fc7\u8ba9\u5b83\u4eec\u626e\u6f14\u4e0d\u540c\u89d2\u8272\u5e76\u56f4\u7ed5\u4e00\u4e2a\u4efb\u52a1\u8fdb\u884c\u5bf9\u8bdd\uff0c\u6765\u63a2\u7d22 LLM \u5728\u63a8\u7406\u3001\u534f\u5546\u548c\u504f\u89c1\u7b49\u65b9\u9762\u7684\u6df1\u5c42\u80fd\u529b\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/07\/15b61c8c8e56ef5.png\" alt=\"\" \/><\/p>\n<h4>\u6280\u672f\u4eae\u70b9<\/h4>\n<ul>\n<li><strong>\u89d2\u8272\u626e\u6f14\u5bf9\u8bdd<\/strong>: \u7cfb\u7edf\u7531\u4e00\u4e2a\u201cAI \u7528\u6237\u201d Agent \u548c\u4e00\u4e2a\u201cAI \u52a9\u624b\u201d Agent \u7ec4\u6210\uff0c\u524d\u8005\u63d0\u51fa\u4efb\u52a1\uff0c\u540e\u8005\u6267\u884c\uff0c\u5e76\u5728\u8fc7\u7a0b\u4e2d\u4e0d\u65ad\u4ea4\u6d41\u3002<\/li>\n<li><strong>\u4efb\u52a1\u5267\u672c\u9a71\u52a8<\/strong>: \u901a\u8fc7\u9884\u8bbe\u7684\u5267\u672c\uff08scenario\uff09\u6765\u8bbe\u5b9a\u89d2\u8272\u548c\u76ee\u6807\uff0c\u5f15\u5bfc Agent \u8fdb\u884c\u6df1\u5ea6\u4e92\u52a8\u3002<\/li>\n<li><strong>\u63a2\u7d22\u6a21\u578b\u80fd\u529b<\/strong>:\u00a0<code><a href=\"https:\/\/www.kdjingpai.com\/camel-ai\/\">CAMEL<\/a><\/code>\u00a0\u7684\u4e3b\u8981\u76ee\u7684\u4e0d\u662f\u5b8c\u6210\u4efb\u52a1\uff0c\u800c\u662f\u901a\u8fc7\u89c2\u5bdf Agent \u95f4\u7684\u5bf9\u8bdd\u6765\u7814\u7a76 LLM \u7684\u5fc3\u667a\u6a21\u578b\u3002<\/li>\n<\/ul>\n<h4>\u9002\u5408\u8c01\u7528\uff1f<\/h4>\n<ul>\n<li>AI \u7814\u7a76\u4eba\u5458\u548c\u5bf9 LLM \u5185\u90e8\u5de5\u4f5c\u673a\u5236\u611f\u5174\u8da3\u7684\u5b66\u8005\u3002<\/li>\n<li>\u9700\u8981\u8fdb\u884c\u591a Agent \u534f\u5546\u6216\u535a\u5f08\u5efa\u6a21\u7684\u7814\u7a76\u8005\u3002<\/li>\n<\/ul>\n<h3>\u5982\u4f55\u9009\u62e9\uff1f<\/h3>\n<table>\n<thead>\n<tr>\n<th align=\"left\">\u6846\u67b6<\/th>\n<th align=\"left\">\u591a Agent \u534f\u4f5c<\/th>\n<th align=\"left\">\u5de5\u5177\u96c6\u6210\u80fd\u529b<\/th>\n<th align=\"left\">\u53ef\u89c6\u5316\u652f\u6301<\/th>\n<th align=\"left\">\u4f01\u4e1a\u9002\u914d\u5ea6<\/th>\n<th align=\"left\">\u6838\u5fc3\u5e94\u7528\u65b9\u5411<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td align=\"left\"><strong>LangChain<\/strong><\/td>\n<td align=\"left\">\u57fa\u7840\u652f\u6301<\/td>\n<td align=\"left\">\u975e\u5e38\u5f3a\u5927<\/td>\n<td align=\"left\">\u65e0<\/td>\n<td align=\"left\">\u9ad8<\/td>\n<td align=\"left\">\u901a\u7528\u5f00\u53d1\u4e0e\u539f\u578b<\/td>\n<\/tr>\n<tr>\n<td align=\"left\"><strong>CrewAI<\/strong><\/td>\n<td align=\"left\">\u5185\u7f6e\u652f\u6301<\/td>\n<td align=\"left\">\u5f3a\u5927<\/td>\n<td align=\"left\">\u65e0<\/td>\n<td align=\"left\">\u9ad8<\/td>\n<td align=\"left\">\u7ed3\u6784\u5316\u56e2\u961f\u534f\u4f5c<\/td>\n<\/tr>\n<tr>\n<td align=\"left\"><strong>AutoGPT<\/strong><\/td>\n<td align=\"left\">\u4e0d\u652f\u6301<\/td>\n<td align=\"left\">\u57fa\u7840\u652f\u6301<\/td>\n<td align=\"left\">\u65e0<\/td>\n<td align=\"left\">\u4f4e<\/td>\n<td align=\"left\">\u6982\u5ff5\u9a8c\u8bc1\u4e0e\u5b9e\u9a8c<\/td>\n<\/tr>\n<tr>\n<td align=\"left\"><strong>AgentVerse<\/strong><\/td>\n<td align=\"left\">\u6838\u5fc3\u7279\u6027<\/td>\n<td align=\"left\">\u90e8\u5206\u652f\u6301<\/td>\n<td align=\"left\">\u90e8\u5206\u652f\u6301<\/td>\n<td align=\"left\">\u4e2d<\/td>\n<td align=\"left\">\u591a\u667a\u80fd\u4f53\u793e\u4ea4\u4eff\u771f<\/td>\n<\/tr>\n<tr>\n<td align=\"left\"><strong>SuperAGI<\/strong><\/td>\n<td align=\"left\">\u5185\u7f6e\u652f\u6301<\/td>\n<td align=\"left\">\u5f3a\u5927<\/td>\n<td align=\"left\">\u5185\u7f6e\u652f\u6301<\/td>\n<td align=\"left\">\u975e\u5e38\u9ad8<\/td>\n<td align=\"left\">\u4f01\u4e1a\u7ea7\u53ef\u89c6\u5316\u5de5\u4f5c\u6d41<\/td>\n<\/tr>\n<tr>\n<td align=\"left\"><strong>MetaGPT<\/strong><\/td>\n<td align=\"left\">\u6838\u5fc3\u7279\u6027<\/td>\n<td align=\"left\">\u5f3a\u5927<\/td>\n<td align=\"left\">\u5185\u7f6e\u652f\u6301<\/td>\n<td align=\"left\">\u4e2d<\/td>\n<td align=\"left\">\u81ea\u52a8\u5316\u8f6f\u4ef6\u5f00\u53d1<\/td>\n<\/tr>\n<tr>\n<td align=\"left\"><strong>OpenAgent<\/strong><\/td>\n<td align=\"left\">\u5185\u7f6e\u652f\u6301<\/td>\n<td align=\"left\">\u5f3a\u5927<\/td>\n<td align=\"left\">\u65e0<\/td>\n<td align=\"left\">\u9ad8<\/td>\n<td align=\"left\">\u53ef\u89e3\u91ca\u7684\u79c1\u6709\u5316\u90e8\u7f72<\/td>\n<\/tr>\n<tr>\n<td align=\"left\"><strong>CAMEL<\/strong><\/td>\n<td align=\"left\">\u6838\u5fc3\u7279\u6027<\/td>\n<td align=\"left\">\u4e0d\u652f\u6301<\/td>\n<td align=\"left\">\u65e0<\/td>\n<td align=\"left\">\u4f4e<\/td>\n<td align=\"left\">AI \u5fc3\u667a\u6a21\u578b\u7814\u7a76<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<ul>\n<li><strong>\u65b0\u624b\u5165\u95e8\u4e0e\u901a\u7528\u5f00\u53d1<\/strong>: \u4ece\u00a0<code>LangChain<\/code>\u00a0\u5f00\u59cb\uff0c\u5b83\u63d0\u4f9b\u4e86\u6700\u5168\u9762\u7684\u7ec4\u4ef6\u548c\u6587\u6863\u3002<\/li>\n<li><strong>\u7ed3\u6784\u5316\u591a\u6b65\u4efb\u52a1<\/strong>:\u00a0<code>CrewAI<\/code>\u00a0\u662f\u6700\u4f73\u9009\u62e9\uff0c\u5176\u89d2\u8272\u5316\u5206\u5de5\u6a21\u578b\u975e\u5e38\u6e05\u6670\u3002<\/li>\n<li><strong>\u4f01\u4e1a\u5feb\u901f\u90e8\u7f72<\/strong>:\u00a0<code>SuperAGI<\/code>\u00a0\u7684\u53ef\u89c6\u5316\u754c\u9762\u548c\u5de5\u5177\u5e02\u573a\u80fd\u663e\u8457\u52a0\u901f\u843d\u5730\u3002<\/li>\n<li><strong>\u81ea\u52a8\u5316\u8f6f\u4ef6\u5f00\u53d1<\/strong>:\u00a0<code>MetaGPT<\/code>\u00a0\u5728\u8fd9\u4e00\u5782\u76f4\u9886\u57df\u65e0\u4eba\u80fd\u53ca\u3002<\/li>\n<li><strong>\u5b66\u672f\u7814\u7a76<\/strong>:\u00a0<code>AgentVerse<\/code>\u00a0\u548c\u00a0<code>CAMEL<\/code> \u63d0\u4f9b\u4e86\u9488\u5bf9\u591a\u667a\u80fd\u4f53\u4ea4\u4e92\u548c LLM \u80fd\u529b\u63a2\u7d22\u7684\u4e13\u95e8\u5de5\u5177\u3002<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>AI Agent\uff08\u667a\u80fd\u4f53\uff09\u6b63\u63a8\u52a8\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u4ece\u201c\u5bf9\u8bdd\u201d\u8d70\u5411\u201c\u884c\u52a8\u201d\u3002\u4e00\u4e2a\u771f\u6b63\u7684 Agent \u4e0d\u4ec5\u80fd\u7406\u89e3\u6307\u4ee4\uff0c\u8fd8\u80fd\u81ea\u4e3b\u89c4\u5212\u3001\u8c03\u7528\u5de5\u5177\u3001\u5e76\u4e0e\u5916\u90e8\u73af\u5883\u4ea4\u4e92\uff0c\u4ee5\u5b8c\u6210\u590d\u6742\u7684\u4efb\u52a1\u3002\u8fd9\u80cc\u540e\u79bb\u4e0d\u5f00\u5f3a\u5927\u7684\u5f00\u6e90\u6846\u67b6\u652f\u6301\u3002 \u5f53\u524d\uff0cAI Agent \u6846\u67b6&#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[182],"tags":[],"class_list":["post-34349","post","type-post","status-publish","format-standard","hentry","category-shicao"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts\/34349","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/comments?post=34349"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts\/34349\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/media?parent=34349"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/categories?post=34349"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/tags?post=34349"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}