{"id":122622,"date":"2026-11-05T09:50:24","date_gmt":"2026-11-05T01:50:24","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/122622.html"},"modified":"2026-11-05T09:50:24","modified_gmt":"2026-11-05T01:50:24","slug":"2026-%e5%90%8e%e7%ab%af-ai-%e9%9b%86%e6%88%90%e8%90%bd%e5%9c%b0%e6%8b%86%e8%a7%a3%ef%bc%9aspring-ai-2-0-mcp-agent-%e5%86%85%e5%b5%8c%e7%9a%84%e4%b8%89%e6%9d%a1%e8%b7%af%e5%be%84%e6%80%8e%e4%b9%88","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/122622.html","title":{"rendered":"2026 \u540e\u7aef AI \u96c6\u6210\u843d\u5730\u62c6\u89e3\uff1aSpring AI 2.0 + MCP + Agent \u5185\u5d4c\u7684\u4e09\u6761\u8def\u5f84\u600e\u4e48\u9009"},"content":{"rendered":"

\/* MD \/ \u5bcc\u6587\u672c\u4e2d\u7684 .toc\uff08\u542b\u535a\u5ba2\u56ed\u642c\u5bb6\u7b49\u5d4c\u5957\u7ed3\u6784\uff09\uff1b.toc-box \u5728\u4fa7\u680f\uff0c\u4e0d\u53d7\u5f71\u54cd *\/
\n #content_views .toc,
\n \/* \u7f16\u8f91\u5668\u5e38\u5728\u76ee\u5f55\u524d\u540e\u63d2\u5165\u7a7a p\uff08:empty \u4ecd\u5360 20px\uff09\uff0c\u4e00\u5e76\u53bb\u6389\u907f\u514d\u9876\u7a7a\u9699 *\/
\n #content_views.markdown_views > p:empty:has(+ .toc),
\n #content_views.markdown_views > .toc + p:empty,
\n \/* \u5bcc\u6587\u672c\u65e7\u7248\u76ee\u5f55\u6807\u8bb0 *\/
\n #content_views.htmledit_views #main-toc,
\n #content_views.htmledit_views #hr-toc,
\n #content_views.htmledit_views p[id*=\\”-toc\\”] {
\n display: none !important;
\n }
\n \/* \u76ee\u5f55\u53bb\u6389\u540e\uff0c\u7d27\u8ddf\u7684\u9996\u4e2a\u6807\u9898\u4e0d\u518d\u591a\u51fa\u4e00\u5757\u4e0a\u8fb9\u8ddd *\/
\n #content_views.markdown_views > .toc + h1,
\n #content_views.markdown_views > .toc + h2,
\n #content_views.markdown_views > .toc + h3,
\n #content_views.markdown_views > .toc + h4,
\n #content_views.markdown_views > .toc + p:empty + h1,
\n #content_views.markdown_views > .toc + p:empty + h2,
\n #content_views.markdown_views > .toc + p:empty + h3,
\n #content_views.markdown_views > .toc + p:empty + h4 {
\n margin-top: 0 !important;
\n }<\/p>\n

2026 \u540e\u7aef AI \u96c6\u6210\u843d\u5730\u62c6\u89e3：Spring AI 2.0 + MCP + Agent \u5185\u5d4c\u7684\u4e09\u6761\u8def\u5f84\u600e\u4e48\u9009<\/h2>\n

2026 \u5e74\u7684 Java \u540e\u7aef AI \u96c6\u6210，\u6b63\u5728\u4ece"\u80fd\u4e0d\u80fd\u8c03\u901a\u4e00\u4e2a\u5927\u6a21\u578b\u63a5\u53e3"\u6f14\u53d8\u4e3a"\u600e\u4e48\u628a\u6a21\u578b\u80fd\u529b\u7a33\u5b9a\u3001\u53ef\u63a7\u3001\u53ef\u8ba1\u8d39\u3001\u53ef\u5ba1\u8ba1\u5730\u6536\u8fdb\u5b58\u91cf\u7cfb\u7edf"\u7684\u5de5\u7a0b\u95ee\u9898\u3002\u8fd1\u671f\u591a\u6e90\u9ad8\u9891\u51fa\u73b0\u7684\u8ba8\u8bba\u4e5f\u57fa\u672c\u6536\u655b\u5230\u8fd9\u4e00\u5224\u65ad：RAG\u3001\u77e5\u8bc6\u56fe\u8c31\u3001MCP \u534f\u8bae\u3001Agent \u5de5\u4f5c\u6d41\u7f16\u6392\u4e0d\u518d\u662f\u9526\u4e0a\u6dfb\u82b1\u7684\u6f14\u793a\u9879，\u800c\u662f\u8981\u5728\u4e8b\u52a1\u8fb9\u754c\u3001\u6743\u9650\u4f53\u7cfb\u3001\u670d\u52a1\u5951\u7ea6\u548c\u56e2\u961f\u6280\u80fd\u6808\u7ea6\u675f\u4e0b\u843d\u5730\u7684\u6a21\u5757[1][2][3]\u3002\u672c\u6587\u4e0d\u8ba8\u8bba"\u600e\u4e48\u8c03 API"，\u53ea\u8ba8\u8bba\u4e00\u4ef6\u4e8b：\u628a\u540c\u4e00\u4efd AI \u80fd\u529b\u6536\u8fdb\u73b0\u6709 Java \u5fae\u670d\u52a1，\u68c0\u7d22\u3001\u7f16\u6392\u3001\u5de5\u5177\u6ce8\u518c\u3001\u5de5\u5177\u8c03\u7528\u3001\u6d41\u5f0f\u901a\u4fe1\u8fd9\u4e94\u4e2a\u8d23\u4efb\u70b9\u5206\u522b\u653e\u5728\u54ea\u4e00\u5c42，\u4ed8\u51fa\u4ec0\u4e48\u4ee3\u4ef7，\u7559\u4e0b\u4ec0\u4e48\u5751\u3002<\/p>\n

\u5148\u58f0\u660e\u5199\u4f5c\u53e3\u5f84：\u672c\u6587\u5f15\u7528\u7684\u793e\u533a\u6587\u7ae0\u4e2d，Spring Boot \u7248\u672c\u7ebf\u5b58\u5728 3.x \/ 3.5 \/ 4.1 \u4e09\u79cd\u8868\u8ff0，\u90e8\u5206\u6765\u6e90\u81ea\u5e26"\u7248\u672c\u53f7\u9700\u4ee5\u5b98\u65b9\u8d44\u6599\u6838\u9a8c"\u7684\u63d0\u793a[2][4][5]；Spring Framework 7.1 \u5728\u5b98\u65b9 Wiki \u4e2d\u6807\u6ce8\u4e3a"\u8ba1\u5212\u4e8e 2026 \u5e74 11 \u6708\u53d1\u5e03\u7684\u9884\u89c8\u9875"[7]，\u5c5e\u4e8e\u5c1a\u672a\u5b8c\u5168\u843d\u5730\u7684\u4e8b\u9879\u3002\u56e0\u6b64\u4e0b\u6587\u51e1\u6d89\u53ca\u5177\u4f53\u7248\u672c\u53f7\u3001\u7c7b\u540d\u3001\u6ce8\u89e3\u3001\u914d\u7f6e\u9879，\u4e00\u5f8b\u6807\u6ce8"\u4ee5\u6240\u9009\u7248\u672c\u5b98\u65b9\u6587\u6863\u4e3a\u51c6"，\u4e0d\u628a\u4e8c\u624b\u6587\u7ae0\u7684\u7248\u672c\u53e3\u5f84\u5f53\u4f5c\u65e2\u5b9a\u4e8b\u5b9e\u3002MCP \u4f20\u8f93\u5c42\u7684\u89c4\u8303\u72b6\u6001（SSE \u662f\u4fdd\u7559\u8fd8\u662f\u6807\u8bb0\u4e3a\u65e7\u7248）\u540c\u6837\u9700\u4ee5\u4f60\u5b9e\u9645\u91c7\u7528\u7684\u89c4\u8303\u7248\u672c\u539f\u6587\u4e3a\u51c6，\u672c\u6587\u53ea\u505a\u534f\u8bae\u7ed3\u6784\u4e0e\u90e8\u7f72\u8bed\u4e49\u7684\u5bf9\u6bd4\u3002<\/p>\n

\u4e00\u3001\u4ece"\u8c03\u901a\u6a21\u578b"\u5230"\u6536\u8fdb\u7cfb\u7edf"：\u771f\u6b63\u7684\u7ea6\u675f\u662f\u4ec0\u4e48<\/h3>\n

\u4e00\u4e2a demo \u7ea7 Chat \u63a5\u53e3\u548c\u4e00\u4e2a\u8981\u8fdb\u751f\u4ea7\u7684 AI \u80fd\u529b，\u5dee\u522b\u4e0d\u5728\u6a21\u578b，\u800c\u5728\u5916\u56f4\u7ea6\u675f：<\/p>\n\n\u7ef4\u5ea6Demo \u7684 Chat \u63a5\u53e3\u751f\u4ea7\u7684 AI \u80fd\u529b<\/tr>\n\n\n\n\n\n\n\n\n
\u9274\u6743<\/td>\n\u4e00\u4e2a API Key<\/td>\n\u63a5\u5165\u65e2\u6709 OAuth2\/JWT \u4f53\u7cfb，\u5de5\u5177\u7ea7\u6388\u6743<\/td>\n<\/tr>\n
\u8d85\u65f6<\/td>\n\u65e0\u6240\u8c13，\u6302\u4e86\u91cd\u8bd5<\/td>\n\u5206\u7ea7\u8d85\u65f6：\u8fde\u63a5\u3001\u9996 token\u3001\u6574\u8f6e\u3001\u6574\u6d41\u7a0b<\/td>\n<\/tr>\n
\u9650\u6d41<\/td>\n\u65e0<\/td>\n\u6309\u79df\u6237\/\u7528\u6237\/\u5de5\u5177\/\u6a21\u578b\u5206\u522b\u9650\u6d41\u4e0e\u6392\u961f<\/td>\n<\/tr>\n
\u6210\u672c<\/td>\n\u770b token \u6570<\/td>\n\u6309\u8c03\u7528\u94fe\u5f52\u96c6\u3001\u5f52\u5c5e\u90e8\u95e8\u3001\u53ef\u5bf9\u8d26\u3001\u53ef\u9650\u989d<\/td>\n<\/tr>\n
\u5ba1\u8ba1<\/td>\n\u6253\u6761\u65e5\u5fd7<\/td>\n\u63d0\u793a\u8bcd\u3001\u68c0\u7d22\u7247\u6bb5\u3001\u5de5\u5177\u5165\u53c2\u51fa\u53c2\u3001\u51b3\u7b56\u4f9d\u636e\u5168\u7559\u75d5<\/td>\n<\/tr>\n
\u964d\u7ea7<\/td>\n\u62a5\u9519<\/td>\n\u68c0\u7d22\u7a7a\u7ed3\u679c\u3001\u6a21\u578b\u8d85\u65f6\u3001\u5de5\u5177\u4e0d\u53ef\u7528\u90fd\u6709\u660e\u786e\u51fa\u53e3<\/td>\n<\/tr>\n
\u4e00\u81f4\u6027<\/td>\n\u65e0\u72b6\u6001<\/td>\n\u5e42\u7b49\u952e\u3001\u526f\u4f5c\u7528\u8865\u507f\u3001\u4eba\u5de5\u590d\u6838\u3001\u65ad\u70b9\u7eed\u8dd1<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u5b58\u91cf Java \u7cfb\u7edf\u8fd8\u6709\u4e00\u5c42\u9690\u6027\u7ea6\u675f：\u4e1a\u52a1\u89c4\u5219\u5df2\u7ecf\u6c89\u6dc0\u5728\u670d\u52a1\u5951\u7ea6\u4e0e\u4e8b\u52a1\u8fb9\u754c\u91cc，\u56e2\u961f\u6280\u80fd\u6808\u4ee5 Spring \u751f\u6001\u4e3a\u4e3b，\u8fd0\u7ef4\u4f53\u7cfb\u662f\u65e2\u6709\u7684 Prometheus\/Micrometer\u3001\u65e5\u5fd7\u4e0e\u94fe\u8def\u8ffd\u8e2a[6]\u3002\u6240\u4ee5\u9009\u578b\u7684\u7b2c\u4e00\u539f\u5219\u4e0d\u662f"\u54ea\u4e2a\u6846\u67b6\u529f\u80fd\u5f3a"，\u800c\u662f"\u54ea\u6761\u8def\u5f84\u628a\u8d23\u4efb\u653e\u5728\u6211\u80fd\u6cbb\u7406\u7684\u90a3\u4e00\u5c42"\u3002<\/p>\n

\u4e8c\u3001\u4e09\u6761\u8def\u753b\u5728\u540c\u4e00\u5f20\u56fe\u4e0a<\/h3>\n

2.1 \u4e09\u6761\u8def\u5f84\u7684\u64cd\u4f5c\u6027\u5b9a\u4e49<\/h4>\n

\u672c\u6587\u7684\u4e09\u6761\u8def\u5f84\u5b9a\u4e49\u5982\u4e0b（\u8fd9\u662f\u672c\u6587\u7684\u5c55\u5f00\u53e3\u5f84，\u4f9b\u4e0e\u4f60\u7684\u56e2\u961f\u672f\u8bed\u5bf9\u9f50）：<\/p>\n

    \n
  • \u8def\u5f84 A：RAG \u5185\u5d4c\u3002\u628a"\u6587\u6863\u6444\u53d6 \u2192 \u5207\u5206 \u2192 \u5d4c\u5165 \u2192 \u5411\u91cf\u5b58\u50a8 \u2192 \u68c0\u7d22 \u2192 \u7ec4\u88c5\u4e0a\u4e0b\u6587 \u2192 \u751f\u6210"\u8fd9\u6761\u7ba1\u7ebf\u76f4\u63a5\u5d4c\u8fdb\u4e1a\u52a1\u670d\u52a1，\u6a21\u578b\u56de\u7b54\u5e26\u6587\u6863\u4f9d\u636e\u3002\u9002\u7528\u4e8e\u77e5\u8bc6\u95ee\u7b54\u3001\u8f85\u52a9\u64b0\u5199\u3001\u5de5\u5355\u6458\u8981\u7b49"\u5355\u8f6e\u6216\u6d45\u591a\u8f6e + \u9700\u8981\u6587\u6863\u4f9d\u636e"\u7684\u573a\u666f\u3002<\/li>\n
  • \u8def\u5f84 B：\u5de5\u4f5c\u6d41\u7f16\u6392（LangGraph4j）\u3002\u628a LLM \u8c03\u7528\u6536\u655b\u4e3a\u663e\u5f0f\u72b6\u6001\u56fe：\u8282\u70b9\u662f\u786e\u5b9a\u6027\u7684\u4e1a\u52a1\u6b65\u9aa4\u6216\u6a21\u578b\u8c03\u7528，\u8fb9\u662f\u6761\u4ef6\u5206\u652f，\u72b6\u6001\u53ef\u6301\u4e45\u5316\u3001\u53ef\u56de\u653e\u3001\u53ef\u65ad\u70b9\u7eed\u8dd1\u3002\u9002\u7528\u4e8e\u591a\u6b65\u3001\u9700\u4eba\u5de5\u5ba1\u6838\u3001\u9700\u91cd\u8bd5\u4e0e\u8865\u507f\u7684\u4e1a\u52a1\u6d41\u7a0b\u3002\u53c2\u8003\u5b9e\u73b0\u4e2d\u8be5\u80fd\u529b\u7531 LangGraph4j \u4e0e Spring AI 2.0 \u7ec4\u5408\u627f\u62c5[1]\u3002<\/li>\n
  • \u8def\u5f84 C：MCP \u670d\u52a1\u7aef + Agent \u5185\u5d4c\u3002\u628a\u5b58\u91cf\u670d\u52a1\u80fd\u529b\u6ce8\u518c\u4e3a MCP \u5de5\u5177，\u4f9b\u8fdb\u7a0b\u5185 Agent \u6216\u5916\u90e8 Agent \u5ba2\u6237\u7aef\u6309\u534f\u8bae\u53d1\u73b0\u4e0e\u8c03\u7528；\u540c\u65f6\u628a Agent \u7684\u843d\u5730\u62c6\u6210\u4e09\u79cd\u90e8\u7f72\u5f62\u6001（\u89c1 4.2）\u3002\u9002\u7528\u4e8e\u80fd\u529b\u5916\u653e\u3001\u591a Agent \u590d\u7528\u3001\u4e0e\u975e Java Agent \u751f\u6001\u4e92\u64cd\u4f5c\u3002<\/li>\n<\/ul>\n

    \u9700\u8981\u8bf4\u660e\u7684\u662f，\u201cAgent \u5185\u5d4c"\u5728\u4e0d\u540c\u6587\u7ae0\u91cc\u542b\u4e49\u4e0d\u4e00[2]\u3002\u672c\u6587\u7edf\u4e00\u6309\u90e8\u7f72\u5f62\u6001\u5c55\u5f00：\u8fdb\u7a0b\u5185 Tool Calling\u3001MCP \u670d\u52a1\u7aef\u5916\u653e\u3001\u72ec\u7acb Agent \u7f16\u6392\u670d\u52a1\u3002\u4e09\u6761\u4e3b\u8def\u5f84\u4e0e\u4e09\u79cd Agent \u5f62\u6001\u662f\u4e24\u4e2a\u7ef4\u5ea6\u7684\u5207\u5206：\u8def\u5f84\u56de\u7b54"\u80fd\u529b\u600e\u4e48\u7ec4\u7ec7\u201d，\u5f62\u6001\u56de\u7b54"Agent \u8dd1\u5728\u54ea\u91cc"\u3002<\/p>\n

    2.2 \u8d23\u4efb\u8fb9\u754c\u77e9\u9635<\/h4>\n\n\u8d23\u4efb\u70b9\u8def\u5f84 A：RAG \u5185\u5d4c\u8def\u5f84 B：LangGraph4j \u7f16\u6392\u8def\u5f84 C：MCP \u5de5\u5177\u5316\u8c01\u515c\u5e95<\/tr>\n\n\n\n\n\n\n\n
    \u68c0\u7d22\u6cbb\u7406<\/td>\n\u4e1a\u52a1\u670d\u52a1\u6216 RAG \u6a21\u5757\u8d1f\u8d23\u6444\u53d6\u3001\u5207\u5206\u3001\u5143\u6570\u636e\u3001\u6743\u9650\u8fc7\u6ee4<\/td>\n\u7f16\u6392\u56fe\u4e2d\u7684\u4e00\u4e2a\u8282\u70b9，\u8f93\u5165\u8f93\u51fa\u662f\u7ed3\u6784\u5316\u72b6\u6001<\/td>\n\u901a\u5e38\u4e0d\u8d1f\u8d23，\u9664\u975e\u628a\u68c0\u7d22\u4e5f\u6ce8\u518c\u4e3a\u5de5\u5177<\/td>\n\u77e5\u8bc6\u6cbb\u7406\u6d41\u7a0b + \u5411\u91cf\u5e93\u8fc7\u6ee4\u6761\u4ef6<\/td>\n<\/tr>\n
    \u6d41\u7a0b\u7f16\u6392<\/td>\n\u57fa\u672c\u6ca1\u6709，\u5355\u8f6e\u4e3a\u4e3b<\/td>\n\u663e\u5f0f\u72b6\u6001\u56fe\u8d1f\u8d23\u5206\u652f\u3001\u91cd\u8bd5\u3001checkpoint<\/td>\nAgent \u7684\u63a8\u7406\u5faa\u73af\u8d1f\u8d23，\u4e1a\u52a1\u4fa7\u4e0d\u53c2\u4e0e\u51b3\u7b56<\/td>\n\u4e1a\u52a1\u89c4\u5219\u4e0d\u5141\u8bb8\u4e0b\u6c89\u5230 Prompt<\/td>\n<\/tr>\n
    \u5de5\u5177\u6ce8\u518c<\/td>\n\u65e0<\/td>\n\u8282\u70b9\u5185\u8fdb\u7a0b\u5185\u8c03\u7528\u6216\u8c03\u7528 MCP \u5ba2\u6237\u7aef<\/td>\n\u5de5\u5177\u63cf\u8ff0 + \u8f93\u5165\u8f93\u51fa Schema + \u7248\u672c\u7ba1\u7406<\/td>\n\u5de5\u5177\u5951\u7ea6\u8bc4\u5ba1\u4e0e\u53d8\u66f4\u6d41\u7a0b<\/td>\n<\/tr>\n
    \u5de5\u5177\u8c03\u7528\u4e0e\u526f\u4f5c\u7528<\/td>\n\u65e0<\/td>\n\u7f16\u6392\u5c42\u8d1f\u8d23\u5e42\u7b49\u4e0e\u8865\u507f<\/td>\n\u5de5\u5177\u5b9e\u73b0\u5185\u505a\u53c2\u6570\u6821\u9a8c\u3001\u9274\u6743\u3001\u9650\u6d41\u3001\u5ba1\u8ba1<\/td>\n\u5e42\u7b49\u952e + \u5ba1\u8ba1 + \u4e8c\u6b21\u786e\u8ba4<\/td>\n<\/tr>\n
    \u6d41\u5f0f\u901a\u4fe1\u4e0e\u65ad\u7ebf<\/td>\n\u4e1a\u52a1\u63a5\u53e3\u81ea\u5df1\u51b3\u5b9a\u662f\u5426\u6d41\u5f0f<\/td>\n\u8282\u70b9\u8fdb\u5ea6\u4e0a\u62a5，\u901a\u5e38\u975e\u957f\u8fde\u63a5<\/td>\n\u7531 MCP transport \u51b3\u5b9a（SSE \u6216 Streamable-HTTP）<\/td>\ntransport \u9002\u914d\u5c42 + \u4f1a\u8bdd\u72b6\u6001\u5916\u7f6e<\/td>\n<\/tr>\n
    \u6210\u672c\u4e0e\u5ba1\u8ba1<\/td>\n\u5f52\u5230"\u4e00\u6b21\u95ee\u7b54"<\/td>\n\u5f52\u5230"\u4e00\u6b21\u6d41\u7a0b\u5b9e\u4f8b + \u8282\u70b9\u7ea7 token"<\/td>\n\u5f52\u5230"\u4e00\u6b21\u5de5\u5177\u8c03\u7528"<\/td>\n\u7edf\u4e00\u57cb\u70b9\u53e3\u5f84，\u8d2f\u7a7f trace ID<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u8fd9\u5f20\u8868\u7684\u4ef7\u503c\u5728\u4e8e\u66b4\u9732\u4e00\u4e2a\u5e38\u89c1\u8bef\u5224：\u4e09\u6761\u8def\u5f84\u90fd"\u80fd\u8dd1\u901a demo"，\u4f46\u8d23\u4efb\u843d\u70b9\u5b8c\u5168\u4e0d\u540c\u3002RAG \u7684\u5931\u8d25\u662f"\u7b54\u9519\u3001\u65e0\u4f9d\u636e\u3001\u8d8a\u6743\u68c0\u7d22"；\u7f16\u6392\u7684\u5931\u8d25\u662f"\u6d41\u7a0b\u5361\u6b7b\u3001\u72b6\u6001\u4e22\u5931\u3001\u91cd\u590d\u6263\u6b3e"；MCP \u7684\u5931\u8d25\u662f"\u5de5\u5177\u63cf\u8ff0\u8bef\u5bfc\u3001\u8d8a\u6743\u8c03\u7528\u3001\u526f\u4f5c\u7528\u5931\u63a7"\u3002\u4e09\u8005\u7684\u6d4b\u8bd5\u96c6\u3001\u76d1\u63a7\u6307\u6807\u3001\u6545\u969c\u9884\u6848\u4e0d\u80fd\u5171\u7528\u4e00\u5957\u3002<\/p>\n

    \"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"<\/p>\n

    \u4e09\u3001\u8def\u5f84 A：Spring AI 2.0 \u7684 RAG，\u628a"\u6709\u4f9d\u636e\u7684\u56de\u7b54"\u5185\u5d4c\u8fdb\u4e1a\u52a1\u670d\u52a1<\/h3>\n

    3.1 \u7ba1\u7ebf\u62c6\u89e3：\u6444\u53d6\u4fa7\u51b3\u5b9a\u4e0a\u9650，\u67e5\u8be2\u4fa7\u51b3\u5b9a\u4e0b\u9650<\/h4>\n

    RAG \u5728 Spring AI \u91cc\u7684\u62bd\u8c61\u5927\u81f4\u5206\u4e3a\u4e24\u4fa7\u3002\u6444\u53d6\u4fa7\u662f\u79bb\u7ebf\u6216\u51c6\u5b9e\u65f6\u7684：\u6765\u6e90\u63a5\u5165（\u6570\u636e\u5e93\u3001\u5bf9\u8c61\u5b58\u50a8\u3001Confluence\u3001\u4ee3\u7801\u4ed3\u5e93）\u3001\u5207\u5206\u7b56\u7565（\u56fa\u5b9a\u957f\u5ea6\u3001\u6309\u6807\u9898\u5c42\u7ea7\u3001\u6309\u8bed\u4e49\u8fb9\u754c）\u3001\u5143\u6570\u636e\u6807\u6ce8（\u79df\u6237\u3001\u90e8\u95e8\u3001\u6587\u6863 ACL\u3001\u7248\u672c\u3001\u751f\u6548\u65f6\u95f4）\u3001\u5d4c\u5165\u5199\u5165\u5411\u91cf\u5e93，\u4ee5\u53ca\u6700\u5bb9\u6613\u88ab\u5ffd\u7565\u7684\u589e\u91cf\u66f4\u65b0\u4e0e\u5220\u9664\u4e00\u81f4\u6027\u3002\u67e5\u8be2\u4fa7\u662f\u5728\u7ebf\u7684：\u628a\u7528\u6237\u95ee\u9898\u5411\u91cf\u5316，\u5e26\u6743\u9650\u8fc7\u6ee4\u5730\u68c0\u7d22，\u91cd\u6392（rerank，\u82e5\u5f15\u5165），\u7ec4\u88c5\u4e0a\u4e0b\u6587，\u751f\u6210\u7b54\u6848，\u56de\u4f20\u5f15\u7528\u3002<\/p>\n

    \u5de5\u7a0b\u4e0a\u7684\u5224\u65ad\u662f：\u6444\u53d6\u4fa7\u7684\u8d28\u91cf\u51b3\u5b9a RAG \u7684\u80fd\u529b\u4e0a\u9650\u2014\u2014\u5207\u5206\u9519\u4f4d\u3001\u5143\u6570\u636e\u7f3a\u5931\u3001\u6587\u6863\u8fc7\u671f，\u540e\u9762\u7684 Prompt \u5de5\u7a0b\u6551\u4e0d\u56de\u6765；\u67e5\u8be2\u4fa7\u7684\u4e0a\u4e0b\u6587\u7ec4\u88c5\u4e0e\u964d\u7ea7\u7b56\u7565\u51b3\u5b9a\u4f53\u9a8c\u4e0b\u9650\u2014\u2014\u68c0\u7d22\u5bf9\u4e86\u4f46\u5f15\u7528\u6df7\u4e71\u3001\u627e\u4e0d\u5230\u4f9d\u636e\u5374\u786c\u7b54，\u7528\u6237\u7acb\u523b\u5931\u53bb\u4fe1\u4efb\u3002<\/p>\n

    3.2 \u67e5\u8be2\u4fa7\u9aa8\u67b6\u4e0e\u964d\u7ea7<\/h4>\n

    \u4e0b\u9762\u662f\u4e00\u4e2a\u523b\u610f\u4fdd\u6301"\u9aa8\u67b6\u7ea7"\u7684\u67e5\u8be2\u4fa7\u793a\u4f8b\u3002\u7c7b\u540d\u4e0e\u65b9\u6cd5\u7b7e\u540d\u4ee5\u4f60\u6240\u9009 Spring AI \u7248\u672c\u5b98\u65b9\u6587\u6863\u4e3a\u51c6，\u672c\u6587\u4e0d\u9501\u5b9a\u5177\u4f53 API：<\/p>\n

    \/\/ \u793a\u610f\u9aa8\u67b6：\u5b9e\u9645 API \u4ee5\u6240\u9009 Spring AI \u7248\u672c\u5b98\u65b9\u6587\u6863\u4e3a\u51c6<\/span>
    \npublic<\/span> record<\/span> SourceRef<\/span>(<\/span>String<\/span> docId,<\/span> String<\/span> title,<\/span> double<\/span> score,<\/span> String<\/span> snippet)<\/span> {<\/span>}<\/span>
    \npublic<\/span> record<\/span> RagAnswer<\/span>(<\/span>String<\/span> answer,<\/span> List<\/span><<\/span>SourceRef<\/span>><\/span><\/span> refs,<\/span> String<\/span> degradeReason)<\/span> {<\/span>}<\/span><\/p>\n

    @Service<\/span>
    \npublic<\/span> class<\/span> KnowledgeQaService<\/span> {<\/span><\/p>\n

    private<\/span> final<\/span> ChatClient<\/span> chatClient;<\/span>
    \n private<\/span> final<\/span> VectorStore<\/span> vectorStore;<\/span><\/p>\n

    public<\/span> KnowledgeQaService<\/span>(<\/span>ChatClient<\/span> chatClient,<\/span> VectorStore<\/span> vectorStore)<\/span> {<\/span>
    \n this<\/span>.<\/span>chatClient =<\/span> chatClient;<\/span>
    \n this<\/span>.<\/span>vectorStore =<\/span> vectorStore;<\/span>
    \n }<\/span><\/p>\n

    public<\/span> RagAnswer<\/span> answer<\/span>(<\/span>String<\/span> question,<\/span> UserContext<\/span> user)<\/span> {<\/span>
    \n \/\/ 1. \u6743\u9650\u8fc7\u6ee4\u4e0b\u6c89\u5230\u5411\u91cf\u5e93\u67e5\u8be2\u6761\u4ef6，\u4e0d\u80fd\u9760 Prompt \u7ea6\u675f<\/span>
    \n var<\/span> hits =<\/span> vectorStore.<\/span>similaritySearch<\/span>(<\/span>SearchRequest<\/span>.<\/span>builder<\/span>(<\/span>)<\/span>
    \n .<\/span>query<\/span>(<\/span>question)<\/span>
    \n .<\/span>topK<\/span>(<\/span>6<\/span>)<\/span>
    \n .<\/span>filterExpression<\/span>(<\/span>buildAclFilter<\/span>(<\/span>user)<\/span>)<\/span> \/\/ \u79df\u6237 + \u6587\u6863\u7ea7 ACL<\/span>
    \n .<\/span>build<\/span>(<\/span>)<\/span>)<\/span>;<\/span><\/p>\n

    if<\/span> (<\/span>hits ==<\/span> null<\/span> ||<\/span> hits.<\/span>isEmpty<\/span>(<\/span>)<\/span>)<\/span> {<\/span>
    \n \/\/ 2. \u65e0\u4f9d\u636e\u5c31\u627f\u8ba4：\u8f6c\u4eba\u5de5\u6216\u8fd4\u56de\u660e\u786e\u7684"\u672a\u627e\u5230"，\u4e0d\u8fdb\u751f\u6210<\/span>
    \n return<\/span> RagAnswer<\/span>.<\/span>notFound<\/span>(<\/span>"\u672a\u68c0\u7d22\u5230\u53ef\u89c1\u4f9d\u636e，\u5df2\u8f6c\u4eba\u5de5\u6216\u8fd4\u56de\u7a7a\u7ed3\u679c"<\/span>)<\/span>;<\/span>
    \n }<\/span><\/p>\n

    var<\/span> context =<\/span> renderContextWithCitations<\/span>(<\/span>hits)<\/span>;<\/span> \/\/ \u5e26 [docId#chunk] \u6807\u8bb0<\/span>
    \n var<\/span> raw =<\/span> chatClient.<\/span>prompt<\/span>(<\/span>)<\/span>
    \n .<\/span>system<\/span>(<\/span>"\u4ec5\u4f9d\u636e\u7ed9\u5b9a\u4e0a\u4e0b\u6587\u56de\u7b54；\u4e0a\u4e0b\u6587\u4e0d\u8db3\u65f6\u660e\u786e\u8bf4\u660e，\u4e0d\u5f97\u63a8\u6d4b"<\/span>)<\/span>
    \n .<\/span>user<\/span>(<\/span>context +<\/span> "\\\\n\\\\n\u95ee\u9898："<\/span> +<\/span> question)<\/span>
    \n .<\/span>call<\/span>(<\/span>)<\/span>
    \n .<\/span>content<\/span>(<\/span>)<\/span>;<\/span><\/p>\n

    \/\/ 3. \u5f15\u7528\u56de\u4f20：\u4ece\u751f\u6210\u7ed3\u679c\u91cc\u89e3\u6790\u5f15\u7528\u6807\u8bb0，\u53cd\u67e5\u547d\u4e2d\u7247\u6bb5<\/span>
    \n return<\/span> RagAnswer<\/span>.<\/span>withSources<\/span>(<\/span>raw,<\/span> parseCitations<\/span>(<\/span>raw,<\/span> hits)<\/span>,<\/span> null<\/span>)<\/span>;<\/span>
    \n }<\/span><\/p>\n

    private<\/span> String<\/span> buildAclFilter<\/span>(<\/span>UserContext<\/span> user)<\/span> {<\/span>
    \n \/\/ \u793a\u610f：\u5b9e\u9645\u8868\u8fbe\u5f0f\u8bed\u6cd5\u4ee5\u6240\u9009\u5411\u91cf\u5e93\u9002\u914d\u5c42\u4e3a\u51c6<\/span>
    \n return<\/span> "tenantId == '%s' && (visibility == 'public' || acl contains '%s')"<\/span>
    \n .<\/span>formatted<\/span>(<\/span>user.<\/span>tenantId<\/span>(<\/span>)<\/span>,<\/span> user.<\/span>roleId<\/span>(<\/span>)<\/span>)<\/span>;<\/span>
    \n }<\/span>
    \n}<\/span><\/p>\n

    \u4e09\u4e2a\u4e0d\u53ef\u7701\u7565\u7684\u70b9：<\/p>\n

  • \u6743\u9650\u8fc7\u6ee4\u5fc5\u987b\u662f\u67e5\u8be2\u6761\u4ef6，\u4e0d\u662f Prompt \u7ea6\u675f\u3002Prompt \u91cc\u7684"\u8bf7\u52ff\u56de\u7b54\u8d8a\u6743\u5185\u5bb9"\u5bf9\u63d0\u793a\u6ce8\u5165\u51e0\u4e4e\u65e0\u62b5\u6297\u529b，\u4e5f\u62ff\u4e0d\u5230\u4efb\u4f55\u5408\u89c4\u80cc\u4e66\u3002<\/li>\n
  • \u964d\u7ea7\u8981\u6709\u660e\u786e\u51fa\u53e3\u3002\u7a7a\u68c0\u7d22\u3001\u4f4e\u76f8\u4f3c\u5ea6\u3001\u751f\u6210\u7ed3\u679c\u7f3a\u5f15\u7528\u3001\u6a21\u578b\u8d85\u65f6，\u90fd\u5e94\u843d\u5230\u7edf\u4e00\u54cd\u5e94\u4f53\u7684\u4e1a\u52a1\u9519\u8bef\u7801\u4f53\u7cfb\u91cc，\u800c\u4e0d\u662f\u8fd4\u56de\u4e00\u6bb5\u770b\u8d77\u6765\u5408\u7406\u7684\u5e9f\u8bdd\u3002\u5e38\u89c1\u7684\u4e09\u7ea7\u964d\u7ea7\u662f：\u7cbe\u786e\u68c0\u7d22\u547d\u4e2d \u2192 \u6269\u5927\u68c0\u7d22\/\u6362\u5173\u952e\u8bcd\u91cd\u8bd5 \u2192 \u660e\u786e"\u672a\u627e\u5230"\u5e76\u5f15\u5bfc\u8f6c\u4eba\u5de5\u3002<\/li>\n
  • \u5f15\u7528\u8981\u80fd\u53cd\u67e5\u3002\u8fd4\u56de\u7ed9\u524d\u7aef\u7684\u5f15\u7528\u6807\u8bc6\u5fc5\u987b\u80fd\u5b9a\u4f4d\u5230\u5177\u4f53\u6587\u6863\u7248\u672c\u4e0e\u7247\u6bb5，\u7528\u4e8e\u7528\u6237\u6838\u9a8c\u548c\u4e8b\u540e\u5ba1\u8ba1\u3002<\/li>\n

    3.3 \u6743\u9650\u3001\u591a\u79df\u6237\u4e0e\u77e5\u8bc6\u6cbb\u7406<\/h4>\n

    \u591a\u79df\u6237\u9694\u79bb\u952e\u3001\u6587\u6863\u7ea7 ACL\u3001\u7248\u672c\u751f\u6548\u65f6\u95f4，\u90fd\u5e94\u4f5c\u4e3a\u5143\u6570\u636e\u5199\u8fdb\u5411\u91cf\u5e93\u5e76\u5728\u68c0\u7d22\u65f6\u5f3a\u5236\u8fc7\u6ee4\u3002\u5220\u9664\u6587\u6863\u65f6\u8981\u4fdd\u8bc1"\u5220\u6e90 \u2192 \u5220\u5411\u91cf \u2192 \u7f13\u5b58\u5931\u6548"\u7684\u6700\u7ec8\u4e00\u81f4，\u5426\u5219\u4f1a\u51fa\u73b0"\u6587\u6863\u5df2\u4e0b\u7ebf\u4f46 AI \u8fd8\u5728\u5f15\u7528"\u7684\u5408\u89c4\u4e8b\u6545\u3002\u77e5\u8bc6\u66f4\u65b0\u7b56\u7565（\u5168\u91cf\u91cd\u5efa\u3001\u589e\u91cf\u66f4\u65b0\u3001\u53cc\u7d22\u5f15\u5207\u6362）\u9700\u8981\u4e0e\u6587\u6863\u7cfb\u7edf\u7684\u53d8\u66f4\u4e8b\u4ef6\u6302\u94a9，\u800c\u4e0d\u662f\u9760\u5b9a\u65f6\u4efb\u52a1\u515c\u5e95\u3002<\/p>\n

    3.4 RAG \u89e3\u51b3\u4e0e\u4e0d\u89e3\u51b3\u7684\u95ee\u9898<\/h4>\n\nRAG \u89e3\u51b3RAG \u4e0d\u89e3\u51b3<\/tr>\n\n\n\n\n\n\n
    \u8ba9\u56de\u7b54\u6709\u6587\u6863\u4f9d\u636e\u3001\u53ef\u5f15\u7528<\/td>\n\u8de8\u7cfb\u7edf\u7684\u591a\u6b65\u4e1a\u52a1\u64cd\u4f5c<\/td>\n<\/tr>\n
    \u964d\u4f4e\u5e7b\u89c9\u3001\u4fbf\u4e8e\u6838\u9a8c<\/td>\n\u9700\u8981\u5199\u526f\u4f5c\u7528\u7684\u6d41\u7a0b（\u4e0b\u5355\u3001\u6539\u914d\u7f6e）<\/td>\n<\/tr>\n
    \u77e5\u8bc6\u53e3\u5f84\u7edf\u4e00\u3001\u53ef\u7248\u672c\u5316<\/td>\n\u9700\u8981\u4eba\u5de5\u4ecb\u5165\u7684\u5ba1\u6279\u4e0e\u590d\u6838<\/td>\n<\/tr>\n
    \u5355\u8f6e\u95ee\u7b54\u7684\u5ef6\u8fdf\u4e0e\u6210\u672c\u53ef\u63a7<\/td>\n\u590d\u6742\u6761\u4ef6\u5206\u652f\u4e0e\u65ad\u70b9\u7eed\u8dd1<\/td>\n<\/tr>\n
    \u6743\u9650\u53ef\u63a7\u7684\u68c0\u7d22（\u524d\u63d0\u662f\u8fc7\u6ee4\u4e0b\u6c89）<\/td>\n\u52a8\u6001\u51b3\u7b56\u3001\u81ea\u4e3b\u63a2\u7d22\u578b\u4efb\u52a1<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u5982\u679c\u9700\u6c42\u91cc\u51fa\u73b0"\u7136\u540e"\u201c\u9700\u8981\u786e\u8ba4\u201d\u201c\u5931\u8d25\u540e\u201d"\u7b49\u5230\u5ba1\u6279\u901a\u8fc7"\u8fd9\u7c7b\u8bcd，\u95ee\u9898\u5c31\u5df2\u7ecf\u8d8a\u51fa RAG \u7684\u8fb9\u754c，\u5e94\u8be5\u8fdb\u5165\u8def\u5f84 B\u3002<\/p>\n

    \"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"<\/p>\n

    \u56db\u3001\u8def\u5f84 B：LangGraph4j \u7f16\u6392，\u628a LLM \u6536\u655b\u4e3a\u663e\u5f0f\u72b6\u6001\u56fe<\/h3>\n

    4.1 \u4ec0\u4e48\u65f6\u5019\u5fc5\u987b\u4e0a\u7f16\u6392<\/h4>\n

    \u5224\u5b9a\u6e05\u5355：\u6d41\u7a0b\u6709\u591a\u4e2a\u6b65\u9aa4\u4e14\u6b65\u9aa4\u4e4b\u95f4\u6709\u72b6\u6001\u4f20\u9012；\u5b58\u5728\u6761\u4ef6\u5206\u652f（\u68c0\u7d22\u5230\/\u672a\u627e\u5230\u3001\u91d1\u989d\u8d85\u9608\u503c\u3001\u7f6e\u4fe1\u5ea6\u4f4e）；\u9700\u8981\u4eba\u5de5\u5ba1\u6838\u8282\u70b9；\u9700\u8981\u5931\u8d25\u91cd\u8bd5\u4e0e\u65ad\u70b9\u7eed\u8dd1；\u9700\u8981\u5bf9\u6bcf\u4e00\u6b65\u7559\u75d5\u4ee5\u4fbf\u56de\u653e\u5ba1\u8ba1\u3002\u6ee1\u8db3\u4e24\u6761\u4ee5\u4e0a，\u5355\u6b21\u6a21\u578b\u8c03\u7528\u52a0 Prompt \u5c31\u4f1a\u5931\u63a7\u3002<\/p>\n

    \u663e\u5f0f\u72b6\u6001\u56fe\u76f8\u5bf9"Agent \u81ea\u7531\u53d1\u6325"\u7684\u4f18\u52bf\u662f\u53ef\u6d4b\u8bd5\u3001\u53ef\u56de\u653e\u3001\u53ef\u5ba1\u8ba1：\u7ed9\u5b9a\u540c\u4e00\u521d\u59cb\u72b6\u6001，\u8def\u5f84\u662f\u786e\u5b9a\u7684（\u5206\u652f\u6761\u4ef6\u786e\u5b9a\u65f6），\u56de\u5f52\u6d4b\u8bd5\u53ef\u4ee5\u6309\u8282\u70b9\u505a\u65ad\u8a00，\u6545\u969c\u53ef\u4ee5\u4ece checkpoint \u6062\u590d，\u800c\u4e0d\u662f\u8ba9 Agent \u4ece\u5934\u518d\u63a8\u7406\u4e00\u904d\u3002<\/p>\n

    4.2 \u4e00\u4e2a\u6784\u9020\u793a\u4f8b（\u975e\u771f\u5b9e\u5ba2\u6237\u6848\u4f8b）<\/h4>\n

    \u4ee5"\u77e5\u8bc6\u95ee\u7b54 + \u8ba2\u5355\u6838\u5bf9 + \u4eba\u5de5\u590d\u6838"\u4e3a\u4f8b，\u8282\u70b9\u5212\u5206\u53ef\u4ee5\u662f：<\/p>\n

      \n
    • retrieve：RAG \u68c0\u7d22，\u4ea7\u51fa evidence；<\/li>\n
    • draftAnswer：\u751f\u6210\u521d\u7a3f，\u4ea7\u51fa draft \u4e0e confidence；<\/li>\n
    • checkOrder：\u8c03\u7528\u8ba2\u5355\u670d\u52a1（\u53ea\u8bfb\u5de5\u5177），\u6838\u5bf9\u91d1\u989d\u4e0e\u72b6\u6001；<\/li>\n
    • decide：\u6761\u4ef6\u8fb9\u2014\u2014confidence >= \u9608\u503c \u4e14 \u8ba2\u5355\u4e00\u81f4 \u8d70 autoReply；\u5426\u5219\u8d70 humanReview；<\/li>\n
    • humanReview：\u4eba\u5de5\u8282\u70b9，\u72b6\u6001\u6302\u8d77\u7b49\u5f85\u56de\u8c03；<\/li>\n
    • autoReply \/ revise：\u51fa\u53e3\u8282\u70b9，\u5199\u5ba1\u8ba1\u4e0e\u6210\u672c\u57cb\u70b9\u3002<\/li>\n<\/ul>\n

      \u72b6\u6001\u5b57\u6bb5\u5efa\u8bae\u663e\u5f0f\u5efa\u6a21\u4e3a\u4e0d\u53ef\u53d8\u8bb0\u5f55\u6216\u5e26\u7248\u672c\u7684\u5feb\u7167，\u81f3\u5c11\u5305\u542b：requestId\u3001tenantId\u3001evidence\u3001draft\u3001confidence\u3001orderSnapshot\u3001reviewDecision\u3001nodeCosts\u3002requestId \u5fc5\u987b\u8d2f\u7a7f\u65e5\u5fd7\u3001\u94fe\u8def\u8ffd\u8e2a\u4e0e\u8ba1\u8d39\u8868\u3002<\/p>\n

      4.3 \u4e0e Spring AI \u7684\u5206\u5de5<\/h4>\n

      \u5efa\u8bae\u5206\u5de5\u662f\u6e05\u6670\u7684\u4e24\u5c42：Spring AI \u8d1f\u8d23\u6a21\u578b\u63a5\u5165\u3001Prompt \u7ec4\u88c5\u3001RAG \u7ec4\u4ef6\u4e0e\u5de5\u5177\u8c03\u7528\u7684\u5e95\u5c42\u80fd\u529b；LangGraph4j \u8d1f\u8d23\u72b6\u6001\u6d41\u8f6c\u3001\u6761\u4ef6\u5206\u652f\u3001\u91cd\u8bd5\u3001checkpoint \u4e0e\u4eba\u5ba1\u6302\u8d77\u3002\u53c2\u8003\u5b9e\u73b0\u6b63\u662f\u6309\u8fd9\u4e2a\u601d\u8def\u628a RAG \u4e0e\u7f16\u6392\u653e\u5728\u540c\u4e00\u6a21\u5757\u4e2d\u7ec4\u5408\u7684[1]\u3002<\/p>\n

      \u9700\u8981\u6838\u5b9e\u7684\u4e00\u70b9\u662f：\u4f60\u6240\u9009\u7684 Spring AI \u7248\u672c\u662f\u5426\u5df2\u63d0\u4f9b\u5b98\u65b9 workflow\/\u7f16\u6392\u539f\u8bed\u3002\u5982\u679c\u5b83\u5df2\u7ecf\u5185\u7f6e\u4e86\u56fe\u6216\u94fe\u5f0f\u7f16\u6392\u80fd\u529b，\u90a3\u4e48\u518d\u53e0\u52a0 LangGraph4j \u4f1a\u4ea7\u751f"\u4e24\u5c42\u90fd\u505a\u7f16\u6392"\u7684\u91cd\u590d\u804c\u8d23，\u8282\u70b9\u91cd\u8bd5\u3001\u8d85\u65f6\u3001\u72b6\u6001\u5f52\u5c5e\u4f1a\u4e92\u76f8\u7529\u9505\u3002\u6210\u6587\u524d\u8bf7\u56de\u5230 spring-projects\/spring-ai \u7684\u5b98\u65b9\u6587\u6863\u786e\u8ba4，\u8fd9\u4e00\u70b9\u5728\u7d20\u6750\u4e2d\u4e5f\u88ab\u6807\u4e3a\u5fc5\u987b\u6838\u9a8c\u9879[2]\u3002<\/p>\n

      4.4 \u7f16\u6392\u5c42\u7684\u5de5\u7a0b\u503a<\/h4>\n
        \n
      • \u72b6\u6001\u6301\u4e45\u5316：checkpoint \u653e\u54ea\u91cc？\u4e0e\u73b0\u6709\u5b58\u50a8\u4f53\u7cfb（MySQL\/PostgreSQL\/Redis）\u5982\u4f55\u5171\u7528\u4e8b\u52a1？\u6d41\u7a0b\u5b9e\u4f8b\u7684\u751f\u547d\u5468\u671f\u8981\u4e0e\u4e1a\u52a1\u5355\u636e\u7684\u751f\u547d\u5468\u671f\u5bf9\u9f50\u3002<\/li>\n
      • \u5e42\u7b49\u4e0e\u8865\u507f：\u6240\u6709\u526f\u4f5c\u7528\u8282\u70b9（\u5199\u5e93\u3001\u53d1\u6d88\u606f\u3001\u8c03\u7528\u5916\u90e8\u63a5\u53e3）\u5fc5\u987b\u5e26\u5e42\u7b49\u952e；\u5931\u8d25\u540e\u662f\u91cd\u8bd5\u3001\u8865\u507f\u8fd8\u662f\u8f6c\u4eba\u5de5，\u8981\u6309\u4e1a\u52a1\u5206\u7ea7\u5b9a\u4e49\u3002<\/li>\n
      • \u8d85\u65f6\u5206\u7ea7：\u8282\u70b9\u8d85\u65f6\u3001\u6574\u6d41\u7a0b\u8d85\u65f6\u3001\u4eba\u5de5\u8282\u70b9\u6302\u8d77\u8d85\u65f6（\u8f6c\u81ea\u52a8\u6216\u4f5c\u5e9f）\u5206\u522b\u914d\u7f6e，\u4e0d\u80fd\u53ea\u6709\u4e00\u4e2a\u5168\u5c40 timeout\u3002<\/li>\n
      • \u53ef\u89c2\u6d4b：\u6bcf\u8282\u70b9\u8017\u65f6\u3001token \u6d88\u8017\u3001\u5de5\u5177\u8c03\u7528\u6b21\u6570\u3001\u91cd\u8bd5\u6b21\u6570，\u63a5\u5165\u65e2\u6709 Micrometer\/Prometheus \u4f53\u7cfb[6]\u3002\u6ce8\u610f\u8fd9\u662f\u53e3\u5f84\u7edf\u4e00\u95ee\u9898，\u4e0d\u662f"\u52a0\u4e2a\u76d1\u63a7\u9762\u677f"\u7684\u6536\u5c3e\u5de5\u4f5c\u3002<\/li>\n
      • \u6210\u672c\u5f52\u96c6：token \u6210\u672c\u5fc5\u987b\u80fd\u5f52\u5230\u6d41\u7a0b\u5b9e\u4f8b\u4e0e\u8282\u70b9，\u5426\u5219\u6708\u5e95\u65e0\u6cd5\u5bf9\u8d26，\u914d\u989d\u4e5f\u65e0\u6cd5\u843d\u5730\u3002<\/li>\n<\/ul>\n\n\u7ea7\u522b\u7075\u6d3b\u6027\u53ef\u63a7\u6027\u6d4b\u8bd5\u96be\u5ea6\u9002\u7528<\/tr>\n\n\n\n\n\n
        \u5355\u6b21\u6a21\u578b\u8c03\u7528<\/td>\n\u4f4e<\/td>\n\u9ad8<\/td>\n\u4f4e<\/td>\n\u6458\u8981\u3001\u6539\u5199\u3001\u5206\u7c7b<\/td>\n<\/tr>\n
        RAG<\/td>\n\u4e2d<\/td>\n\u9ad8<\/td>\n\u4e2d<\/td>\n\u6709\u4f9d\u636e\u7684\u95ee\u7b54<\/td>\n<\/tr>\n
        \u5de5\u4f5c\u6d41\u7f16\u6392<\/td>\n\u4e2d\u9ad8<\/td>\n\u9ad8<\/td>\n\u4e2d\u9ad8<\/td>\n\u591a\u6b65\u3001\u4eba\u5ba1\u3001\u53ef\u8865\u507f<\/td>\n<\/tr>\n
        \u81ea\u4e3b Agent<\/td>\n\u9ad8<\/td>\n\u4f4e<\/td>\n\u9ad8<\/td>\n\u63a2\u7d22\u578b\u4efb\u52a1，\u751f\u4ea7\u614e\u7528<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

        \"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"<\/p>\n

        \u4e94\u3001\u8def\u5f84 C：MCP \u670d\u52a1\u7aef，\u628a\u5b58\u91cf\u80fd\u529b\u5de5\u5177\u5316<\/h3>\n

        5.1 MCP \u89e3\u51b3\u7684\u6838\u5fc3\u95ee\u9898<\/h4>\n

        MCP \u7684\u4ef7\u503c\u662f\u628a"\u5de5\u5177\u5951\u7ea6"\u4ece\u5404 Agent \u6846\u67b6\u7684\u79c1\u6709\u5b9e\u73b0\u91cc\u62bd\u51fa\u6765，\u7edf\u4e00\u4e3a\u6ce8\u518c\u3001\u53d1\u73b0\u3001\u8c03\u7528\u3001\u6d41\u5f0f\u8fd4\u56de\u56db\u4ef6\u4e8b\u3002\u5bf9\u5b58\u91cf Java \u7cfb\u7edf\u800c\u8a00，\u8fd9\u610f\u5473\u7740\u8ba2\u5355\u67e5\u8be2\u3001\u5e93\u5b58\u5360\u7528\u3001\u5de5\u5355\u521b\u5efa\u8fd9\u4e9b\u80fd\u529b\u53ef\u4ee5\u6ce8\u518c\u6210\u5de5\u5177，\u88ab\u5185\u90e8 Agent\u3001\u5916\u90e8 Agent \u5ba2\u6237\u7aef\u3001\u751a\u81f3\u975e Java \u751f\u6001\u7684 Agent \u590d\u7528，\u800c\u4e0d\u5fc5\u4e3a\u6bcf\u4e2a Agent \u6846\u67b6\u5199\u4e00\u904d\u9002\u914d\u5c42\u3002\u53c2\u8003\u5b9e\u73b0\u91cc springboot-mcp-sse \u4e0e springboot-mcp-stream \u4e24\u4e2a\u6a21\u5757\u5206\u522b\u5b9e\u73b0\u4e86 SSE \u4e0e Streamable-HTTP \u4e24\u79cd\u670d\u52a1\u7aef\u534f\u8bae，\u8986\u76d6\u5de5\u5177\u6ce8\u518c\u3001\u8c03\u7528\u4e0e\u53cc\u5411\u6d41\u5f0f\u901a\u4fe1[1]\u3002<\/p>\n

        5.2 \u5de5\u5177\u5951\u7ea6：\u6ce8\u518c\u3001\u53d1\u73b0\u3001\u8c03\u7528\u3001\u526f\u4f5c\u7528<\/h4>\n

        \u5de5\u5177\u5951\u7ea6\u7684\u8d28\u91cf\u76f4\u63a5\u51b3\u5b9a\u8c03\u7528\u51c6\u786e\u7387\u3002description \u5199\u5f97\u542b\u7cca，\u6a21\u578b\u5c31\u4f1a\u62ff\u9519\u5de5\u5177；\u53c2\u6570 Schema \u91cc\u6ca1\u6709\u679a\u4e3e\u4e0e\u8fb9\u754c，\u5c31\u4f1a\u4f20\u8fdb\u810f\u53c2\u6570\u3002\u4f46\u5de5\u5177\u63cf\u8ff0\u4e0d\u662f\u4e1a\u52a1\u89c4\u5219\u7684\u8f7d\u4f53\u2014\u2014\u628a"\u91d1\u989d\u8d85\u8fc7\u4e00\u4e07\u8981\u4eba\u5de5\u590d\u6838"\u5199\u8fdb\u5de5\u5177\u63cf\u8ff0，\u7b49\u4e8e\u628a\u5ba1\u6279\u89c4\u5219\u4ea4\u7ed9\u6982\u7387\u6a21\u578b\u6267\u884c\u3002<\/p>\n

        \u8d23\u4efb\u5212\u5206\u5efa\u8bae：\u53c2\u6570\u6821\u9a8c\u3001\u6743\u9650\u6821\u9a8c\u3001\u5ba1\u8ba1\u3001\u9650\u6d41\u653e\u5728\u5de5\u5177\u5b9e\u73b0\u4fa7（\u6216\u7d27\u90bb\u7684\u7f51\u5173\u4fa7），Agent \u53ea\u8d1f\u8d23"\u9009\u5de5\u5177 + \u7ec4\u53c2\u6570"\u3002\u5199\u64cd\u4f5c\u5de5\u5177\u5fc5\u987b\u5177\u5907：\u5e42\u7b49\u952e\u3001\u4e8c\u6b21\u786e\u8ba4（\u89c4\u5219\u6216\u4eba\u5de5）\u3001\u5b8c\u6574\u5ba1\u8ba1（\u8c01\u3001\u4f55\u65f6\u3001\u4ee5\u4ec0\u4e48\u5165\u53c2\u3001\u7ed3\u679c\u5982\u4f55）\u3002<\/p>\n

        \u4e0b\u9762\u662f\u4e00\u4e2a\u9aa8\u67b6\u793a\u4f8b，\u6ce8\u89e3\u4e0e\u7c7b\u540d\u4ee5\u4f60\u6240\u9009 Spring AI MCP Server \u7248\u672c\u7684\u5b98\u65b9\u6587\u6863\u4e3a\u51c6：<\/p>\n

        \/\/ \u793a\u610f\u9aa8\u67b6：\u6ce8\u89e3\u540d\u4e0e\u6ce8\u518c\u65b9\u5f0f\u4ee5\u6240\u9009 Spring AI MCP Server \u7248\u672c\u5b98\u65b9\u6587\u6863\u4e3a\u51c6<\/span>
        \n@Service<\/span>
        \npublic<\/span> class<\/span> OrderTools<\/span> {<\/span><\/p>\n

        private<\/span> final<\/span> OrderQueryService<\/span> orderQueryService;<\/span>
        \n private<\/span> final<\/span> AuditRecorder<\/span> auditRecorder;<\/span>
        \n private<\/span> final<\/span> QuotaGuard<\/span> quotaGuard;<\/span><\/p>\n

        @Tool<\/span>(<\/span>name =<\/span> "query_order"<\/span>,<\/span>
        \n description =<\/span> "\u6309\u8ba2\u5355\u53f7\u67e5\u8be2\u8ba2\u5355\u72b6\u6001\u4e0e\u91d1\u989d，\u53ea\u8bfb，\u4e0d\u505a\u4efb\u4f55\u4fee\u6539"<\/span>)<\/span>
        \n public<\/span> OrderView<\/span> queryOrder<\/span>(<\/span>@ToolParam<\/span>(<\/span>"orderNo"<\/span>)<\/span> String<\/span> orderNo,<\/span>
        \n CallContext<\/span> ctx)<\/span> {<\/span>
        \n \/\/ 1. \u9274\u6743\u4e0e\u79df\u6237\u6821\u9a8c：\u4e0d\u4f9d\u8d56 Agent \u81ea\u89c9<\/span>
        \n AccessControl<\/span>.<\/span>check<\/span>(<\/span>ctx.<\/span>user<\/span>(<\/span>)<\/span>,<\/span> "order:read"<\/span>,<\/span> orderNo)<\/span>;<\/span>
        \n \/\/ 2. \u914d\u989d\u4e0e\u9650\u6d41<\/span>
        \n quotaGuard.<\/span>check<\/span>(<\/span>ctx.<\/span>tenantId<\/span>(<\/span>)<\/span>,<\/span> "query_order"<\/span>)<\/span>;<\/span>
        \n \/\/ 3. \u5165\u53c2\u5408\u6cd5\u6027<\/span>
        \n OrderNoValidator<\/span>.<\/span>validate<\/span>(<\/span>orderNo)<\/span>;<\/span>
        \n \/\/ 4. \u8c03\u7528\u4e0e\u5ba1\u8ba1：\u5165\u53c2\u51fa\u53c2\u3001\u8017\u65f6\u3001traceId \u5168\u7559\u75d5<\/span>
        \n return<\/span> auditRecorder.<\/span>record<\/span>(<\/span>"query_order"<\/span>,<\/span> orderNo,<\/span> ctx,<\/span>
        \n (<\/span>)<\/span> -><\/span> orderQueryService.<\/span>view<\/span>(<\/span>orderNo)<\/span>)<\/span>;<\/span>
        \n }<\/span>
        \n}<\/span><\/p>\n

        5.3 Agent \u5185\u5d4c\u7684\u4e09\u79cd\u5f62\u6001<\/h4>\n
          \n
        • \u5f62\u6001 1：\u8fdb\u7a0b\u5185 Tool Calling\u3002Agent \u4e0e\u4e1a\u52a1\u540c JVM，\u5de5\u5177\u8c03\u7528\u662f\u65b9\u6cd5\u8c03\u7528，\u5ef6\u8fdf\u6700\u4f4e\u3001\u8c03\u8bd5\u6700\u76f4\u89c2；\u4ee3\u4ef7\u662f Agent \u903b\u8f91\u4e0e\u4e1a\u52a1\u670d\u52a1\u540c\u751f\u547d\u5468\u671f，\u6a21\u578b\/\u63d0\u793a\u8bcd\u53d8\u66f4\u8981\u8ddf\u7740\u4e1a\u52a1\u53d1\u7248，\u6545\u969c\u4e92\u76f8\u7275\u8fde\u3002<\/li>\n
        • \u5f62\u6001 2：MCP \u670d\u52a1\u7aef\u5916\u653e\u3002\u4e1a\u52a1\u670d\u52a1\u66b4\u9732 MCP \u5de5\u5177，Agent \u7ecf\u534f\u8bae\u8c03\u7528；\u8de8\u8bed\u8a00\u3001\u8de8\u6846\u67b6\u590d\u7528\u6700\u597d，\u4fbf\u4e8e\u72ec\u7acb\u6f14\u8fdb\u4e0e\u7070\u5ea6；\u4ee3\u4ef7\u662f\u7f51\u7edc\u8df3\u6570\u3001\u4f1a\u8bdd\u7ba1\u7406\u3001\u534f\u8bae\u7248\u672c\u517c\u5bb9\u4e0e\u4f20\u8f93\u5c42\u8fd0\u7ef4\u3002<\/li>\n
        • \u5f62\u6001 3：\u72ec\u7acb Agent \u7f16\u6392\u670d\u52a1\u3002\u628a Agent \u63a8\u7406\u5faa\u73af\u62bd\u6210\u72ec\u7acb\u670d\u52a1，\u4e1a\u52a1\u670d\u52a1\u53ea\u66b4\u9732\u5de5\u5177\u4e0e API；\u6545\u969c\u9694\u79bb\u548c\u6269\u7f29\u5bb9\u6700\u7075\u6d3b，Agent \u4fa7\u53ef\u72ec\u7acb\u5347\u7ea7\u63d0\u793a\u8bcd\u4e0e\u6a21\u578b；\u4ee3\u4ef7\u662f\u591a\u4e00\u8df3\u3001\u5206\u5e03\u5f0f\u4e00\u81f4\u6027\u4e0e\u94fe\u8def\u8ffd\u8e2a\u590d\u6742\u5ea6\u663e\u8457\u4e0a\u5347\u3002<\/li>\n<\/ul>\n\n\u7ef4\u5ea6\u8fdb\u7a0b\u5185 Tool CallingMCP \u5916\u653e\u72ec\u7acb Agent \u670d\u52a1<\/tr>\n\n\n\n\n\n\n\n
          \u90e8\u7f72\u8026\u5408<\/td>\n\u9ad8<\/td>\n\u4e2d<\/td>\n\u4f4e<\/td>\n<\/tr>\n
          \u8c03\u7528\u5ef6\u8fdf<\/td>\n\u6700\u4f4e<\/td>\n\u4e2d<\/td>\n\u4e2d\u9ad8<\/td>\n<\/tr>\n
          \u8de8\u6846\u67b6\u590d\u7528<\/td>\n\u5dee<\/td>\n\u597d<\/td>\n\u597d<\/td>\n<\/tr>\n
          \u53ef\u89c2\u6d4b\u7c92\u5ea6<\/td>\n\u65b9\u6cd5\u7ea7<\/td>\n\u534f\u8bae\u7ea7<\/td>\n\u670d\u52a1\u7ea7，\u9700\u8d2f\u901a trace<\/td>\n<\/tr>\n
          \u6545\u969c\u9694\u79bb<\/td>\n\u5dee<\/td>\n\u4e2d<\/td>\n\u597d<\/td>\n<\/tr>\n
          \u8fd0\u7ef4\u590d\u6742\u5ea6<\/td>\n\u4f4e<\/td>\n\u4e2d\u9ad8<\/td>\n\u9ad8<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

          \u53cd\u6a21\u5f0f\u6e05\u5355：\u628a\u4e1a\u52a1\u89c4\u5219\u5199\u8fdb\u5de5\u5177\u63cf\u8ff0；\u628a\u9274\u6743\u4ea4\u7ed9 Agent \u5224\u65ad；\u628a\u5199\u64cd\u4f5c\u65e0\u5ba1\u8ba1\u3001\u65e0\u5e42\u7b49\u5730\u66b4\u9732；\u7ed9 Agent \u4e00\u4e2a"\u4e07\u80fd\u5de5\u5177"\u8ba9\u5b83\u81ea\u5df1\u62fc\u53c2\u6570\u3002<\/p>\n

          \"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"<\/p>\n

          \u516d\u3001MCP \u4e24\u79cd\u670d\u52a1\u7aef\u534f\u8bae：SSE \u4e0e Streamable-HTTP \u600e\u4e48\u53d6\u820d<\/h3>\n

          \u8fd9\u662f\u672c\u6587\u6700\u9700\u8981\u8c28\u614e\u8868\u8ff0\u7684\u4e00\u8282\u3002\u793e\u533a\u6587\u7ae0\u540c\u65f6\u5b58\u5728\u4e24\u79cd\u534f\u8bae\u7684\u5b9e\u73b0\u6837\u4f8b[1]，\u4f46 MCP \u4f20\u8f93\u89c4\u8303\u5728\u6301\u7eed\u6f14\u8fdb，SSE \u4f20\u8f93\u5728\u4f60\u6240\u91c7\u7528\u7684\u89c4\u8303\u7248\u672c\u4e2d\u662f"\u4fdd\u7559\u3001\u65e7\u7248\u517c\u5bb9\u8fd8\u662f\u5df2\u6807\u8bb0\u5f03\u7528"，\u5fc5\u987b\u4ee5\u89c4\u8303\u539f\u6587\u4e3a\u51c6，\u672c\u6587\u4e0d\u4e0b\u5b9a\u8bba\u3002\u4ee5\u4e0b\u53ea\u6bd4\u8f83\u534f\u8bae\u7ed3\u6784\u4e0e\u90e8\u7f72\u8bed\u4e49\u3002<\/p>\n

          6.1 \u4f1a\u8bdd\u6a21\u578b\u5bf9\u7167<\/h4>\n\n\u7ef4\u5ea6SSE（\u65e9\u671f HTTP+SSE \u5f62\u6001）Streamable-HTTP<\/tr>\n\n\n\n\n\n\n\n\n
          \u8fde\u63a5\u6a21\u578b<\/td>\n\u901a\u5e38\u662f\u4e24\u4e2a\u901a\u9053：GET \u5efa\u7acb SSE \u4e8b\u4ef6\u6d41，POST \u53d1\u9001\u8bf7\u6c42<\/td>\n\u5355\u4e00 HTTP \u7aef\u70b9，\u54cd\u5e94\u53ef\u4e3a\u666e\u901a JSON \u6216 SSE \u6d41<\/td>\n<\/tr>\n
          \u670d\u52a1\u5668\u63a8\u9001<\/td>\n\u4f9d\u8d56\u957f\u8fde\u63a5\u7684 SSE \u901a\u9053<\/td>\n\u6309\u9700\u5728\u54cd\u5e94\u4e2d\u5347\u7ea7\u4e3a\u6d41\u5f0f\u8fd4\u56de<\/td>\n<\/tr>\n
          \u65ad\u7ebf\u8bed\u4e49<\/td>\n\u957f\u8fde\u63a5\u65ad\u5f00\u540e\u9700\u91cd\u65b0\u5efa\u7acb\u5e76\u91cd\u653e<\/td>\n\u53ef\u57fa\u4e8e\u4e8b\u4ef6\u6807\u8bc6\u505a\u6062\u590d，\u91cd\u8fde\u6210\u672c\u76f8\u5bf9\u53ef\u63a7<\/td>\n<\/tr>\n
          \u4ee3\u7406\u53cb\u597d\u5ea6<\/td>\n\u957f\u8fde\u63a5\u6613\u53d7\u7a7a\u95f2\u8d85\u65f6\u3001\u7f13\u51b2\u3001\u8fde\u63a5\u6570\u9650\u5236\u5f71\u54cd<\/td>\n\u4ee5\u666e\u901a HTTP \u8bf7\u6c42\u4e3a\u4e3b，\u66f4\u8d34\u8fd1\u65e2\u6709\u7f51\u5173\u6cbb\u7406<\/td>\n<\/tr>\n
          \u4f1a\u8bdd\u6062\u590d<\/td>\n\u4f9d\u8d56\u8fde\u63a5\u672c\u8eab\u4e0e\u5ba2\u6237\u7aef\u5b9e\u73b0<\/td>\n\u53ef\u901a\u8fc7\u4f1a\u8bdd\u6807\u8bc6\u4e0e\u4e8b\u4ef6 ID \u7ec4\u5408\u6062\u590d<\/td>\n<\/tr>\n
          \u5ba2\u6237\u7aef\u8981\u6c42<\/td>\n\u9700\u652f\u6301 SSE \u957f\u8fde\u63a5\u4e0e\u53cc\u901a\u9053\u5e76\u53d1<\/td>\n\u9700\u652f\u6301\u6d41\u5f0f\u54cd\u5e94\u4e0e\u53ef\u9009\u7684\u6062\u590d\u673a\u5236<\/td>\n<\/tr>\n
          \u5ba1\u8ba1\u7c92\u5ea6<\/td>\n\u8fde\u63a5\u7ea7 + \u4e8b\u4ef6\u7ea7，\u957f\u8fde\u63a5\u5185\u4e8b\u4ef6\u5f52\u5c5e\u9700\u989d\u5916\u6807\u6ce8<\/td>\n\u8bf7\u6c42\u7ea7\u4e3a\u4e3b，\u5929\u7136\u8d34\u8fd1\u73b0\u6709 APM \u4e0e\u5ba1\u8ba1\u6a21\u578b<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

          \u7b80\u5316\u5730\u8bf4：SSE \u5f62\u6001"\u4e00\u6761\u957f\u8fde\u63a5\u6253\u901a\u6240\u6709\u63a8\u9001"，\u4ea4\u4e92\u76f4\u89c2，\u4f46\u5728\u4f01\u4e1a\u7f51\u7edc\u91cc\u957f\u8fde\u63a5\u662f\u8fd0\u7ef4\u6210\u672c；Streamable-HTTP \u628a\u4f20\u8f93\u6536\u655b\u4e3a\u666e\u901a HTTP \u8bed\u4e49，\u5927\u90e8\u5206\u8bf7\u6c42\u662f\u8bf7\u6c42-\u54cd\u5e94，\u6d41\u5f0f\u662f\u6309\u9700\u5f00\u542f\u7684\u4f8b\u5916，\u56e0\u6b64\u5bf9\u53cd\u5411\u4ee3\u7406\u3001LB\u3001\u670d\u52a1\u7f51\u683c\u3001WAF\u3001\u5ba1\u8ba1\u4e2d\u95f4\u4ef6\u66f4\u53cb\u597d，\u4ee3\u4ef7\u662f\u5ba2\u6237\u7aef\u4e0e\u670d\u52a1\u7aef\u8981\u6b63\u786e\u5904\u7406\u4f1a\u8bdd\u6807\u8bc6\u3001\u4e8b\u4ef6\u6062\u590d\u4e0e\u6d41\u5f0f\u5206\u652f\u3002<\/p>\n

          6.2 \u90e8\u7f72\u89c6\u89d2\u7684\u5751<\/h4>\n
            \n
          • \u53cd\u5411\u4ee3\u7406\u4e0e LB：Nginx\/\u4e91 LB \u5e38\u89c1\u7684 proxy_read_timeout\u3001\u54cd\u5e94\u7f13\u51b2\u3001\u8fde\u63a5\u7a7a\u95f2\u56de\u6536\u4f1a\u76f4\u63a5\u6390\u65ad SSE；\u5f00\u542f\u6d41\u5f0f\u5fc5\u987b\u663e\u5f0f\u5173\u95ed\u7f13\u51b2\u5e76\u653e\u5927\u8d85\u65f6\u3002\u4e91 LB \u7684\u8fde\u63a5\u6f02\u79fb\u4f1a\u8ba9"\u4f1a\u8bdd\u7c98\u6027"\u5f62\u540c\u865a\u8bbe\u3002<\/li>\n
          • \u8ba4\u8bc1\u4e0e\u4f1a\u8bdd：\u63e1\u624b\u9636\u6bb5\u7528 token，\u4e4b\u540e\u957f\u8fde\u63a5\u5185\u7684\u4e8b\u4ef6\u5f52\u5c5e\u8981\u9760\u4f1a\u8bdd\u6807\u8bc6；token \u8fc7\u671f\u5982\u4f55\u7eed\u671f\u3001\u5982\u4f55\u628a\u7528\u6237\u8eab\u4efd\u4e0e\u5de5\u5177\u8c03\u7528\u7ed1\u5b9a，\u9700\u8981\u5728 transport \u9002\u914d\u5c42\u7edf\u4e00\u5904\u7406，\u800c\u4e0d\u662f\u6563\u843d\u5728\u6bcf\u4e2a\u5de5\u5177\u91cc\u3002\u4e0e\u65e2\u6709 OAuth2\/JWT \u4f53\u7cfb\u5bf9\u63a5\u65f6，\u6ce8\u610f\u628a\u79df\u6237\u4e0e\u7528\u6237\u8eab\u4efd\u900f\u4f20\u5230\u5de5\u5177\u5b9e\u73b0\u3002<\/li>\n
          • \u6269\u7f29\u5bb9：\u4f1a\u8bdd\u72b6\u6001\u653e\u8fdb\u7a0b\u5185，\u6269\u7f29\u5bb9\u4e0e\u53d1\u5e03\u5c31\u4f1a\u6253\u65ad\u8fde\u63a5；\u653e\u5916\u90e8\u5b58\u50a8（Redis \u7b49）\u5219\u8981\u5904\u7406\u72b6\u6001\u5927\u5c0f\u4e0e\u8fc7\u671f\u3002K8s \u6eda\u52a8\u66f4\u65b0\u573a\u666f\u4e0b，\u4f18\u96c5\u5173\u95ed\u4e0e\u8fde\u63a5\u8fc1\u79fb\u5fc5\u987b\u63d0\u524d\u8bbe\u8ba1\u3002<\/li>\n
          • \u5ba1\u8ba1\u4e0e\u9650\u6d41：\u8fde\u63a5\u7ea7\u9650\u6d41（\u5e76\u53d1\u8fde\u63a5\u6570）\u4e0e\u8bf7\u6c42\u7ea7\u9650\u6d41（\u6bcf\u5206\u949f\u5de5\u5177\u8c03\u7528\u6570）\u662f\u4e24\u5957\u6307\u6807，\u53ea\u505a\u5176\u4e00\u90fd\u4f1a\u5931\u771f\u3002<\/li>\n
          • \u89c2\u6d4b：\u957f\u8fde\u63a5\u5185\u90e8\u7684\u4e8b\u4ef6\u6d41\u9700\u8981\u989d\u5916\u6253\u70b9，\u5426\u5219 APM \u53ea\u80fd\u770b\u5230\u4e00\u6761\u6301\u7eed\u5f88\u4e45\u7684"\u8bf7\u6c42"，\u65e0\u6cd5\u5b9a\u4f4d\u5230\u5177\u4f53\u5de5\u5177\u8c03\u7528\u3002<\/li>\n<\/ul>\n

            6.3 \u51b3\u7b56\u5efa\u8bae<\/h4>\n\n\u573a\u666f\u503e\u5411<\/tr>\n\n\n\n\n\n\n
            \u5ba2\u6237\u7aef\u662f\u6d4f\u89c8\u5668\/\u5185\u90e8\u670d\u52a1，\u63a8\u9001\u6570\u636e\u91cf\u5c0f，\u7f51\u7edc\u73af\u5883\u53ef\u63a7<\/td>\nSSE \u53ef\u7528，\u8fd0\u7ef4\u6210\u672c\u53ef\u63a5\u53d7<\/td>\n<\/tr>\n
            \u5ba2\u6237\u7aef\u5728\u4f01\u4e1a\u7f51\u7edc\u3001\u8de8\u516c\u7f51\u3001\u7ecf\u591a\u5c42\u4ee3\u7406\/\u7f51\u5173<\/td>\n\u4f18\u5148 Streamable-HTTP<\/td>\n<\/tr>\n
            \u9700\u8981\u65ad\u7ebf\u6062\u590d\u3001\u4f1a\u8bdd\u7eed\u8dd1\u3001\u53ef\u5ba1\u8ba1\u7684\u8bf7\u6c42\u7ea7\u8ba1\u8d39<\/td>\n\u4f18\u5148 Streamable-HTTP<\/td>\n<\/tr>\n
            \u9700\u8981\u957f\u671f\u8ba2\u9605\u3001\u9ad8\u9891\u670d\u52a1\u5668\u63a8\u9001<\/td>\n\u4e24\u8005\u90fd\u8981\u8bc4\u4f30\u63a8\u9001\u901a\u9053\u80fd\u529b，\u5fc5\u8981\u65f6\u4fdd\u7559 SSE<\/td>\n<\/tr>\n
            \u534f\u8bae\u7248\u672c\u5c1a\u672a\u5728\u56e2\u961f\u5185\u7edf\u4e00<\/td>\n\u9694\u79bb transport \u9002\u914d\u5c42，\u540c\u65f6\u652f\u6301\u4e24\u79cd，\u4e1a\u52a1\u5de5\u5177\u4e0d\u611f\u77e5\u4f20\u8f93<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

            \u65e0\u8bba\u9009\u54ea\u4e2a，\u90fd\u5efa\u8bae\u628a transport \u6536\u655b\u5728\u4e00\u4e2a\u9002\u914d\u5c42，\u5de5\u5177\u5b9e\u73b0\u53ea\u9762\u5411"\u6ce8\u518c + \u8c03\u7528 + \u8fd4\u56de"\u7684\u62bd\u8c61\u3002\u534f\u8bae\u8fd8\u5728\u6f14\u8fdb，\u6700\u8d35\u7684\u4e0d\u662f\u6362\u4f20\u8f93，\u800c\u662f\u4e1a\u52a1\u4ee3\u7801\u6563\u843d\u7740\u5bf9\u4f20\u8f93\u7ec6\u8282\u7684\u5047\u8bbe\u3002<\/p>\n

            \u4e03\u3001\u53c2\u8003\u5b9e\u73b0\u62c6\u89e3：springboot-agent \u7ed9\u4e86\u4ec0\u4e48\u9aa8\u67b6，\u53c8\u7559\u4e0b\u4ec0\u4e48\u5fc5\u7b54\u9898<\/h3>\n

            7.1 \u6a21\u5757\u5730\u56fe<\/h4>\n

            \u6309\u53c2\u8003\u5b9e\u73b0\u6587\u7ae0\u7684\u63cf\u8ff0，springboot-agent \u91c7\u7528\u591a\u6a21\u5757\u5fae\u670d\u52a1\u7ed3\u6784，\u6838\u5fc3\u6a21\u5757\u5305\u62ec springboot-rag（Spring AI 2.0 + LangGraph4j \u5b9e\u73b0 RAG \u4e0e Agent \u5de5\u4f5c\u6d41\u7f16\u6392）\u3001springboot-mcp-sse \u4e0e springboot-mcp-stream（\u57fa\u4e8e Spring AI MCP Server \u5206\u522b\u5b9e\u73b0 SSE \u4e0e Streamable-HTTP \u4e24\u79cd\u670d\u52a1\u7aef，\u8986\u76d6\u5de5\u5177\u6ce8\u518c\u3001\u8c03\u7528\u4e0e\u53cc\u5411\u6d41\u5f0f\u901a\u4fe1）[1]\u3002\u6587\u7ae0\u540c\u65f6\u63d0\u5230\u77e5\u8bc6\u56fe\u8c31\u76f8\u5173\u80fd\u529b\u4e0e Agent \u5e73\u53f0\u7684\u6574\u4f53\u4e32\u8054\u601d\u8def[1]\u3002<\/p>\n\n\u6a21\u5757\u804c\u8d23\u5bf9\u5e94\u8def\u5f84\u5bf9\u5e94\u672c\u6587\u7ae0\u8282<\/tr>\n\n\n\n\n
            springboot-rag<\/td>\nRAG \u7ba1\u7ebf + LangGraph4j \u7f16\u6392<\/td>\n\u8def\u5f84 A\u3001B<\/td>\n\u7b2c\u4e09\u3001\u56db\u8282<\/td>\n<\/tr>\n
            springboot-mcp-sse<\/td>\nSSE transport \u7684 MCP \u670d\u52a1\u7aef<\/td>\n\u8def\u5f84 C<\/td>\n\u7b2c\u4e94\u3001\u516d\u8282<\/td>\n<\/tr>\n
            springboot-mcp-stream<\/td>\nStreamable-HTTP transport \u7684 MCP \u670d\u52a1\u7aef<\/td>\n\u8def\u5f84 C<\/td>\n\u7b2c\u4e94\u3001\u516d\u8282<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

            \u8bf4\u660e：\u4e0a\u8ff0\u6a21\u5757\u6e05\u5355\u6765\u81ea\u53c2\u8003\u5b9e\u73b0\u6587\u7ae0\u7684\u516c\u5f00\u63cf\u8ff0[1]\u3002\u672c\u6587\u672a\u9010\u4e00\u514b\u9686\u4ed3\u5e93\u9a8c\u8bc1\u4ee3\u7801\u53ef\u8fd0\u884c\u6027\u3001\u4f9d\u8d56\u7248\u672c\u4e0e License，\u56e0\u6b64\u5bf9\u4ed3\u5e93\u7ed3\u6784\u7684\u8868\u8ff0\u4fdd\u6301\u63cf\u8ff0\u6027\u53e3\u5f84；\u843d\u5230\u4f60\u7684\u9879\u76ee\u524d，\u8bf7\u4ee5\u4ed3\u5e93\u5b9e\u9645 pom\/\u6784\u5efa\u6587\u4ef6\u4e3a\u51c6\u3002<\/p>\n

            \"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"<\/p>\n

            7.2 \u9aa8\u67b6\u7684\u4ef7\u503c<\/h4>\n

            \u5b83\u89e3\u51b3\u7684\u662f"\u5168\u94fe\u8def\u80fd\u5426\u62fc\u901a"\u8fd9\u4e2a\u6700\u8d35\u7684\u8d77\u6b65\u95ee\u9898：<\/p>\n

              \n
            • \u628a RAG\u3001\u7f16\u6392\u3001\u4e24\u79cd MCP transport \u653e\u5728\u540c\u4e00\u4e2a\u53ef\u8fd0\u884c\u5de5\u7a0b\u91cc，\u56e2\u961f\u80fd\u76f4\u89c2\u770b\u5230\u6a21\u5757\u8fb9\u754c\u4e0e\u4f9d\u8d56\u65b9\u5411；<\/li>\n
            • \u4e24\u79cd transport \u5e76\u5217\u5b9e\u73b0，\u4e3a\u534f\u8bae\u5bf9\u6bd4\u4e0e\u8fc1\u79fb\u6f14\u7ec3\u63d0\u4f9b\u4e86\u5b9e\u9a8c\u573a；<\/li>\n
            • \u4e3a Spring \u751f\u6001\u56e2\u961f\u63d0\u4f9b\u4e86\u4e00\u4e2a\u4e0e\u65e2\u6709\u6280\u672f\u6808\u540c\u6784\u7684\u53c2\u7167\u7269，\u964d\u4f4e\u4e86"\u4ece Python \u793a\u4f8b\u7ffb\u8bd1\u8fc7\u6765"\u7684\u5931\u771f\u3002<\/li>\n<\/ul>\n

              7.3 \u5b83\u6ca1\u66ff\u4f60\u89e3\u51b3\u7684\u95ee\u9898<\/h4>\n

              \u8fd9\u662f\u53c2\u8003\u5b9e\u73b0\u6700\u6709\u4ef7\u503c\u7684\u90e8\u5206，\u4e5f\u662f\u6700\u5bb9\u6613\u88ab\u5ffd\u7565\u7684\u90e8\u5206：<\/p>\n\n\u5df2\u89e3\u51b3（\u9aa8\u67b6\u7ea7）\u672a\u89e3\u51b3（\u751f\u4ea7\u7ea7）<\/tr>\n\n\n\n\n\n\n\n\n\n
              \u5168\u94fe\u8def\u6a21\u5757\u62fc\u63a5\u4e0e\u4f9d\u8d56\u65b9\u5411\u793a\u8303<\/td>\n\u8eab\u4efd\u8ba4\u8bc1\u4e0e\u5de5\u5177\u7ea7\u6388\u6743<\/td>\n<\/tr>\n
              RAG \u4e0e\u7f16\u6392\u7684\u7ec4\u5408\u6837\u4f8b<\/td>\n\u591a\u79df\u6237\u9694\u79bb\u4e0e\u6570\u636e\u53ef\u89c1\u6027\u6cbb\u7406<\/td>\n<\/tr>\n
              \u4e24\u79cd MCP transport \u7684\u5e76\u5217\u5b9e\u73b0<\/td>\n\u6210\u672c\u6838\u7b97\u3001\u8ba1\u8d39\u3001\u914d\u989d\u4e0e\u9650\u6d41<\/td>\n<\/tr>\n
              \u5de5\u5177\u6ce8\u518c\u4e0e\u8c03\u7528\u7684\u6700\u5c0f\u5f62\u6001<\/td>\nRAG \u8d28\u91cf\u8bc4\u6d4b（\u53ec\u56de\u7387\u3001\u5fe0\u5b9e\u5ea6）\u4e0e\u56de\u5f52\u6d4b\u8bd5\u96c6<\/td>\n<\/tr>\n
              \u6d41\u5f0f\u901a\u4fe1\u7684\u53ef\u884c\u6027\u9a8c\u8bc1<\/td>\n\u77e5\u8bc6\u6cbb\u7406（\u66f4\u65b0\u3001\u5931\u6548\u3001\u7248\u672c\u3001\u5220\u9664\u4e00\u81f4\u6027）<\/td>\n<\/tr>\n
              \u2014\u2014<\/td>\n\u7070\u5ea6\u3001\u56de\u6eda\u3001\u6a21\u578b\u4e0e\u63d0\u793a\u8bcd\u7248\u672c\u7ba1\u7406<\/td>\n<\/tr>\n
              \u2014\u2014<\/td>\n\u63d0\u793a\u6ce8\u5165\u9632\u62a4\u3001\u8d8a\u6743\u8c03\u7528\u9632\u62a4\u3001\u526f\u4f5c\u7528\u63a7\u5236<\/td>\n<\/tr>\n
              \u2014\u2014<\/td>\n\u751f\u4ea7\u7ea7\u89c2\u6d4b\u3001\u544a\u8b66\u3001\u5bb9\u91cf\u4e0e\u6545\u969c\u6f14\u7ec3<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

              7.4 \u62ff\u6765\u5373\u7528\u524d\u7684\u6539\u9020\u6e05\u5355<\/h4>\n
            • \u4f9d\u8d56\u4e0e\u7248\u672c：\u7edf\u4e00\u4f9d\u8d56\u7248\u672c\u7ba1\u7406（Maven\/Gradle Version Catalog），\u5efa\u7acb\u5347\u7ea7\u901a\u9053；\u6ce8\u610f Spring \u751f\u6001\u6b63\u5904\u4e8e\u6362\u4ee3\u7a97\u53e3，\u5b98\u65b9 Wiki \u663e\u793a Spring Framework 7.1 \u8ba1\u5212\u4e8e 2026 \u5e74 11 \u6708\u53d1\u5e03，\u57fa\u7ebf\u8981\u6c42\u5305\u542b Jackson 3.1\u3001Hibernate ORM 7.3 \u7b49\u5347\u7ea7[7]，\u5347\u7ea7\u524d\u5e94\u9010\u6761\u6838\u5bf9\u7834\u574f\u6027\u53d8\u66f4\u3002<\/li>\n
            • \u914d\u7f6e\u5916\u7f6e：\u6a21\u578b endpoint\u3001API Key\u3001\u5411\u91cf\u5e93\u8fde\u63a5\u4e00\u5f8b\u5916\u7f6e\u5e76\u63a5\u5165\u5bc6\u94a5\u6258\u7ba1，\u7981\u6b62\u5199\u8fdb\u914d\u7f6e\u4ed3\u5e93\u3002<\/li>\n
            • \u7edf\u4e00\u6a2a\u5207：\u7edf\u4e00\u5f02\u5e38\u4f53\u7cfb\u3001\u7edf\u4e00\u54cd\u5e94\u4f53\u3001\u7edf\u4e00 trace ID \u8d2f\u7a7f"\u4e1a\u52a1\u8bf7\u6c42 \u2192 \u7f16\u6392\u8282\u70b9 \u2192 \u5de5\u5177\u8c03\u7528 \u2192 \u6a21\u578b\u8c03\u7528"\u3002<\/li>\n
            • \u89c2\u6d4b\u63a5\u5165：\u6309 Micrometer Observation \u53e3\u5f84\u6253\u70b9，\u6307\u6807\u3001\u94fe\u8def\u3001\u65e5\u5fd7\u4e09\u5c42\u9f50\u5907；\u8fd9\u662f\u5fae\u670d\u52a1\u9ed8\u8ba4\u4ef6\u800c\u975e\u53ef\u9009\u9879[6]\u3002<\/li>\n
            • \u5b89\u5168\u52a0\u56fa：\u5de5\u5177\u7ea7\u6388\u6743\u3001\u5ba1\u8ba1\u7559\u75d5\u3001\u5199\u64cd\u4f5c\u5e42\u7b49\u4e0e\u4e8c\u6b21\u786e\u8ba4\u3001\u63d0\u793a\u6ce8\u5165\u7684\u57fa\u672c\u9632\u62a4（\u4e0a\u4e0b\u6587\u4e0e\u7528\u6237\u8f93\u5165\u4e25\u683c\u9694\u79bb\u3001\u5916\u90e8\u5185\u5bb9\u6807\u8bb0）\u3002<\/li>\n
            • \u8bc4\u6d4b\u57fa\u7ebf：\u5efa\u7acb\u6700\u5c0f\u56de\u5f52\u95ee\u9898\u96c6\u4e0e\u5de5\u5177\u8c03\u7528\u6d4b\u8bd5\u96c6，\u6539\u52a8\u63d0\u793a\u8bcd\u3001\u6a21\u578b\u3001\u5207\u5206\u7b56\u7565\u540e\u5fc5\u987b\u8dd1\u56de\u5f52\u3002<\/li>\n

              \u516b\u3001\u9009\u578b\u51b3\u7b56：\u51b3\u7b56\u6811\u3001\u7ec4\u5408\u6a21\u5f0f\u4e0e\u5206\u9636\u6bb5\u8def\u7ebf<\/h3>\n

              8.1 \u51b3\u7b56\u6811<\/h4>\n

              \u5224\u65ad\u987a\u5e8f\u5efa\u8bae\u5982\u4e0b：<\/p>\n

            • \u9700\u6c42\u662f\u5426\u53ea\u6d89\u53ca"\u57fa\u4e8e\u5185\u90e8\u77e5\u8bc6\u56de\u7b54"？\u662f \u2192 \u8def\u5f84 A（RAG），\u5148\u522b\u4e0a Agent\u3002<\/li>\n
            • \u662f\u5426\u5b58\u5728\u591a\u6b65\u3001\u6761\u4ef6\u5206\u652f\u3001\u4eba\u5de5\u4ecb\u5165\u3001\u5931\u8d25\u8865\u507f？\u662f \u2192 \u8def\u5f84 B（\u7f16\u6392），RAG \u4f5c\u4e3a\u5176\u4e2d\u7684\u68c0\u7d22\u8282\u70b9\u3002<\/li>\n
            • \u662f\u5426\u9700\u8981\u628a\u80fd\u529b\u5916\u653e\u7ed9\u591a\u4e2a Agent \u6216\u975e Java \u751f\u6001\u590d\u7528？\u662f \u2192 \u8def\u5f84 C（MCP \u5de5\u5177\u5316）\u3002<\/li>\n
            • \u662f\u5426\u65e2\u591a\u6b65\u53c8\u8981\u80fd\u529b\u5916\u653e？\u7ec4\u5408：MCP \u63d0\u4f9b\u5de5\u5177，\u7f16\u6392\u5c42\u4f5c\u4e3a\u8c03\u7528\u65b9\u3002<\/li>\n
            • \u662f\u5426\u53ea\u662f"\u60f3\u8ba9 AI \u5e2e\u5fd9\u5199\u70b9\u6587\u6848\u3001\u505a\u6458\u8981"？\u5355\u6b21\u6a21\u578b\u8c03\u7528\u5373\u53ef，\u4e0d\u8981\u5f15\u5165\u4efb\u4f55\u7f16\u6392\u6846\u67b6\u3002<\/li>\n

              \u4e09\u6761\u5178\u578b\u7ec4\u5408：<\/p>\n

                \n
              • RAG \u8282\u70b9\u5316：\u628a\u68c0\u7d22\u4e0e\u751f\u6210\u5c01\u88c5\u4e3a\u7f16\u6392\u56fe\u4e2d\u7684\u4e00\u4e2a\u8282\u70b9，\u8f93\u5165\u8f93\u51fa\u662f\u7ed3\u6784\u5316\u72b6\u6001，\u4fbf\u4e8e\u4e0e\u5176\u4ed6\u8282\u70b9\u7ec4\u5408\u4e0e\u65ad\u8a00\u3002<\/li>\n
              • \u5de5\u5177 MCP \u5316：\u5b58\u91cf\u80fd\u529b\u7edf\u4e00\u6ce8\u518c\u4e3a MCP \u5de5\u5177，\u5148\u53ea\u8bfb\u3001\u540e\u5199；Agent \u4e0e\u7f16\u6392\u5c42\u90fd\u901a\u8fc7\u540c\u4e00\u5951\u7ea6\u8c03\u7528\u3002<\/li>\n
              • \u7f16\u6392\u5c42\u72ec\u7acb\u5316：\u6d41\u7a0b\u903b\u8f91\u6536\u655b\u5230\u72ec\u7acb\u670d\u52a1，\u4e1a\u52a1\u670d\u52a1\u53ea\u66b4\u9732\u5de5\u5177\u4e0e API，\u4ee3\u4ef7\u662f\u5206\u5e03\u5f0f\u4e00\u81f4\u6027\u4e0e\u89c2\u6d4b\u6210\u672c\u4e0a\u5347\u3002<\/li>\n<\/ul>\n

                8.2 \u5206\u9636\u6bb5\u843d\u5730\u6e05\u5355<\/h4>\n\n\u9636\u6bb5\u5185\u5bb9\u9a8c\u6536\u6807\u51c6\u56de\u9000\u5f00\u5173<\/tr>\n\n\n\n\n\n
                \u9636\u6bb5 0<\/td>\n\u6a21\u578b\u63a5\u5165 + \u5bc6\u94a5\u6258\u7ba1 + \u6210\u672c\/\u5ba1\u8ba1\u57cb\u70b9<\/td>\n\u5355\u6b21\u8c03\u7528\u53ef\u8ffd\u6eaf\u5230\u7528\u6237\u3001\u79df\u6237\u3001token \u4e0e\u8d39\u7528；\u5bc6\u94a5\u4e0d\u51fa\u914d\u7f6e\u4ed3\u5e93<\/td>\n\u4e00\u952e\u5207\u56de\u975e AI \u7248\u672c\u903b\u8f91<\/td>\n<\/tr>\n
                \u9636\u6bb5 1<\/td>\n\u5355\u70b9 RAG，\u5e26\u5f15\u7528\u4e0e\u964d\u7ea7<\/td>\n\u56de\u5f52\u95ee\u9898\u96c6\u8fbe\u6807；\u8d8a\u6743\u68c0\u7d22\u6d4b\u8bd5\u5168\u8fc7；\u7a7a\u68c0\u7d22\u6709\u660e\u786e\u51fa\u53e3<\/td>\n\u5173\u95ed RAG，\u9000\u56de\u5173\u952e\u8bcd\u68c0\u7d22\/\u4eba\u5de5<\/td>\n<\/tr>\n
                \u9636\u6bb5 2<\/td>\n\u5de5\u5177\u5316\u4e0e MCP，\u5148\u53ea\u8bfb\u518d\u5199<\/td>\n\u53ea\u8bfb\u5de5\u5177\u5ba1\u8ba1\u5b8c\u6574；\u5199\u5de5\u5177\u6709\u5e42\u7b49\u952e\u4e0e\u4e8c\u6b21\u786e\u8ba4；\u9650\u6d41\u751f\u6548<\/td>\n\u7981\u7528\u5de5\u5177\u96c6\u5f00\u5173（\u6309\u5de5\u5177\u7c92\u5ea6）<\/td>\n<\/tr>\n
                \u9636\u6bb5 3<\/td>\n\u5f15\u5165\u7f16\u6392\u5c42<\/td>\n\u6d41\u7a0b\u53ef\u65ad\u70b9\u7eed\u8dd1；\u8282\u70b9\u7ea7\u6210\u672c\u53ef\u89c1；\u4eba\u5ba1\u8d85\u65f6\u6709\u660e\u786e\u5904\u7406<\/td>\n\u6d41\u7a0b\u7248\u672c\u56de\u9000\u5230\u4e0a\u4e00\u7248\u72b6\u6001\u56fe<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

                \u6bcf\u4e2a\u9636\u6bb5\u90fd\u8981\u6709\u53ef\u56de\u9000\u7684\u5f00\u5173，\u5c24\u5176\u662f\u63d0\u793a\u8bcd\u4e0e\u6a21\u578b\u7248\u672c，\u5fc5\u987b\u80fd\u72ec\u7acb\u4e8e\u4e1a\u52a1\u53d1\u7248\u56de\u9000\u3002<\/p>\n

                8.3 \u53cd\u6a21\u5f0f\u6e05\u5355<\/h4>\n
                  \n
                • \u7528 RAG \u89e3\u51b3\u6d41\u7a0b\u95ee\u9898：\u95ee\u9898\u91cc\u6709"\u7136\u540e\u3001\u9700\u8981\u3001\u7b49\u5230"，RAG \u4e0d\u662f\u7b54\u6848\u3002<\/li>\n
                • \u7528 Agent \u81ea\u7531\u53d1\u6325\u66ff\u4ee3\u4e1a\u52a1\u89c4\u5219：\u89c4\u5219\u8fdb\u4ee3\u7801\u548c\u914d\u7f6e，\u4e0d\u8fdb Prompt\u3002<\/li>\n
                • \u534f\u8bae\u9009\u578b\u53ea\u770b demo \u80fd\u8dd1：\u4e0d\u770b\u4ee3\u7406\u3001\u9274\u6743\u3001\u65ad\u7ebf\u3001\u6269\u7f29\u5bb9，\u751f\u4ea7\u7b2c\u4e00\u5468\u5c31\u4f1a\u8fd8\u503a\u3002<\/li>\n
                • \u65e0\u8bc4\u6d4b\u4e0a\u7ebf：\u6ca1\u6709\u56de\u5f52\u95ee\u9898\u96c6，\u4efb\u4f55\u63d0\u793a\u8bcd\u6216\u6a21\u578b\u53d8\u66f4\u90fd\u662f\u8d4c\u535a\u3002<\/li>\n
                • \u628a\u9274\u6743\u3001\u8ba1\u8d39\u3001\u5ba1\u8ba1\u7559\u5230\u6700\u540e：\u8fd9\u4e09\u4ef6\u4e8b\u51b3\u5b9a\u4e86 AI \u80fd\u529b\u80fd\u4e0d\u80fd\u88ab\u7ec4\u7ec7\u957f\u671f\u6301\u6709，\u4e0d\u662f\u6536\u5c3e\u9879\u3002<\/li>\n
                • \u7167\u642c\u53c2\u8003\u5b9e\u73b0：\u9aa8\u67b6\u63d0\u4f9b\u7684\u662f\u7ed3\u6784\u4e0e\u53ef\u884c\u6027，\u4e0d\u662f\u751f\u4ea7\u5c31\u7eea\u5ea6[1]\u3002<\/li>\n<\/ul>\n

                  \u4e5d\u3001\u7ed3\u8bed<\/h3>\n

                  \u4e09\u6761\u8def\u5f84\u7684\u5171\u540c\u5e95\u5ea7\u662f\u540c\u4e00\u5957\u5de5\u7a0b\u7eaa\u5f8b：\u5951\u7ea6\u660e\u786e\u3001\u6743\u9650\u53ef\u63a7\u3001\u6210\u672c\u53ef\u5f52\u96c6\u3001\u5931\u8d25\u6709\u964d\u7ea7\u3001\u884c\u4e3a\u53ef\u8bc4\u6d4b\u3001\u5168\u7a0b\u53ef\u5ba1\u8ba1\u3002\u628a AI \u80fd\u529b\u5f53\u6210"\u53c8\u4e00\u4e2a\u6709 SLA \u7684\u5185\u90e8\u670d\u52a1"\u6765\u8bbe\u8ba1，\u9009\u578b\u95ee\u9898\u5c31\u4ece"\u54ea\u4e2a\u6846\u67b6\u70ab"\u53d8\u6210"\u8d23\u4efb\u653e\u5728\u54ea\u4e00\u5c42\u6211\u6cbb\u7406\u5f97\u4f4f"\u3002\u5bf9\u6280\u672f\u8d1f\u8d23\u4eba\u800c\u8a00，\u4e00\u53e5\u53ef\u6267\u884c\u7684\u5efa\u8bae\u662f：\u5148\u505a\u9636\u6bb5 0 \u7684\u6210\u672c\u4e0e\u5ba1\u8ba1\u57cb\u70b9，\u518d\u6309"\u5355\u70b9 RAG \u2192 \u53ea\u8bfb\u5de5\u5177 \u2192 \u7f16\u6392\u5c42"\u7684\u987a\u5e8f\u63a8\u8fdb，\u4efb\u4f55\u4e00\u6b65\u6ca1\u6709\u8bc4\u6d4b\u4e0e\u56de\u9000\u5f00\u5173，\u5c31\u4e0d\u8981\u8fdb\u5165\u4e0b\u4e00\u6b65\u3002<\/p>\n

                  \u53c2\u8003\u8d44\u6599<\/h3>\n

                  [1] \u300aSpring Boot 4.1 + Spring AI 2.0：\u6211\u5982\u4f55\u7528 Java \u5fae\u670d\u52a1\u628a RAG\u3001\u77e5\u8bc6\u56fe\u8c31\u548c MCP \u534f\u8bae\u4e32\u6210\u4e00\u4e2a Agent \u5e73\u53f0\u300b，\u6398\u91d1，https:\/\/juejin.cn\/post\/7702792613526814771<\/p>\n

                  [2] \u300a2026 \u540e\u7aef AI \u96c6\u6210\u5b9e\u6218：Spring AI 2.0\u3001MCP \u4e0e Agent \u5185\u5d4c\u7684\u4e09\u6761\u843d\u5730\u8def\u5f84\u300b，CSDN，https:\/\/blog.csdn.net\/m0_74899094\/article\/details\/169058324<\/p>\n

                  [3] \u300a2026 \u5e74\u540e\u7aef\u5f00\u53d1\u8dc3\u8fc1：\u544a\u522b CRUD \u5185\u5377，\u62e5\u62b1 AI \u539f\u751f\u670d\u52a1\u7f16\u6392\u300b，CSDN，https:\/\/blog.csdn.net\/weixin_30844577\/article\/details\/168584968<\/p>\n

                  [4] \u300a2026 Java \u540e\u7aef\u6280\u672f\u9009\u578b：\u7a33\u5b9a\u57fa\u7ebf + \u4e91\u539f\u751f + \u6d88\u606f\u5904\u7406\u9ec4\u91d1\u7ec4\u5408\u300b，CSDN，https:\/\/blog.csdn.net\/weixin_32325225\/article\/details\/168310341<\/p>\n

                  [5] \u300aSpring Boot 3 + Spring Cloud 2026 \u5fae\u670d\u52a1\u5b9e\u6218：\u4e91\u539f\u751f\u3001AI\u300b，CSDN，https:\/\/blog.csdn.net\/2609_95039210\/article\/details\/159245198<\/p>\n

                  [6] \u300a\u4e1a\u52a1\u6302\u4e86\u534a\u5c0f\u65f6\u624d\u53d1\u73b0？\u57fa\u4e8e Spring Boot 3 + Prometheus + Grafana \u6253\u9020\u4f01\u4e1a\u7ea7\u5fae\u670d\u52a1\u7acb\u4f53\u53ef\u89c2\u6d4b\u6027\u4e0e\u544a\u8b66\u5b9e\u6218\u300b，\u6398\u91d1，https:\/\/juejin.cn\/post\/7700380674944253962<\/p>\n

                  [7] Spring Framework 7.1 Release Notes（\u5b98\u65b9 Wiki，\u9875\u9762\u6807\u6ce8\u4e3a 7.1.0 \u9884\u89c8\u3001\u8ba1\u5212 2026 \u5e74 11 \u6708\u53d1\u5e03），spring-projects\/spring-framework，https:\/\/github.com\/spring-projects\/spring-framework\/wiki\/Spring-Framework-7.1-Release-Notes<\/p>\n

                  \u8865\u5145\u8bf4\u660e：\u4e0a\u8ff0\u793e\u533a\u6587\u7ae0\u4e2d\u7684 Spring Boot \/ Spring AI \/ LangGraph4j \u7248\u672c\u53f7\u8868\u8ff0\u4e0d\u5b8c\u5168\u4e00\u81f4，\u90e8\u5206\u6765\u6e90\u81ea\u5e26"\u9700\u4ee5\u5b98\u65b9\u8d44\u6599\u6838\u9a8c"\u63d0\u793a[2]；MCP \u4f20\u8f93\u89c4\u8303\u72b6\u6001\u3001Spring AI \u5177\u4f53 API \u7b7e\u540d\u4e0e\u53c2\u8003\u5b9e\u73b0\u4ed3\u5e93\u7684\u5b9e\u9645\u53ef\u8fd0\u884c\u6027，\u672c\u6587\u5747\u672a\u505a\u9010\u4e00\u9a8c\u8bc1，\u6d89\u53ca\u5904\u5df2\u6309"\u4ee5\u5b98\u65b9\u6587\u6863\u4e0e\u4ed3\u5e93\u5b9e\u9645\u5185\u5bb9\u4e3a\u51c6"\u5904\u7406\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

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