{"id":79246,"date":"2026-03-01T13:57:42","date_gmt":"2026-03-01T05:57:42","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/79246.html"},"modified":"2026-03-01T13:57:42","modified_gmt":"2026-03-01T05:57:42","slug":"%e5%b9%bb%e6%83%b3%e7%ae%80%e5%8e%86%ef%bc%81%e5%8d%9a%e4%b8%bb%e6%9c%ac%e4%ba%ba%e6%9c%9f%e6%9c%9b%e7%9a%84-ai-agent-%e5%85%a8%e6%a0%88%e7%ae%80%e5%8e%86%ef%bc%9ajava-python-vue3-%e8%b7%a8","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/79246.html","title":{"rendered":"\u5e7b\u60f3\u7b80\u5386\uff01\u535a\u4e3b\u672c\u4eba\u671f\u671b\u7684 AI Agent \u5168\u6808\u7b80\u5386\uff1aJava + Python + Vue3 \u8de8\u8bed\u8a00\u5b9e\u6218\uff0c\u4ee3\u7801\u5df2\u5f00\u6e90\uff01"},"content":{"rendered":"<h2>\u5e7b\u60f3\u7b80\u5386&#xff01;\u535a\u4e3b\u672c\u4eba\u671f\u671b\u7684 AI Agent \u5168\u6808\u7b80\u5386&#xff1a;Java &#043; Python &#043; Vue3 \u8de8\u8bed\u8a00\u5b9e\u6218&#xff0c;\u4ee3\u7801\u5df2\u5f00\u6e90&#xff01;<\/h2>\n<p>AI Agent 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\/>\n<h3>\u9879\u76ee\u7ecf\u5386<\/h3>\n<p>\u4e24\u5927\u9879\u76ee\u6838\u5fc3\u6307\u6807\u5bf9\u6bd4&#xff1a;<\/p>\n<table>\n<tr>\u6307\u6807\u5a01\u6b66\u91d1\u878d\u4fe1\u8d37\u5e73\u53f0AI \u52a9\u5b66\u5237\u9898\u7cfb\u7edf<\/tr>\n<tbody>\n<tr>\n<td>\u6280\u672f\u67b6\u6784<\/td>\n<td>Java \u5fae\u670d\u52a1 &#043; Python Agent<\/td>\n<td>Java \u5355\u4f53 &#043; \u72ec\u7acb AI Module<\/td>\n<\/tr>\n<tr>\n<td>AI \u51c6\u786e\u7387\u63d0\u5347<\/td>\n<td>61% \u2192 88%&#xff08;\u91d1\u878d\u95ee\u7b54&#xff09;<\/td>\n<td>85%&#xff08;\u9898\u76ee\u89e3\u6790&#xff09;<\/td>\n<\/tr>\n<tr>\n<td>\u6027\u80fd\u4f18\u5316<\/td>\n<td>\u67e5\u8be2\u8017\u65f6 \u219386%&#xff0c;\u54cd\u5e94\u6548\u7387 \u219185%<\/td>\n<td>\u63a5\u53e3\u54cd\u5e94\u901f\u5ea6 \u219130%<\/td>\n<\/tr>\n<tr>\n<td>\u7528\u6237\u89c4\u6a21<\/td>\n<td>\u5185\u90e8\u6d4b\u8bd5&#xff08;\u91d1\u878d\u5408\u89c4\u8981\u6c42&#xff09;<\/td>\n<td>200&#043; 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.image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-cyf4XBWk7d2VyStd .icon-shape p,#mermaid-svg-cyf4XBWk7d2VyStd .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-cyf4XBWk7d2VyStd .icon-shape rect,#mermaid-svg-cyf4XBWk7d2VyStd .image-shape rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-cyf4XBWk7d2VyStd .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-cyf4XBWk7d2VyStd .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-cyf4XBWk7d2VyStd :root{&#8211;mermaid-font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;}<\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>AI Agent \u670d\u52a1<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>Java \u5fae\u670d\u52a1<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u7528\u6237\u7aef<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>HTTP\/JSON<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>gRPC\/REST<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>Vue3 \u524d\u7aef<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>Spring Cloud Gateway<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>User Service<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>Loan Service<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>Risk Service<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>MySQL &#043; Redis<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>FastAPI Agent<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>LangGraph \u5de5\u4f5c\u6d41<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>RAG &#043; Milvus<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>Function Tools<\/p>\n<p><\/span><\/p>\n<h5>\u4e3b\u8981\u5de5\u4f5c&#xff1a;<\/h5>\n<ul>\n<li>\u540e\u7aef\u5f00\u53d1&#xff1a;\u57fa\u4e8e Spring Boot 3&#043;MyBatis-Plus \u5b9e\u73b0\u7528\u6237\u7ba1\u7406\u3001\u79ef\u5206\u7b49\u7ea7\u3001\u501f\u6b3e\u7ba1\u7406\u3001\u51fa\u501f\u7ba1\u7406\u7b49\u6838\u5fc3\u4e1a\u52a1\u6a21\u5757\u7684 CRUD \u64cd\u4f5c&#xff0c;\u5f00\u53d1\u7528\u6237\u767b\u5f55\u8bb0\u5f55 TOP50 \u9ad8\u9891\u67e5\u8be2\u63a5\u53e3&#xff0c;\u901a\u8fc7 QueryWrapper \u6280\u672f\u52a8\u6001\u67e5\u8be2\u6761\u4ef6&#xff0c;\u4f18\u5316\u7d22\u5f15\u5c06\u63a5\u53e3\u54cd\u5e94\u6548\u7387\u63d0\u5347 85%&#xff1b;\u624b\u52a8\u6ce8\u518c BorrowInfoMapper Bean&#xff0c;\u4f18\u5316 MyBatis \u6620\u5c04\u914d\u7f6e&#xff0c;\u624b\u5199\u501f\u6b3e\u4fe1\u606f\u591a\u8868\u5173\u8054\u67e5\u8be2 SQL&#xff0c;\u66ff\u4ee3\u5faa\u73af\u5b50\u67e5\u8be2\u65b9\u6848\u67e5\u8be2\u8017\u65f6\u964d\u4f4e 86%&#xff1b;\u5c01\u88c5 RequestHelper \u901a\u7528\u5de5\u5177\u7c7b\u5b9e\u73b0\u8bf7\u6c42\u53c2\u6570\u6807\u51c6\u5316\u8f6c\u6362&#xff0c;\u65b0\u589e BatchSqlGrammarException \u7b49 11 \u7c7b\u4e1a\u52a1\u5f02\u5e38\u5168\u5c40\u7edf\u4e00\u5904\u7406&#xff0c;\u63d0\u5347\u63a5\u53e3\u5bb9\u9519\u6027\u4e0e\u6807\u51c6\u5316\u7a0b\u5ea6&#xff1b;\u57fa\u4e8e Spring Cloud Alibaba \u5b8c\u6210\u5fae\u670d\u52a1\u67b6\u6784\u62c6\u5206&#xff0c;\u901a\u8fc7 Nacos \u5b9e\u73b0\u670d\u52a1\u6ce8\u518c\u53d1\u73b0\u4e0e\u914d\u7f6e\u4e2d\u5fc3\u7ba1\u7406&#xff0c;Gateway \u7f51\u5173\u5b9e\u73b0\u7edf\u4e00\u8def\u7531\u4e0e\u6d41\u91cf\u63a7\u5236&#xff0c;\u6784\u5efa\u5b8c\u6574\u5fae\u670d\u52a1\u6cbb\u7406\u4f53\u7cfb&#xff1b;<\/li>\n<\/ul>\n<p><span class=\"token comment\">\/\/ Java \u540e\u7aef\u8c03\u7528 Python Agent \u7684\u5b89\u5168\u5c01\u88c5&#xff08;Spring Boot&#xff09;<\/span><br \/>\n<span class=\"token annotation punctuation\">&#064;Service<\/span><br \/>\n<span class=\"token keyword\">public<\/span> <span class=\"token keyword\">class<\/span> <span class=\"token class-name\">AiAgentService<\/span> <span class=\"token punctuation\">{<\/span><\/p>\n<p>    <span class=\"token annotation punctuation\">&#064;Value<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;${agent.service.url:http:\/\/ai-agent:8000\/query}&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token class-name\">String<\/span> agentUrl<span class=\"token punctuation\">;<\/span><\/p>\n<p>    <span class=\"token keyword\">private<\/span> <span class=\"token keyword\">final<\/span> <span class=\"token class-name\">RestTemplate<\/span> restTemplate<span class=\"token punctuation\">;<\/span><\/p>\n<p>    <span class=\"token keyword\">public<\/span> <span class=\"token class-name\">AiAgentService<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">RestTemplateBuilder<\/span> builder<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token keyword\">this<\/span><span class=\"token punctuation\">.<\/span>restTemplate <span class=\"token operator\">&#061;<\/span> builder<span class=\"token punctuation\">.<\/span><span class=\"token function\">setConnectTimeout<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">Duration<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">ofSeconds<\/span><span class=\"token punctuation\">(<\/span><span class=\"token number\">2<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n                                   <span class=\"token punctuation\">.<\/span><span class=\"token function\">setReadTimeout<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">Duration<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">ofSeconds<\/span><span class=\"token punctuation\">(<\/span><span class=\"token number\">5<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n                                   <span class=\"token punctuation\">.<\/span><span class=\"token function\">build<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><\/p>\n<p>    <span class=\"token keyword\">public<\/span> <span class=\"token class-name\">String<\/span> <span class=\"token function\">queryFinancialAssistant<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">String<\/span> question<span class=\"token punctuation\">,<\/span> <span class=\"token class-name\">Long<\/span> userId<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token class-name\">Map<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">String<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token class-name\">Object<\/span><span class=\"token punctuation\">&gt;<\/span><\/span> payload <span class=\"token operator\">&#061;<\/span> <span class=\"token class-name\">Map<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">of<\/span><span class=\"token punctuation\">(<\/span><br \/>\n            <span class=\"token string\">&#034;question&#034;<\/span><span class=\"token punctuation\">,<\/span> question<span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;user_id&#034;<\/span><span class=\"token punctuation\">,<\/span> userId<span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;domain&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;finance&#034;<\/span> <span class=\"token comment\">\/\/ \u6807\u8bc6\u91d1\u878d\u9886\u57df<\/span><br \/>\n        <span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>        <span class=\"token keyword\">try<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n            <span class=\"token class-name\">ResponseEntity<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">AgentResponse<\/span><span class=\"token punctuation\">&gt;<\/span><\/span> response <span class=\"token operator\">&#061;<\/span> restTemplate<span class=\"token punctuation\">.<\/span><span class=\"token function\">postForEntity<\/span><span class=\"token punctuation\">(<\/span><br \/>\n                agentUrl<span class=\"token punctuation\">,<\/span> payload<span class=\"token punctuation\">,<\/span> <span class=\"token class-name\">AgentResponse<\/span><span class=\"token punctuation\">.<\/span><span class=\"token keyword\">class<\/span><br \/>\n            <span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n            <span class=\"token keyword\">return<\/span> response<span class=\"token punctuation\">.<\/span><span class=\"token function\">getBody<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">getAnswer<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token punctuation\">}<\/span> <span class=\"token keyword\">catch<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token class-name\">Exception<\/span> e<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n            log<span class=\"token punctuation\">.<\/span><span class=\"token function\">warn<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;AI Agent \u8c03\u7528\u5931\u8d25&#xff0c;\u542f\u7528\u515c\u5e95\u56de\u7b54&#034;<\/span><span class=\"token punctuation\">,<\/span> e<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n            <span class=\"token keyword\">return<\/span> <span class=\"token string\">&#034;\u5f53\u524d\u667a\u80fd\u52a9\u624b\u7e41\u5fd9&#xff0c;\u8bf7\u7a0d\u540e\u91cd\u8bd5\u6216\u8054\u7cfb\u5ba2\u670d\u3002&#034;<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token punctuation\">}<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><\/p>\n<p>    <span class=\"token comment\">\/\/ DTO \u7c7b&#xff08;\u7b80\u5316\u7248&#xff09;<\/span><br \/>\n    <span class=\"token keyword\">public<\/span> <span class=\"token keyword\">static<\/span> <span class=\"token keyword\">class<\/span> <span class=\"token class-name\">AgentResponse<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token keyword\">private<\/span> <span class=\"token class-name\">String<\/span> answer<span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token comment\">\/\/ getter\/setter \u7701\u7565<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<ul>\n<li>AI Agent \u5168\u6808\u5f00\u53d1&#xff1a;\u4ece\u96f6\u642d\u5efa Python AI \u5fae\u670d\u52a1\u6a21\u5757&#xff0c;\u57fa\u4e8e FastAPI \u6784\u5efa\u6807\u51c6\u5316 AI \u63a8\u7406\u63a5\u53e3&#xff0c;\u901a\u8fc7 WeChatClient \u5b9e\u73b0 Java \u540e\u7aef\u4e0e Python \u670d\u52a1\u7684\u8de8\u8bed\u8a00\u901a\u4fe1&#xff0c;\u8bbe\u8ba1\u670d\u52a1\u5065\u5eb7\u68c0\u67e5\u4e0e\u65ad\u8def\u5668\u7ea7\u673a\u5236&#xff0c;\u4fdd\u969c\u670d\u52a1\u53ef\u7528\u6027\u8fbe 99.95%&#xff1b;\u57fa\u4e8e LangChain&#043;LangGraph \u6784\u5efa\u91d1\u878d\u9886\u57df\u4e13\u5c5e ReAct \u667a\u80fd\u4f53\u5de5\u4f5c\u6d41&#xff0c;\u8bbe\u8ba1 7 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\u4e0e\u4e1a\u52a1\u7cfb\u7edf\u6df1\u5ea6\u6253\u901a&#xff0c;\u652f\u6301\u81ea\u4e3b\u8c03\u7528\u63a5\u53e3\u5b8c\u6210\u8d44\u8d28\u6821\u9a8c\u3001\u98ce\u9669\u8bc4\u4f30\u3001\u7406\u8d22\u63a8\u8350\u7b49\u590d\u6742\u4efb\u52a1&#xff1b;\u8bbe\u8ba1 AI \u670d\u52a1\u4e0d\u53ef\u7528\u65f6\u7684\u81ea\u52a8\u56de\u9000\u515c\u5e95\u673a\u5236&#xff0c;\u4fdd\u969c\u7cfb\u7edf\u6838\u5fc3\u529f\u80fd\u4e0d\u4e2d\u65ad&#xff1b;<\/li>\n<\/ul>\n<p>  #mermaid-svg-UJwiAGikYWF0ZC9H{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;fill:#333;}@keyframes edge-animation-frame{from{stroke-dashoffset:0;}}@keyframes dash{to{stroke-dashoffset:0;}}#mermaid-svg-UJwiAGikYWF0ZC9H .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-UJwiAGikYWF0ZC9H .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear 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.pieOuterCircle{stroke:#000000;stroke-width:1px;fill:none;}#mermaid-svg-UJwiAGikYWF0ZC9H .pieTitleText{text-anchor:middle;font-size:25px;fill:#000000;font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;}#mermaid-svg-UJwiAGikYWF0ZC9H .slice{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;fill:#000000;font-size:17px;}#mermaid-svg-UJwiAGikYWF0ZC9H .legend text{fill:#000000;font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:17px;}#mermaid-svg-UJwiAGikYWF0ZC9H :root{&#8211;mermaid-font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;}<\/p>\n<p>    30%<\/p>\n<p>    25%<\/p>\n<p>    20%<\/p>\n<p>    15%<\/p>\n<p>    10%<\/p>\n<p>    AI Agent \u80fd\u529b\u7ec4\u6210<\/p>\n<p>     RAG \u4e0e\u5411\u91cf\u68c0\u7d22<\/p>\n<p>     LangChain LangGraph \u5de5\u4f5c\u6d41<\/p>\n<p>     Function Call \u5de5\u5177\u8c03\u7528<\/p>\n<p>     Prompt \u5de5\u7a0b\u4e0e\u8bb0\u5fc6\u7ba1\u7406<\/p>\n<p>     \u670d\u52a1\u5c01\u88c5\u4e0e\u515c\u5e95\u673a\u5236<\/p>\n<ul>\n<li>\n<p>\u524d\u7aef\u5f00\u53d1&#xff1a;\u57fa\u4e8e Vue3&#043;TypeScript&#043;Vite \u5b8c\u6210\u7528\u6237\u524d\u53f0\u4e0e\u7ba1\u7406\u540e\u53f0\u4e24\u4e2a\u524d\u7aef\u9879\u76ee\u7684\u6838\u5fc3\u5f00\u53d1&#xff0c;\u91c7\u7528 Pinia \u5168\u5c40\u72b6\u6001\u7ba1\u7406\u3001Vue Router \u505a\u8def\u7531\u7ba1\u7406&#xff0c;\u7d2f\u8ba1\u5f00\u53d1 32 \u4e2a\u6838\u5fc3\u9875\u9762\u4e0e 56 \u4e2a\u901a\u7528\u4e1a\u52a1\u7ec4\u4ef6&#xff1b;\u5c01\u88c5 Axios \u8bf7\u6c42 \/ \u54cd\u5e94\u62e6\u622a\u5668&#xff0c;\u5b9e\u73b0 JWT Token \u81ea\u52a8\u643a\u5e26\u3001\u8fc7\u671f\u5237\u65b0\u4e0e\u5168\u5c40\u5f02\u5e38\u5904\u7406&#xff0c;\u57fa\u4e8e TypeScript \u5b9e\u73b0\u5168\u94fe\u8def\u7c7b\u578b\u5b89\u5168&#xff0c;\u675c\u7edd any \u7c7b\u578b\u6ee5\u7528&#xff0c;\u5236\u5b9a\u7edf\u4e00\u4ee3\u7801\u89c4\u8303\u63d0\u5347\u9879\u76ee\u53ef\u7ef4\u62a4\u6027&#xff1b;\u914d\u5408\u540e\u7aef\u5b8c\u6210\u5168\u6a21\u578b\u9875\u9762\u8054\u8c03&#xff0c;\u5b9e\u73b0\u501f\u6b3e\u7533\u8bf7\u3001\u6388\u4fe1\u5217\u8868\u3001\u667a\u80fd\u91d1\u878d\u52a9\u624b\u3001\u5ba1\u6279\u7ba1\u7406\u7b49\u6838\u5fc3\u529f\u80fd\u7684\u524d\u7aef\u4ea4\u4e92\u4e0e\u6570\u636e\u6e32\u67d3&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u63a5\u53e3\u4e0e\u5b89\u5168&#xff1a;\u57fa\u4e8e JWT \u5b9e\u73b0\u63a5\u53e3\u65e0\u72b6\u6001\u8ba4\u8bc1&#xff0c;\u914d\u5408\u524d\u7aef\u5b8c\u6210\u8def\u7531\u7ea7\u522b\u7684\u6743\u9650\u63a7\u5236&#xff0c;\u9488\u5bf9\u4e0d\u540c\u89d2\u8272\u5b9e\u73b0\u7cbe\u7ec6\u5316\u83dc\u5355\u4e0e\u64cd\u4f5c\u6743\u9650\u7ba1\u63a7&#xff0c;\u4fdd\u969c\u91d1\u878d\u7cfb\u7edf\u8bbf\u95ee\u5b89\u5168&#xff1b;\u9075\u5faa RESTful API \u8bbe\u8ba1\u89c4\u8303&#xff0c;\u57fa\u4e8e Swagger\/OpenAPI 3.0 \u751f\u6210\u6807\u51c6\u5316\u63a5\u53e3\u6587\u6863&#xff0c;\u7d2f\u8ba1\u5b8c\u6210 86 \u4e2a\u4e1a\u52a1\u63a5\u53e3\u7684\u8bbe\u8ba1\u4e0e\u5f00\u53d1&#xff0c;\u9002\u914d Java 21 \u7248\u672c\u65b0\u7279\u6027&#xff0c;\u901a\u8fc7 Maven \u5b9e\u73b0\u591a\u6a21\u5757\u9879\u76ee\u7edf\u4e00\u6784\u5efa\u3001\u4f9d\u8d56\u7ba1\u7406\u4e0e\u7248\u672c\u63a7\u5236&#xff0c;\u4fdd\u969c\u540e\u7aef\u670d\u52a1\u7a33\u5b9a\u8fd0\u884c&#xff1b;\u57fa\u4e8e SLF4J&#043;Logback \u5b9e\u73b0\u5168\u94fe\u8def\u65e5\u5fd7\u7ba1\u7406&#xff0c;\u6ee1\u8db3\u91d1\u878d\u7cfb\u7edf\u5408\u89c4\u5ba1\u8ba1\u8981\u6c42\u3002<\/p>\n<\/li>\n<\/ul>\n<hr \/>\n<p>  #mermaid-svg-RCrdLreRXiWF7edO{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;fill:#333;}@keyframes edge-animation-frame{from{stroke-dashoffset:0;}}@keyframes dash{to{stroke-dashoffset:0;}}#mermaid-svg-RCrdLreRXiWF7edO .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-RCrdLreRXiWF7edO .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-RCrdLreRXiWF7edO .error-icon{fill:#552222;}#mermaid-svg-RCrdLreRXiWF7edO .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-RCrdLreRXiWF7edO .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-RCrdLreRXiWF7edO .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-RCrdLreRXiWF7edO .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-RCrdLreRXiWF7edO .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-RCrdLreRXiWF7edO .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-RCrdLreRXiWF7edO .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-RCrdLreRXiWF7edO .marker{fill:#333333;stroke:#333333;}#mermaid-svg-RCrdLreRXiWF7edO .marker.cross{stroke:#333333;}#mermaid-svg-RCrdLreRXiWF7edO svg{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-RCrdLreRXiWF7edO p{margin:0;}#mermaid-svg-RCrdLreRXiWF7edO .pieCircle{stroke:#000000;stroke-width:2px;opacity:0.7;}#mermaid-svg-RCrdLreRXiWF7edO .pieOuterCircle{stroke:#000000;stroke-width:1px;fill:none;}#mermaid-svg-RCrdLreRXiWF7edO .pieTitleText{text-anchor:middle;font-size:25px;fill:#000000;font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;}#mermaid-svg-RCrdLreRXiWF7edO .slice{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;fill:#000000;font-size:17px;}#mermaid-svg-RCrdLreRXiWF7edO .legend text{fill:#000000;font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:17px;}#mermaid-svg-RCrdLreRXiWF7edO :root{&#8211;mermaid-font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;}<\/p>\n<p>    65%<\/p>\n<p>    35%<\/p>\n<p>    \u9879\u76ee\u5f00\u53d1\u65f6\u95f4\u5206\u5e03<\/p>\n<p>     \u5a01\u6b66\u91d1\u878d\u4fe1\u8d37\u5e73\u53f0<\/p>\n<p>     AI \u52a9\u5b66\u5237\u9898\u7cfb\u7edf<\/p>\n<h4>AI \u52a9\u5b66\u5237\u9898\u7cfb\u7edf \u00b7 Agent\u5168\u6808\u5f00\u53d1<\/h4>\n<p>\u9879\u76ee\u5730\u5740&#xff1a;https:\/\/github.com\/CelestialVisionary\/studyforge<\/p>\n<h5>\u6280\u672f\u6808&#xff1a;<\/h5>\n<p>Java 17\u3001Spring Boot 3.0.5\u3001MyBatis Plus 3.5.3.1\u3001MySQL 8.0&#043;\u3001Redis 6.0&#043;\u3001Spring Cache\u3001JWT\u3001Swagger\/Knife4j\u3001GPT-3.5-turbo\u3001Kimi AI\u3001\u963f\u91cc\u4e91\u767e\u70bc&#xff08;qwen3-max&#xff09;\u3001Ollama&#xff08;mgegemma&#xff09;\u3001FastAPI\u3001LangChain\u3001LangGraph\u3001PEFT\u3001LoRA\u3001Vue 3\u3001Vite\u3001Element Plus\u3001Axios\u3001Pinia\u3001Vue Router\u3001Docker\u3001docker-compose<\/p>\n<table>\n<tr>\u6a21\u578b\u7c7b\u578b\u5177\u4f53\u5b9e\u73b0\u4f18\u52bf\u4f7f\u7528\u573a\u666f<\/tr>\n<tbody>\n<tr>\n<td>\u4e91\u7aef\u5927\u6a21\u578b<\/td>\n<td>GPT-3.5-turbo, qwen3-max<\/td>\n<td>\u5f3a\u63a8\u7406\u80fd\u529b&#xff0c;\u77e5\u8bc6\u5e7f<\/td>\n<td>\u590d\u6742\u9898\u76ee\u89e3\u6790\u3001\u77e5\u8bc6\u70b9\u62d3\u5c55<\/td>\n<\/tr>\n<tr>\n<td>\u56fd\u4ea7\u6a21\u578b<\/td>\n<td>Kimi AI, \u963f\u91cc\u4e91\u767e\u70bc<\/td>\n<td>\u4e2d\u6587\u4f18\u5316&#xff0c;\u5408\u89c4\u5b89\u5168<\/td>\n<td>\u654f\u611f\u5185\u5bb9\u8fc7\u6ee4\u3001\u6559\u80b2\u573a\u666f<\/td>\n<\/tr>\n<tr>\n<td>\u672c\u5730\u6a21\u578b<\/td>\n<td>Ollama (mgegemma)<\/td>\n<td>\u65e0\u7f51\u7edc\u4f9d\u8d56&#xff0c;\u9690\u79c1\u4fdd\u62a4<\/td>\n<td>\u79bb\u7ebf\u73af\u5883\u3001\u57fa\u7840\u7b54\u7591<\/td>\n<\/tr>\n<tr>\n<td>\u7edf\u4e00\u63a5\u53e3<\/td>\n<td>\u6807\u51c6 OpenAI API \u683c\u5f0f<\/td>\n<td>\u65e0\u7f1d\u5207\u6362&#xff0c;\u964d\u4f4e\u7ef4\u62a4\u6210\u672c<\/td>\n<td>\u6240\u6709\u573a\u666f<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h5>\u9879\u76ee\u63cf\u8ff0&#xff1a;<\/h5>\n<p>\u72ec\u7acb\u5f00\u53d1\u7684 AI &#043; \u5355\u4f53\u67b6\u6784 Java \u5b9e\u6218\u9879\u76ee&#xff0c;\u805a\u7126\u5b66\u751f\u590d\u4e60\u75db\u70b9&#xff0c;\u642d\u5efa\u300c\u77e5\u8bc6\u70b9\u68c0\u7d22 &#8211; \u667a\u80fd\u5237\u9898 &#8211; \u9519\u9898\u590d\u76d8\u300d\u6838\u5fc3\u6d41\u7a0b\u3002\u540e\u7aef\u57fa\u4e8e Spring Boot \u5b9e\u73b0\u9898\u5e93\u7ba1\u7406\u3001\u7528\u6237\u7ec3\u4e60\u8bb0\u5f55\u7b49\u57fa\u7840\u63a5\u53e3&#xff0c;\u524d\u7aef\u57fa\u4e8e Vue3&#043;Element Plus \u5b8c\u6210\u4ea4\u4e92&#xff0c;\u81ea\u7814\u72ec\u7acb AI Module&#xff08;FastAPI &#043; LangChain&#043;LangGraph&#xff09;&#xff0c;\u652f\u6301\u672c\u5730 Ollama \u4e0e\u4e91\u7aef GPT-3.5 \/ \u963f\u91cc\u4e91\u767e\u70bc\u591a\u6a21\u578b\u5207\u6362&#xff0c;\u5b9e\u73b0\u667a\u80fd\u7b54\u7591\u3001\u77e5\u8bc6\u70b9\u89e3\u6790\u3001\u5b9e\u65f6\u8bed\u4e49\u54cd\u5e94\u7b49\u529f\u80fd\u3002\u5c0f\u8303\u56f4\u670d\u52a1 200 &#043; \u5b66\u751f&#xff0c;\u5e2e\u52a9\u590d\u4e60\u6548\u7387\u63d0\u5347 40%\u3002<\/p>\n<h5>\u4e3b\u8981\u5de5\u4f5c&#xff1a;<\/h5>\n<ul>\n<li>\u540e\u7aef\u5f00\u53d1&#xff1a;\u57fa\u4e8e Spring Boot &#043; MyBatis Plus \u5b9e\u73b0\u9898\u5e93 CRUD\u3001\u77e5\u8bc6\u6807\u7b7e\u7ba1\u7406\u3001\u7528\u6237\u7ec3\u4e60\u8bb0\u5f55\u3001\u9519\u9898\u672c\u7b49\u6838\u5fc3\u4e1a\u52a1\u63a5\u53e3&#xff0c;\u4f7f\u7528 &#064;Transactional \u6ce8\u89e3\u7ba1\u7406\u4e8b\u52a1&#xff1b;\u7528 Redis&#043;Spring Cache \u7f13\u5b58\u9ad8\u9891\u8bbf\u95ee\u7684\u77e5\u8bc6\u70b9\u6570\u636e\u4e0e\u70ed\u95e8\u6392\u884c\u699c&#xff0c;\u63a5\u53e3\u54cd\u5e94\u901f\u5ea6\u63d0\u5347 30%&#xff1b;\u57fa\u4e8e JWT \u5b9e\u73b0\u63a5\u53e3\u65e0\u72b6\u6001\u8ba4\u8bc1\u4e0e\u6388\u6743\u673a\u5236&#xff0c;\u4fdd\u969c\u7cfb\u7edf\u5b89\u5168&#xff1b;\u9075\u5faa RESTful API \u8bbe\u8ba1\u89c4\u8303&#xff0c;\u57fa\u4e8e Swagger\/Knife4j \u751f\u6210\u6807\u51c6\u5316\u63a5\u53e3\u6587\u6863&#xff1b;<\/li>\n<\/ul>\n<p>\u4ee5\u4e0b\u4e3a\u57fa\u4e8e LangGraph \u6784\u5efa\u7684\u6559\u80b2\u9886\u57df\u667a\u80fd\u4f53\u6838\u5fc3\u5de5\u4f5c\u6d41\u4ee3\u7801\u793a\u4f8b&#xff1a;<\/p>\n<p><span class=\"token comment\"># Python: \u6559\u80b2\u573a\u666f ReAct Agent \u5de5\u4f5c\u6d41&#xff08;LangGraph \u5b9e\u73b0&#xff09;<\/span><br \/>\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> END<br \/>\n<span class=\"token keyword\">from<\/span> typing <span class=\"token keyword\">import<\/span> TypedDict<span class=\"token punctuation\">,<\/span> List<\/p>\n<p><span class=\"token keyword\">class<\/span> <span class=\"token class-name\">StudyState<\/span><span class=\"token punctuation\">(<\/span>TypedDict<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    question<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span>          <span class=\"token comment\"># \u7528\u6237\u63d0\u95ee&#xff08;\u5982\u201c\u725b\u987f\u7b2c\u4e8c\u5b9a\u5f8b\u662f\u4ec0\u4e48&#xff1f;\u201d&#xff09;<\/span><br \/>\n    thought_steps<span class=\"token punctuation\">:<\/span> List<span class=\"token punctuation\">[<\/span><span class=\"token builtin\">str<\/span><span class=\"token punctuation\">]<\/span>  <span class=\"token comment\"># \u601d\u8003\u94fe<\/span><br \/>\n    tool_results<span class=\"token punctuation\">:<\/span> List<span class=\"token punctuation\">[<\/span><span class=\"token builtin\">dict<\/span><span class=\"token punctuation\">]<\/span>  <span class=\"token comment\"># \u5de5\u5177\u8c03\u7528\u7ed3\u679c&#xff08;\u9898\u5e93\/\u77e5\u8bc6\u70b9&#xff09;<\/span><br \/>\n    final_answer<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span>      <span class=\"token comment\"># \u6700\u7ec8\u56de\u7b54<\/span><\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">plan<\/span><span class=\"token punctuation\">(<\/span>state<span class=\"token punctuation\">:<\/span> StudyState<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;Step 1: \u8ba9 LLM \u5206\u6b65\u601d\u8003&#034;&#034;&#034;<\/span><br \/>\n    prompt <span class=\"token operator\">&#061;<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;&#034;&#034;\u4f60\u662f\u4e00\u540d\u8d44\u6df1\u6559\u5e08\u3002\u8bf7\u5206\u6b65\u89e3\u7b54&#xff1a;<br \/>\n    \u95ee\u9898&#xff1a;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>state<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;question&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"><br \/>\n    \u8981\u6c42&#xff1a;1. \u5224\u65ad\u77e5\u8bc6\u70b9\u7c7b\u522b 2. \u51b3\u5b9a\u662f\u5426\u9700\u67e5\u9898\u5e93\u6216\u77e5\u8bc6\u70b9\u5e93&#034;&#034;&#034;<\/span><\/span><br \/>\n    response <span class=\"token operator\">&#061;<\/span> llm<span class=\"token punctuation\">.<\/span>invoke<span class=\"token punctuation\">(<\/span>prompt<span class=\"token punctuation\">)<\/span><br \/>\n    state<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;thought_steps&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span>response<span class=\"token punctuation\">.<\/span>content<span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> state<\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">execute_tools<\/span><span class=\"token punctuation\">(<\/span>state<span class=\"token punctuation\">:<\/span> StudyState<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;Step 2: \u6839\u636e\u601d\u8003\u7ed3\u679c\u8c03\u7528\u5de5\u5177&#034;&#034;&#034;<\/span><br \/>\n    last_step <span class=\"token operator\">&#061;<\/span> state<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;thought_steps&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">[<\/span><span class=\"token operator\">&#8211;<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">]<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> <span class=\"token string\">&#034;\u77e5\u8bc6\u70b9&#034;<\/span> <span class=\"token keyword\">in<\/span> last_step<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token comment\"># \u8c03\u7528 RAG \u68c0\u7d22\u77e5\u8bc6\u70b9\u5e93<\/span><br \/>\n        knowledge <span class=\"token operator\">&#061;<\/span> rag_retriever<span class=\"token punctuation\">.<\/span>search<span class=\"token punctuation\">(<\/span>state<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;question&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        state<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;tool_results&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;type&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;knowledge&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">:<\/span> knowledge<span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">elif<\/span> <span class=\"token string\">&#034;\u9898\u76ee&#034;<\/span> <span class=\"token keyword\">in<\/span> last_step<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token comment\"># \u8c03\u7528\u9898\u5e93 API \u83b7\u53d6\u7c7b\u4f3c\u9898<\/span><br \/>\n        similar_questions <span class=\"token operator\">&#061;<\/span> question_db<span class=\"token punctuation\">.<\/span>find_similar<span class=\"token punctuation\">(<\/span>state<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;question&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        state<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;tool_results&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;type&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;questions&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;items&#034;<\/span><span class=\"token punctuation\">:<\/span> similar_questions<span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> state<\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">generate_answer<\/span><span class=\"token punctuation\">(<\/span>state<span class=\"token punctuation\">:<\/span> StudyState<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;Step 3: \u878d\u5408\u5de5\u5177\u7ed3\u679c\u751f\u6210\u6559\u5b66\u5f0f\u56de\u7b54&#034;&#034;&#034;<\/span><br \/>\n    context <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;\\\\n&#034;<\/span><span class=\"token punctuation\">.<\/span>join<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">[<\/span><br \/>\n        item<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;content&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;&#034;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">or<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">(<\/span>item<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;items&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">for<\/span> item <span class=\"token keyword\">in<\/span> state<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;tool_results&#034;<\/span><span class=\"token punctuation\">]<\/span><br \/>\n    <span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    final_prompt <span class=\"token operator\">&#061;<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;&#034;&#034;\u57fa\u4e8e\u4ee5\u4e0b\u6559\u5b66\u8d44\u6599&#xff0c;\u7528\u901a\u4fd7\u6613\u61c2\u7684\u65b9\u5f0f\u56de\u7b54&#xff1a;<br \/>\n    <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>context<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"><br \/>\n    \u95ee\u9898&#xff1a;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>state<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;question&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"><br \/>\n    \u8981\u6c42&#xff1a;\u5206\u70b9\u89e3\u91ca&#xff0c;\u907f\u514d\u4e13\u4e1a\u672f\u8bed\u5806\u780c&#034;&#034;&#034;<\/span><\/span><br \/>\n    state<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;final_answer&#034;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;<\/span> llm<span class=\"token punctuation\">.<\/span>invoke<span class=\"token punctuation\">(<\/span>final_prompt<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>content<br \/>\n    <span class=\"token keyword\">return<\/span> state<\/p>\n<p><span class=\"token comment\"># \u7f16\u8bd1\u72b6\u6001\u56fe<\/span><br \/>\nworkflow <span class=\"token operator\">&#061;<\/span> StateGraph<span class=\"token punctuation\">(<\/span>StudyState<span class=\"token punctuation\">)<\/span><br \/>\nworkflow<span class=\"token punctuation\">.<\/span>add_node<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;plan&#034;<\/span><span class=\"token punctuation\">,<\/span> plan<span class=\"token punctuation\">)<\/span><br \/>\nworkflow<span class=\"token punctuation\">.<\/span>add_node<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;tools&#034;<\/span><span class=\"token punctuation\">,<\/span> execute_tools<span class=\"token punctuation\">)<\/span><br \/>\nworkflow<span class=\"token punctuation\">.<\/span>add_node<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;answer&#034;<\/span><span class=\"token punctuation\">,<\/span> generate_answer<span class=\"token punctuation\">)<\/span><br \/>\nworkflow<span class=\"token punctuation\">.<\/span>set_entry_point<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;plan&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\nworkflow<span class=\"token punctuation\">.<\/span>add_edge<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;plan&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;tools&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\nworkflow<span class=\"token punctuation\">.<\/span>add_edge<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;tools&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;answer&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\nworkflow<span class=\"token punctuation\">.<\/span>add_edge<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;answer&#034;<\/span><span class=\"token punctuation\">,<\/span> END<span class=\"token punctuation\">)<\/span><\/p>\n<p>study_agent <span class=\"token operator\">&#061;<\/span> workflow<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">compile<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>  <span class=\"token comment\"># \u53ef\u76f4\u63a5\u7528\u4e8e FastAPI \u63a5\u53e3<\/span><\/p>\n<ul>\n<li>AI \u529f\u80fd\u5168\u6808\u843d\u5730&#xff1a;\u5bf9\u63a5 GPT-3.5 API \u4e0e Kimi AI API \u5b9e\u73b0\u667a\u80fd\u7b54\u7591\u529f\u80fd&#xff0c;\u9488\u5bf9\u77e5\u8bc6\u70b9\u89e3\u6790\u3001\u9898\u76ee\u89e3\u7b54\u573a\u666f\u4f18\u5316 Prompt \u6a21\u677f&#xff0c;\u8ba9 AI \u7b54\u9898\u51c6\u786e\u7387\u8fbe 85%&#xff1b;\u4ece\u96f6\u642d\u5efa\u72ec\u7acb AI Module \u5fae\u670d\u52a1&#xff0c;\u57fa\u4e8e FastAPI \u6784\u5efa\u6807\u51c6\u5316 AI \u63a5\u53e3&#xff0c;\u96c6\u6210 LangChain&#043;LangGraph \u6784\u5efa\u667a\u80fd\u5bf9\u8bdd\u6d41\u7a0b&#xff0c;\u5b9e\u73b0 PEFT \u53c2\u6570\u9ad8\u6548\u5fae\u8c03&#xff0c;\u652f\u6301 LoRA \u6280\u672f\u9002\u914d\u81ea\u5b9a\u4e49\u5b66\u4e60\u6570\u636e&#xff1b;\u96c6\u6210\u672c\u5730 Ollama&#xff08;mymega&#xff09;\u6a21\u578b&#xff0c;\u540c\u65f6\u652f\u6301\u963f\u91cc\u4e91\u767e\u70bc&#xff08;qwen3-max&#xff09;\u4e0e OpenAI&#xff08;gpt-3.5-turbo&#xff09;\u4e91\u7aef\u6a21\u578b&#xff0c;\u91c7\u7528\u6807\u51c6 OpenAI API \u683c\u5f0f\u517c\u5bb9\u591a\u6a21\u578b\u5207\u6362&#xff1b;\u5b9e\u73b0\u5b9e\u65f6\u6d41\u5f0f\u54cd\u5e94\u4e0e\u601d\u8003\u8fc7\u7a0b\u63d0\u53d6&#xff0c;\u4f18\u5316\u7528\u6237\u4ea4\u4e92\u4f53\u9a8c&#xff1b;\u8bbe\u8ba1\u667a\u80fd\u56de\u9000\u673a\u5236&#xff0c;\u5f53\u9ad8\u7ea7\u6a21\u578b\u4e0d\u53ef\u7528\u65f6\u81ea\u52a8\u56de\u9000\u5230\u5185\u7f6e\u6a21\u578b&#xff0c;\u4fdd\u969c\u670d\u52a1\u53ef\u7528\u6027&#xff1b;<\/li>\n<\/ul>\n<p>     Tool<\/p>\n<p>     RAG<\/p>\n<p>     Python Agent<\/p>\n<p>     Java Backend<\/p>\n<p>     Frontend<\/p>\n<p>     User<\/p>\n<p>      Tool<\/p>\n<p>      RAG<\/p>\n<p>      Python Agent<\/p>\n<p>      Java Backend<\/p>\n<p>      Frontend<\/p>\n<p>      User<\/p>\n<p>  #mermaid-svg-RdQW6JdOAJwPk2LX{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;fill:#333;}@keyframes edge-animation-frame{from{stroke-dashoffset:0;}}@keyframes dash{to{stroke-dashoffset:0;}}#mermaid-svg-RdQW6JdOAJwPk2LX .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-RdQW6JdOAJwPk2LX .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-RdQW6JdOAJwPk2LX .error-icon{fill:#552222;}#mermaid-svg-RdQW6JdOAJwPk2LX .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-RdQW6JdOAJwPk2LX .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-RdQW6JdOAJwPk2LX 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line{stroke:hsl(259.6261682243, 59.7765363128%, 87.9019607843%);fill:#ECECFF;stroke-width:2px;}#mermaid-svg-RdQW6JdOAJwPk2LX :root{&#8211;mermaid-font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;}<\/p>\n<p>   \u63d0\u95ee\u201c\u6211\u80fd\u501f\u591a\u5c11&#xff1f;\u201d<\/p>\n<p>   POST \/agent\/query<\/p>\n<p>   \u8c03\u7528 FastAPI \u63a5\u53e3<\/p>\n<p>   \u68c0\u7d22\u4fe1\u8d37\u653f\u7b56<\/p>\n<p>   \u8c03\u7528 user\/risk API<\/p>\n<p>   \u8fd4\u56de\u7ed3\u6784\u5316\u56de\u7b54<\/p>\n<p>   \u8fd4\u56de JSON<\/p>\n<p>   \u6e32\u67d3\u81ea\u7136\u8bed\u8a00\u7b54\u6848<\/p>\n<ul>\n<li>\u524d\u7aef\u5f00\u53d1&#xff1a;\u57fa\u4e8e Vue 3&#043;Vite&#043;Element Plus \u642d\u5efa\u524d\u7aef\u5de5\u7a0b&#xff0c;\u4f7f\u7528 Pinia \u505a\u5168\u5c40\u72b6\u6001\u7ba1\u7406\u3001Vue Router 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