{"id":117132,"date":"2026-10-22T16:09:20","date_gmt":"2026-10-22T08:09:20","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/117132.html"},"modified":"2026-10-22T16:09:20","modified_gmt":"2026-10-22T08:09:20","slug":"2026-%e5%90%8e%e7%ab%af-ai-%e9%9b%86%e6%88%90%e5%b7%a5%e7%a8%8b%e5%8c%96%ef%bc%9aspring-ai-2-0%e3%80%81mcp-%e5%8d%8f%e8%ae%ae%e4%b8%8e-agent-%e5%86%85%e5%b5%8c%e7%9a%84%e4%b8%89%e6%9d%a1%e8%90%bd","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/117132.html","title":{"rendered":"2026 \u540e\u7aef AI \u96c6\u6210\u5de5\u7a0b\u5316\uff1aSpring AI 2.0\u3001MCP \u534f\u8bae\u4e0e Agent \u5185\u5d4c\u7684\u4e09\u6761\u843d\u5730\u8def\u5f84\u62c6\u89e3"},"content":{"rendered":"<h2>2026 \u540e\u7aef AI \u96c6\u6210\u5de5\u7a0b\u5316&#xff1a;Spring AI 2.0\u3001MCP \u534f\u8bae\u4e0e Agent \u5185\u5d4c\u7684\u4e09\u6761\u843d\u5730\u8def\u5f84\u62c6\u89e3<\/h2>\n<p>2026 \u5e74\u7684\u540e\u7aef AI \u96c6\u6210&#xff0c;\u95ee\u9898\u5df2\u7ecf\u4e0d\u518d\u662f&#034;\u80fd\u4e0d\u80fd\u8c03\u901a\u4e00\u4e2a\u5927\u6a21\u578b\u63a5\u53e3&#034;&#xff0c;\u800c\u662f&#034;\u600e\u4e48\u628a\u6a21\u578b\u80fd\u529b\u7a33\u5b9a\u5730\u6536\u8fdb\u5df2\u6709 Java \u7cfb\u7edf&#034;\u3002\u524d\u8005\u662f\u4e00\u6b21\u8054\u8c03&#xff0c;\u540e\u8005\u662f\u4e00\u7ec4\u957f\u671f\u5b58\u5728\u7684\u5de5\u7a0b\u7ea6\u675f&#xff1a;\u591a\u5382\u5546\u5207\u6362\u6210\u672c\u3001\u5de5\u5177\u8c03\u7528\u6743\u9650\u3001RAG \u94fe\u8def\u91cd\u590d\u5efa\u8bbe\u3001Agent \u4e0a\u7ebf\u540e\u7684\u8d85\u65f6\u4e0e\u8d26\u5355\u3001\u53ef\u89c2\u6d4b\u4e0e\u964d\u7ea7\u3002\u4e2d\u6587\u6280\u672f\u793e\u533a\u5728 2026 \u5e74 10 \u6708\u5bc6\u96c6\u8ba8\u8bba\u7684\u4e09\u4e2a\u6280\u672f\u53d8\u91cf\u2014\u2014Spring AI 2.0\u3001MCP&#xff08;Model Context Protocol&#xff09;\u3001Agent \u5185\u5d4c\u2014\u2014\u6070\u597d\u5206\u522b\u5bf9\u5e94\u80fd\u529b\u5c42\u62bd\u8c61\u3001\u534f\u8bae\u5c42\u6807\u51c6\u5316\u548c\u8fd0\u884c\u65f6\u5f62\u6001\u8fd9\u4e09\u4e2a\u4e0d\u540c\u5c42\u6b21\u7684\u95ee\u9898 [1][5]\u3002<\/p>\n<p>\u9700\u8981\u5148\u4ea4\u4ee3\u6750\u6599\u6027\u8d28&#xff1a;\u672c\u6587\u4f9d\u636e\u7684\u70ed\u70b9\u8d44\u6599\u591a\u4e3a CSDN\u3001\u6398\u91d1\u3001Gitee\u3001GitHub \u4e0a\u7684\u4e8c\u624b\u6574\u7406\u6216\u805a\u5408\u6458\u8981&#xff0c;\u91c7\u96c6\u8bb0\u5f55\u4e2d\u7684\u70ed\u5ea6\u6307\u6807\u5168\u90e8\u7f3a\u5931&#xff08;\u6807\u6ce8\u4e3a 0&#xff09;&#xff0c;\u65e0\u6cd5\u636e\u6b64\u5224\u65ad&#034;\u771f\u70ed&#034;&#xff0c;\u53ea\u80fd\u6309\u4e3b\u9898\u5bc6\u5ea6\u4e0e\u65f6\u95f4\u805a\u7c7b\u5224\u65ad\u8ba8\u8bba\u65b9\u5411\u3002\u6d89\u53ca Spring AI 2.0\u3001Spring Boot 4\u3001Java 25\u3001MCP \u89c4\u8303\u7248\u672c\u7684\u5177\u4f53 API\u3001\u7c7b\u540d\u3001\u65b9\u6cd5\u7b7e\u540d\u4e0e\u517c\u5bb9\u77e9\u9635&#xff0c;\u672c\u6587\u4e00\u5f8b\u4e0d\u81c6\u9020&#xff0c;\u6b63\u6587\u7ed9\u51fa\u7ed3\u6784\u793a\u610f&#xff0c;\u843d\u5730\u524d\u5fc5\u987b\u4ee5\u5b98\u65b9\u6587\u6863\u4e0e release notes \u4e3a\u51c6&#xff1b;\u6d89\u53ca\u6027\u80fd\u4e0e\u6210\u672c\u7684\u767e\u5206\u6bd4\u6570\u5b57&#xff0c;\u4e00\u5f8b\u6807\u6ce8\u4e3a&#034;\u793e\u533a\u4e3b\u5f20&#034;&#xff0c;\u4e0d\u4f5c\u4e3a\u51b3\u7b56\u4f9d\u636e\u3002<\/p>\n<h3>\u4e00\u3001\u5148\u628a\u95ee\u9898\u62c6\u5bf9&#xff1a;\u4e09\u4e2a\u53d8\u91cf\u5728\u4e09\u4e2a\u4e0d\u540c\u5c42<\/h3>\n<h4>1.1 \u4e00\u5f20\u56fe\u770b\u61c2\u4e09\u5c42\u8fb9\u754c<\/h4>\n<p>\u4e00\u4e2a\u5178\u578b\u7684\u5b58\u91cf Spring Boot \u5fae\u670d\u52a1\u4f53\u7cfb\u63a5\u5165\u6a21\u578b\u80fd\u529b\u65f6&#xff0c;\u4f1a\u540c\u65f6\u9047\u5230\u4e09\u7c7b\u6469\u64e6&#xff1a;<\/p>\n<ul>\n<li>\u80fd\u529b\u6469\u64e6&#xff1a;\u6bcf\u4e2a\u5382\u5546\u4e00\u5957 SDK\u3001\u4e00\u5957\u9274\u6743\u3001\u4e00\u5957\u6d41\u5f0f\u4e0e\u9519\u8bef\u8bed\u4e49&#xff1b;RAG \u7684\u5207\u5206\u3001\u68c0\u7d22\u3001\u91cd\u6392\u5728\u4e0d\u540c\u9879\u76ee\u91cc\u5404\u5199\u4e00\u904d\u3002<\/li>\n<li>\u5951\u7ea6\u6469\u64e6&#xff1a;\u5de5\u5177\u80fd\u529b\u6563\u843d\u5728\u5404\u4e1a\u52a1\u670d\u52a1\u91cc&#xff0c;\u6362\u4e00\u4e2a\u6a21\u578b\u6846\u67b6\u5c31\u8981\u91cd\u65b0\u5305\u88c5\u4e00\u6b21&#xff0c;\u8f93\u5165\u8f93\u51fa\u683c\u5f0f\u9760\u53e3\u5934\u7ea6\u5b9a\u3002<\/li>\n<li>\u8fd0\u884c\u65f6\u6469\u64e6&#xff1a;\u4e00\u6b21 Agent \u4efb\u52a1\u53ef\u80fd\u662f\u51e0\u5341\u79d2\u7684\u591a\u8f6e\u5de5\u5177\u8c03\u7528&#xff0c;\u540c\u6b65 HTTP \u8bf7\u6c42\u3001\u6570\u636e\u5e93\u4e8b\u52a1\u3001\u7ebf\u7a0b\u6c60\u6a21\u578b\u90fd\u4e0d\u5339\u914d\u3002<\/li>\n<\/ul>\n<p>Spring AI\u3001MCP \u4e0e Agent \u5185\u5d4c\u5206\u522b\u7ad9\u5728\u8fd9\u4e09\u5c42\u4e0a\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261022080910-6ad9c4a619d64.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<table>\n<tr>\u53d8\u91cf\u6240\u5904\u5c42\u6b21\u89e3\u51b3\u4ec0\u4e48\u4e0d\u89e3\u51b3\u4ec0\u4e48<\/tr>\n<tbody>\n<tr>\n<td>Spring AI 2.0<\/td>\n<td>\u80fd\u529b\u5c42\u62bd\u8c61<\/td>\n<td>\u591a\u5382\u5546\u8c03\u7528\u3001\u5de5\u5177\u58f0\u660e\u3001RAG \u73af\u8282\u7684\u7f16\u7a0b\u6a21\u578b\u7edf\u4e00 [1]<\/td>\n<td>\u5de5\u5177\u8de8\u56e2\u961f\u590d\u7528\u7684\u5951\u7ea6\u6cbb\u7406\u3001\u957f\u4efb\u52a1\u8fd0\u884c\u65f6\u8c03\u5ea6<\/td>\n<\/tr>\n<tr>\n<td>MCP<\/td>\n<td>\u534f\u8bae\u5c42\u6807\u51c6\u5316<\/td>\n<td>\u5de5\u5177\u4e0e\u8d44\u6e90\u7684\u8de8\u6a21\u578b\u3001\u8de8\u6846\u67b6\u63cf\u8ff0\u3001\u53d1\u73b0\u4e0e\u8c03\u7528\u5951\u7ea6 [1][4]<\/td>\n<td>\u5de5\u5177\u5185\u90e8\u5b9e\u73b0\u3001\u6743\u9650\u6a21\u578b\u3001\u8ba1\u8d39\u3001\u9650\u6d41\u7b56\u7565<\/td>\n<\/tr>\n<tr>\n<td>Agent \u5185\u5d4c<\/td>\n<td>\u8fd0\u884c\u65f6\u5f62\u6001<\/td>\n<td>\u591a\u8f6e\u89c4\u5212\u2014\u8c03\u7528\u2014\u6c47\u603b\u7684\u6267\u884c\u5f62\u6001\u4e0e\u670d\u52a1\u5185\u627f\u8f7d\u65b9\u5f0f [5]<\/td>\n<td>\u62bd\u8c61\u5c42\u4e0e\u5951\u7ea6\u672c\u8eab\u3001\u4e1a\u52a1\u6b63\u786e\u6027<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u4e09\u8005\u4e0d\u662f\u66ff\u4ee3\u5173\u7cfb&#xff0c;\u800c\u662f\u6b63\u4ea4\u7684&#xff1a;\u4f60\u53ef\u4ee5\u5728\u6ca1\u6709 MCP \u7684\u60c5\u51b5\u4e0b\u7528 Spring AI \u5b8c\u6210\u4e00\u4e2a\u5355\u8f6e\u5de5\u5177\u8c03\u7528&#xff1b;\u4e5f\u53ef\u4ee5\u5728\u6ca1\u6709 Agent \u5faa\u73af\u7684\u60c5\u51b5\u4e0b\u628a\u4e1a\u52a1\u80fd\u529b\u901a\u8fc7 MCP \u66b4\u9732\u7ed9\u5916\u90e8\u5bbf\u4e3b&#xff1b;Agent \u5185\u5d4c\u5219\u662f\u628a\u524d\u4e24\u8005\u7684\u4ea7\u7269\u653e\u8fdb\u4e00\u4e2a\u53ef\u6301\u7eed\u8fd0\u7ef4\u7684\u8fd0\u884c\u65f6\u91cc\u3002\u628a\u5b83\u4eec\u5f53\u6210\u4e09\u4e2a\u5019\u9009\u65b9\u6848\u505a&#034;\u4e09\u9009\u4e00&#034;&#xff0c;\u662f\u5f53\u524d\u6700\u5e38\u89c1\u7684\u4e00\u7c7b\u8bef\u5224 [1]\u3002<\/p>\n<h4>1.2 \u4e09\u4e2a\u5e38\u89c1\u8bef\u89e3<\/h4>\n<table>\n<tr>\u8bef\u89e3\u6f84\u6e05<\/tr>\n<tbody>\n<tr>\n<td>MCP \u5c31\u662f Java \u7248\u7684\u51fd\u6570\u8c03\u7528<\/td>\n<td>\u51fd\u6570\u8c03\u7528\u901a\u5e38\u662f\u6846\u67b6\u5185\u7684\u4e00\u6b21\u6a21\u578b\u4fa7\u51b3\u7b56&#xff1b;MCP \u662f\u4e00\u4efd\u8de8\u8fdb\u7a0b\u3001\u8de8\u6846\u67b6\u7684\u5de5\u5177\/\u8d44\u6e90\u4ea4\u4e92\u5951\u7ea6&#xff0c;\u5f3a\u8c03\u63cf\u8ff0\u3001\u53d1\u73b0\u4e0e\u8c03\u7528\u8bed\u4e49\u7684\u4e00\u81f4\u6027\u3002\u4e8c\u8005\u7684\u62bd\u8c61\u76ee\u7684\u4e0d\u540c&#xff0c;MCP \u7684\u6b63\u5f0f\u6982\u5ff5\u547d\u540d\u4e0e\u7248\u672c\u4ee5\u5b98\u65b9\u89c4\u8303\u4e3a\u51c6<\/td>\n<\/tr>\n<tr>\n<td>Agent \u5185\u5d4c\u5c31\u662f\u628a\u5faa\u73af\u5199\u5728 Controller \u91cc<\/td>\n<td>\u628a&#034;\u89c4\u5212\u2014\u8c03\u7528\u2014\u6c47\u603b&#034;\u5faa\u73af\u585e\u8fdb\u540c\u6b65\u8bf7\u6c42\u7ebf\u7a0b&#xff0c;\u4f1a\u76f4\u63a5\u649e\u4e0a\u8bf7\u6c42\u8d85\u65f6\u3001\u8fde\u63a5\u5360\u7528\u3001\u4e8b\u52a1\u8fb9\u754c\u548c\u7ebf\u7a0b\u8d44\u6e90\u95ee\u9898\u3002\u5185\u5d4c\u6307\u7684\u662f\u8fd0\u884c\u65f6\u627f\u8f7d\u65b9\u5f0f&#xff0c;\u4e0d\u662f\u628a\u7f16\u6392\u903b\u8f91\u6563\u8fdb Web \u5c42<\/td>\n<\/tr>\n<tr>\n<td>\u5f15\u5165 Spring AI \u5c31\u9501\u5b9a\u4e86\u67d0\u4e2a\u5382\u5546<\/td>\n<td>\u7edf\u4e00\u62bd\u8c61\u7684\u4ef7\u503c\u6b63\u5728\u4e8e\u4fdd\u7559\u5207\u6362\u9762\u3002\u4f46\u62bd\u8c61\u53ea\u80fd\u8986\u76d6\u5382\u5546\u80fd\u529b\u7684\u4ea4\u96c6&#xff0c;\u5382\u5546\u7279\u6709\u80fd\u529b&#xff08;\u7279\u6709\u63a8\u7406\u53c2\u6570\u3001\u7f13\u5b58\u8ba1\u8d39\u3001\u4e13\u6709\u68c0\u7d22\u80fd\u529b\u7b49&#xff09;\u4ecd\u9700\u8981\u6269\u5c55\u70b9&#xff0c;&#034;\u96f6\u6210\u672c\u5207\u6362&#034;\u5728\u591a\u6570\u771f\u5b9e\u573a\u666f\u4e0b\u4e0d\u6210\u7acb<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u793e\u533a\u628a MCP \u79f0\u4e3a&#034;2026 \u5e74\u6700\u53d7\u5173\u6ce8\u7684\u65b0\u8d8b\u52bf&#034; [4]&#xff0c;\u4e5f\u6709\u6587\u7ae0\u5766\u627f\u8fd9\u4e00\u5224\u65ad&#034;\u6765\u81ea\u4e2d\u6587\u6280\u672f\u793e\u533a&#xff0c;\u7f3a\u4e4f\u66f4\u5e7f\u6cdb\u4ea4\u53c9\u9a8c\u8bc1&#034; [5]\u3002\u8fd9\u63d0\u9192\u6211\u4eec&#xff1a;\u8d8b\u52bf\u5224\u65ad\u53ef\u4ee5\u53c2\u8003&#xff0c;\u89c4\u683c\u4e0e API \u5fc5\u987b\u56de\u5230\u4e00\u624b\u6765\u6e90\u3002<\/p>\n<h3>\u4e8c\u3001\u80fd\u529b\u5c42&#xff1a;Spring AI 2.0 \u628a\u4ec0\u4e48\u53d8\u6210\u4e86\u7edf\u4e00\u7f16\u7a0b\u6a21\u578b<\/h3>\n<h4>2.1 \u591a\u5382\u5546\u8c03\u7528\u7684\u62bd\u8c61\u8fb9\u754c<\/h4>\n<p>\u7edf\u4e00\u62bd\u8c61\u771f\u6b63\u503c\u5f97\u8986\u76d6\u7684\u662f\u7a33\u5b9a\u4e0d\u53d8\u7684\u90e8\u5206&#xff1a;\u4f1a\u8bdd\u8bf7\u6c42\u6784\u9020\u3001\u6d88\u606f\u5386\u53f2\u3001\u6d41\u5f0f\u54cd\u5e94\u3001\u7ed3\u6784\u5316\u8f93\u51fa\u3001\u9519\u8bef\u4e0e\u91cd\u8bd5\u8bed\u4e49\u3002\u5382\u5546\u7279\u6709\u90e8\u5206\u5e94\u901a\u8fc7\u6269\u5c55\u70b9\u66b4\u9732&#xff0c;\u800c\u4e0d\u662f\u88ab\u62bd\u8c61\u5c42\u62b9\u5e73\u3002<\/p>\n<p>\u4e0b\u9762\u662f\u4e00\u6bb5\u7ed3\u6784\u793a\u610f&#xff0c;\u7528\u4e8e\u8bf4\u660e\u91cd\u6784\u76ee\u6807&#xff0c;\u4e0d\u662f\u53ef\u7f16\u8bd1\u4ee3\u7801&#xff0c;\u5177\u4f53\u7c7b\u540d\u4e0e\u65b9\u6cd5\u7b7e\u540d\u4ee5 Spring AI \u5b98\u65b9\u6587\u6863\u6838\u9a8c\u540e\u586b\u5165&#xff1a;<\/p>\n<p><span class=\"token comment\">\/\/ \u7ed3\u6784\u793a\u610f&#xff1a;\u975e\u53ef\u7f16\u8bd1\u4ee3\u7801&#xff0c;API \u5f62\u6001\u4ee5 Spring AI 2.0 \u5b98\u65b9\u6587\u6863\u4e3a\u51c6<\/span><br \/>\n<span class=\"token keyword\">interface<\/span> <span class=\"token class-name\">ChatService<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token class-name\">ChatResult<\/span> <span class=\"token function\">generate<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">ChatRequest<\/span> request<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token class-name\">Flux<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">ChatChunk<\/span><span class=\"token punctuation\">&gt;<\/span><\/span> <span class=\"token function\">stream<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">ChatRequest<\/span> request<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>   <span class=\"token comment\">\/\/ \u6d41\u5f0f\u8fd4\u56de<\/span><br \/>\n    <span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">T<\/span><span class=\"token punctuation\">&gt;<\/span><\/span> <span class=\"token class-name\">T<\/span> <span class=\"token function\">generate<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">ChatRequest<\/span> request<span class=\"token punctuation\">,<\/span> <span class=\"token class-name\">Class<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">T<\/span><span class=\"token punctuation\">&gt;<\/span><\/span> schema<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span> <span class=\"token comment\">\/\/ \u7ed3\u6784\u5316\u8f93\u51fa<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p><span class=\"token comment\">\/\/ \u4e1a\u52a1\u4ee3\u7801\u53ea\u4f9d\u8d56 ChatService&#xff0c;\u4e0d\u76f4\u63a5\u4f9d\u8d56\u4efb\u4e00\u5382\u5546 SDK<\/span><br \/>\n<span class=\"token annotation punctuation\">&#064;Service<\/span><br \/>\n<span class=\"token keyword\">class<\/span> <span class=\"token class-name\">ProductQaService<\/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\">ChatService<\/span> chat<span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token keyword\">final<\/span> <span class=\"token class-name\">ToolRegistry<\/span> tools<span class=\"token punctuation\">;<\/span><\/p>\n<p>    <span class=\"token keyword\">public<\/span> <span class=\"token class-name\">Answer<\/span> <span class=\"token function\">ask<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">String<\/span> question<span class=\"token punctuation\">,<\/span> <span class=\"token class-name\">TenantContext<\/span> ctx<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token class-name\">ChatRequest<\/span> req <span class=\"token operator\">&#061;<\/span> <span class=\"token class-name\">ChatRequest<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">builder<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">messages<\/span><span class=\"token punctuation\">(<\/span><span class=\"token function\">systemPrompt<\/span><span class=\"token punctuation\">(<\/span>ctx<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token function\">user<\/span><span class=\"token punctuation\">(<\/span>question<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">tools<\/span><span class=\"token punctuation\">(<\/span>tools<span class=\"token punctuation\">.<\/span><span class=\"token function\">enabledFor<\/span><span class=\"token punctuation\">(<\/span>ctx<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span>        <span class=\"token comment\">\/\/ \u53d7\u79df\u6237\u6743\u9650\u7ea6\u675f\u7684\u5de5\u5177\u96c6\u5408<\/span><br \/>\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">options<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">VendorOptions<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">defaults<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span>   <span class=\"token comment\">\/\/ \u5382\u5546\u5dee\u5f02\u6536\u655b\u5230 options \u6269\u5c55\u70b9<\/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 keyword\">return<\/span> chat<span class=\"token punctuation\">.<\/span><span class=\"token function\">generate<\/span><span class=\"token punctuation\">(<\/span>req<span class=\"token punctuation\">,<\/span> <span class=\"token class-name\">Answer<\/span><span class=\"token punctuation\">.<\/span><span class=\"token keyword\">class<\/span><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>\u5173\u952e\u53d6\u820d\u5728\u4e8e VendorOptions \u8fd9\u7c7b\u6269\u5c55\u70b9\u7684\u8bbe\u8ba1&#xff1a;\u628a\u5b83\u505a\u6210\u5f3a\u7c7b\u578b\u7684\u80fd\u529b\u534f\u5546&#xff0c;\u800c\u4e0d\u662f\u900f\u4f20 Map\u3002\u524d\u8005\u5728\u5207\u6362\u5382\u5546\u65f6\u4f1a\u660e\u786e\u66b4\u9732&#034;\u8fd9\u5bb6\u652f\u6301\u3001\u90a3\u5bb6\u4e0d\u652f\u6301&#034;\u7684\u5dee\u5f02&#xff1b;\u540e\u8005\u4f1a\u628a\u5dee\u5f02\u63a8\u8fdf\u5230\u7ebf\u4e0a\u62a5\u9519\u3002<\/p>\n<p>\u5efa\u8bae\u5728\u9879\u76ee\u5185\u7ef4\u62a4\u4e00\u5f20\u5382\u5546\u80fd\u529b\u5dee\u5f02\u8868&#xff0c;\u81f3\u5c11\u8986\u76d6&#xff1a;\u4e0a\u4e0b\u6587\u7a97\u53e3\u3001\u7ed3\u6784\u5316\u8f93\u51fa\u53ef\u9760\u6027\u3001\u6d41\u5f0f\u7ec8\u6b62\u8bed\u4e49\u3001\u5de5\u5177\u5e76\u884c\u8c03\u7528\u3001\u8d85\u65f6\u4e0e\u9650\u6d41\u54cd\u5e94\u683c\u5f0f\u3001\u8ba1\u8d39\u53e3\u5f84\u3002\u8868\u4e2d\u6bcf\u4e00\u9879\u90fd\u8981\u6807\u6ce8\u6838\u9a8c\u6765\u6e90&#xff0c;\u7f3a\u5931\u9879\u5c31\u662f\u5207\u6362\u98ce\u9669\u70b9\u3002<\/p>\n<h4>2.2 \u5de5\u5177\u58f0\u660e&#xff1a;\u4ece\u4e1a\u52a1\u65b9\u6cd5\u5230\u6a21\u578b\u53ef\u8c03\u7528\u5de5\u5177<\/h4>\n<p>\u5de5\u5177\u58f0\u660e\u7684\u5de5\u7a0b\u4ef7\u503c\u5728\u4e8e\u628a&#034;\u6a21\u578b\u80fd\u8c03\u7528\u4ec0\u4e48&#034;\u4ece\u63d0\u793a\u8bcd\u5b57\u7b26\u4e32\u63d0\u5347\u4e3a\u53ef\u6821\u9a8c\u3001\u53ef\u5ba1\u8ba1\u3001\u53ef\u7248\u672c\u5316\u7684\u6ce8\u518c\u9879\u3002\u94fe\u8def\u901a\u5e38\u662f&#xff1a;\u4e1a\u52a1\u65b9\u6cd5 \u2192 \u58f0\u660e\u4e0e\u53c2\u6570 schema \u6ce8\u518c \u2192 \u6a21\u578b\u51b3\u7b56 \u2192 \u6743\u9650\u6821\u9a8c \u2192 \u6267\u884c \u2192 \u7ed3\u679c\u56de\u586b \u2192 \u5ba1\u8ba1\u843d\u5e93\u3002<\/p>\n<p><span class=\"token comment\">\/\/ \u7ed3\u6784\u793a\u610f&#xff1a;\u5de5\u5177\u58f0\u660e\u547d\u540d\u4ec5\u4e3a\u8bf4\u660e&#xff0c;\u5b9e\u9645\u6ce8\u89e3\/\u63a5\u53e3\u4ee5\u5b98\u65b9\u6587\u6863\u4e3a\u51c6<\/span><br \/>\n<span class=\"token annotation punctuation\">&#064;ToolSpec<\/span><span class=\"token punctuation\">(<\/span><br \/>\n    name <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;order_lookup&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    description <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;\u6309\u8ba2\u5355\u53f7\u67e5\u8be2\u8ba2\u5355\u72b6\u6001\u4e0e\u7269\u6d41\u8282\u70b9&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    params <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span> <span class=\"token string\">&#034;orderId: string, required, \u8ba2\u5355\u53f7&#034;<\/span> <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n    idempotent <span class=\"token operator\">&#061;<\/span> <span class=\"token boolean\">true<\/span><span class=\"token punctuation\">,<\/span>          <span class=\"token comment\">\/\/ \u53ea\u8bfb&#xff0c;\u53ef\u5b89\u5168\u91cd\u8bd5<\/span><br \/>\n    riskLevel <span class=\"token operator\">&#061;<\/span> <span class=\"token class-name\">RiskLevel<\/span><span class=\"token punctuation\">.<\/span><span class=\"token constant\">READ<\/span>  <span class=\"token comment\">\/\/ \u98ce\u9669\u5206\u7ea7&#xff0c;\u51b3\u5b9a\u662f\u5426\u9700\u8981\u4eba\u5de5\u786e\u8ba4<\/span><br \/>\n<span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token keyword\">public<\/span> <span class=\"token class-name\">OrderView<\/span> <span class=\"token function\">lookupOrder<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">String<\/span> orderId<span class=\"token punctuation\">,<\/span> <span class=\"token class-name\">TenantContext<\/span> ctx<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    authz<span class=\"token punctuation\">.<\/span><span class=\"token function\">requirePermission<\/span><span class=\"token punctuation\">(<\/span>ctx<span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;order:read&#034;<\/span><span class=\"token punctuation\">,<\/span> orderId<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token class-name\">OrderView<\/span> v <span class=\"token operator\">&#061;<\/span> orderService<span class=\"token punctuation\">.<\/span><span class=\"token function\">find<\/span><span class=\"token punctuation\">(<\/span>orderId<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    audit<span class=\"token punctuation\">.<\/span><span class=\"token function\">log<\/span><span class=\"token punctuation\">(<\/span>ctx<span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;order_lookup&#034;<\/span><span class=\"token punctuation\">,<\/span> orderId<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span>      <span class=\"token comment\">\/\/ \u6bcf\u6b21\u5de5\u5177\u8c03\u7528\u7559\u75d5<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> v<span class=\"token punctuation\">;<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p>\u5982\u679c\u5de5\u5177\u5b9a\u4e49\u6563\u843d\u5728\u5404\u5fae\u670d\u52a1\u7684\u63d0\u793a\u8bcd\u4e0e\u5b57\u7b26\u4e32\u62fc\u63a5\u91cc&#xff0c;\u4f1a\u5f97\u5230\u4e09\u4e2a\u540e\u679c&#xff1a;\u65e0\u6cd5\u505a\u6743\u9650\u767d\u540d\u5355\u3001\u65e0\u6cd5\u8bc4\u4f30\u5355\u6b21\u8c03\u7528\u6210\u672c\u3001\u65e0\u6cd5\u5728\u5de5\u5177\u53d8\u66f4\u65f6\u505a\u5f71\u54cd\u9762\u5206\u6790\u3002\u5de5\u5177\u6ce8\u518c\u8868\u5e94\u5f53\u662f\u5e73\u53f0\u7ea7\u8d44\u4ea7&#xff0c;\u800c\u4e0d\u662f\u67d0\u4e2a\u670d\u52a1\u7684\u79c1\u6709\u7ec6\u8282\u3002<\/p>\n<h4>2.3 RAG \u94fe\u8def\u7edf\u4e00&#xff1a;\u6846\u67b6\u627f\u62c5\u4e0e\u56e2\u961f\u81ea\u5efa\u7684\u5206\u754c<\/h4>\n<p>RAG \u7684\u5e38\u89c1\u5206\u5c42\u5982\u4e0b&#xff1a;<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261022080912-6ad9c4a89a001.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<table>\n<tr>\u73af\u8282\u6846\u67b6\u901a\u5e38\u80fd\u7edf\u4e00\u7684\u4ecd\u9700\u56e2\u961f\u81ea\u5efa\u6216\u8bc4\u4f30\u7684<\/tr>\n<tbody>\n<tr>\n<td>\u6587\u6863\u63a5\u5165\/\u89e3\u6790<\/td>\n<td>\u5e38\u89c1\u683c\u5f0f\u7684\u8bfb\u53d6\u4e0e ETL \u5165\u53e3<\/td>\n<td>\u7248\u5f0f\u590d\u6742\u6587\u6863\u3001\u8868\u683c\u3001\u626b\u63cf\u4ef6\u7684\u89e3\u6790\u8d28\u91cf<\/td>\n<\/tr>\n<tr>\n<td>\u5207\u5206<\/td>\n<td>\u5207\u5206\u5668\u7684\u6267\u884c\u6846\u67b6<\/td>\n<td>\u5207\u5206\u7c92\u5ea6\u5bf9\u53ec\u56de\u7684\u5f71\u54cd&#xff0c;\u5fc5\u987b\u7528\u4e1a\u52a1\u95ee\u7b54\u96c6\u8bc4\u4f30<\/td>\n<\/tr>\n<tr>\n<td>\u5411\u91cf\u5316\u4e0e\u5b58\u50a8<\/td>\n<td>Embedding \u8c03\u7528\u4e0e\u5411\u91cf\u5e93\u9002\u914d<\/td>\n<td>\u7d22\u5f15\u91cd\u5efa\u7b56\u7565\u3001\u591a\u79df\u6237\u9694\u79bb\u3001\u6570\u636e\u751f\u547d\u5468\u671f<\/td>\n<\/tr>\n<tr>\n<td>\u68c0\u7d22<\/td>\n<td>\u76f8\u4f3c\u5ea6\u68c0\u7d22\u7684\u57fa\u7840\u94fe\u8def<\/td>\n<td>\u6df7\u5408\u68c0\u7d22\u3001\u8fc7\u6ee4\u6761\u4ef6\u4e0e\u4e1a\u52a1\u7d22\u5f15\u7684\u7ed3\u5408<\/td>\n<\/tr>\n<tr>\n<td>\u91cd\u6392<\/td>\n<td>\u90e8\u5206\u63d0\u4f9b\u53ef\u63d2\u62d4\u5165\u53e3<\/td>\n<td>\u91cd\u6392\u6a21\u578b\u9009\u578b\u4e0e\u6536\u76ca\u9a8c\u8bc1&#xff0c;\u591a\u6570\u9700\u8981\u81ea\u6d4b<\/td>\n<\/tr>\n<tr>\n<td>\u6ce8\u5165\u4e0e\u6eaf\u6e90<\/td>\n<td>\u4e0a\u4e0b\u6587\u7ec4\u88c5<\/td>\n<td>\u5f15\u7528\u6eaf\u6e90\u3001\u5e7b\u89c9\u68c0\u6d4b\u3001\u7b54\u6848\u8d28\u91cf\u8bc4\u6d4b\u4f53\u7cfb<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u6846\u67b6\u7edf\u4e00\u7684\u662f&#034;\u94fe\u8def\u9aa8\u67b6&#034;&#xff0c;\u4e0d\u662f&#034;\u7b54\u6848\u8d28\u91cf&#034;\u3002\u8bc4\u6d4b\u96c6&#xff08;question set&#xff09;\u4e0e\u56de\u5f52\u57fa\u7ebf\u662f RAG \u9879\u76ee\u91cc\u6700\u5bb9\u6613\u88ab\u7701\u7565\u3001\u4e5f\u6700\u5f71\u54cd\u6210\u8d25\u7684\u8d44\u4ea7\u3002Spring AI 2.0 \u5728 RAG\u3001\u5411\u91cf\u5e93\u9002\u914d\u4e0e\u5de5\u5177\u8c03\u7528\u4e0a\u7684\u5177\u4f53\u6a21\u5757\u540d\u4e0e\u652f\u6301\u8303\u56f4&#xff0c;\u9700\u4ee5\u5176\u5b98\u65b9 reference \u6838\u9a8c\u540e\u586b\u5165 [1]\u3002<\/p>\n<h3>\u4e09\u3001\u534f\u8bae\u5c42&#xff1a;MCP \u89e3\u51b3\u7684\u662f\u8de8\u6a21\u578b\u3001\u8de8\u6846\u67b6\u7684\u590d\u7528\u4e0e\u6cbb\u7406<\/h3>\n<h4>3.1 MCP \u7684\u534f\u8bae\u8fb9\u754c<\/h4>\n<p>MCP \u6807\u51c6\u5316\u7684\u662f\u5de5\u5177\u4e0e\u8d44\u6e90\u7684\u63cf\u8ff0\u3001\u53d1\u73b0\u548c\u8c03\u7528\u5951\u7ea6&#xff1a;\u5bbf\u4e3b&#xff08;Host&#xff09;\u627f\u8f7d\u4f1a\u8bdd&#xff0c;\u5ba2\u6237\u7aef&#xff08;Client&#xff09;\u5efa\u7acb\u8fde\u63a5&#xff0c;\u670d\u52a1\u5668&#xff08;Server&#xff09;\u66b4\u9732\u5de5\u5177\u4e0e\u8d44\u6e90\u3002\u5b83\u8ba9&#034;\u540c\u4e00\u4e2a\u5de5\u5177&#034;\u53ef\u4ee5\u88ab\u4e0d\u540c\u6a21\u578b\u6846\u67b6\u590d\u7528&#xff0c;\u800c\u4e0d\u5fc5\u4e3a\u6bcf\u4e2a\u6846\u67b6\u91cd\u5199\u4e00\u904d\u9002\u914d\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261022080914-6ad9c4aaf13ee.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>\u5b83\u6ca1\u6709\u6807\u51c6\u5316\u7684\u4e1c\u897f\u540c\u6837\u91cd\u8981&#xff1a;\u5de5\u5177\u5185\u90e8\u5b9e\u73b0\u3001\u6743\u9650\u6a21\u578b\u3001\u5ba1\u8ba1\u683c\u5f0f\u3001\u9650\u6d41\u4e0e\u914d\u989d\u3001\u8ba1\u8d39\u3001\u5931\u8d25\u8bed\u4e49\u7684\u4e1a\u52a1\u5b9a\u4e49\u3002\u628a MCP \u63a5\u5165\u7b49\u540c\u4e8e&#034;\u6cbb\u7406\u5b8c\u6210&#034;&#xff0c;\u662f\u843d\u5730\u9636\u6bb5\u6700\u5e38\u89c1\u7684\u843d\u5dee\u6765\u6e90\u3002\u4e0e OpenAPI \u7684\u5173\u7cfb\u53ef\u4ee5\u8fd9\u6837\u7406\u89e3&#xff1a;OpenAPI \u63cf\u8ff0\u9762\u5411\u4eba\u7684\u670d\u52a1\u63a5\u53e3&#xff0c;MCP \u63cf\u8ff0\u9762\u5411\u6a21\u578b\u8fd0\u884c\u65f6\u53ef\u53d1\u73b0\u3001\u53ef\u8c03\u7528\u7684\u5de5\u5177\u4e0e\u8d44\u6e90&#xff0c;\u4e8c\u8005\u53ef\u4ee5\u5728\u540c\u4e00\u5957\u6cbb\u7406\u8bbe\u65bd\u4e0b\u5171\u5b58&#xff0c;\u800c\u4e0d\u662f\u4e92\u76f8\u53d6\u4ee3\u3002<\/p>\n<p>MCP \u5f53\u524d\u89c4\u8303\u7248\u672c\u3001\u6982\u5ff5\u6b63\u5f0f\u547d\u540d\u3001\u5b98\u65b9 Java SDK \u53ca Spring \u4fa7\u96c6\u6210\u6a21\u5757\u7684\u540d\u79f0\u4e0e\u6210\u719f\u5ea6&#xff0c;\u5fc5\u987b\u4ee5 MCP \u5b98\u65b9\u89c4\u8303\u4e0e\u6240\u7528 Spring AI \u7248\u672c\u7684\u6587\u6863\u6838\u9a8c&#xff0c;\u672c\u6587\u4e0d\u7ed9\u51fa\u672a\u7ecf\u6838\u5b9e\u7684\u7248\u672c\u53f7\u4e0e\u7c7b\u540d [1][5]\u3002<\/p>\n<h4>3.2 Java\/Spring \u4fa7\u7684\u4e24\u4e2a\u63a5\u5165\u65b9\u5411<\/h4>\n<table>\n<tr>\u65b9\u5411\u9002\u7528\u573a\u666f\u9700\u8981\u8865\u7684\u5de5\u7a0b\u4ef6<\/tr>\n<tbody>\n<tr>\n<td>\u4f5c\u4e3a MCP Server \u66b4\u9732\u5de5\u5177<\/td>\n<td>\u5df2\u6709\u5fae\u670d\u52a1\u80fd\u529b\u8981\u88ab\u591a\u4e2a\u6a21\u578b\/\u6846\u67b6\u590d\u7528<\/td>\n<td>\u63cf\u8ff0\u8d28\u91cf\u3001\u53c2\u6570\u6821\u9a8c\u3001\u9274\u6743\u3001\u5ba1\u8ba1\u3001\u9650\u6d41\u3001\u7248\u672c\u7ba1\u7406<\/td>\n<\/tr>\n<tr>\n<td>\u4f5c\u4e3a MCP Client \u6d88\u8d39\u5de5\u5177<\/td>\n<td>\u5e94\u7528\u8981\u8c03\u7528\u5916\u90e8\u6216\u5e73\u53f0\u63d0\u4f9b\u7684\u5de5\u5177\u96c6<\/td>\n<td>\u5de5\u5177\u767d\u540d\u5355\u3001\u8d85\u65f6\u9884\u7b97\u3001\u5931\u8d25\u964d\u7ea7\u3001\u6210\u672c\u5f52\u56e0<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u628a\u5df2\u6709\u80fd\u529b\u5305\u88c5\u4e3a MCP \u5de5\u5177\u65f6&#xff0c;\u4f18\u5148\u9009\u62e9\u53ea\u8bfb\u3001\u5e42\u7b49\u3001\u53c2\u6570\u8fb9\u754c\u6e05\u6670\u7684\u80fd\u529b\u505a\u7b2c\u4e00\u6279&#xff0c;\u4f8b\u5982&#034;\u67e5\u8be2\u8ba2\u5355\u72b6\u6001&#034;\u201c\u67e5\u8be2\u5e93\u5b58\u5feb\u7167\u201d\u201c\u68c0\u7d22\u5185\u90e8\u6587\u6863\u201d\u3002\u5199\u64cd\u4f5c\u7c7b\u5de5\u5177&#xff08;\u4e0b\u5355\u3001\u6539\u4ef7\u3001\u53d1\u6d88\u606f&#xff09;\u5e94\u653e\u5728\u6743\u9650\u4e0e\u4eba\u5de5\u786e\u8ba4\u673a\u5236\u5c31\u7eea\u4e4b\u540e\u3002<\/p>\n<h4>3.3 \u6cbb\u7406&#xff1a;\u5951\u7ea6\u4e4b\u5916\u7684\u5fc5\u4fee\u8bfe<\/h4>\n<p>\u8de8\u56e2\u961f\u590d\u7528\u5de5\u5177&#xff0c;\u81f3\u5c11\u8981\u8986\u76d6\u4ee5\u4e0b\u6cbb\u7406\u9879&#xff1a;<\/p>\n<ul>\n<li>\u8ba4\u8bc1\u4e0e\u6388\u6743&#xff1a;\u8c03\u7528\u65b9\u8eab\u4efd\u3001\u79df\u6237\u9694\u79bb\u3001\u5de5\u5177\u7ea7\u767d\u540d\u5355&#xff1b;\u7f51\u5173\u5c42\u7edf\u4e00\u9274\u6743\u662f\u5e38\u89c1\u505a\u6cd5\u3002\u5728 Spring Cloud Gateway \u8fd9\u7c7b\u57fa\u4e8e WebFlux \u7684\u54cd\u5e94\u5f0f\u7f51\u5173\u4e0a&#xff0c;\u5b89\u5168\u6a21\u5757\u5e94\u4f7f\u7528 spring-boot-starter-oauth2-resource-server \u8fd9\u7c7b\u54cd\u5e94\u5f0f\u8d44\u6e90\u670d\u52a1\u5668\u65b9\u6848&#xff0c;\u800c\u4e0d\u662f\u4f20\u7edf\u7684 spring-security-oauth2 [8]\u3002<\/li>\n<li>\u8c03\u7528\u5ba1\u8ba1&#xff1a;\u8c01\u3001\u4f55\u65f6\u3001\u4ee5\u4ec0\u4e48\u53c2\u6570\u8c03\u7528\u4e86\u54ea\u4e2a\u5de5\u5177&#xff0c;\u7ed3\u679c\u6458\u8981\u4e0e\u8017\u65f6\u843d\u5e93&#xff0c;\u4fdd\u7559\u671f\u4e0e\u5408\u89c4\u8981\u6c42\u5bf9\u9f50\u3002<\/li>\n<li>\u914d\u989d\u4e0e\u9650\u6d41&#xff1a;\u6309\u79df\u6237\u3001\u6309\u5de5\u5177\u3001\u6309\u6a21\u578b\u4e09\u7ef4\u5ea6\u8bbe\u9884\u7b97&#xff1b;\u9650\u6d41\u7b56\u7565\u672c\u8eab\u4e5f\u8981\u6709\u964d\u7ea7\u51fa\u53e3\u3002<\/li>\n<li>\u53d8\u66f4\u7ba1\u7406&#xff1a;\u5de5\u5177\u63cf\u8ff0\u4e0e\u53c2\u6570 schema \u53d8\u66f4\u89c6\u4e3a API \u53d8\u66f4&#xff0c;\u8d70\u8bc4\u5ba1\u4e0e\u7070\u5ea6&#xff0c;\u907f\u514d&#034;\u6539\u4e00\u53e5\u63cf\u8ff0\u5bfc\u81f4\u6a21\u578b\u884c\u4e3a\u6f02\u79fb&#034;\u3002<\/li>\n<\/ul>\n<h3>\u56db\u3001\u8fd0\u884c\u65f6\u5f62\u6001&#xff1a;Agent \u5185\u5d4c\u5728\u5fae\u670d\u52a1\u4f53\u7cfb\u91cc\u7684\u4f4d\u7f6e<\/h3>\n<h4>4.1 \u4e09\u79cd\u8fd0\u884c\u5f62\u6001<\/h4>\n<table>\n<tr>\u5f62\u6001\u9694\u79bb\u6027\u90e8\u7f72\u4e0e\u6f14\u8fdb\u9002\u7528\u89c4\u6a21<\/tr>\n<tbody>\n<tr>\n<td>Agent \u5185\u5d4c\u5728\u4e1a\u52a1\u670d\u52a1<\/td>\n<td>\u4f4e&#xff0c;\u4e0e\u4e1a\u52a1\u7ebf\u7a0b\/\u8fde\u63a5\u6c60\u5171\u7528<\/td>\n<td>\u6700\u5feb&#xff0c;\u968f\u4e1a\u52a1\u670d\u52a1\u53d1\u5e03<\/td>\n<td>\u5355\u573a\u666f\u3001\u8c03\u7528\u91cf\u53ef\u63a7\u3001\u56e2\u961f\u5c0f<\/td>\n<\/tr>\n<tr>\n<td>\u72ec\u7acb Agent \u670d\u52a1<\/td>\n<td>\u4e2d&#xff0c;\u53ef\u72ec\u7acb\u6269\u7f29\u5bb9\u4e0e\u9650\u6d41<\/td>\n<td>\u9700\u8981\u72ec\u7acb\u53d1\u5e03\u4e0e\u8fd0\u7ef4<\/td>\n<td>\u591a\u573a\u666f\u5171\u7528\u4e00\u5957\u7f16\u6392&#xff0c;\u8c03\u7528\u91cf\u4e0a\u5347<\/td>\n<\/tr>\n<tr>\n<td>\u5e73\u53f0\u5316\u5e95\u5ea7<\/td>\n<td>\u9ad8&#xff0c;\u80fd\u529b\u4e0e\u5de5\u5177\u7edf\u4e00\u6cbb\u7406<\/td>\n<td>\u524d\u671f\u6295\u5165\u5927<\/td>\n<td>\u591a\u56e2\u961f\u3001\u591a\u79df\u6237\u3001\u9700\u8981\u7edf\u4e00\u5de5\u5177\u4e0e\u5ba1\u8ba1<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>QuickBlue \u8fd9\u7c7b\u628a&#034;AI \u5e94\u7528&#034;\u5f53\u4f5c\u4e00\u7b49\u516c\u6c11\u6765\u8bbe\u8ba1\u7684 Spring Cloud \u5e95\u5ea7&#xff0c;\u4ee3\u8868\u7684\u6b63\u662f\u7b2c\u4e09\u6761\u8def\u7ebf\u7684\u53d6\u5411 [3]\u3002\u5bf9\u591a\u6570\u5b58\u91cf\u56e2\u961f&#xff0c;\u8d77\u70b9\u5e94\u662f\u7b2c\u4e00\u6216\u7b2c\u4e8c\u79cd&#xff0c;\u800c\u4e0d\u662f\u76f4\u63a5\u7acb\u9879\u5e73\u53f0\u3002<\/p>\n<h4>4.2 \u4e0e\u4e8b\u4ef6\u9a71\u52a8\u3001\u865a\u62df\u7ebf\u7a0b\u7684\u5173\u7cfb<\/h4>\n<p>Agent \u4efb\u52a1\u5929\u7136\u662f\u957f\u8017\u65f6\u3001\u591a\u8f6e\u3001\u53ef\u4e2d\u65ad\u7684&#xff0c;\u56e0\u6b64\u66f4\u9002\u5408\u4e8b\u4ef6\u9a71\u52a8\u7684\u5f02\u6b65\u6267\u884c\u6a21\u578b&#xff1a;\u53d7\u7406 \u2192 \u89c4\u5212 \u2192 \u5de5\u5177\u8c03\u7528 \u2192 \u6c47\u603b \u2192 \u56de\u843d\u964d\u7ea7&#xff0c;\u4e2d\u95f4\u72b6\u6001\u6301\u4e45\u5316&#xff0c;\u652f\u6301\u65ad\u70b9\u7eed\u8dd1\u4e0e\u4eba\u5de5\u63a5\u7ba1\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261022080917-6ad9c4ad600e6.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>\u865a\u62df\u7ebf\u7a0b\u89e3\u51b3\u7684\u662fIO \u7b49\u5f85\u671f\u95f4\u7684\u5e76\u53d1\u627f\u8f7d\u95ee\u9898&#xff1a;\u6a21\u578b\u8c03\u7528\u4e0e\u5de5\u5177\u8c03\u7528\u7684\u5927\u90e8\u5206\u65f6\u95f4\u5728\u7b49\u5f85\u7f51\u7edc\u54cd\u5e94&#xff0c;\u865a\u62df\u7ebf\u7a0b\u80fd\u8ba9\u5927\u91cf\u5728\u9014\u4efb\u52a1\u4e0d\u5fc5\u5360\u7528\u5927\u91cf\u5e73\u53f0\u7ebf\u7a0b\u3002\u793e\u533a\u6709&#034;IO \u5bc6\u96c6\u578b\u541e\u5410\u91cf\u63d0\u5347 3~5 \u500d&#034;&#034;\u6574\u4f53\u63d0\u5347 300%&#034;\u7684\u8bf4\u6cd5 [7]&#xff0c;\u8fd9\u4e9b\u6570\u5b57\u672a\u7ed9\u51fa\u538b\u6d4b\u6761\u4ef6\u3001\u8bf7\u6c42\u6a21\u578b\u3001\u4f9d\u8d56\u7248\u672c\u4e0e\u786c\u4ef6\u73af\u5883&#xff0c;\u53ea\u80fd\u4f5c\u4e3a\u793e\u533a\u4e3b\u5f20&#xff0c;\u4e0d\u80fd\u5199\u8fdb\u5bb9\u91cf\u89c4\u5212\u3002\u8be5\u6587\u540c\u65f6\u7ed9\u51fa\u4e86\u4e09\u7c7b\u503c\u5f97\u6ce8\u610f\u7684\u5751&#xff1a;\u4f4e\u7248\u672c\u76d1\u63a7\u4e0e\u94fe\u8def\u8ffd\u8e2a\u5de5\u5177\u5bf9\u865a\u62df\u7ebf\u7a0b\u652f\u6301\u4e0d\u5b8c\u5584\u3001\u9501\u7b49\u5f85\u4f9d\u7136\u4f1a\u963b\u585e\u8f7d\u4f53\u7ebf\u7a0b\u3001\u4ee5\u53ca\u76f8\u5173 pinning \u7c7b\u95ee\u9898 [7]\u3002\u8fd9\u4e9b\u5c5e\u4e8e\u7ecf\u9a8c\u6027\u63d0\u793a&#xff0c;\u5177\u4f53\u8868\u73b0\u9700\u5728\u81ea\u5df1\u7684 JDK \u4e0e\u6846\u67b6\u7248\u672c\u7ec4\u5408\u4e0a\u5b9e\u6d4b\u3002<\/p>\n<p>\u865a\u62df\u7ebf\u7a0b\u4e0d\u80fd\u89e3\u51b3\u7684\u95ee\u9898\u540c\u6837\u660e\u786e&#xff1a;\u5de5\u5177\u8c03\u7528\u7684\u5e42\u7b49\u6027\u3001\u6a21\u578b\u9650\u6d41\u3001\u6210\u672c\u63a7\u5236\u3001\u9501\u7ade\u4e89\u5bfc\u81f4\u7684\u541e\u5410\u4e0b\u964d\u3001\u4ee5\u53ca\u53ef\u89c2\u6d4b\u5de5\u5177\u94fe\u7684\u9002\u914d\u3002<\/p>\n<h4>4.3 \u964d\u7ea7\u3001\u8d85\u65f6\u4e0e\u5e42\u7b49<\/h4>\n<p>Agent \u94fe\u8def\u7684\u5931\u8d25\u70b9\u6bd4\u666e\u901a RPC \u591a\u4e00\u4e2a\u91cf\u7ea7&#xff0c;\u5fc5\u987b\u5728\u8bbe\u8ba1\u671f\u5b9a\u4e49\u964d\u7ea7\u8868&#xff1a;<\/p>\n<table>\n<tr>\u6545\u969c\u70b9\u77ed\u671f\u7b56\u7565\u957f\u671f\u7b56\u7565<\/tr>\n<tbody>\n<tr>\n<td>\u6a21\u578b\u8d85\u65f6\/\u4e0d\u53ef\u7528<\/td>\n<td>\u91cd\u8bd5\u4e00\u6b21\u540e\u8f6c\u89c4\u5219\u6216\u7f13\u5b58\u7ed3\u679c<\/td>\n<td>\u591a\u6a21\u578b\u8def\u7531\u4e0e\u5065\u5eb7\u5ea6\u63a2\u6d4b<\/td>\n<\/tr>\n<tr>\n<td>\u5de5\u5177\u8c03\u7528\u5931\u8d25<\/td>\n<td>\u6309\u5de5\u5177\u98ce\u9669\u7b49\u7ea7\u51b3\u5b9a\u8df3\u8fc7\u6216\u4e2d\u6b62<\/td>\n<td>\u5de5\u5177\u7ea7\u7194\u65ad\u4e0e\u964d\u7ea7\u5b9e\u73b0<\/td>\n<\/tr>\n<tr>\n<td>\u5de5\u5177\u8d85\u65f6<\/td>\n<td>\u53ea\u8bfb\u5de5\u5177\u8df3\u8fc7&#xff0c;\u5199\u64cd\u4f5c\u8f6c\u4eba\u5de5<\/td>\n<td>\u5206\u7ea7\u8d85\u65f6\u9884\u7b97<\/td>\n<\/tr>\n<tr>\n<td>\u4e0a\u6e38\u9650\u6d41<\/td>\n<td>\u524a\u51cf\u4e0a\u4e0b\u6587\u3001\u964d\u4f4e\u8c03\u7528\u9891\u6b21<\/td>\n<td>\u961f\u5217\u5316\u4e0e\u4f18\u5148\u7ea7\u8c03\u5ea6<\/td>\n<\/tr>\n<tr>\n<td>\u7ed3\u679c\u4e0d\u53ef\u4fe1<\/td>\n<td>\u6807\u8bb0\u4f4e\u7f6e\u4fe1\u5ea6&#xff0c;\u8fd4\u56de\u5f15\u7528\u4e0e\u4eba\u5de5\u5165\u53e3<\/td>\n<td>\u8bc4\u6d4b\u96c6\u56de\u5f52\u4e0e\u8d28\u91cf\u95e8\u7981<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><span class=\"token comment\">\/\/ \u7ed3\u6784\u793a\u610f&#xff1a;\u964d\u7ea7\u9aa8\u67b6&#xff0c;\u4e0d\u7ed1\u5b9a\u5177\u4f53 API<\/span><br \/>\n<span class=\"token class-name\">Answer<\/span> result <span class=\"token operator\">&#061;<\/span> executor<span class=\"token punctuation\">.<\/span><span class=\"token function\">run<\/span><span class=\"token punctuation\">(<\/span>task<span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token punctuation\">.<\/span><span class=\"token function\">timeout<\/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>totalBudget<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token punctuation\">.<\/span><span class=\"token function\">onToolFailure<\/span><span class=\"token punctuation\">(<\/span>f <span class=\"token operator\">-&gt;<\/span> f<span class=\"token punctuation\">.<\/span><span class=\"token function\">riskLevel<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token class-name\">RiskLevel<\/span><span class=\"token punctuation\">.<\/span><span class=\"token constant\">READ<\/span><br \/>\n        <span class=\"token operator\">?<\/span> <span class=\"token class-name\">Action<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">skip<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>                 <span class=\"token comment\">\/\/ \u53ea\u8bfb\u5de5\u5177\u53ef\u8df3\u8fc7<\/span><br \/>\n        <span class=\"token operator\">:<\/span> <span class=\"token class-name\">Action<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">abortAndEscalate<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span>    <span class=\"token comment\">\/\/ \u5199\u64cd\u4f5c\u8f6c\u4eba\u5de5<\/span><br \/>\n    <span class=\"token punctuation\">.<\/span><span class=\"token function\">onModelFailure<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">-&gt;<\/span> fallback<span class=\"token punctuation\">.<\/span><span class=\"token function\">answer<\/span><span class=\"token punctuation\">(<\/span>task<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token comment\">\/\/ \u89c4\u5219\/\u7f13\u5b58\u515c\u5e95<\/span><br \/>\n    <span class=\"token punctuation\">.<\/span><span class=\"token function\">execute<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>\u5de5\u5177\u91cd\u8bd5\u7684\u524d\u63d0\u662f\u5e42\u7b49\u3002\u5199\u64cd\u4f5c\u5de5\u5177\u5fc5\u987b\u5177\u5907\u5e42\u7b49\u952e&#xff08;\u5982\u4e1a\u52a1\u6d41\u6c34\u53f7&#xff09;&#xff0c;\u5426\u5219\u4efb\u4f55\u91cd\u8bd5\u7b56\u7565\u90fd\u5728\u5236\u9020\u91cd\u590d\u526f\u4f5c\u7528\u3002<\/p>\n<h3>\u4e94\u3001\u5f00\u6e90\u6837\u672c&#xff1a;Java \u7248 Personal Agent \u80fd\u501f\u9274\u4ec0\u4e48<\/h3>\n<p>\u6398\u91d1\u5728 2026 \u5e74 10 \u6708 10 \u65e5\u4ecb\u7ecd\u4e86 Java \u7248 Personal Agent \u9879\u76ee ClawRunr&#xff08;\u524d\u8eab JavaClaw&#xff09;&#xff0c;\u79f0\u5176\u4e3a OpenClaw \u7684 Java \u5b9e\u73b0&#xff0c;\u57fa\u4e8e Java 25 &#043; Spring Boot 4 &#043; Spring AI 2.0&#xff0c;\u91c7\u7528 MIT \u534f\u8bae\u5f00\u6e90 [2]\u3002\u8fd9\u4e9b\u6280\u672f\u6808\u4e0e\u8bb8\u53ef\u8bc1\u4fe1\u606f\u6765\u81ea\u4e8c\u624b\u6587\u7ae0&#xff0c;\u843d\u5730\u53c2\u8003\u524d\u5e94\u4ee5\u4ed3\u5e93\u7684 README \u4e0e\u6784\u5efa\u6587\u4ef6&#xff08;pom\/Gradle&#xff09;\u4e3a\u51c6\u3002<\/p>\n<p>\u8fd9\u7c7b\u6837\u672c\u771f\u6b63\u503c\u5f97\u501f\u9274\u7684\u662f\u7ed3\u6784&#xff0c;\u800c\u4e0d\u662f\u4ee3\u7801\u672c\u8eab&#xff1a;<\/p>\n<li>\u80fd\u529b\u5c42\u6536\u53e3&#xff1a;\u6a21\u578b\u8c03\u7528\u3001\u5de5\u5177\u5b9a\u4e49\u3001\u4f1a\u8bdd\u4e0a\u4e0b\u6587\u96c6\u4e2d\u5728\u7edf\u4e00\u6a21\u5757&#xff0c;\u4e1a\u52a1\u80fd\u529b\u4ee5\u5de5\u5177\u5f62\u5f0f\u6ce8\u518c\u3002<\/li>\n<li>\u5de5\u5177\u8fb9\u754c\u6e05\u6670&#xff1a;\u5916\u90e8\u80fd\u529b&#xff08;\u5982\u6d4f\u89c8\u5668\u8bfb\u53d6\u7c7b\u80fd\u529b&#xff09;\u4ee5\u72ec\u7acb\u670d\u52a1\u5f62\u5f0f\u66b4\u9732\u3001\u901a\u8fc7\u5951\u7ea6\u8c03\u7528&#xff0c;\u800c\u4e0d\u662f\u6563\u843d\u5728\u7f16\u6392\u4ee3\u7801\u91cc [2]\u3002<\/li>\n<li>\u7f16\u6392\u4e0e\u4e1a\u52a1\u5206\u79bb&#xff1a;Agent \u5faa\u73af\u662f\u53ef\u66ff\u6362\u7684\u8fd0\u884c\u65f6\u7ec4\u4ef6&#xff0c;\u4e0d\u662f\u4e1a\u52a1\u4ee3\u7801\u7684\u5bbf\u4e3b\u3002<\/li>\n<p>\u4ece\u6837\u672c\u8d70\u5230\u751f\u4ea7&#xff0c;\u8fd8\u5dee\u4e00\u4efd\u5dee\u8ddd\u6e05\u5355&#xff1a;<\/p>\n<table>\n<tr>\u751f\u4ea7\u8981\u7d20\u6837\u672c\u5e38\u89c1\u72b6\u6001\u751f\u4ea7\u8981\u6c42<\/tr>\n<tbody>\n<tr>\n<td>\u9274\u6743\u4e0e\u591a\u79df\u6237<\/td>\n<td>\u5355\u7528\u6237\u5047\u8bbe<\/td>\n<td>\u79df\u6237\u9694\u79bb\u3001\u5de5\u5177\u7ea7\u6743\u9650<\/td>\n<\/tr>\n<tr>\n<td>\u5ba1\u8ba1<\/td>\n<td>\u65e5\u5fd7\u4e3a\u4e3b<\/td>\n<td>\u5de5\u5177\u8c03\u7528\u4e0e\u6a21\u578b\u8c03\u7528\u53ef\u8ffd\u6eaf\u3001\u53ef\u5bfc\u51fa<\/td>\n<\/tr>\n<tr>\n<td>\u53ef\u89c2\u6d4b<\/td>\n<td>\u7f3a\u5931\u6216\u7b80\u964b<\/td>\n<td>token\u3001\u65f6\u5ef6\u3001\u5931\u8d25\u7387\u3001\u6bcf\u4efb\u52a1\u6210\u672c<\/td>\n<\/tr>\n<tr>\n<td>\u9650\u6d41\u4e0e\u964d\u672c<\/td>\n<td>\u57fa\u672c\u6ca1\u6709<\/td>\n<td>\u9884\u7b97\u3001\u914d\u989d\u3001\u964d\u7ea7\u51fa\u53e3<\/td>\n<\/tr>\n<tr>\n<td>\u53d1\u5e03<\/td>\n<td>\u5355\u5b9e\u4f8b<\/td>\n<td>\u7070\u5ea6\u3001\u56de\u6eda\u3001\u914d\u7f6e\u9694\u79bb<\/td>\n<\/tr>\n<tr>\n<td>\u6570\u636e\u5408\u89c4<\/td>\n<td>\u672a\u8003\u8651<\/td>\n<td>\u8131\u654f\u3001\u7559\u5b58\u671f\u3001\u8de8\u5883\u7ea6\u675f<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u540c\u6837\u5730&#xff0c;QuickBlue \u8fd9\u7c7b&#034;\u628a AI \u5e94\u7528\u5f53\u4e00\u7b49\u516c\u6c11&#034;\u7684\u5e95\u5ea7\u9879\u76ee [3]&#xff0c;\u4ef7\u503c\u5728\u4e8e\u63d0\u4f9b\u6a21\u5757\u5207\u5206\u4e0e\u6cbb\u7406\u4f4d\u7f6e\u7684\u53c2\u8003&#xff0c;\u5176\u771f\u5b9e\u7ed3\u6784\u9700\u4ee5\u9879\u76ee\u4ed3\u5e93\u4e3a\u51c6&#xff0c;\u4e0d\u5b9c\u6309\u6587\u7ae0\u63cf\u8ff0\u76f4\u63a5\u5957\u7528\u3002<\/p>\n<h3>\u516d\u3001\u5b58\u91cf Spring Boot \u5fae\u670d\u52a1\u7684\u6700\u5c0f\u5f15\u5165\u8def\u5f84<\/h3>\n<h4>\u9636\u6bb5 0&#xff1a;\u5355\u70b9\u8bd5\u70b9<\/h4>\n<p>\u9009\u4e00\u4e2a\u9ad8\u9891\u3001\u5bb9\u9519\u3001\u6536\u76ca\u53ef\u91cf\u5316\u7684\u573a\u666f&#xff0c;\u4e00\u4e2a\u6a21\u578b&#xff0c;\u4e00\u4e2a\u5de5\u5177\u3002\u4f8b\u5982\u5185\u90e8\u6587\u6863\u95ee\u7b54\u3001\u5de5\u5355\u6458\u8981\u3001\u65e5\u5fd7\u5f02\u5e38\u521d\u5224\u3002\u8bd5\u70b9\u8bc4\u5206\u53ef\u53c2\u8003&#xff1a;<\/p>\n<table>\n<tr>\u7ef4\u5ea6\u8bc4\u5206\u8981\u70b9<\/tr>\n<tbody>\n<tr>\n<td>\u8c03\u7528\u9891\u6b21<\/td>\n<td>\u8d8a\u9ad8\u9891&#xff0c;\u6536\u76ca\u8d8a\u5bb9\u6613\u91cf\u5316<\/td>\n<\/tr>\n<tr>\n<td>\u5bb9\u9519\u5ea6<\/td>\n<td>\u5141\u8bb8\u7b54\u6848\u6709\u7455\u75b5\u3001\u6709\u4eba\u5de5\u590d\u6838\u51fa\u53e3<\/td>\n<\/tr>\n<tr>\n<td>\u6570\u636e\u654f\u611f\u5ea6<\/td>\n<td>\u4f18\u5148\u9009\u4f4e\u654f\u611f\u6570\u636e&#xff0c;\u964d\u4f4e\u5408\u89c4\u524d\u7f6e\u6210\u672c<\/td>\n<\/tr>\n<tr>\n<td>\u53ef\u5ea6\u91cf\u6536\u76ca<\/td>\n<td>\u6709\u57fa\u7ebf\u6307\u6807&#xff08;\u5e73\u5747\u5904\u7406\u65f6\u957f\u3001\u4eba\u5de5\u6210\u672c&#xff09;<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u9a8c\u6536\u6807\u51c6\u5efa\u8bae\u5199\u6210\u4e09\u6761&#xff1a;\u6548\u679c\u8fbe\u6807&#xff08;\u4eba\u5de5\u8bc4\u6d4b\u901a\u8fc7\u7387&#xff09;\u3001\u6210\u672c\u53ef\u63a7&#xff08;\u5355\u6b21\u8c03\u7528\u6210\u672c\u4e0a\u9650&#xff09;\u3001\u6545\u969c\u53ef\u63a7&#xff08;\u964d\u7ea7\u94fe\u8def\u6f14\u7ec3\u901a\u8fc7&#xff09;\u3002\u4e0d\u6ee1\u8db3\u5c31\u505c\u5728\u9636\u6bb5 0&#xff0c;\u4e0d\u8981\u63a8\u8fdb\u3002<\/p>\n<h4>\u9636\u6bb5 1&#xff1a;\u80fd\u529b\u6536\u53e3\u5230\u7edf\u4e00\u62bd\u8c61<\/h4>\n<p>\u628a\u6563\u843d\u5728\u5404\u670d\u52a1\u91cc\u7684\u6a21\u578b HTTP \u8c03\u7528\u6536\u655b\u5230\u7edf\u4e00\u7684 ChatService \u4e00\u7c7b\u62bd\u8c61&#xff0c;\u4fdd\u7559\u5382\u5546\u9003\u751f\u901a\u9053&#xff1a;\u914d\u7f6e\u5316\u5207\u6362 provider\u3001\u5382\u5546\u5dee\u5f02\u96c6\u4e2d\u5728\u6269\u5c55\u70b9\u3001\u5207\u6362\u6f14\u7ec3\u7eb3\u5165\u53d1\u5e03\u6d41\u7a0b\u3002\u6b64\u9636\u6bb5\u4e0d\u5f15\u5165 Agent \u5faa\u73af&#xff0c;\u5148\u505a\u5355\u8f6e\u8c03\u7528\u3002<\/p>\n<h4>\u9636\u6bb5 2&#xff1a;\u5de5\u5177\u4e0e\u8d44\u6e90 MCP \u5316<\/h4>\n<p>\u68b3\u7406\u5de5\u5177\u6e05\u5355&#xff0c;\u5b57\u6bb5\u81f3\u5c11\u5305\u62ec&#xff1a;\u540d\u79f0\u3001\u8f93\u5165 schema\u3001\u8f93\u51fa schema\u3001\u6743\u9650\u3001\u662f\u5426\u5e42\u7b49\u3001\u8d85\u65f6\u9884\u7b97\u3001\u5355\u6b21\u6210\u672c\u3001\u5931\u8d25\u8bed\u4e49\u3002\u7b2c\u4e00\u6279\u53ea\u4e0a\u53ea\u8bfb\u5de5\u5177&#xff1b;\u8865\u9f50\u7f51\u5173\u9274\u6743\u3001\u5ba1\u8ba1\u3001\u9650\u6d41\u4e4b\u540e\u518d\u5f00\u653e\u8de8\u56e2\u961f\u590d\u7528 [8]\u3002<\/p>\n<h4>\u9636\u6bb5 3&#xff1a;Agent \u5185\u5d4c\u4e0e\u4e8b\u4ef6\u9a71\u52a8\u7ed3\u5408<\/h4>\n<p>\u53ea\u6709\u5f53\u4e1a\u52a1\u786e\u5b9e\u9700\u8981\u591a\u8f6e\u51b3\u7b56&#xff08;\u4f8b\u5982&#034;\u67e5\u4e09\u5904\u4fe1\u606f\u540e\u7ed9\u51fa\u7ed3\u8bba\u5e76\u6267\u884c\u4e00\u6b21\u64cd\u4f5c&#034;&#xff09;\u65f6\u624d\u5f15\u5165 Agent \u5faa\u73af&#xff1b;\u5355\u8f6e\u8c03\u7528\u80fd\u89e3\u51b3\u7684&#xff0c;\u4e0d\u8981 Agent \u5316\u3002\u957f\u4efb\u52a1\u6539\u4e3a\u5f02\u6b65\u4efb\u52a1 &#043; \u72b6\u6001\u6301\u4e45\u5316 &#043; \u65ad\u70b9\u7eed\u8dd1&#xff0c;Agent \u6267\u884c\u4f53\u4e0e\u4e1a\u52a1\u4e8b\u52a1\u89e3\u8026\u3002<\/p>\n<table>\n<tr>\u9636\u6bb5\u8fdb\u5165\u6761\u4ef6\u9000\u51fa\/\u9a8c\u6536\u56de\u9000\u65b9\u6848<\/tr>\n<tbody>\n<tr>\n<td>0 \u8bd5\u70b9<\/td>\n<td>\u6709\u57fa\u7ebf\u6307\u6807\u4e0e\u5bb9\u9519\u573a\u666f<\/td>\n<td>\u6548\u679c\u3001\u6210\u672c\u3001\u964d\u7ea7\u4e09\u9879\u8fbe\u6807<\/td>\n<td>\u505c\u6b62\u6295\u5165<\/td>\n<\/tr>\n<tr>\n<td>1 \u80fd\u529b\u6536\u53e3<\/td>\n<td>\u8bd5\u70b9\u9a8c\u8bc1\u6709\u6548<\/td>\n<td>\u4e1a\u52a1\u4ee3\u7801\u4e0d\u518d\u76f4\u8fde\u5382\u5546 SDK<\/td>\n<td>\u4fdd\u7559\u65e7\u8c03\u7528\u8def\u5f84\u7070\u5ea6\u56de\u5207<\/td>\n<\/tr>\n<tr>\n<td>2 \u5de5\u5177 MCP \u5316<\/td>\n<td>\u6709\u8de8\u670d\u52a1\/\u8de8\u6846\u67b6\u590d\u7528\u9700\u6c42<\/td>\n<td>\u5de5\u5177\u767d\u540d\u5355\u4e0e\u5ba1\u8ba1\u4e0a\u7ebf<\/td>\n<td>\u5de5\u5177\u9000\u56de\u670d\u52a1\u5185\u90e8 API<\/td>\n<\/tr>\n<tr>\n<td>3 Agent \u5185\u5d4c<\/td>\n<td>\u5b58\u5728\u771f\u5b9e\u591a\u8f6e\u51b3\u7b56\u9700\u6c42<\/td>\n<td>\u957f\u4efb\u52a1\u53ef\u6062\u590d\u3001\u53ef\u964d\u7ea7<\/td>\n<td>\u964d\u7ea7\u4e3a\u5355\u8f6e\u8c03\u7528<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4>\u7248\u672c\u4e0e\u517c\u5bb9\u6027&#xff1a;\u5fc5\u987b\u6838\u9a8c\u7684\u6e05\u5355<\/h4>\n<table>\n<tr>\u7ec4\u4ef6\u9700\u786e\u8ba4\u7684\u4e8b\u9879\u53bb\u54ea\u6838\u9a8c<\/tr>\n<tbody>\n<tr>\n<td>Java \u8fd0\u884c\u65f6<\/td>\n<td>\u76ee\u6807 JDK \u7248\u672c\u7684\u652f\u6301\u72b6\u6001\u4e0e LTS \u5b9a\u4f4d<\/td>\n<td>JDK \u53d1\u5e03\u8bf4\u660e<\/td>\n<\/tr>\n<tr>\n<td>Spring Boot<\/td>\n<td>\u76ee\u6807\u7248\u672c\u4e0e\u6240\u9700\u7279\u6027&#xff08;\u865a\u62df\u7ebf\u7a0b\u542f\u7528\u65b9\u5f0f\u3001AOT \u652f\u6301&#xff09;<\/td>\n<td>Spring Boot \u5b98\u65b9\u6587\u6863<\/td>\n<\/tr>\n<tr>\n<td>Spring AI<\/td>\n<td>2.0 \u7684 GA \u72b6\u6001\u3001\u6a21\u5757\u5750\u6807\u3001\u76f8\u5bf9 1.x \u7684\u7834\u574f\u6027\u53d8\u66f4<\/td>\n<td>Spring AI \u5b98\u65b9\u6587\u6863\u4e0e release notes<\/td>\n<\/tr>\n<tr>\n<td>MCP<\/td>\n<td>\u89c4\u8303\u5f53\u524d\u7248\u672c\u3001Java SDK \u4e0e Spring \u96c6\u6210\u6a21\u5757\u7684\u53ef\u7528\u6027<\/td>\n<td>MCP \u5b98\u65b9\u89c4\u8303\u3001\u6240\u7528 Spring AI \u7248\u672c\u6587\u6863<\/td>\n<\/tr>\n<tr>\n<td>\u89c2\u6d4b\u7ec4\u4ef6<\/td>\n<td>\u94fe\u8def\u8ffd\u8e2a\u4e0e\u6307\u6807\u7ec4\u4ef6\u5bf9\u865a\u62df\u7ebf\u7a0b\u7684\u652f\u6301\u60c5\u51b5<\/td>\n<td>\u5404\u7ec4\u4ef6\u5b98\u65b9\u6587\u6863<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u6837\u672c\u9879\u76ee\u91c7\u7528 Java 25 &#043; Spring Boot 4 &#043; Spring AI 2.0 \u7684\u7ec4\u5408 [2]&#xff0c;\u8fd9\u8bf4\u660e\u751f\u6001\u5728\u5411\u65b0\u7248\u672c\u9760\u62e2&#xff0c;\u4f46\u4e0d\u4ee3\u8868\u8be5\u7ec4\u5408\u5df2\u6ee1\u8db3\u4f60\u7684\u751f\u4ea7\u57fa\u7ebf\u3002\u7248\u672c\u77e9\u9635\u5fc5\u987b\u7531\u56e2\u961f\u81ea\u5df1\u9501\u5b9a\u5e76\u5199\u8fdb\u6784\u5efa\u7ea6\u675f&#xff0c;\u5347\u7ea7\u6309&#034;\u5c0f\u6b65\u3001\u53ef\u56de\u6eda&#034;\u6267\u884c\u3002<\/p>\n<h3>\u4e03\u3001\u89c2\u6d4b\u3001\u6210\u672c\u4e0e\u964d\u672c<\/h3>\n<p>Agent \u573a\u666f\u7684\u89c2\u6d4b\u6307\u6807\u5e94\u81f3\u5c11\u8986\u76d6&#xff1a;token \u8f93\u5165\/\u8f93\u51fa\u91cf\u3001\u6a21\u578b\u8c03\u7528\u65f6\u5ef6\u4e0e\u5931\u8d25\u7387\u3001\u5de5\u5177\u8c03\u7528\u65f6\u5ef6\u4e0e\u5931\u8d25\u7387\u3001\u5355\u4efb\u52a1\u603b\u8017\u65f6\u3001\u5355\u4efb\u52a1\u6210\u672c\u3001\u4e0a\u4e0b\u6587\u547d\u4e2d\u4e0e\u7f13\u5b58\u547d\u4e2d\u7387\u3001\u964d\u7ea7\u89e6\u53d1\u6b21\u6570\u3002<\/p>\n<p>\u6210\u672c\u5f52\u56e0\u6309&#034;\u573a\u666f \/ \u56e2\u961f \/ \u6a21\u578b \/ \u5de5\u5177&#034;\u56db\u7ef4\u62c6\u5206&#xff0c;\u5426\u5219\u8d26\u5355\u53ea\u80fd\u770b\u5230\u603b\u91cf&#xff0c;\u65e0\u6cd5\u5b9a\u4f4d\u4f18\u5316\u70b9\u3002\u964d\u672c\u624b\u6bb5\u6309&#034;\u89c1\u6548\u901f\u5ea6 \u00d7 \u5b9e\u65bd\u6210\u672c&#034;\u6392\u5e8f&#xff1a;<\/p>\n<li>\u4e0a\u4e0b\u6587\u88c1\u526a\u4e0e\u63d0\u793a\u8bcd\u6536\u655b&#xff1a;\u89c1\u6548\u5feb&#xff0c;\u6210\u672c\u4f4e&#xff0c;\u4f18\u5148\u505a\u3002<\/li>\n<li>\u7f13\u5b58&#xff1a;\u5bf9\u91cd\u590d\u95ee\u9898\u505a\u8bed\u4e49\u6216\u7cbe\u786e\u7f13\u5b58&#xff0c;\u6ce8\u610f\u5931\u6548\u7b56\u7565\u3002<\/li>\n<li>\u6a21\u578b\u5206\u7ea7\u8def\u7531&#xff1a;\u7b80\u5355\u4efb\u52a1\u8d70\u5c0f\u6a21\u578b&#xff0c;\u590d\u6742\u4efb\u52a1\u8d70\u5927\u6a21\u578b\u3002<\/li>\n<li>\u9650\u6d41\u4e0e\u914d\u989d&#xff1a;\u4fdd\u62a4\u9884\u7b97&#xff0c;\u4f46\u5fc5\u987b\u914d\u964d\u7ea7\u51fa\u53e3\u3002<\/li>\n<li>\u6279\u91cf\u4e0e\u5f02\u6b65&#xff1a;\u628a\u53ef\u5ef6\u8fdf\u4efb\u52a1\u5408\u5e76\u5904\u7406\u3002<\/li>\n<p>\u6709\u793e\u533a\u6587\u7ae0\u63d0\u51fa\u7528 AI Agent \u52a8\u6001\u8c03\u6574\u9650\u6d41\u9608\u503c&#xff0c;\u5e76\u79f0\u53ef\u5c06\u7b97\u529b\u6210\u672c\u964d\u4f4e 60% \u4ee5\u4e0a [10]\u3002\u8be5\u6570\u5b57\u6765\u81ea\u5355\u7bc7\u4e8c\u624b\u6587\u7ae0&#xff0c;\u672a\u89c1\u5b9e\u6d4b\u6761\u4ef6\u4e0e\u4ea4\u53c9\u9a8c\u8bc1&#xff0c;\u672c\u6587\u53ea\u4f5c\u4e3a\u4e00\u79cd\u601d\u8def\u5f15\u7528&#xff0c;\u4e0d\u4f5c\u4e3a\u964d\u672c\u627f\u8bfa\u3002\u771f\u5b9e\u6210\u672c\u5e94\u4ee5\u6240\u7528\u6a21\u578b\u5382\u5546\u5b98\u65b9\u4ef7\u76ee\u4e0e\u81ea\u8eab\u8d26\u5355\u4e3a\u51c6\u3002<\/p>\n<h3>\u516b\u3001\u907f\u5751\u6e05\u5355\u4e0e\u51b3\u7b56\u901f\u67e5<\/h3>\n<table>\n<tr>\u5931\u8d25\u6a21\u5f0f\u65e9\u671f\u4fe1\u53f7\u89c4\u907f\u52a8\u4f5c<\/tr>\n<tbody>\n<tr>\n<td>\u8fc7\u65e9\u5e73\u53f0\u5316<\/td>\n<td>\u8bd5\u70b9\u8fd8\u6ca1\u8dd1\u901a\u5c31\u7acb\u9879\u5e95\u5ea7<\/td>\n<td>\u5148\u5b8c\u6210\u9636\u6bb5 0&#xff0c;\u7528\u771f\u5b9e\u9700\u6c42\u5012\u903c\u5e73\u53f0\u8fb9\u754c<\/td>\n<\/tr>\n<tr>\n<td>\u6cbb\u7406\u7f3a\u4f4d<\/td>\n<td>\u5de5\u5177\u76f4\u63a5\u66b4\u9732\u3001\u65e0\u5ba1\u8ba1<\/td>\n<td>\u4e0a\u7ebf\u524d\u8865\u9f50\u9274\u6743\u3001\u5ba1\u8ba1\u3001\u767d\u540d\u5355<\/td>\n<\/tr>\n<tr>\n<td>\u628a\u793e\u533a\u6570\u5b57\u5f53\u627f\u8bfa<\/td>\n<td>\u5bb9\u91cf\u89c4\u5212\u5199\u5165 &#043;300%\u3001-70%<\/td>\n<td>\u4e00\u5f8b\u4ee5\u81ea\u6d4b\u6570\u636e\u4e3a\u51c6&#xff0c;\u793e\u533a\u6570\u5b57\u53ea\u4f5c\u7ebf\u7d22 [7][9]<\/td>\n<\/tr>\n<tr>\n<td>Agent \u5316\u4e00\u5207<\/td>\n<td>\u4e00\u4e2a\u5355\u8f6e\u8c03\u7528\u4e5f\u5199\u6210\u5faa\u73af<\/td>\n<td>\u7528\u51b3\u7b56\u6811\u5224\u65ad&#xff1a;\u591a\u8f6e\u51b3\u7b56\u9700\u6c42\u662f\u5426\u5b58\u5728<\/td>\n<\/tr>\n<tr>\n<td>\u5ffd\u89c6\u964d\u7ea7<\/td>\n<td>\u53ea\u6709\u6210\u529f\u8def\u5f84<\/td>\n<td>\u4e0a\u7ebf\u524d\u505a\u6545\u969c\u6ce8\u5165\u6f14\u7ec3<\/td>\n<\/tr>\n<tr>\n<td>\u62bd\u8c61\u5c42\u6cc4\u6f0f<\/td>\n<td>\u4e1a\u52a1\u4ee3\u7801\u91cc\u51fa\u73b0\u5382\u5546\u5b57\u6bb5<\/td>\n<td>\u628a\u5382\u5546\u5dee\u5f02\u6536\u655b\u5230\u6269\u5c55\u70b9\u5e76\u505a\u5207\u6362\u6f14\u7ec3<\/td>\n<\/tr>\n<tr>\n<td>\u5de5\u5177\u526f\u4f5c\u7528\u5931\u63a7<\/td>\n<td>\u91cd\u8bd5\u5bfc\u81f4\u91cd\u590d\u5199\u5165<\/td>\n<td>\u5199\u64cd\u4f5c\u5f3a\u5236\u5e42\u7b49\u952e\u4e0e\u4eba\u5de5\u786e\u8ba4<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u4e09\u53d8\u91cf\u9009\u578b\u901f\u67e5&#xff1a;<\/p>\n<ul>\n<li>\u53ea\u9700\u8981&#034;\u6362\u4e2a\u6a21\u578b\u4e0d\u6539\u4e1a\u52a1\u4ee3\u7801&#034; 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\u89e3\u51b3\u7684\u662f&#034;\u7528\u7edf\u4e00\u7f16\u7a0b\u6a21\u578b\u63a5\u4f4f\u591a\u5382\u5546\u4e0e RAG&#034;&#xff0c;MCP \u89e3\u51b3\u7684\u662f&#034;\u5de5\u5177\u4e0e\u8d44\u6e90\u8de8\u6846\u67b6\u590d\u7528\u7684\u5951\u7ea6&#034;&#xff0c;Agent \u5185\u5d4c\u89e3\u51b3\u7684\u662f&#034;\u591a\u8f6e\u4efb\u52a1\u5728\u4f60\u7684\u670d\u52a1\u4f53\u7cfb\u91cc\u5982\u4f55\u957f\u671f\u8fd0\u884c&#034;\u3002\u4e09\u8005\u5404\u53f8\u5176\u804c&#xff0c;\u4efb\u4f55\u4e00\u4e2a\u90fd\u4e0d\u80fd\u66ff\u4ee3\u53e6\u4e24\u4e2a\u3002<\/p>\n<p>\u6700\u540e\u518d\u6b21\u5f3a\u8c03\u672c\u6587\u7684\u6838\u9a8c\u7eaa\u5f8b&#xff1a;Spring AI 2.0\u3001Spring Boot 4\u3001Java 25 \u4e0e MCP \u7684\u5177\u4f53\u7248\u672c\u3001API \u4e0e\u517c\u5bb9\u77e9\u9635&#xff0c;\u4ee5\u5b98\u65b9\u6587\u6863\u4e0e release notes 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