{"id":112667,"date":"2026-10-04T13:17:07","date_gmt":"2026-10-04T05:17:07","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/112667.html"},"modified":"2026-10-04T13:17:07","modified_gmt":"2026-10-04T05:17:07","slug":"%e3%80%90spring-ai-%e5%ae%9e%e6%88%98-%c2%b7-%e9%98%b6%e6%ae%b5%e4%b8%89%c2%b7%e7%af%872%e3%80%91agentic-rag%ef%bc%9a%e6%8a%8a%e6%a3%80%e7%b4%a2%e4%ba%a4%e7%bb%99%e6%a8%a1%e5%9e%8b%ef%bc%8c%e5%b9%b6","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/112667.html","title":{"rendered":"\u3010Spring AI \u5b9e\u6218 \u00b7 \u9636\u6bb5\u4e09\u00b7\u7bc72\u3011Agentic RAG\uff1a\u628a\u68c0\u7d22\u4ea4\u7ed9\u6a21\u578b\uff0c\u5e76\u8ba9\u5f15\u7528\u53ef\u4fe1"},"content":{"rendered":"<p>&#x1f4cc; \u7cfb\u5217\u8bf4\u660e&#xff1a;\u4e00\u4e2a Java \u540e\u7aef\u89c6\u89d2\u7684 Spring AI \u6e10\u8fdb\u5f0f\u5b9e\u6218\u6559\u7a0b&#xff0c;\u8f7d\u4f53\u4e3a\u5f00\u6e90\u9879\u76ee\u300c\u52b3\u5c0f\u53f8 \u00b7 \u667a\u80fd\u6cd5\u5f8b\u52a9\u624b\u300d\u3002<\/p>\n<ul>\n<li>\u5e8f\u7ae0&#xff1a;\u6280\u672f\u6808\u5168\u666f\u4e0e AI \u5b66\u4e60\u6307\u5357<\/li>\n<li>\u9636\u6bb5\u4e00 \u00b7 \u6d41\u5f0f\u5bf9\u8bdd\u5185\u6838&#xff1a;\u7bc71 SSE \u6d41\u5f0f\u00b7\u505c\u6b62\u00b7\u601d\u8003\u53ef\u89c1\u5316 \/ \u7bc72 \u4f1a\u8bdd\u8bb0\u5fc6\u538b\u7f29\u4e0e\u6eda\u52a8\u4f53\u9a8c<\/li>\n<li>\u9636\u6bb5\u4e8c \u00b7 \u5de5\u5177\u8c03\u7528&#xff1a;\u7bc71 Function Calling \u4e0e\u6cd5\u5f8b\u8ba1\u7b97\u5668 \/ \u7bc72 \u8054\u7f51\u641c\u7d22\u4e0e\u5de5\u5177\u9884\u7b97<\/li>\n<li>\u9636\u6bb5\u4e09 \u00b7 RAG \u77e5\u8bc6\u5e93&#xff1a;\u7bc71 \u8d77\u6b65\u4e0e\u5e95\u8d26\u5316 \/ \u7bc72 Agentic RAG \u4e0e\u5f15\u7528\u53ef\u4fe1\u5ea6&#xff08;\u672c\u6587&#xff09; \/ \u7bc73 \u68c0\u7d22\u8d28\u91cf\u4e0e\u4f53\u9a8c<\/li>\n<li>\u9636\u6bb5\u56db \u00b7 \u591a\u6a21\u578b\u8def\u7531&#xff1a;\u7bc71 \u4e94\u8def\u7ea7\u8054\u8def\u7531<\/li>\n<li>\u9636\u6bb5\u4e94 \u00b7 \u5b89\u5168\u4e0e\u8d28\u91cf\u95e8&#xff1a;\u7bc71 \u5b89\u5168\u5c42\u4e0e\u5f3a\u5236\u68c0\u7d22 \/ \u7bc72 \u8d28\u91cf\u95e8\u4e0e\u8bc4\u4f30\u95e8\u7981 \/ \u7bc73 \u6307\u4ee3\u6d88\u89e3\u4e0e\u963b\u585e\u9694\u79bb<\/li>\n<li>\u9636\u6bb5\u516d \u00b7 \u4ea7\u54c1\u5316\u4e0e\u7528\u6237\u4f53\u7cfb&#xff1a;\u7bc71 \u8ba4\u8bc1\u00b7\u914d\u989d\u00b7\u95e8\u7981 \/ \u7bc72 \u524d\u7aef\u00b7\u79fb\u52a8\u7aef\u00b7\u8eab\u4efd \/ \u7bc73 \u52b3\u52a8\u6cd5\u4e13\u7cbe\u4e0e\u591a\u6a21\u6001<\/li>\n<li>\u9636\u6bb5\u4e03 \u00b7 \u5b58\u50a8\u6f14\u8fdb\u4e0e\u90e8\u7f72&#xff1a;\u7bc71 \u5b58\u50a8\u8fc1\u79fb \/ \u7bc72 \u90e8\u7f72\u5951\u7ea6<\/li>\n<\/ul>\n<p>&#x1f4e6; \u672c\u7bc7\u6d89\u53ca&#xff1a;tool\/SearchLawTool.java\u3001rag\/LawCitation.java\u3001rag\/CitationRegistry.java\u3002<\/p>\n<hr \/>\n<h3>\u4e00\u3001Naive RAG \u7684\u4e09\u4e2a\u95ee\u9898<\/h3>\n<p>\u7bc71 \u7684&#034;\u6bcf\u8f6e\u65e0\u6761\u4ef6\u524d\u7f6e\u68c0\u7d22 Top-K \u62fc Prompt&#034;\u867d\u7136\u80fd\u8dd1&#xff0c;\u4f46\u6709\u4e09\u4e2a\u5b9e\u6253\u5b9e\u7684\u95ee\u9898&#xff1a;<\/p>\n<li>\u95f2\u804a\u4e5f\u767d\u68c0\u7d22&#xff1a;\u7528\u6237\u8bf4&#034;\u4f60\u597d&#034;&#xff0c;\u4f60\u4e5f\u8c03\u4e00\u6b21 embedding &#043; \u5411\u91cf\u68c0\u7d22&#xff0c;\u7eaf\u6d6a\u8d39&#xff1b;<\/li>\n<li>\u68c0\u7d22\u8bcd\u5c31\u662f\u7528\u6237\u539f\u8bdd&#xff1a;\u7528\u6237\u95ee&#034;\u88ab\u516c\u53f8\u8f9e\u9000\u4e86\u80fd\u62ff\u591a\u5c11\u94b1&#034;&#xff0c;\u76f4\u63a5\u62ff\u8fd9\u53e5\u53bb\u5411\u91cf\u5e93&#xff0c;\u53ec\u56de\u8d28\u91cf\u5dee&#xff1b;<\/li>\n<li>\u53ea\u80fd\u68c0\u4e00\u8f6e&#xff1a;\u590d\u6742\u95ee\u9898\u9700\u8981\u591a\u4e2a\u6cd5\u6761&#xff0c;Naive RAG \u4e00\u6b21\u6027\u68c0\u7d22\u8986\u76d6\u4e0d\u4e86\u591a\u8df3\u8ffd\u95ee\u3002<\/li>\n<p>\u6839\u56e0\u662f&#xff1a;\u68c0\u7d22\u7684\u65f6\u673a\u3001\u68c0\u7d22\u8bcd\u3001\u6b21\u6570\u90fd\u88ab\u4ee3\u7801\u5199\u6b7b\u4e86\u3002\u80fd\u4e0d\u80fd\u4ea4\u7ed9\u6a21\u578b\u81ea\u5df1\u5224\u65ad&#xff1f;<\/p>\n<h3>\u4e8c\u3001\u68c0\u7d22\u5de5\u5177\u5316&#xff1a;\u4ece Workflow \u5230 Agent<\/h3>\n<p>\u628a\u68c0\u7d22\u505a\u6210\u4e00\u4e2a &#064;Tool\u2014\u2014searchLaw&#xff0c;\u8ba9\u6a21\u578b\u81ea\u4e3b\u51b3\u5b9a&#xff1a;<\/p>\n<p><span class=\"token annotation punctuation\">&#064;Tool<\/span><span class=\"token punctuation\">(<\/span>description <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;\u68c0\u7d22\u4e0e\u6cd5\u5f8b\u95ee\u9898\u76f8\u5173\u7684\u6cd5\u5f8b\u6761\u6587\u3002\u5f53\u7528\u6237\u54a8\u8be2\u52b3\u52a8\u5408\u540c\u3001\u7ecf\u6d4e\u8865\u507f\u3001\u52a0\u73ed\u8d39\u3001&#034;<\/span><br \/>\n        <span class=\"token operator\">&#043;<\/span> <span class=\"token string\">&#034;\u8bd5\u7528\u671f\u3001\u8bc9\u8bbc\u65f6\u6548\u7b49\u6cd5\u5f8b\u95ee\u9898\u65f6&#xff0c;\u56de\u7b54\u524d\u5fc5\u987b\u5148\u8c03\u7528\u672c\u5de5\u5177\u83b7\u53d6\u6761\u6587\u4f9d\u636e&#xff0c;&#034;<\/span><br \/>\n        <span class=\"token operator\">&#043;<\/span> <span class=\"token string\">&#034;\u5e76\u5728\u56de\u7b54\u4e2d\u6ce8\u660e\u6cd5\u5f8b\u540d\u79f0\u4e0e\u6761\u6587\u7f16\u53f7\u3002\u95f2\u804a\u3001\u95ee\u5019\u3001\u901a\u7528\u77e5\u8bc6\u95ee\u9898\u4e0d\u9700\u8981\u8c03\u7528\u3002&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token keyword\">public<\/span> <span class=\"token class-name\">String<\/span> <span class=\"token function\">searchLaw<\/span><span class=\"token punctuation\">(<\/span><br \/>\n        <span class=\"token annotation punctuation\">&#064;ToolParam<\/span><span class=\"token punctuation\">(<\/span>description <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;\u68c0\u7d22\u5173\u952e\u8bcd\u3002\u4e0d\u8981\u7167\u6284\u7528\u6237\u539f\u8bdd&#xff0c;\u8bf7\u63d0\u70bc\u4e3a\u6cd5\u5f8b\u672f\u8bed&#xff0c;&#034;<\/span><br \/>\n                <span class=\"token operator\">&#043;<\/span> <span class=\"token string\">&#034;\u4f8b\u5982\u7528\u6237\u95ee&#039;\u88ab\u516c\u53f8\u8f9e\u9000\u4e86\u80fd\u62ff\u591a\u5c11\u94b1&#039;\u5e94\u68c0\u7d22&#039;\u89e3\u9664\u52b3\u52a8\u5408\u540c \u7ecf\u6d4e\u8865\u507f \u6807\u51c6&#039;&#034;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token class-name\">String<\/span> query<span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token annotation punctuation\">&#064;ToolParam<\/span><span class=\"token punctuation\">(<\/span>description <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;\u53ef\u9009\u4e1a\u52a1\u9886\u57df\u8fc7\u6ee4&#xff1a;\u52b3\u52a8\/\u6c11\u4e8b\/\u5546\u4e8b\/\u5211\u4e8b\u2026&#xff1b;\u4e0d\u9650\u5236\u65f6\u4e0d\u4f20&#034;<\/span><span class=\"token punctuation\">,<\/span> required <span class=\"token operator\">&#061;<\/span> <span class=\"token boolean\">false<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token class-name\">String<\/span> category<span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token class-name\">ToolContext<\/span> toolContext<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token class-name\">ToolBudget<\/span> budget <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token class-name\">ToolBudget<\/span><span class=\"token punctuation\">)<\/span> toolContext<span class=\"token punctuation\">.<\/span><span class=\"token function\">getContext<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">get<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">ToolBudget<\/span><span class=\"token punctuation\">.<\/span><span class=\"token constant\">KEY<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> <span class=\"token punctuation\">(<\/span>budget <span class=\"token operator\">!&#061;<\/span> <span class=\"token keyword\">null<\/span> <span class=\"token operator\">&amp;&amp;<\/span> <span class=\"token operator\">!<\/span>budget<span class=\"token punctuation\">.<\/span><span class=\"token function\">tryAcquire<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span> <span class=\"token comment\">\/* \u9884\u7b97\u8017\u5c3d&#xff0c;\u529d\u9000 *\/<\/span> <span class=\"token punctuation\">}<\/span><br \/>\n    <span class=\"token class-name\">List<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">LawCitation<\/span><span class=\"token punctuation\">&gt;<\/span><\/span> cites <span class=\"token operator\">&#061;<\/span> retrievalService<span class=\"token punctuation\">.<\/span><span class=\"token function\">retrieveCitations<\/span><span class=\"token punctuation\">(<\/span>query<span class=\"token punctuation\">,<\/span> category<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token class-name\">CitationRegistry<\/span> registry <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token class-name\">CitationRegistry<\/span><span class=\"token punctuation\">)<\/span> toolContext<span class=\"token punctuation\">.<\/span><span class=\"token function\">getContext<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">get<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">CitationRegistry<\/span><span class=\"token punctuation\">.<\/span><span class=\"token constant\">KEY<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> <span class=\"token punctuation\">(<\/span>registry <span class=\"token operator\">!&#061;<\/span> <span class=\"token keyword\">null<\/span><span class=\"token punctuation\">)<\/span> registry<span class=\"token punctuation\">.<\/span><span class=\"token function\">register<\/span><span class=\"token punctuation\">(<\/span>cites<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>   <span class=\"token comment\">\/\/ \u547d\u4e2d\u767b\u8bb0<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> cites<span class=\"token punctuation\">.<\/span><span class=\"token function\">stream<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">map<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">LawCitation<\/span><span class=\"token operator\">::<\/span><span class=\"token function\">text<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">reduce<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">(<\/span>a<span class=\"token punctuation\">,<\/span> b<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">-&gt;<\/span> a <span class=\"token operator\">&#043;<\/span> <span class=\"token string\">&#034;\\\\n\\\\n&#034;<\/span> <span class=\"token operator\">&#043;<\/span> b<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">orElse<\/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 punctuation\">}<\/span><\/p>\n<p>\u8fd9\u4e00\u6b65\u4e4b\u540e&#xff0c;\u4e09\u4e2a\u95ee\u9898\u4e00\u6b21\u6027\u89e3\u51b3&#xff1a;\u95f2\u804a\u4e0d\u8c03&#xff08;\u6a21\u578b\u5224\u65ad\u4e0d\u9700\u8981\u5c31\u4e0d\u8c03&#xff0c;\u7701 token&#xff09;\u3001\u68c0\u7d22\u8bcd\u7531\u6a21\u578b\u6539\u5199\u6210\u6cd5\u5f8b\u672f\u8bed\u3001\u591a\u95ee\u9898\u53ef\u591a\u6b21\u8c03\u7528&#xff08;\u591a\u8df3&#xff09;\u3002<\/p>\n<p>\u67b6\u6784\u4e0a&#xff0c;\u8fd9\u662f\u4e00\u4e2a\u8d28\u53d8&#xff1a;\u4ece&#034;\u6d41\u7a0b\u5199\u6b7b\u7684 Workflow&#034;\u8de8\u5165&#034;\u6a21\u578b\u81ea\u4e3b\u51b3\u7b56\u6b65\u9aa4\u7684 Agent&#034;\u3002<\/p>\n<p>\u4f46\u8981\u6ce8\u610f&#xff1a;\u5de5\u5177\u5316\u540e&#xff0c;\u68c0\u7d22&#034;\u8981\u4e0d\u8981\u505a&#034;\u53d8\u6210\u4e86\u6a21\u578b\u7684\u51b3\u7b56\u2014\u2014\u6a21\u578b\u53ef\u4ee5\u4e0d\u542c\u3002\u5b83\u53ef\u80fd\u89c9\u5f97\u81ea\u5df1\u77e5\u9053\u5c31\u8df3\u8fc7\u68c0\u7d22&#xff0c;\u76f4\u63a5\u51ed\u8bb0\u5fc6\u4f5c\u7b54&#xff0c;\u5e7b\u89c9\u53c8\u56de\u6765\u4e86\u3002\u8fd9\u4e2a\u9690\u60a3\u672c\u7bc7\u5148\u57cb\u4e0b&#xff0c;\u9636\u6bb5\u4e94\u00b7\u7bc71 \u7528&#034;\u5f3a\u5236\u68c0\u7d22\u6253\u5e95&#xff08;Grounded ReAct&#xff09;&#034;\u6765\u5b9e\u9524\u56de\u6536\u3002<\/p>\n<h3>\u4e09\u3001\u5f15\u7528\u53ef\u4fe1\u5ea6&#xff1a;\u522b\u8ba9 UI \u7ed9\u5e7b\u89c9\u76d6\u6743\u5a01\u7ae0<\/h3>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261004051705-6ac1e151b8a74.png\" alt=\"Agentic RAG \u4e0e\u5f15\u7528\u53ef\u4fe1\u5ea6\u94fe\u8def\" \/><\/p>\n<p>\u65e9\u671f retrieve() \u8fd4\u56de List&lt;String&gt;&#xff0c;Document \u7684 metadata&#xff08;articleId\/lawName\/score&#xff09;\u5168\u4e22\u4e86\u3002\u524d\u7aef\u5f15\u7528\u5361\u600e\u4e48\u529e&#xff1f;\u53ea\u80fd\u7528\u6b63\u5219\u4ece\u6a21\u578b\u8f93\u51fa\u91cc\u731c\u2014\u2014\u6a21\u578b\u5199\u4e86&#034;\u300a\u52b3\u52a8\u5408\u540c\u6cd5\u300b\u7b2c\u56db\u5341\u4e03\u6761&#034;\u5c31\u6e32\u67d3\u6210\u4e00\u5f20 \u00a7 \u5f15\u7528\u5361\u3002<\/p>\n<p>\u95ee\u9898\u5f88\u4e25\u91cd&#xff1a;\u5f15\u7528\u5361\u5c55\u793a\u7684\u662f&#034;\u6a21\u578b\u8bf4\u4e86\u4ec0\u4e48&#034;&#xff0c;\u4e0d\u662f&#034;\u68c0\u7d22\u547d\u4e2d\u4e86\u4ec0\u4e48&#034;\u3002\u6a21\u578b\u8981\u662f\u7f16\u9020\u4e00\u4e2a\u4e0d\u5b58\u5728\u7684\u6761\u6587\u53f7&#xff0c;UI \u4f1a\u628a\u5b83\u5305\u88c5\u6210\u770b\u8d77\u6765\u6743\u5a01\u7684\u5f15\u7528\u5361\u2014\u2014\u7b49\u4e8e\u7ed9\u5e7b\u89c9\u76d6\u4e86\u4e2a\u6743\u5a01\u7ae0\u3002<\/p>\n<p>\u89e3\u6cd5&#xff1a;\u8ba9\u5f15\u7528\u4ee5\u7ed3\u6784\u5316\u5f62\u6001\u8d2f\u7a7f\u5168\u94fe\u8def\u3002 \u5b9a\u4e49 LawCitation record&#xff1a;<\/p>\n<p><span class=\"token keyword\">public<\/span> <span class=\"token keyword\">record<\/span> <span class=\"token class-name\">LawCitation<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">Long<\/span> articleId<span class=\"token punctuation\">,<\/span> <span class=\"token class-name\">String<\/span> lawName<span class=\"token punctuation\">,<\/span> <span class=\"token class-name\">String<\/span> articleNo<span class=\"token punctuation\">,<\/span><br \/>\n                          <span class=\"token class-name\">String<\/span> category<span class=\"token punctuation\">,<\/span> <span class=\"token keyword\">double<\/span> score<span class=\"token punctuation\">,<\/span> <span class=\"token class-name\">String<\/span> text<span class=\"token punctuation\">,<\/span> <span class=\"token keyword\">boolean<\/span> chunked<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token keyword\">public<\/span> <span class=\"token class-name\">String<\/span> <span class=\"token function\">key<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span> <span class=\"token keyword\">return<\/span> lawName <span class=\"token operator\">&#043;<\/span> <span class=\"token string\">&#034;|&#034;<\/span> <span class=\"token operator\">&#043;<\/span> articleNo<span class=\"token punctuation\">;<\/span> <span class=\"token punctuation\">}<\/span>   <span class=\"token comment\">\/\/ \u53bb\u91cd\u4e0e\u771f\u4f2a\u6821\u9a8c\u7684\u952e<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p>\u5b83\u4e00\u8def\u5e26\u7740\u8d70&#xff1a;\u68c0\u7d22\u547d\u4e2d \u2192 System Prompt \u91cc\u4ee5 [1][2][3] \u7f16\u53f7\u6ce8\u5165 \u2192 SSE citation \u4e8b\u4ef6\u63a8\u524d\u7aef \u2192 \u5ba1\u6821\u6821\u9a8c\u771f\u4f2a&#xff0c;\u5168\u94fe\u8def\u540c\u4e00\u4efd\u6570\u636e\u3002\u524d\u7aef\u5f15\u7528\u5361\u5c55\u793a\u7684\u662f&#034;\u68c0\u7d22\u771f\u5b9e\u547d\u4e2d\u4e86\u4ec0\u4e48&#034;&#xff0c;\u800c\u4e0d\u662f&#034;\u6a21\u578b\u5634\u4e0a\u8bf4\u4e86\u4ec0\u4e48&#034;\u3002\u5f15\u7528\u5361\u4e0a\u7684 TOP 0.xx \u662f\u771f\u5b9e\u76f8\u5173\u5ea6\u5206\u3002<\/p>\n<h3>\u56db\u3001CitationRegistry&#xff1a;\u8bf7\u6c42\u7ea7\u5f15\u7528\u767b\u8bb0\u5668<\/h3>\n<p>\u6709\u4e2a\u73b0\u5b9e\u95ee\u9898&#xff1a;\u547d\u4e2d\u4ea7\u751f\u5728\u4e24\u5904\u2014\u2014\u4e00\u662f ChatService \u7684\u5f3a\u5236\u6253\u5e95\u68c0\u7d22&#xff08;\u8fdb\u6a21\u578b\u524d&#xff09;&#xff0c;\u4e8c\u662f ReAct \u5faa\u73af\u91cc\u6a21\u578b\u8c03 searchLaw \u7684\u591a\u8df3\u68c0\u7d22&#xff08;\u53d1\u751f\u5728 Spring AI \u5de5\u5177\u8c03\u7528\u5185\u90e8&#xff0c;ChatService \u62ff\u4e0d\u5230&#xff09;\u3002\u5ba1\u6821\u65f6\u8981\u628a\u4e24\u5904\u7684\u547d\u4e2d\u5408\u8d77\u6765\u6821\u9a8c\u7b54\u6848\u5f15\u7528\u7684\u771f\u4f2a\u3002<\/p>\n<p>\u89e3\u6cd5\u662f\u4e00\u4e2a\u8bf7\u6c42\u7ea7\u767b\u8bb0\u5668 CitationRegistry&#xff0c;\u7ecf ToolContext \u6ce8\u5165&#xff0c;\u4e24\u5904\u547d\u4e2d\u90fd register \u8fdb\u6765&#xff1a;<\/p>\n<p><span class=\"token keyword\">public<\/span> <span class=\"token keyword\">class<\/span> <span class=\"token class-name\">CitationRegistry<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token keyword\">public<\/span> <span class=\"token keyword\">static<\/span> <span class=\"token keyword\">final<\/span> <span class=\"token class-name\">String<\/span> <span class=\"token constant\">KEY<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;citationRegistry&#034;<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token keyword\">final<\/span> <span class=\"token class-name\">Set<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">String<\/span><span class=\"token punctuation\">&gt;<\/span><\/span> keys <span class=\"token operator\">&#061;<\/span> <span class=\"token class-name\">ConcurrentHashMap<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">newKeySet<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>          <span class=\"token comment\">\/\/ lawName|articleNo<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token keyword\">final<\/span> <span class=\"token class-name\">List<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">LawCitation<\/span><span class=\"token punctuation\">&gt;<\/span><\/span> citations <span class=\"token operator\">&#061;<\/span> <span class=\"token class-name\">Collections<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">synchronizedList<\/span><span class=\"token punctuation\">(<\/span><span class=\"token keyword\">new<\/span> <span class=\"token class-name\">ArrayList<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token punctuation\">&gt;<\/span><\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>    <span class=\"token keyword\">public<\/span> <span class=\"token keyword\">void<\/span> <span class=\"token function\">register<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">List<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">LawCitation<\/span><span class=\"token punctuation\">&gt;<\/span><\/span> hits<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token keyword\">for<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token class-name\">LawCitation<\/span> c <span class=\"token operator\">:<\/span> hits<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n            <span class=\"token keyword\">if<\/span> <span class=\"token punctuation\">(<\/span>keys<span class=\"token punctuation\">.<\/span><span class=\"token function\">add<\/span><span class=\"token punctuation\">(<\/span>c<span class=\"token punctuation\">.<\/span><span class=\"token function\">key<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span> citations<span class=\"token punctuation\">.<\/span><span class=\"token function\">add<\/span><span class=\"token punctuation\">(<\/span>c<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>   <span class=\"token comment\">\/\/ \u53bb\u91cd&#xff1a;\u540c\u952e\u53ea\u7559\u4e00\u6761<\/span><br \/>\n        <span class=\"token punctuation\">}<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><br \/>\n    <span class=\"token keyword\">public<\/span> <span class=\"token keyword\">boolean<\/span> <span class=\"token function\">contains<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">String<\/span> lawName<span class=\"token punctuation\">,<\/span> <span class=\"token class-name\">String<\/span> articleNo<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span>   <span class=\"token comment\">\/\/ \u5ba1\u6821&#xff1a;\u5f15\u7528\u662f\u5426\u771f\u5b9e\u547d\u4e2d\u8fc7<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> keys<span class=\"token punctuation\">.<\/span><span class=\"token function\">contains<\/span><span class=\"token punctuation\">(<\/span>lawName <span class=\"token operator\">&#043;<\/span> <span class=\"token string\">&#034;|&#034;<\/span> <span class=\"token operator\">&#043;<\/span> articleNo<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p>\u751f\u547d\u5468\u671f &#061; \u5355\u6b21\u8bf7\u6c42&#xff08;\u6bcf\u8f6e new \u4e00\u4e2a&#xff09;&#xff0c;\u5929\u7136\u8bf7\u6c42\u9694\u79bb&#xff1b;\u5185\u90e8\u7528\u5e76\u53d1\u5bb9\u5668&#xff0c;\u56e0\u4e3a Reactor \u94fe\u548c\u5de5\u5177\u8c03\u7528\u53ef\u80fd\u8de8\u7ebf\u7a0b\u3002\u5b83\u540c\u65f6\u662f SSE citation \u4e8b\u4ef6\u7684\u6570\u636e\u6e90&#xff08;\u524d\u7aef\u5c55\u793a&#xff09;\u548c AnswerReviewer \u7684\u6821\u9a8c\u6570\u636e\u6e90&#xff08;\u9636\u6bb5\u4e94\u00b7\u7bc72&#xff09;\u3002<\/p>\n<h3>\u4e94\u3001\u8e29\u5751\u5907\u5fd8<\/h3>\n<p>\u2460 RedisVectorStore \u8bfb\u56de\u65f6\u81ea\u5b9a\u4e49 metadata \u53ef\u80fd\u4e22\u5931\u3002 \u56e0\u4e3a metadata \u6ca1\u58f0\u660e\u8fdb\u7d22\u5f15 schema&#xff0c;\u8bfb\u56de\u6765\u662f\u7a7a\u7684\u3002\u515c\u5e95\u94fe&#xff1a;articleId \u4ece\u6587\u6863 id&#xff08;law:article:{id}#cN&#xff09;\u89e3\u6790&#xff0c;\u6cd5\u540d\/\u6761\u53f7\u4ece\u56fa\u5b9a\u6587\u672c\u683c\u5f0f \u6cd5\u5f8b\u540d\u79f0&#xff1a;\u300aX\u300b\u3002\u6761\u6587\u7f16\u53f7&#xff1a;Y \u6b63\u5219\u89e3\u6790\u3002\u7ed3\u6784\u5316\u5f15\u7528\u8981\u8bbe\u8ba1\u597d&#034;metadata \u4e22\u4e86\u4e5f\u80fd\u8fd8\u539f&#034;\u7684\u515c\u5e95\u3002<\/p>\n<p>\u2461 \u53cc\u8def\u547d\u4e2d\u4f1a\u91cd\u590d&#xff0c;\u524d\u7aef v-for key \u51b2\u7a81\u3002 \u7a20\u5bc6\u8def\u548c\u7a00\u758f\u8def\u53ef\u80fd\u547d\u4e2d\u540c\u4e00\u6761\u6587&#xff0c;citation \u63a8\u7ed9\u524d\u7aef\u524d\u5fc5\u987b\u6309 lawName&#043;articleNo \u53bb\u91cd&#xff08;\u4fdd\u7559\u76f8\u5173\u5ea6\u66f4\u9ad8\u7684\u4e00\u6761&#xff09;&#xff0c;\u5426\u5219 CitationCard \u7684 :key \u51b2\u7a81\u5bfc\u81f4 Vue patch \u9519\u4e71\u3001\u5f15\u7528\u5361\u5b50\u6811\u6e32\u67d3\u51bb\u7ed3\u3002<\/p>\n<p>\u2462 \u5de5\u5177\u5316\u4e0d\u7b49\u4e8e\u53ef\u9760\u3002 Agentic RAG \u8ba9\u68c0\u7d22\u66f4\u806a\u660e&#xff0c;\u4f46\u628a&#034;\u8981\u4e0d\u8981\u68c0\u7d22&#034;\u4ea4\u7ed9\u4e86\u6a21\u578b\u2014\u2014\u8fd9\u662f\u7075\u6d3b\u6027\u7684\u4ee3\u4ef7\u3002\u751f\u4ea7\u7ea7\u7cfb\u7edf\u5fc5\u987b\u5728\u67b6\u6784\u5c42\u8865\u4e00\u9053\u786e\u5b9a\u6027\u515c\u5e95&#xff08;\u5c31\u662f\u9636\u6bb5\u4e94\u7684\u5f3a\u5236\u68c0\u7d22\u6253\u5e95&#xff09;&#xff0c;\u4e0d\u80fd\u7eaf\u6307\u671b\u6a21\u578b\u81ea\u89c9\u3002<\/p>\n<h3>\u516d\u3001\u5c0f\u7ed3<\/h3>\n<table>\n<tr>\u673a\u5236\u4e00\u53e5\u8bdd<\/tr>\n<tbody>\n<tr>\n<td>Agentic RAG<\/td>\n<td>\u68c0\u7d22\u505a\u6210\u5de5\u5177&#xff0c;\u6a21\u578b\u81ea\u4e3b\u51b3\u5b9a\u65f6\u673a\/\u68c0\u7d22\u8bcd\/\u6b21\u6570<\/td>\n<\/tr>\n<tr>\n<td>Workflow \u2192 Agent<\/td>\n<td>\u68c0\u7d22\u51b3\u7b56\u4ece\u4ee3\u7801\u5199\u6b7b\u53d8\u4e3a\u6a21\u578b\u81ea\u4e3b<\/td>\n<\/tr>\n<tr>\n<td>LawCitation<\/td>\n<td>\u7ed3\u6784\u5316\u5f15\u7528\u8d2f\u7a7f\u5168\u94fe\u8def&#xff0c;\u5c55\u793a&#034;\u547d\u4e2d\u4e86\u4ec0\u4e48&#034;<\/td>\n<\/tr>\n<tr>\n<td>CitationRegistry<\/td>\n<td>\u8bf7\u6c42\u7ea7\u767b\u8bb0\u5668&#xff0c;\u6253\u5e95&#043;\u591a\u8df3\u547d\u4e2d\u7edf\u4e00\u4f9b\u5ba1\u6821<\/td>\n<\/tr>\n<tr>\n<td>\u57cb\u7684\u9690\u60a3<\/td>\n<td>\u6a21\u578b\u53ef\u4ee5\u4e0d\u542c&#xff08;\u9636\u6bb5\u4e94\u00b7\u7bc71 \u56de\u6536&#xff09;<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>\u4e03\u3001\u4e0b\u7bc7\u9884\u544a<\/h3>\n<p>\u68c0\u7d22\u4ea4\u7ed9\u6a21\u578b\u3001\u5f15\u7528\u53ef\u6eaf\u6e90\u4e86&#xff0c;\u4f46\u8fd8\u5dee\u4e34\u95e8\u4e00\u811a&#xff1a;\u68c0\u7d22\u672c\u8eab\u51c6\u4e0d\u51c6\u3002\u5355\u7eaf\u5411\u91cf Top-K \u53ec\u56de\u8d28\u91cf\u6709\u9650&#xff0c;&#034;\u7b2c\u56db\u5341\u4e03\u6761&#034;\u8fd9\u79cd\u79bb\u6563\u7f16\u53f7\u66f4\u662f\u547d\u4e2d\u4e0d\u4e86\u3002\u4e0b\u4e00\u7bc7\u628a\u68c0\u7d22\u7ba1\u7ebf\u5347\u7ea7\u5230\u5de5\u4e1a\u7ea7\u4e94\u9636\u6bb5\u3002<\/p>\n<hr \/>\n<p>&#x1f310; \u6e90\u7801\u4e0e\u4f53\u9a8c&#xff1a;Gitee&#xff08;\u56fd\u5185\u5feb&#xff09;https:\/\/gitee.com\/spaserby\/laoxiaosi.git &#xff5c; GitHub https:\/\/github.com\/spaserby\/laoxiaosi.git &#x1f5a5; \u5728\u7ebf\u6f14\u793a&#xff1a;https:\/\/laoxiaosi.noctisblue.com \u672c\u7cfb\u5217\u5168\u5957\u4ee3\u7801\u7686\u5f00\u6e90&#xff0c;\u89c9\u5f97\u8fd9\u7bc7\u6709\u5e2e\u52a9&#xff0c;\u6b22\u8fce\u987a\u624b\u70b9\u9897 \u2b50<\/p>\n","protected":false},"excerpt":{"rendered":"<p>&#x1f4cc; \u7cfb\u5217\u8bf4\u660e&#xff1a;\u4e00\u4e2a Java \u540e\u7aef\u89c6\u89d2\u7684 Spring AI \u6e10\u8fdb\u5f0f\u5b9e\u6218\u6559\u7a0b&#xff0c;\u8f7d\u4f53\u4e3a\u5f00\u6e90\u9879\u76ee\u300c\u52b3\u5c0f\u53f8 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