{"id":6423,"date":"2025-05-15T12:49:31","date_gmt":"2025-05-15T12:49:31","guid":{"rendered":"https:\/\/www.myshirtai.com\/archives\/6423"},"modified":"2025-05-15T12:49:31","modified_gmt":"2025-05-15T12:49:31","slug":"%e6%b7%b1%e5%85%a5%e7%90%86%e8%a7%a3langgraph%ef%bc%9a%e6%9e%84%e5%bb%ba%e6%99%ba%e8%83%bdai%e5%b7%a5%e4%bd%9c%e6%b5%81%e7%9a%84%e6%96%b0%e8%8c%83%e5%bc%8f","status":"publish","type":"post","link":"https:\/\/www.myshirtai.com\/ar\/archives\/6423","title":{"rendered":"\u6df1\u5165\u7406\u89e3LangGraph\uff1a\u6784\u5efa\u667a\u80fdAI\u5de5\u4f5c\u6d41\u7684\u65b0\u8303\u5f0f"},"content":{"rendered":"<p>\u5728\u4eba\u5de5\u667a\u80fd\u6280\u672f\u8fc5\u901f\u53d1\u5c55\u7684\u4eca\u5929\uff0c\u5904\u7406\u590d\u6742\u7684AI\u4efb\u52a1\u5df2\u7ecf\u6210\u4e3a\u4f01\u4e1a\u548c\u5f00\u53d1\u8005\u9762\u4e34\u7684\u91cd\u8981\u6311\u6218\u3002\u4f20\u7edf\u7684\u94fe\u5f0f\u8c03\u7528\u6846\u67b6\u5728\u9762\u5bf9\u591a\u6b65\u9aa4\u63a8\u7406\u3001\u52a8\u6001\u51b3\u7b56\u548c\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u7b49\u573a\u666f\u65f6\u663e\u5f97\u529b\u4e0d\u4ece\u5fc3\u3002LangGraph\u4f5c\u4e3a\u4e00\u4e2a\u9769\u547d\u6027\u7684AI\u6846\u67b6\uff0c\u901a\u8fc7\u56fe\u601d\u7ef4\u6a21\u5f0f\u4e3a\u6211\u4eec\u63d0\u4f9b\u4e86\u6784\u5efa\u667a\u80fd\u5de5\u4f5c\u6d41\u7684\u65b0\u65b9\u6848\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/school.myshirtai.com\/wp-content\/uploads\/2025\/05\/\u5fae\u4fe1\u56fe\u7247_2025-05-15_180727_416_cleanup-realesr-animevideov3-x2-x2.png\" alt=\"\" class=\"wp-image-1230\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-langgraph\u7684\u6838\u5fc3\u7406\u5ff5\u4e0e\u8bbe\u8ba1\u54f2\u5b66\">LangGraph\u7684\u6838\u5fc3\u7406\u5ff5\u4e0e\u8bbe\u8ba1\u54f2\u5b66<\/h2>\n\n\n\n<p>LangGraph\u7684\u6838\u5fc3\u7406\u5ff5\u662f\u5c06\u590d\u6742\u7684AI\u4efb\u52a1\u89c6\u4e3a\u4e00\u4e2a\u6709\u5411\u56fe\u7ed3\u6784\uff0c\u5176\u4e2d\u6bcf\u4e2a\u8282\u70b9\u4ee3\u8868\u4e00\u4e2a\u6267\u884c\u5355\u5143\uff0c\u800c\u8fb9\u5219\u5b9a\u4e49\u4e86\u6267\u884c\u7684\u6d41\u7a0b\u548c\u6761\u4ef6\u3002\u8fd9\u79cd\u8bbe\u8ba1\u7406\u5ff5\u6e90\u4e8e\u5bf9\u73b0\u5b9e\u4e16\u754c\u590d\u6742\u95ee\u9898\u7684\u6df1\u523b\u7406\u89e3\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-\u4e3a\u4ec0\u4e48\u9700\u8981langgraph\">\u4e3a\u4ec0\u4e48\u9700\u8981LangGraph\uff1f<\/h3>\n\n\n\n<p>\u968f\u7740\u4f01\u4e1a\u9010\u6e10\u5411\u66f4\u667a\u80fd\u3001\u6570\u636e\u9a71\u52a8\u7684\u7ec4\u7ec7\u53d1\u5c55\uff0c\u5bf9\u4e8e\u4e0d\u4ec5\u4ec5\u80fd\u56de\u7b54\u7b80\u5355\u95ee\u9898\u7684\u7cfb\u7edf\u9700\u6c42\u6b63\u5728\u8fc5\u901f\u589e\u52a0\u3002\u4f01\u4e1a\u4e0d\u518d\u6ee1\u8db3\u4e8e\u53ea\u80fd\u54cd\u5e94\u63d0\u793a\u7684AI\u7cfb\u7edf\uff0c\u4ed6\u4eec\u9700\u8981\u80fd\u591f\u601d\u8003\u3001\u8ba1\u5212\u548c\u884c\u52a8\u7684\u7cfb\u7edf\u3002\u8fd9\u4e9b\u4e0b\u4e00\u4ee3\u7cfb\u7edf\u5fc5\u987b\u80fd\u591f\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5728\u591a\u6b65\u9aa4\u8fc7\u7a0b\u4e2d\u8fdb\u884c\u534f\u8c03<\/li>\n\n\n\n<li>\u9009\u62e9\u6700\u5408\u9002\u7684\u6280\u672f\u6216\u6570\u636e\u6e90<\/li>\n\n\n\n<li>\u68c0\u7d22\u548c\u63a8\u7406\u4e0a\u4e0b\u6587\u4fe1\u606f<\/li>\n\n\n\n<li>\u5728\u65e0\u9700\u6301\u7eed\u4eba\u5de5\u5e72\u9884\u7684\u60c5\u51b5\u4e0b\u81ea\u4e3b\u6267\u884c\u51b3\u7b56<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/school.myshirtai.com\/wp-content\/uploads\/2025\/05\/\u5fae\u4fe1\u56fe\u7247_2025-05-15_193006_975_cleanup-scaled.jpg\" alt=\"\" class=\"wp-image-1242\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-\u56fe\u7ed3\u6784\u7684\u4e09\u5927\u8981\u7d20\">\u56fe\u7ed3\u6784\u7684\u4e09\u5927\u8981\u7d20<\/h3>\n\n\n\n<p>LangGraph\u7684\u6838\u5fc3\u6784\u5efa\u5728\u4e09\u4e2a\u5173\u952e\u8981\u7d20\u4e4b\u4e0a\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u8282\u70b9\uff08Node\uff09<\/strong>\uff1a\u4ee3\u8868\u4e00\u4e2a\u72ec\u7acb\u5355\u5143\uff0c\u53ef\u4ee5\u662f\uff1a\n<ul class=\"wp-block-list\">\n<li>Agent\u8282\u70b9\uff1a\u5c01\u88c5\u72ec\u7acbAgent\u80fd\u529b<\/li>\n\n\n\n<li>Tool\u8282\u70b9\uff1a\u8c03\u7528\u5177\u4f53\u5de5\u5177<\/li>\n\n\n\n<li>END\u8282\u70b9\uff1a\u6d41\u7a0b\u7ed3\u675f\u7684\u6807\u8bc6<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u8fb9\uff08Edge\uff09<\/strong>\uff1a\u6807\u6ce8\u72b6\u6001\u6d41\u8f6c\u7684\u51b3\u7b56\u8def\u5f84\uff0c\u51b3\u5b9a\u4e0b\u4e00\u6b65\u8df3\u8f6c\u5230\u54ea\u4e2a\u8282\u70b9\uff1a\n<ul class=\"wp-block-list\">\n<li>\u987a\u5e8f\u6267\u884c\uff08\u7ebf\u6027\u6d41\u7a0b\uff09<\/li>\n\n\n\n<li>\u6761\u4ef6\u8df3\u8f6c\uff08\u57fa\u4e8e\u72b6\u6001\u7684\u52a8\u6001\u8def\u7531\uff09<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u72b6\u6001\uff08State\uff09<\/strong>\uff1a\u8d2f\u7a7f\u6574\u4e2a\u6d41\u7a0b\uff0c\u8bb0\u5f55\u6570\u636e\u6216\u4ea4\u4e92\u72b6\u6001\uff0c\u9a71\u52a8\u8282\u70b9\u95f4\u7684\u6d41\u8f6c<\/li>\n<\/ol>\n\n\n\n<p>\u8fd9\u79cd\u8bbe\u8ba1\u4f7f\u5f97LangGraph\u9ad8\u5ea6\u6a21\u5757\u5316\u548c\u76f4\u89c2\uff0c\u7279\u522b\u9002\u5408\u9700\u8981\u9075\u5faa\u7a0b\u5e8f\u903b\u8f91\u548c\u6761\u4ef6\u5206\u652f\u7684\u4f01\u4e1a\u7cfb\u7edf\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/school.myshirtai.com\/wp-content\/uploads\/2025\/05\/\u5fae\u4fe1\u56fe\u7247_2025-05-15_173024_065.png\" alt=\"\" class=\"wp-image-1226\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-langgraph\u7684\u72b6\u6001\u7ba1\u7406\u4e0e\u5de5\u4f5c\u6d41\u6784\u5efa\">LangGraph\u7684\u72b6\u6001\u7ba1\u7406\u4e0e\u5de5\u4f5c\u6d41\u6784\u5efa<\/h2>\n\n\n\n<p>\u72b6\u6001\u7ba1\u7406\u662fLangGraph\u7684\u6838\u5fc3\u7279\u6027\u4e4b\u4e00\uff0c\u5b83\u901a\u8fc7Pydantic\u6a21\u578b\u6765\u5b9a\u4e49\u548c\u7ef4\u62a4\u6574\u4e2a\u5de5\u4f5c\u6d41\u7684\u5171\u4eab\u72b6\u6001\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-\u72b6\u6001\u5b9a\u4e49\u4e0e\u7ba1\u7406\">\u72b6\u6001\u5b9a\u4e49\u4e0e\u7ba1\u7406<\/h3>\n\n\n\n<p>LangGraph\u4f7f\u7528TypedDict\u6216Pydantic\u6765\u5b9a\u4e49\u72b6\u6001\u7ed3\u6784\uff0c\u6bcf\u4e2a\u8282\u70b9\u90fd\u53ef\u4ee5\u8bbf\u95ee\u548c\u4fee\u6539\u8fd9\u4e2a\u5171\u4eab\u72b6\u6001\uff1a<\/p>\n\n\n\n<div class=\"wp-block-code\"><div class=\"xhcode-toolbar\"><i class=\"xhcode-icon-codesvg\"><\/i><span>PHP<\/span><\/div><pre><code lang=\"php\" class=\"language-php\">class AgentState(TypedDict):\n    messages: List[BaseMessage]  # \u5bf9\u8bdd\u5386\u53f2\n    agent_outcome: str          # \u4e0b\u4e00\u6b65\u51b3\u7b56\n    tool_response: str          # \u5de5\u5177\u8c03\u7528\u7ed3\u679c\n<\/code><\/pre><\/div>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/school.myshirtai.com\/wp-content\/uploads\/2025\/05\/accesswximg_cleanup-realesr-animevideov3-x2-x2_C.jpg\" alt=\"\" class=\"wp-image-1231\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-\u8282\u70b9\u7684\u5b9e\u73b0\">\u8282\u70b9\u7684\u5b9e\u73b0<\/h3>\n\n\n\n<p>\u8282\u70b9\u662f\u6267\u884c\u5177\u4f53\u529f\u80fd\u7684\u5904\u7406\u5355\u5143\uff0c\u5b83\u4eec\u63a5\u6536\u5f53\u524d\u72b6\u6001\u5e76\u8fd4\u56de\u66f4\u65b0\u540e\u7684\u72b6\u6001\uff1a<\/p>\n\n\n\n<div class=\"wp-block-code\"><div class=\"xhcode-toolbar\"><i class=\"xhcode-icon-codesvg\"><\/i><span>PHP<\/span><\/div><pre><code lang=\"php\" class=\"language-php\">def agent_decision_node(state: AgentState) -&gt; dict:\n    # \u5206\u6790\u7528\u6237\u610f\u56fe\u5e76\u505a\u51fa\u51b3\u7b56\n    last_message = state[\"messages\"][-1].content\n    # \u57fa\u4e8e\u610f\u56fe\u8fd4\u56de\u4e0b\u4e00\u6b65\u884c\u52a8\n    return {\"agent_outcome\": decision}\n<\/code><\/pre><\/div>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/school.myshirtai.com\/wp-content\/uploads\/2025\/05\/640-2.png\" alt=\"\" class=\"wp-image-1237\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-\u5de5\u4f5c\u6d41\u7684\u7ec4\u88c5\">\u5de5\u4f5c\u6d41\u7684\u7ec4\u88c5<\/h3>\n\n\n\n<p>\u901a\u8fc7StateGraph\u7c7b\uff0c\u6211\u4eec\u53ef\u4ee5\u5c06\u8282\u70b9\u548c\u8fb9\u7ec4\u88c5\u6210\u5b8c\u6574\u7684\u5de5\u4f5c\u6d41\uff1a<\/p>\n\n\n\n<div class=\"wp-block-code\"><div class=\"xhcode-toolbar\"><i class=\"xhcode-icon-codesvg\"><\/i><span>PHP<\/span><\/div><pre><code lang=\"php\" class=\"language-php\">workflow = StateGraph(AgentState)\nworkflow.add_node(\"agent\", agent_decision_node)\nworkflow.add_edge(\"agent\", \"tool\")\nworkflow.set_entry_point(\"agent\")\n<\/code><\/pre><\/div>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/school.myshirtai.com\/wp-content\/uploads\/2025\/05\/1745583376202-realesr-animevideov3-x2-x2.jpg\" alt=\"\" class=\"wp-image-1240\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-langgraph\u7684\u9ad8\u7ea7\u7279\u6027\u4e0e\u6700\u4f73\u5b9e\u8df5\">LangGraph\u7684\u9ad8\u7ea7\u7279\u6027\u4e0e\u6700\u4f73\u5b9e\u8df5<\/h2>\n\n\n\n<p>LangGraph\u63d0\u4f9b\u4e86\u8bb8\u591a\u9ad8\u7ea7\u7279\u6027\uff0c\u4f7f\u5176\u80fd\u591f\u5904\u7406\u66f4\u590d\u6742\u7684\u573a\u666f\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-\u6761\u4ef6\u8def\u7531\u4e0e\u52a8\u6001\u51b3\u7b56\">\u6761\u4ef6\u8def\u7531\u4e0e\u52a8\u6001\u51b3\u7b56<\/h3>\n\n\n\n<p>LangGraph\u652f\u6301\u6761\u4ef6\u8fb9\uff0c\u53ef\u4ee5\u6839\u636e\u72b6\u6001\u52a8\u6001\u51b3\u5b9a\u6267\u884c\u8def\u5f84\uff1a<\/p>\n\n\n\n<div class=\"wp-block-code\"><div class=\"xhcode-toolbar\"><i class=\"xhcode-icon-codesvg\"><\/i><span>PHP<\/span><\/div><pre><code lang=\"php\" class=\"language-php\">def router(state):\n    if state[\"intent\"] == \"technical\":\n        return \"expert_agent\"\n    else:\n        return \"review_agent\"\n\nworkflow.add_conditional_edges(\"intent_agent\", router)\n<\/code><\/pre><\/div>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-\u5faa\u73af\u63a7\u5236\u4e0e\u8fed\u4ee3\u4f18\u5316\">\u5faa\u73af\u63a7\u5236\u4e0e\u8fed\u4ee3\u4f18\u5316<\/h3>\n\n\n\n<p>\u4e0e\u4f20\u7edf\u7684DAG\uff08\u6709\u5411\u65e0\u73af\u56fe\uff09\u4e0d\u540c\uff0cLangGraph\u652f\u6301\u5faa\u73af\u7ed3\u6784\uff0c\u8fd9\u4f7f\u5f97\u5b9e\u73b0\u591a\u8f6e\u51b3\u7b56\u548c\u91cd\u8bd5\u673a\u5236\u6210\u4e3a\u53ef\u80fd\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u9a8c\u8bc1-\u4fee\u6b63\u5faa\u73af\uff1a\u4e0d\u65ad\u6539\u8fdb\u8f93\u51fa\u76f4\u5230\u6ee1\u8db3\u8d28\u91cf\u6807\u51c6<\/li>\n\n\n\n<li>\u81ea\u6211\u53cd\u601d\u6a21\u5f0f\uff1a\u901a\u8fc7\u53cd\u9988\u5faa\u73af\u6301\u7eed\u4f18\u5316\u7ed3\u679c<\/li>\n\n\n\n<li>\u6811\u641c\u7d22\u51b3\u7b56\uff1a\u652f\u6301\u6df1\u5ea6\u4f18\u5148\u6216\u5e7f\u5ea6\u4f18\u5148\u7684\u641c\u7d22\u7b56\u7565<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/school.myshirtai.com\/wp-content\/uploads\/2025\/05\/640-1_cleanup.png\" alt=\"\" class=\"wp-image-1236\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-\u53ef\u89c6\u5316\u4e0e\u8c03\u8bd5\">\u53ef\u89c6\u5316\u4e0e\u8c03\u8bd5<\/h3>\n\n\n\n<p>LangGraph\u63d0\u4f9b\u4e86\u5f3a\u5927\u7684\u53ef\u89c6\u5316\u529f\u80fd\uff0c\u53ef\u4ee5\u76f4\u89c2\u5730\u5c55\u793a\u5de5\u4f5c\u6d41\u7ed3\u6784\uff1a<\/p>\n\n\n\n<div class=\"wp-block-code\"><div class=\"xhcode-toolbar\"><i class=\"xhcode-icon-codesvg\"><\/i><span>PHP<\/span><\/div><pre><code lang=\"php\" class=\"language-php\"># \u751f\u6210Mermaid\u56fe\u8868\nmermaid_code = graph.get_graph().draw_mermaid()\n# \u4fdd\u5b58\u4e3aPNG\u56fe\u7247\napp.get_graph().draw_mermaid_png(output_file_path=\"workflow_graph.png\")\n<\/code><\/pre><\/div>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/school.myshirtai.com\/wp-content\/uploads\/2025\/05\/\u5fae\u4fe1\u56fe\u7247_2025-05-15_173423_785_cleanup.png\" alt=\"\" class=\"wp-image-1228\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-langgraph\u5b9e\u6218\u5e94\u7528\u573a\u666f\">LangGraph\u5b9e\u6218\u5e94\u7528\u573a\u666f<\/h2>\n\n\n\n<p>LangGraph\u5728\u5b9e\u9645\u4e1a\u52a1\u4e2d\u6709\u5e7f\u6cdb\u7684\u5e94\u7528\u573a\u666f\uff0c\u8ba9\u6211\u4eec\u901a\u8fc7\u51e0\u4e2a\u5b9e\u9645\u6848\u4f8b\u6765\u7406\u89e3\u5b83\u7684\u5f3a\u5927\u4e4b\u5904\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-\u667a\u80fd\u5ba2\u670d\u7cfb\u7edf\">\u667a\u80fd\u5ba2\u670d\u7cfb\u7edf<\/h3>\n\n\n\n<p>\u5728\u667a\u80fd\u5ba2\u670d\u573a\u666f\u4e2d\uff0cLangGraph\u53ef\u4ee5\u6784\u5efa\u4e00\u4e2a\u590d\u6742\u7684\u51b3\u7b56\u6d41\u7a0b\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u610f\u56fe\u8bc6\u522b<\/strong>\uff1a\u5206\u6790\u7528\u6237\u8f93\u5165\uff0c\u8bc6\u522b\u95ee\u9898\u7c7b\u578b<\/li>\n\n\n\n<li><strong>\u4e13\u5bb6\u8def\u7531<\/strong>\uff1a\u6839\u636e\u95ee\u9898\u7c7b\u578b\u5206\u914d\u7ed9\u4e0d\u540c\u7684\u4e13\u5bb6Agent<\/li>\n\n\n\n<li><strong>\u591a\u8f6e\u5bf9\u8bdd<\/strong>\uff1a\u652f\u6301\u4e0a\u4e0b\u6587\u7406\u89e3\u548c\u591a\u8f6e\u4ea4\u4e92<\/li>\n\n\n\n<li><strong>\u4eba\u673a\u534f\u4f5c<\/strong>\uff1a\u5728\u5173\u952e\u8282\u70b9\u5f15\u5165\u4eba\u5de5\u5ba1\u6838<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-\u6587\u672c\u5904\u7406\u6d41\u6c34\u7ebf\">\u6587\u672c\u5904\u7406\u6d41\u6c34\u7ebf<\/h3>\n\n\n\n<p>\u521b\u5efa\u4e00\u4e2a\u4e09\u6b65\u8d70\u7684\u667a\u80fd\u6587\u672c\u5904\u7406\u6d41\u7a0b\uff1a<\/p>\n\n\n\n<div class=\"wp-block-code\"><div class=\"xhcode-toolbar\"><i class=\"xhcode-icon-codesvg\"><\/i><span>PHP<\/span><\/div><pre><code lang=\"php\" class=\"language-php\"># \u6587\u672c\u5206\u7c7b\u8282\u70b9\ndef classification_node(state):\n    # \u5c06\u6587\u672c\u5206\u7c7b\u4e3a\u65b0\u95fb\u3001\u535a\u5ba2\u3001\u7814\u7a76\u6216\u5176\u4ed6\n    return {\"classification\": classification}\n\n# \u5b9e\u4f53\u63d0\u53d6\u8282\u70b9\ndef entity_extraction_node(state):\n    # \u63d0\u53d6\u4eba\u7269\u3001\u7ec4\u7ec7\u3001\u5730\u70b9\u7b49\u5b9e\u4f53\n    return {\"entities\": entities}\n\n# \u6458\u8981\u751f\u6210\u8282\u70b9\ndef summarization_node(state):\n    # \u751f\u6210\u6587\u672c\u6458\u8981\n    return {\"summary\": summary}\n<\/code><\/pre><\/div>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-\u591a\u667a\u80fd\u4f53\u534f\u4f5c\">\u591a\u667a\u80fd\u4f53\u534f\u4f5c<\/h3>\n\n\n\n<p>\u5728\u590d\u6742\u7684\u4f01\u4e1a\u573a\u666f\u4e2d\uff0c\u591a\u4e2aAI Agent\u9700\u8981\u534f\u540c\u5de5\u4f5c\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5e76\u884c\u5904\u7406<\/strong>\uff1a\u591a\u4e2a\u4e13\u5bb6\u540c\u65f6\u5206\u6790\u95ee\u9898<\/li>\n\n\n\n<li><strong>\u7ed3\u679c\u6c47\u805a<\/strong>\uff1a\u7efc\u5408\u591a\u65b9\u610f\u89c1\u5f62\u6210\u6700\u7ec8\u51b3\u7b56<\/li>\n\n\n\n<li><strong>\u7ea7\u8054\u51b3\u7b56<\/strong>\uff1a\u6839\u636e\u521d\u6b65\u5206\u6790\u7ed3\u679c\u52a8\u6001\u8c03\u7528\u4e0d\u540c\u7684\u4e13\u5bb6<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/school.myshirtai.com\/wp-content\/uploads\/2025\/05\/640.png\" alt=\"\" class=\"wp-image-1227\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-langgraph\u4e0e\u5176\u4ed6\u6846\u67b6\u7684\u5bf9\u6bd4\u4e0e\u9009\u62e9\">LangGraph\u4e0e\u5176\u4ed6\u6846\u67b6\u7684\u5bf9\u6bd4\u4e0e\u9009\u62e9<\/h2>\n\n\n\n<p>\u5728\u9009\u62e9AI\u6846\u67b6\u65f6\uff0c\u4e86\u89e3\u4e0d\u540c\u5de5\u5177\u7684\u7279\u70b9\u548c\u9002\u7528\u573a\u666f\u81f3\u5173\u91cd\u8981\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-langgraph-vs-langchain\">LangGraph vs LangChain<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u573a\u666f<\/th><th>LangChain<\/th><th>LangGraph<\/th><\/tr><\/thead><tbody><tr><td>\u7b80\u5355\u7ebf\u6027\u4efb\u52a1<\/td><td>\u2705\u9002\u5408\uff08\u5982\u95ee\u7b54\u94fe\uff09<\/td><td>\u26a0\ufe0f\u8fc7\u5ea6\u8bbe\u8ba1<\/td><\/tr><tr><td>\u590d\u6742\u6d41\u7a0b<\/td><td>\u274c\u9700\u624b\u52a8\u7ba1\u7406\u72b6\u6001<\/td><td>\u2705\u539f\u751f\u652f\u6301\u5faa\u73af\/\u5206\u652f<\/td><\/tr><tr><td>\u591aAgent\u534f\u4f5c<\/td><td>\u274c\u4f9d\u8d56\u5171\u4eab\u53d8\u91cf\u6216\u56de\u8c03<\/td><td>\u2705\u53ef\u89c6\u5316\u8def\u7531<\/td><\/tr><tr><td>\u52a8\u6001\u51b3\u7b56<\/td><td>\u274c\u786c\u7f16\u7801\u6761\u4ef6<\/td><td>\u2705\u5b9e\u65f6\u6761\u4ef6\u8df3\u8f6c<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-\u9009\u62e9\u5efa\u8bae\">\u9009\u62e9\u5efa\u8bae<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4f7f\u7528LangChain<\/strong>\uff1a\u5f53\u4efb\u52a1\u6d41\u7a0b\u56fa\u5b9a\uff0c\u5982&#8221;\u641c\u7d22\u2192\u603b\u7ed3&#8221;\u8fd9\u6837\u7684\u7b80\u5355\u94fe\u5f0f\u4efb\u52a1<\/li>\n\n\n\n<li><strong>\u4f7f\u7528LangGraph<\/strong>\uff1a\u5f53\u9700\u8981\u5904\u7406\u52a8\u6001\u51b3\u7b56\u3001\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u3001\u5faa\u73af\u4f18\u5316\u7b49\u590d\u6742\u573a\u666f<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-langgraph\u7684\u72ec\u7279\u4f18\u52bf\">LangGraph\u7684\u72ec\u7279\u4f18\u52bf<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u72b6\u6001\u6301\u4e45\u5316<\/strong>\uff1a\u652f\u6301\u65ad\u70b9\u6062\u590d\u548c\u65f6\u95f4\u65c5\u884c\u529f\u80fd<\/li>\n\n\n\n<li><strong>\u4e0eLangChain\u6df1\u5ea6\u96c6\u6210<\/strong>\uff1a\u53ef\u4ee5\u590d\u7528LangChain\u751f\u6001\u7cfb\u7edf\u7684\u6240\u6709\u7ec4\u4ef6<\/li>\n\n\n\n<li><strong>\u4f01\u4e1a\u7ea7\u7279\u6027<\/strong>\uff1a\u63d0\u4f9b\u76d1\u63a7\u3001\u65e5\u5fd7\u3001\u7248\u672c\u63a7\u5236\u7b49\u4f01\u4e1a\u5fc5\u9700\u529f\u80fd<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-\u7ed3\u8bed\">\u7ed3\u8bed<\/h2>\n\n\n\n<p>LangGraph\u901a\u8fc7\u5c06\u56fe\u601d\u7ef4\u5f15\u5165AI\u5de5\u4f5c\u6d41\u6784\u5efa\uff0c\u4e3a\u6211\u4eec\u63d0\u4f9b\u4e86\u4e00\u79cd\u5168\u65b0\u7684\u65b9\u5f0f\u6765\u5904\u7406\u590d\u6742\u7684AI\u4efb\u52a1\u3002\u5b83\u4e0d\u4ec5\u89e3\u51b3\u4e86\u4f20\u7edf\u94fe\u5f0f\u6846\u67b6\u7684\u5c40\u9650\u6027\uff0c\u8fd8\u4e3a\u6784\u5efa\u4f01\u4e1a\u7ea7\u667a\u80fd\u7cfb\u7edf\u63d0\u4f9b\u4e86\u5f3a\u5927\u7684\u5de5\u5177\u3002\u968f\u7740AI\u5e94\u7528\u573a\u666f\u7684\u4e0d\u65ad\u6df1\u5316\uff0c\u638c\u63e1LangGraph\u8fd9\u6837\u7684\u9ad8\u7ea7\u6846\u67b6\u5c06\u6210\u4e3aAI\u5f00\u53d1\u8005\u7684\u5fc5\u5907\u6280\u80fd\u3002<\/p>\n\n\n\n<p>\u65e0\u8bba\u662f\u6784\u5efa\u667a\u80fd\u5ba2\u670d\u7cfb\u7edf\u3001\u6570\u636e\u5206\u6790\u6d41\u6c34\u7ebf\uff0c\u8fd8\u662f\u5b9e\u73b0\u591a\u667a\u80fd\u4f53\u534f\u4f5c\uff0cLangGraph\u90fd\u5c55\u73b0\u51fa\u4e86\u5176\u72ec\u7279\u7684\u4ef7\u503c\u3002\u901a\u8fc7\u5408\u7406\u5229\u7528\u5176\u72b6\u6001\u7ba1\u7406\u3001\u6761\u4ef6\u8def\u7531\u548c\u5faa\u73af\u63a7\u5236\u7b49\u7279\u6027\uff0c\u6211\u4eec\u53ef\u4ee5\u6784\u5efa\u51fa\u66f4\u52a0\u667a\u80fd\u3001\u7075\u6d3b\u548c\u53ef\u9760\u7684AI\u5e94\u7528\u3002<\/p>\n\n\n\n<table style=\"width: 100%;border-collapse: collapse;border: 1px solid #ddd\">\r\n<thead>\r\n<tr style=\"height: 48px;background-color: #f5f5f5\">\r\n<th style=\"width: 50%;height: 48px;border: 1px solid #ddd;padding: 8px\">\r\n<h4 style=\"margin: 0\">\u66f4\u591a\u4ea7\u54c1\u8bf7\u67e5\u770b<\/h4>\r\n<\/th>\r\n<th style=\"width: 50%;height: 48px;border: 1px solid #ddd;padding: 8px\">\r\n<h4 style=\"margin: 0\">\u66f4\u591a\u5185\u5bb9\u8bf7\u67e5\u770b<\/h4>\r\n<\/th>\r\n<\/tr>\r\n<\/thead>\r\n<tbody>\r\n<tr style=\"height: 63px\">\r\n<td style=\"width: 50%;height: 63px;border: 1px solid #ddd;padding: 8px\"><a href=\"https:\/\/www.myshirtai.com\/ar\/\" data-linktype=\"2\">ShirtAI \u2013 \u6e17\u900f\u667a\u80fd<\/a><\/td>\r\n<td style=\"width: 50%;height: 63px;border: 1px solid #ddd;padding: 8px\"><a href=\"https:\/\/www.myshirtai.com\/ar\/archives\/4425\/\" data-linktype=\"2\">AIGC\u5927\u6a21\u578b\uff1a\u5f00\u521b\u5de5\u7a0b\u4e0e\u79d1\u5b66\u53cc\u91cd\u9769\u547d\u65f6\u4ee3 \u2013 \u6e17\u900f\u667a\u80fd<\/a><\/td>\r\n<\/tr>\r\n<tr style=\"height: 61px\">\r\n<td style=\"width: 50%;height: 61px;border: 1px solid #ddd;padding: 8px\"><a href=\"https:\/\/www.myshirtai.com\/ar\/\" data-linktype=\"2\">1:1\u8fd8\u539fClaude\u548cGPT\u5b98\u7f51 \u2013 AI\u4e91\u539f\u751f<\/a><\/td>\r\n<td style=\"width: 50%;height: 61px;border: 1px solid #ddd;padding: 8px\"><a href=\"https:\/\/www.bluelsqkj.com\/archives\/2876\" data-linktype=\"2\">\u6bd4\u8d5b\u76f4\u64adAPP \u5168\u7403\u9ad8\u6e05\u4f53\u80b2\u89c2\u5f71\u64ad\u653e\u5668\uff08\u63a8\u8350\uff09 \u2013 \u84dd\u886b\u79d1\u6280<\/a><\/td>\r\n<\/tr>\r\n<tr style=\"height: 54px\">\r\n<td style=\"width: 50%;height: 54px;border: 1px solid #ddd;padding: 8px\"><a href=\"https:\/\/api.mygptmeta.com\/\" data-linktype=\"2\">\u57fa\u4e8e\u5b98\u65b9API\u7684\u4e2d\u8f6c\u670d\u52a1 \u2013 GPTMeta API<\/a><\/td>\r\n<td style=\"width: 50%;height: 54px;border: 1px solid #ddd;padding: 8px\"><a href=\"https:\/\/www.zhihu.com\/question\/621055223\/answer\/3633615705\" data-linktype=\"2\">\u6c42\u52a9\uff0c\u5404\u4f4d\u5927\u795e\u8c01\u80fd\u63d0\u4f9b\u4e00\u4e9bGPT\u7684\u63d0\u95ee\u6280\u5de7\uff1f\u2013 \u77e5\u4e4e<\/a><\/td>\r\n<\/tr>\r\n<tr style=\"height: 70px\">\r\n<td style=\"width: 50%;height: 70px;border: 1px solid #ddd;padding: 8px\"><a href=\"https:\/\/shop.blueshirtmap.com\/\" data-linktype=\"2\">\u5168\u7403\u5316\u865a\u62df\u5546\u54c1\u6570\u5b57\u5546\u5e97 \u2013 \u73af\u7403\u667a\u8d2d\uff08\u51e4\u7075\u9601\uff09<\/a><\/td>\r\n<td style=\"width: 50%;height: 70px;border: 1px solid #ddd;padding: 8px\"><a href=\"https:\/\/www.bilibili.com\/video\/BV1efpneYE54\/?spm_id_from=333.1387.homepage.video_card.click\" data-linktype=\"2\">Claude airtfacts\u529f\u80fd\u6709\u591a\u5f3a\u5927\uff0cGPT\u77ac\u95f4\u4e0d\u9999\u4e86\uff1f-\u54d4\u54e9\u54d4\u54e9<\/a><\/td>\r\n<\/tr>\r\n<\/tbody>\r\n<\/table>","protected":false},"excerpt":{"rendered":"<p>LangGraph\u662f\u4e00\u4e2a\u9769\u547d\u6027AI\u6846\u67b6\uff0c\u901a\u8fc7\u56fe\u7ed3\u6784\u5904\u7406\u590d\u6742\u4efb\u52a1\uff0c\u652f\u6301\u591a\u6b65\u9aa4\u63a8\u7406\u3001\u52a8\u6001\u51b3\u7b56\u548c\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u3002\u5176\u6838\u5fc3\u5305\u62ec\u8282\u70b9\u3001\u8fb9\u548c\u72b6\u6001\u7ba1\u7406\uff0c\u9002\u7528\u4e8e\u6784\u5efa\u667a\u80fd\u5de5\u4f5c\u6d41\u3002\u76f8\u6bd4\u4f20\u7edf\u94fe\u5f0f\u6846\u67b6\uff0cLangGraph\u5177\u5907\u6761\u4ef6\u8def\u7531\u3001\u5faa\u73af\u63a7\u5236\u548c\u53ef\u89c6\u5316\u529f\u80fd\uff0c\u5728\u667a\u80fd\u5ba2\u670d\u3001\u6587\u672c\u5904\u7406\u7b49\u9886\u57df\u6709\u5e7f\u6cdb\u5e94\u7528\u3002<\/p>","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_uag_custom_page_level_css":"","site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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