{"id":98169,"date":"2026-08-31T10:48:49","date_gmt":"2026-08-31T02:48:49","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/98169.html"},"modified":"2026-08-31T10:48:49","modified_gmt":"2026-08-31T02:48:49","slug":"%e4%ba%94%ef%bc%9aagent-%e5%8f%af%e8%a7%82%e6%b5%8b%e6%80%a7%e4%b8%8e%e6%88%90%e6%9c%ac%e4%bc%98%e5%8c%96-%e4%bb%8e%e8%83%bd%e8%b7%91%e5%88%b0%e5%a5%bd","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/98169.html","title":{"rendered":"\u4e94\uff1aAgent \u53ef\u89c2\u6d4b\u6027\u4e0e\u6210\u672c\u4f18\u5316\u2014\u2014\u4ece\u201c\u80fd\u8dd1\u201c\u5230\u201c\u597d\u7ba1\u201c"},"content":{"rendered":"<h2>\u7cfb\u5217\u7b2c\u4e94\u7bc7&#xff1a;Agent \u53ef\u89c2\u6d4b\u6027\u4e0e\u6210\u672c\u4f18\u5316\u2014\u2014\u4ece&#034;\u80fd\u8dd1&#034;\u5230&#034;\u597d\u7ba1&#034;<\/h2>\n<h3>\u524d\u8a00<\/h3>\n<p>\u4f60\u7684 Agent \u4e0a\u7ebf\u4e86&#xff0c;\u8bc4\u4f30\u901a\u8fc7\u4e86&#xff0c;\u8bb0\u5fc6\u4e5f\u6709\u4e86\u3002\u4f46\u8fd0\u7ef4\u56e2\u961f\u5f88\u5feb\u5c31\u4f1a\u53d1\u73b0\u4e00\u7cfb\u5217\u68d8\u624b\u95ee\u9898&#xff1a;<\/p>\n<ul>\n<li>\u67d0\u6b21\u8bf7\u6c42\u4e3a\u4ec0\u4e48\u8017\u65f6 25 \u79d2&#xff1f;\u5361\u5728\u54ea\u4e00\u6b65\u4e86&#xff1f;<\/li>\n<li>\u8fd9\u4e2a\u6708 Token \u8d39\u7528\u4e3a\u4ec0\u4e48\u7a81\u7136\u7ffb\u500d&#xff1f;<\/li>\n<li>\u7528\u6237\u6295\u8bc9 Agent \u56de\u7b54\u9519\u4e86&#xff0c;\u600e\u4e48\u590d\u73b0\u548c\u5b9a\u4f4d&#xff1f;<\/li>\n<li>\u67d0\u4e2a\u5de5\u5177\u7684\u8c03\u7528\u9891\u7387\u4e3a\u4ec0\u4e48\u5f02\u5e38\u9ad8&#xff1f;<\/li>\n<\/ul>\n<p>\u8fd9\u4e9b\u95ee\u9898\u7684\u672c\u8d28\u90fd\u662f \u53ef\u89c2\u6d4b\u6027&#xff08;Observability&#xff09; \u7684\u7f3a\u5931\u3002\u672c\u6587\u5c06\u7cfb\u7edf\u6027\u5730\u6784\u5efa Agent \u7684\u53ef\u89c2\u6d4b\u6027\u4f53\u7cfb&#xff0c;\u5e76\u5728\u6b64\u57fa\u7840\u4e0a\u5b9e\u73b0\u7cbe\u7ec6\u5316\u7684\u6210\u672c\u4f18\u5316\u3002<\/p>\n<hr \/>\n<h3>\u4e00\u3001Agent \u53ef\u89c2\u6d4b\u6027\u7684\u7279\u6b8a\u6027<\/h3>\n<h4>1.1 \u4e3a\u4ec0\u4e48\u4f20\u7edf APM \u4e0d\u591f\u7528&#xff1f;<\/h4>\n<p>\u4f20\u7edf\u7684 APM&#xff08;Application Performance Monitoring&#xff09;\u5de5\u5177\u2014\u2014\u5982 SkyWalking\u3001Zipkin\u2014\u2014\u662f\u4e3a\u786e\u5b9a\u6027\u7cfb\u7edf\u8bbe\u8ba1\u7684\u3002\u4e00\u4e2a HTTP \u8bf7\u6c42\u8fdb\u6765&#xff0c;\u7ecf\u8fc7 N \u4e2a\u5fae\u670d\u52a1&#xff0c;\u6bcf\u4e2a\u670d\u52a1\u6709\u660e\u786e\u7684\u8f93\u5165\u8f93\u51fa&#xff0c;\u8c03\u7528\u94fe\u8def\u662f\u786e\u5b9a\u7684\u3002<\/p>\n<p>\u4f46 Agent \u7cfb\u7edf\u6709\u4e09\u4e2a\u6839\u672c\u4e0d\u540c&#xff1a;<\/p>\n<p>\u5dee\u5f02\u4e00&#xff1a;\u6267\u884c\u8def\u5f84\u4e0d\u786e\u5b9a<\/p>\n<p>\u540c\u4e00\u4e2a\u7528\u6237\u95ee\u9898&#xff0c;Agent \u53ef\u80fd\u8c03\u7528 2 \u4e2a\u5de5\u5177&#xff0c;\u4e5f\u53ef\u80fd\u8c03\u7528 5 \u4e2a\u5de5\u5177\u3002\u6bcf\u6b21\u6267\u884c\u7684 ReAct \u5faa\u73af\u6b21\u6570\u3001\u5de5\u5177\u8c03\u7528\u987a\u5e8f\u90fd\u53ef\u80fd\u4e0d\u540c\u3002\u4f20\u7edf\u7684\u56fa\u5b9a\u94fe\u8def\u8ffd\u8e2a\u65e0\u6cd5\u8986\u76d6\u3002<\/p>\n<p>\u5dee\u5f02\u4e8c&#xff1a;\u4e2d\u95f4\u72b6\u6001\u662f&#034;\u6587\u672c&#034;\u800c\u975e&#034;\u7ed3\u6784\u5316\u6570\u636e&#034;<\/p>\n<p>Agent \u7684\u6bcf\u4e00\u6b65\u63a8\u7406\u4ea7\u51fa\u7684\u662f\u81ea\u7136\u8bed\u8a00\u6587\u672c&#xff08;Thought&#xff09;&#xff0c;\u800c\u975e\u4f20\u7edf\u7684\u7ed3\u6784\u5316\u8fd4\u56de\u503c\u3002\u8fd9\u4e9b Thought \u5bf9\u8c03\u8bd5\u81f3\u5173\u91cd\u8981\u2014\u2014\u4f60\u9700\u8981\u77e5\u9053&#034;Agent \u4e3a\u4ec0\u4e48\u505a\u4e86\u8fd9\u4e2a\u51b3\u7b56&#034;\u3002<\/p>\n<p>\u5dee\u5f02\u4e09&#xff1a;\u6210\u672c\u6a21\u578b\u4e0d\u540c<\/p>\n<p>\u4f20\u7edf\u670d\u52a1\u7684\u6210\u672c\u4e3b\u8981\u662f CPU \u548c\u5185\u5b58\u3002Agent \u7684\u4e3b\u8981\u6210\u672c\u662f Token \u6d88\u8017\u2014\u2014\u6309\u8c03\u7528\u91cf\u8ba1\u8d39&#xff0c;\u4e14\u4e0d\u540c\u6a21\u578b\u3001\u4e0d\u540c\u6b65\u9aa4\u7684\u6210\u672c\u5dee\u5f02\u5de8\u5927\u3002\u4e00\u6b21 Tool Calling \u5faa\u73af\u53ef\u80fd\u6d88\u8017 2000 Token&#xff0c;\u4e5f\u53ef\u80fd\u6d88\u8017 8000 Token\u3002<\/p>\n<h4>1.2 Agent \u53ef\u89c2\u6d4b\u6027\u7684\u4e94\u5927\u652f\u67f1<\/h4>\n<p>\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510<br \/>\n\u2502              Agent \u53ef\u89c2\u6d4b\u6027\u4e94\u5927\u652f\u67f1                      \u2502<br \/>\n\u2502                                                        \u2502<br \/>\n\u2502  1. \u94fe\u8def\u8ffd\u8e2a (Tracing)                                  \u2502<br \/>\n\u2502     \u5b8c\u6574\u8bb0\u5f55 ReAct \u5faa\u73af\u7684\u6bcf\u4e00\u6b65&#xff1a;\u63a8\u7406\u3001\u5de5\u5177\u8c03\u7528\u3001\u7ed3\u679c     \u2502<br \/>\n\u2502                                                        \u2502<br \/>\n\u2502  2. \u6307\u6807\u76d1\u63a7 (Metrics)                                  \u2502<br \/>\n\u2502     Token \u6d88\u8017\u3001\u5ef6\u8fdf\u5206\u5e03\u3001\u5de5\u5177\u8c03\u7528\u9891\u7387\u3001\u9519\u8bef\u7387           \u2502<br \/>\n\u2502                                                        \u2502<br \/>\n\u2502  3. \u7ed3\u6784\u5316\u65e5\u5fd7 (Structured Logging)                     \u2502<br \/>\n\u2502     \u6bcf\u6b65\u63a8\u7406\u7684 Thought\u3001\u8f93\u5165\u8f93\u51fa\u3001\u6a21\u578b\u53c2\u6570               \u2502<br \/>\n\u2502                                                        \u2502<br \/>\n\u2502  4. \u4f1a\u8bdd\u56de\u653e (Session Replay)                           \u2502<br \/>\n\u2502     \u5b8c\u6574\u91cd\u73b0\u4e00\u6b21\u5bf9\u8bdd\u7684\u5168\u90e8\u8fc7\u7a0b&#xff08;\u8c03\u8bd5\u5229\u5668&#xff09;                \u2502<br \/>\n\u2502                                                        \u2502<br \/>\n\u2502  5. \u544a\u8b66\u4f53\u7cfb (Alerting)                                 \u2502<br \/>\n\u2502     \u6210\u672c\u8d85\u6807\u3001\u5ef6\u8fdf\u5f02\u5e38\u3001\u9519\u8bef\u7387\u98d9\u5347\u7684\u5b9e\u65f6\u544a\u8b66             \u2502<br \/>\n\u2502                                                        \u2502<br \/>\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518<\/p>\n<hr \/>\n<h3>\u4e8c\u3001\u94fe\u8def\u8ffd\u8e2a&#xff1a;Agent \u6267\u884c\u8fc7\u7a0b\u7684&#034;\u9ed1\u5323\u5b50&#034;<\/h3>\n<h4>2.1 \u8ffd\u8e2a\u6a21\u578b\u8bbe\u8ba1<\/h4>\n<p>Agent \u7684\u8ffd\u8e2a\u7ed3\u6784\u662f\u4e00\u68f5\u6811&#xff0c;\u800c\u975e\u4f20\u7edf\u7684\u7ebf\u6027\u94fe\u8def&#xff1a;<\/p>\n<p>Trace: user-query-12345<br \/>\n\u2502<br \/>\n\u251c\u2500\u2500 Span: llm-call-1 (\u610f\u56fe\u7406\u89e3)<br \/>\n\u2502   \u251c\u2500\u2500 Input: &#034;\u5206\u6790C\u680b\u8fd1\u4e00\u5468\u80fd\u8017&#xff0c;\u5f02\u5e38\u5c31\u901a\u77e5\u5f20\u5de5&#034;<br \/>\n\u2502   \u251c\u2500\u2500 Output: Thought &#043; Tool Call<br \/>\n\u2502   \u251c\u2500\u2500 Tokens: prompt&#061;450, completion&#061;120<br \/>\n\u2502   \u2514\u2500\u2500 Duration: 1.2s<br \/>\n\u2502<br \/>\n\u251c\u2500\u2500 Span: tool-call-1 (query_energy_trend)<br \/>\n\u2502   \u251c\u2500\u2500 Input: {areaName: &#034;C\u680b&#034;, days: 7}<br \/>\n\u2502   \u251c\u2500\u2500 Output: &#034;\u5e73\u57478734kWh&#xff0c;\u8d85\u51fa\u5747\u503c84%&#034;<br \/>\n\u2502   \u2514\u2500\u2500 Duration: 0.3s<br \/>\n\u2502<br \/>\n\u251c\u2500\u2500 Span: llm-call-2 (\u63a8\u7406&#xff1a;\u5224\u65ad\u662f\u5426\u5f02\u5e38)<br \/>\n\u2502   \u251c\u2500\u2500 Input: \u5de5\u5177\u7ed3\u679c &#043; \u5386\u53f2\u6d88\u606f<br \/>\n\u2502   \u251c\u2500\u2500 Output: Thought &#043; Tool Call<br \/>\n\u2502   \u251c\u2500\u2500 Tokens: prompt&#061;680, completion&#061;95<br \/>\n\u2502   \u2514\u2500\u2500 Duration: 0.8s<br \/>\n\u2502<br \/>\n\u251c\u2500\u2500 Span: tool-call-2 (send_alert)<br \/>\n\u2502   \u251c\u2500\u2500 Input: {recipient: &#034;\u5f20\u5de5&#034;, message: &#034;&#8230;&#034;}<br \/>\n\u2502   \u251c\u2500\u2500 Output: &#034;\u53d1\u9001\u6210\u529f&#034;<br \/>\n\u2502   \u2514\u2500\u2500 Duration: 0.1s<br \/>\n\u2502<br \/>\n\u2514\u2500\u2500 Span: llm-call-3 (\u6700\u7ec8\u56de\u7b54\u751f\u6210)<br \/>\n    \u251c\u2500\u2500 Input: \u5168\u90e8\u4e0a\u4e0b\u6587<br \/>\n    \u251c\u2500\u2500 Output: &#034;C\u680b\u8fd17\u5929\u80fd\u8017\u5f02\u5e38&#xff0c;\u5df2\u901a\u77e5\u5f20\u5de5&#034;<br \/>\n    \u251c\u2500\u2500 Tokens: prompt&#061;820, completion&#061;85<br \/>\n    \u2514\u2500\u2500 Duration: 0.9s<\/p>\n<h4>2.2 \u8ffd\u8e2a\u62e6\u622a\u5668\u5b9e\u73b0<\/h4>\n<p><span class=\"token comment\">\/**<br \/>\n * Agent \u94fe\u8def\u8ffd\u8e2a\u62e6\u622a\u5668<br \/>\n *<br \/>\n * \u5b9e\u73b0\u539f\u7406&#xff1a;<br \/>\n * \u901a\u8fc7\u81ea\u5b9a\u4e49 ChatModelWrapper \u62e6\u622a\u6bcf\u4e00\u6b21 LLM \u8c03\u7528&#xff0c;<br \/>\n * \u901a\u8fc7 AOP \u62e6\u622a\u6bcf\u4e00\u6b21 Tool \u8c03\u7528&#xff0c;<br \/>\n * \u7edf\u4e00\u8bb0\u5f55\u5230\u8ffd\u8e2a\u7cfb\u7edf\u4e2d\u3002<br \/>\n *<br \/>\n * \u8bbe\u8ba1\u539f\u5219&#xff1a;<br \/>\n * &#8211; \u8ffd\u8e2a\u5f00\u9500 &lt; 5%&#xff08;\u5f02\u6b65\u5199\u5165&#xff0c;\u4e0d\u963b\u585e\u4e3b\u6d41\u7a0b&#xff09;<br \/>\n * &#8211; \u8ffd\u8e2a\u6570\u636e\u4e0e\u4e1a\u52a1\u6570\u636e\u9694\u79bb&#xff08;\u72ec\u7acb\u7684\u8ffd\u8e2a\u5b58\u50a8&#xff09;<br \/>\n * &#8211; \u652f\u6301\u91c7\u6837\u7387\u63a7\u5236&#xff08;\u751f\u4ea7\u73af\u5883\u4e0d\u5fc5 100% \u8ffd\u8e2a&#xff09;<br \/>\n *\/<\/span><br \/>\n<span class=\"token annotation punctuation\">&#064;Component<\/span><br \/>\n<span class=\"token keyword\">public<\/span> <span class=\"token keyword\">class<\/span> <span class=\"token class-name\">AgentTracingInterceptor<\/span> <span class=\"token punctuation\">{<\/span><\/p>\n<p>    <span class=\"token keyword\">private<\/span> <span class=\"token keyword\">final<\/span> <span class=\"token class-name\">TraceRepository<\/span> traceRepo<span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token keyword\">final<\/span> <span class=\"token class-name\">TracingConfig<\/span> tracingConfig<span class=\"token punctuation\">;<\/span><\/p>\n<p>    <span class=\"token comment\">\/**<br \/>\n     * \u62e6\u622a LLM \u8c03\u7528<br \/>\n     *<br \/>\n     * \u8bb0\u5f55&#xff1a;\u8f93\u5165 Prompt\u3001\u6a21\u578b\u8f93\u51fa\u3001Token \u6d88\u8017\u3001\u8017\u65f6<br \/>\n     *\/<\/span><br \/>\n    <span class=\"token keyword\">public<\/span> <span class=\"token class-name\">Response<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">AiMessage<\/span><span class=\"token punctuation\">&gt;<\/span><\/span> <span class=\"token function\">traceLlmCall<\/span><span class=\"token punctuation\">(<\/span><br \/>\n            <span class=\"token class-name\">String<\/span> traceId<span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token keyword\">int<\/span> callIndex<span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token class-name\">ChatLanguageModel<\/span> model<span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token class-name\">List<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">ChatMessage<\/span><span class=\"token punctuation\">&gt;<\/span><\/span> messages<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><\/p>\n<p>        <span class=\"token comment\">\/\/ \u91c7\u6837\u7387\u68c0\u67e5<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token operator\">!<\/span><span class=\"token function\">shouldTrace<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n            <span class=\"token keyword\">return<\/span> model<span class=\"token punctuation\">.<\/span><span class=\"token function\">generate<\/span><span class=\"token punctuation\">(<\/span>messages<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token punctuation\">}<\/span><\/p>\n<p>        <span class=\"token class-name\">String<\/span> spanId <span class=\"token operator\">&#061;<\/span> <span class=\"token constant\">UUID<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">randomUUID<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">toString<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">substring<\/span><span class=\"token punctuation\">(<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">8<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token keyword\">long<\/span> startTime <span class=\"token operator\">&#061;<\/span> <span class=\"token class-name\">System<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">nanoTime<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>        <span class=\"token comment\">\/\/ \u8bb0\u5f55\u8f93\u5165<\/span><br \/>\n        <span class=\"token class-name\">LlmCallSpan<\/span> span <span class=\"token operator\">&#061;<\/span> <span class=\"token class-name\">LlmCallSpan<\/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\">traceId<\/span><span class=\"token punctuation\">(<\/span>traceId<span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">spanId<\/span><span class=\"token punctuation\">(<\/span>spanId<span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">callIndex<\/span><span class=\"token punctuation\">(<\/span>callIndex<span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">inputMessages<\/span><span class=\"token punctuation\">(<\/span>messages<span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">startTime<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">Instant<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">now<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">build<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>        <span class=\"token class-name\">Response<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">AiMessage<\/span><span class=\"token punctuation\">&gt;<\/span><\/span> response<span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token keyword\">try<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n            response <span class=\"token operator\">&#061;<\/span> model<span class=\"token punctuation\">.<\/span><span class=\"token function\">generate<\/span><span class=\"token punctuation\">(<\/span>messages<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>            <span class=\"token keyword\">long<\/span> durationNanos <span class=\"token operator\">&#061;<\/span> <span class=\"token class-name\">System<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">nanoTime<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#8211;<\/span> startTime<span class=\"token punctuation\">;<\/span><\/p>\n<p>            <span class=\"token comment\">\/\/ \u8bb0\u5f55\u8f93\u51fa\u548c\u6307\u6807<\/span><br \/>\n            span<span class=\"token punctuation\">.<\/span><span class=\"token function\">setOutputMessage<\/span><span class=\"token punctuation\">(<\/span>response<span class=\"token punctuation\">.<\/span><span class=\"token function\">content<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n            span<span class=\"token punctuation\">.<\/span><span class=\"token function\">setDurationMs<\/span><span class=\"token punctuation\">(<\/span>durationNanos <span class=\"token operator\">\/<\/span> <span class=\"token number\">1_000_000<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n            span<span class=\"token punctuation\">.<\/span><span class=\"token function\">setPromptTokens<\/span><span class=\"token punctuation\">(<\/span>response<span class=\"token punctuation\">.<\/span><span class=\"token function\">tokenUsage<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">inputTokenCount<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n            span<span class=\"token punctuation\">.<\/span><span class=\"token function\">setCompletionTokens<\/span><span class=\"token punctuation\">(<\/span>response<span class=\"token punctuation\">.<\/span><span class=\"token function\">tokenUsage<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">outputTokenCount<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n            span<span class=\"token punctuation\">.<\/span><span class=\"token function\">setStatus<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;success&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>        <span class=\"token punctuation\">}<\/span> <span class=\"token keyword\">catch<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token class-name\">Exception<\/span> e<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n            span<span class=\"token punctuation\">.<\/span><span class=\"token function\">setStatus<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;error&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n            span<span class=\"token punctuation\">.<\/span><span class=\"token function\">setErrorMessage<\/span><span class=\"token punctuation\">(<\/span>e<span class=\"token punctuation\">.<\/span><span class=\"token function\">getMessage<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n            <span class=\"token keyword\">throw<\/span> e<span class=\"token punctuation\">;<\/span><\/p>\n<p>        <span class=\"token punctuation\">}<\/span> <span class=\"token keyword\">finally<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n            <span class=\"token comment\">\/\/ \u5f02\u6b65\u5199\u5165\u8ffd\u8e2a\u5b58\u50a8<\/span><br \/>\n            traceRepo<span class=\"token punctuation\">.<\/span><span class=\"token function\">saveAsync<\/span><span class=\"token punctuation\">(<\/span>span<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token punctuation\">}<\/span><\/p>\n<p>        <span class=\"token keyword\">return<\/span> response<span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><\/p>\n<p>    <span class=\"token comment\">\/**<br \/>\n     * \u91c7\u6837\u7387\u63a7\u5236<br \/>\n     *<br \/>\n     * \u751f\u4ea7\u73af\u5883\u5efa\u8bae&#xff1a;<br \/>\n     * &#8211; 10% \u7684\u8bf7\u6c42\u505a\u5b8c\u6574\u8ffd\u8e2a&#xff08;\u8db3\u591f\u53d1\u73b0\u6a21\u5f0f\u6027\u95ee\u9898&#xff09;<br \/>\n     * &#8211; 100% \u7684\u9519\u8bef\u8bf7\u6c42\u8ffd\u8e2a&#xff08;\u4e0d\u653e\u8fc7\u4efb\u4f55\u5f02\u5e38&#xff09;<br \/>\n     *\/<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token keyword\">boolean<\/span> <span class=\"token function\">shouldTrace<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token class-name\">ThreadLocalRandom<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">current<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">nextDouble<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token operator\">&lt;<\/span> tracingConfig<span class=\"token punctuation\">.<\/span><span class=\"token function\">getSampleRate<\/span><span class=\"token punctuation\">(<\/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<h4>2.3 \u8ffd\u8e2a\u6570\u636e\u6a21\u578b<\/h4>\n<p><span class=\"token comment\">\/**<br \/>\n * \u5b8c\u6574\u7684 Agent \u6267\u884c\u8ffd\u8e2a\u8bb0\u5f55<br \/>\n *<br \/>\n * \u7528\u9014&#xff1a;<br \/>\n * 1. \u8c03\u8bd5&#xff1a;\u590d\u73b0\u67d0\u6b21\u5bf9\u8bdd\u7684\u5b8c\u6574\u6267\u884c\u8fc7\u7a0b<br \/>\n * 2. \u5206\u6790&#xff1a;\u53d1\u73b0\u5e38\u89c1\u7684\u6267\u884c\u6a21\u5f0f\u548c\u5f02\u5e38\u6a21\u5f0f<br \/>\n * 3. \u4f18\u5316&#xff1a;\u5b9a\u4f4d\u8017\u65f6\u6700\u957f\/\u6210\u672c\u6700\u9ad8\u7684\u6b65\u9aa4<br \/>\n *\/<\/span><br \/>\n<span class=\"token keyword\">public<\/span> <span class=\"token keyword\">class<\/span> <span class=\"token class-name\">AgentTrace<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token class-name\">String<\/span> traceId<span class=\"token punctuation\">;<\/span>          <span class=\"token comment\">\/\/ \u5168\u5c40\u552f\u4e00\u8ffd\u8e2a ID<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token class-name\">String<\/span> userId<span class=\"token punctuation\">;<\/span>           <span class=\"token comment\">\/\/ \u7528\u6237 ID<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token class-name\">String<\/span> sessionId<span class=\"token punctuation\">;<\/span>        <span class=\"token comment\">\/\/ \u4f1a\u8bdd ID<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token class-name\">String<\/span> userQuery<span class=\"token punctuation\">;<\/span>        <span class=\"token comment\">\/\/ \u539f\u59cb\u7528\u6237\u95ee\u9898<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token class-name\">Instant<\/span> startTime<span class=\"token punctuation\">;<\/span><\/p>\n<p>    <span class=\"token keyword\">private<\/span> <span class=\"token class-name\">List<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">LlmCallSpan<\/span><span class=\"token punctuation\">&gt;<\/span><\/span> llmCalls<span class=\"token punctuation\">;<\/span>     <span class=\"token comment\">\/\/ LLM \u8c03\u7528\u94fe<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token class-name\">List<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">ToolCallSpan<\/span><span class=\"token punctuation\">&gt;<\/span><\/span> toolCalls<span class=\"token punctuation\">;<\/span>     <span class=\"token comment\">\/\/ \u5de5\u5177\u8c03\u7528\u94fe<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token class-name\">String<\/span> finalResponse<span class=\"token punctuation\">;<\/span>            <span class=\"token comment\">\/\/ \u6700\u7ec8\u56de\u590d<\/span><\/p>\n<p>    <span class=\"token comment\">\/\/ \u6c47\u603b\u6307\u6807<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token keyword\">int<\/span> totalLlmCalls<span class=\"token punctuation\">;<\/span>       <span class=\"token comment\">\/\/ LLM \u8c03\u7528\u603b\u6b21\u6570<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token keyword\">int<\/span> totalToolCalls<span class=\"token punctuation\">;<\/span>      <span class=\"token comment\">\/\/ \u5de5\u5177\u8c03\u7528\u603b\u6b21\u6570<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token keyword\">int<\/span> totalPromptTokens<span class=\"token punctuation\">;<\/span>   <span class=\"token comment\">\/\/ Prompt Token \u603b\u91cf<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token keyword\">int<\/span> totalCompletionTokens<span class=\"token punctuation\">;<\/span> <span class=\"token comment\">\/\/ Completion Token \u603b\u91cf<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token keyword\">long<\/span> totalDurationMs<span class=\"token punctuation\">;<\/span>    <span class=\"token comment\">\/\/ \u7aef\u5230\u7aef\u603b\u8017\u65f6<\/span><\/p>\n<p>    <span class=\"token comment\">\/**<br \/>\n     * \u751f\u6210\u6267\u884c\u6458\u8981&#xff08;\u7528\u4e8e\u76d1\u63a7\u9762\u677f\u5c55\u793a&#xff09;<br \/>\n     *\/<\/span><br \/>\n    <span class=\"token keyword\">public<\/span> <span class=\"token class-name\">String<\/span> <span class=\"token function\">toSummary<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token class-name\">String<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">format<\/span><span class=\"token punctuation\">(<\/span><span class=\"token triple-quoted-string string\">&#034;&#034;&#034;<br \/>\n            Trace %s | \u7528\u6237: %s | \u95ee\u9898: %s<br \/>\n            LLM\u8c03\u7528: %d\u6b21 | \u5de5\u5177\u8c03\u7528: %d\u6b21<br \/>\n            Token: %d(prompt) &#043; %d(completion) &#061; %d<br \/>\n            \u603b\u8017\u65f6: %dms<br \/>\n            \u5de5\u5177\u94fe: %s<br \/>\n            &#034;&#034;&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            traceId<span class=\"token punctuation\">,<\/span> userId<span class=\"token punctuation\">,<\/span> userQuery<span class=\"token punctuation\">,<\/span><br \/>\n            totalLlmCalls<span class=\"token punctuation\">,<\/span> totalToolCalls<span class=\"token punctuation\">,<\/span><br \/>\n            totalPromptTokens<span class=\"token punctuation\">,<\/span> totalCompletionTokens<span class=\"token punctuation\">,<\/span><br \/>\n            totalPromptTokens <span class=\"token operator\">&#043;<\/span> totalCompletionTokens<span class=\"token punctuation\">,<\/span><br \/>\n            totalDurationMs<span class=\"token punctuation\">,<\/span><br \/>\n            toolCalls<span class=\"token punctuation\">.<\/span><span class=\"token function\">stream<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n                <span class=\"token punctuation\">.<\/span><span class=\"token function\">map<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">ToolCallSpan<\/span><span class=\"token operator\">::<\/span><span class=\"token function\">getToolName<\/span><span class=\"token punctuation\">)<\/span><br \/>\n                <span class=\"token punctuation\">.<\/span><span class=\"token function\">collect<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">Collectors<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">joining<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034; \u2192 &#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <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<hr \/>\n<h3>\u4e09\u3001\u6210\u672c\u7cbe\u7ec6\u5316\u76d1\u63a7<\/h3>\n<h4>3.1 Token \u6210\u672c\u6a21\u578b<\/h4>\n<p>\u4e0d\u540c\u6a21\u578b\u3001\u4e0d\u540c\u7c7b\u578b\u7684 Token \u4ef7\u683c\u5dee\u5f02\u5de8\u5927\u3002\u7cbe\u7ec6\u5316\u7684\u6210\u672c\u6838\u7b97\u9700\u8981\u8003\u8651\u6bcf\u4e00\u4e2a\u73af\u8282&#xff1a;<\/p>\n<p><span class=\"token comment\">\/**<br \/>\n * Token \u6210\u672c\u8ba1\u7b97\u5668<br \/>\n *<br \/>\n * \u4e0d\u540c\u6a21\u578b\u7684\u6210\u672c\u7ed3\u6784&#xff08;\u4ee5 2026 \u5e74\u4ef7\u683c\u4e3a\u53c2\u8003&#xff09;&#xff1a;<br \/>\n * &#8211; GPT-4o:        Input $2.50\/1M, Output $10.00\/1M<br \/>\n * &#8211; GPT-4o-mini:   Input $0.15\/1M, Output $0.60\/1M<br \/>\n * &#8211; Embedding:     $0.02\/1M<br \/>\n *<br \/>\n * Agent \u573a\u666f\u7684\u7279\u6b8a\u6027&#xff1a;<br \/>\n * \u4e00\u6b21\u7528\u6237\u5bf9\u8bdd\u53ef\u80fd\u89e6\u53d1 3~5 \u6b21 LLM \u8c03\u7528&#xff08;ReAct \u5faa\u73af&#xff09;&#xff0c;<br \/>\n * \u5b9e\u9645\u6210\u672c\u8fdc\u8d85&#034;\u4e00\u95ee\u4e00\u7b54&#034;\u7684\u9884\u671f\u3002<br \/>\n *\/<\/span><br \/>\n<span class=\"token annotation punctuation\">&#064;Component<\/span><br \/>\n<span class=\"token keyword\">public<\/span> <span class=\"token keyword\">class<\/span> <span class=\"token class-name\">TokenCostCalculator<\/span> <span class=\"token punctuation\">{<\/span><\/p>\n<p>    <span class=\"token comment\">\/** \u6a21\u578b\u4ef7\u683c\u914d\u7f6e&#xff08;\u53ef\u52a8\u6001\u66f4\u65b0&#xff09; *\/<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token keyword\">final<\/span> <span class=\"token class-name\">ModelPricingConfig<\/span> pricingConfig<span class=\"token punctuation\">;<\/span><\/p>\n<p>    <span class=\"token comment\">\/**<br \/>\n     * \u8ba1\u7b97\u5355\u6b21\u5bf9\u8bdd\u7684\u603b\u6210\u672c<br \/>\n     *\/<\/span><br \/>\n    <span class=\"token keyword\">public<\/span> <span class=\"token class-name\">CostBreakdown<\/span> <span class=\"token function\">calculate<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">AgentTrace<\/span> trace<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token keyword\">double<\/span> llmCost <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">0<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token keyword\">double<\/span> embeddingCost <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">0<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token keyword\">int<\/span> llmTokens <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">0<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token keyword\">int<\/span> embeddingTokens <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">0<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>        <span class=\"token comment\">\/\/ LLM \u8c03\u7528\u6210\u672c<\/span><br \/>\n        <span class=\"token keyword\">for<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token class-name\">LlmCallSpan<\/span> span <span class=\"token operator\">:<\/span> trace<span class=\"token punctuation\">.<\/span><span class=\"token function\">getLlmCalls<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n            <span class=\"token class-name\">ModelPrice<\/span> price <span class=\"token operator\">&#061;<\/span> pricingConfig<span class=\"token punctuation\">.<\/span><span class=\"token function\">getPrice<\/span><span class=\"token punctuation\">(<\/span><br \/>\n                span<span class=\"token punctuation\">.<\/span><span class=\"token function\">getModelName<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n            llmCost <span class=\"token operator\">&#043;&#061;<\/span> span<span class=\"token punctuation\">.<\/span><span class=\"token function\">getPromptTokens<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n                <span class=\"token operator\">*<\/span> price<span class=\"token punctuation\">.<\/span><span class=\"token function\">inputPricePerToken<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n            llmCost <span class=\"token operator\">&#043;&#061;<\/span> span<span class=\"token punctuation\">.<\/span><span class=\"token function\">getCompletionTokens<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n                <span class=\"token operator\">*<\/span> price<span class=\"token punctuation\">.<\/span><span class=\"token function\">outputPricePerToken<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n            llmTokens <span class=\"token operator\">&#043;&#061;<\/span> span<span class=\"token punctuation\">.<\/span><span class=\"token function\">getPromptTokens<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n                <span class=\"token operator\">&#043;<\/span> span<span class=\"token punctuation\">.<\/span><span class=\"token function\">getCompletionTokens<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token punctuation\">}<\/span><\/p>\n<p>        <span class=\"token comment\">\/\/ Embedding \u6210\u672c&#xff08;RAG \u68c0\u7d22&#xff09;<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> <span class=\"token punctuation\">(<\/span>trace<span class=\"token punctuation\">.<\/span><span class=\"token function\">getEmbeddingTokens<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&gt;<\/span> <span class=\"token number\">0<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n            <span class=\"token class-name\">ModelPrice<\/span> embPrice <span class=\"token operator\">&#061;<\/span> pricingConfig<span class=\"token punctuation\">.<\/span><span class=\"token function\">getPrice<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;embedding&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n            embeddingCost <span class=\"token operator\">&#061;<\/span> trace<span class=\"token punctuation\">.<\/span><span class=\"token function\">getEmbeddingTokens<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n                <span class=\"token operator\">*<\/span> embPrice<span class=\"token punctuation\">.<\/span><span class=\"token function\">inputPricePerToken<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n            embeddingTokens <span class=\"token operator\">&#061;<\/span> trace<span class=\"token punctuation\">.<\/span><span class=\"token function\">getEmbeddingTokens<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token punctuation\">}<\/span><\/p>\n<p>        <span class=\"token keyword\">return<\/span> <span class=\"token keyword\">new<\/span> <span class=\"token class-name\">CostBreakdown<\/span><span class=\"token punctuation\">(<\/span><br \/>\n            llmCost<span class=\"token punctuation\">,<\/span> embeddingCost<span class=\"token punctuation\">,<\/span><br \/>\n            llmTokens<span class=\"token punctuation\">,<\/span> embeddingTokens<span class=\"token punctuation\">,<\/span><br \/>\n            llmCost <span class=\"token operator\">&#043;<\/span> embeddingCost<br \/>\n        <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><span class=\"token keyword\">public<\/span> <span class=\"token keyword\">record<\/span> <span class=\"token class-name\">CostBreakdown<\/span><span class=\"token punctuation\">(<\/span><br \/>\n    <span class=\"token keyword\">double<\/span> llmCostUsd<span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token keyword\">double<\/span> embeddingCostUsd<span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token keyword\">int<\/span> llmTokens<span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token keyword\">int<\/span> embeddingTokens<span class=\"token punctuation\">,<\/span><br \/>\n    <span class=\"token keyword\">double<\/span> totalCostUsd<br \/>\n<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token punctuation\">}<\/span><\/p>\n<h4>3.2 \u591a\u7ef4\u5ea6\u6210\u672c\u770b\u677f\u6570\u636e<\/h4>\n<p><span class=\"token comment\">\/**<br \/>\n * \u6210\u672c\u76d1\u63a7\u670d\u52a1<br \/>\n *<br \/>\n * \u63d0\u4f9b\u591a\u7ef4\u5ea6\u7684\u6210\u672c\u805a\u5408\u6570\u636e&#xff0c;\u7528\u4e8e\u76d1\u63a7\u770b\u677f\u5c55\u793a<br \/>\n *\/<\/span><br \/>\n<span class=\"token annotation punctuation\">&#064;Service<\/span><br \/>\n<span class=\"token keyword\">public<\/span> <span class=\"token keyword\">class<\/span> <span class=\"token class-name\">CostMonitoringService<\/span> <span class=\"token punctuation\">{<\/span><\/p>\n<p>    <span class=\"token keyword\">private<\/span> <span class=\"token keyword\">final<\/span> <span class=\"token class-name\">TraceRepository<\/span> traceRepo<span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token keyword\">final<\/span> <span class=\"token class-name\">TokenCostCalculator<\/span> costCalc<span class=\"token punctuation\">;<\/span><\/p>\n<p>    <span class=\"token comment\">\/**<br \/>\n     * \u6309\u7528\u6237\u7ef4\u5ea6\u805a\u5408\u6210\u672c<br \/>\n     *<br \/>\n     * \u7528\u9014&#xff1a;\u8bc6\u522b\u9ad8\u6210\u672c\u7528\u6237&#xff0c;\u4f18\u5316\u8d44\u6e90\u5206\u914d<br \/>\n     *\/<\/span><br \/>\n    <span class=\"token keyword\">public<\/span> <span class=\"token class-name\">Map<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">String<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token class-name\">UserCostSummary<\/span><span class=\"token punctuation\">&gt;<\/span><\/span> <span class=\"token function\">costByUser<\/span><span class=\"token punctuation\">(<\/span><br \/>\n            <span class=\"token class-name\">LocalDate<\/span> start<span class=\"token punctuation\">,<\/span> <span class=\"token class-name\">LocalDate<\/span> end<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token class-name\">List<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">AgentTrace<\/span><span class=\"token punctuation\">&gt;<\/span><\/span> traces <span class=\"token operator\">&#061;<\/span> traceRepo<br \/>\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">findByDateRange<\/span><span class=\"token punctuation\">(<\/span>start<span class=\"token punctuation\">,<\/span> end<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>        <span class=\"token keyword\">return<\/span> traces<span class=\"token punctuation\">.<\/span><span class=\"token function\">stream<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">collect<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">Collectors<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">groupingBy<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">AgentTrace<\/span><span class=\"token operator\">::<\/span><span class=\"token function\">getUserId<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">entrySet<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">stream<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">collect<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">Collectors<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">toMap<\/span><span class=\"token punctuation\">(<\/span><br \/>\n                <span class=\"token class-name\">Map<span class=\"token punctuation\">.<\/span>Entry<\/span><span class=\"token operator\">::<\/span><span class=\"token function\">getKey<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                e <span class=\"token operator\">-&gt;<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n                    <span class=\"token class-name\">List<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">AgentTrace<\/span><span class=\"token punctuation\">&gt;<\/span><\/span> userTraces <span class=\"token operator\">&#061;<\/span> e<span class=\"token punctuation\">.<\/span><span class=\"token function\">getValue<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n                    <span class=\"token keyword\">double<\/span> totalCost <span class=\"token operator\">&#061;<\/span> userTraces<span class=\"token punctuation\">.<\/span><span class=\"token function\">stream<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n                        <span class=\"token punctuation\">.<\/span><span class=\"token function\">mapToDouble<\/span><span class=\"token punctuation\">(<\/span>t <span class=\"token operator\">-&gt;<\/span> costCalc<span class=\"token punctuation\">.<\/span><span class=\"token function\">calculate<\/span><span class=\"token punctuation\">(<\/span>t<span class=\"token punctuation\">)<\/span><br \/>\n                            <span class=\"token punctuation\">.<\/span><span class=\"token function\">totalCostUsd<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n                        <span class=\"token punctuation\">.<\/span><span class=\"token function\">sum<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n                    <span class=\"token keyword\">return<\/span> <span class=\"token keyword\">new<\/span> <span class=\"token class-name\">UserCostSummary<\/span><span class=\"token punctuation\">(<\/span><br \/>\n                        e<span class=\"token punctuation\">.<\/span><span class=\"token function\">getKey<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                        userTraces<span class=\"token punctuation\">.<\/span><span class=\"token function\">size<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span>    <span class=\"token comment\">\/\/ \u5bf9\u8bdd\u6b21\u6570<\/span><br \/>\n                        totalCost<span class=\"token punctuation\">,<\/span><br \/>\n                        totalCost <span class=\"token operator\">\/<\/span> userTraces<span class=\"token punctuation\">.<\/span><span class=\"token function\">size<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>  <span class=\"token comment\">\/\/ \u5e73\u5747\u6bcf\u6b21\u6210\u672c<\/span><br \/>\n                    <span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n                <span class=\"token punctuation\">}<\/span><br \/>\n            <span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><\/p>\n<p>    <span class=\"token comment\">\/**<br \/>\n     * \u6309\u5de5\u5177\u7ef4\u5ea6\u805a\u5408 Token \u6d88\u8017<br \/>\n     *<br \/>\n     * \u7528\u9014&#xff1a;\u8bc6\u522b&#034;Token \u9ed1\u6d1e&#034;\u2014\u2014\u54ea\u4e9b\u5de5\u5177\u8c03\u7528\u540e\u7684 LLM \u63a8\u7406<br \/>\n     *       \u6d88\u8017\u4e86\u6700\u591a Token&#xff08;\u901a\u5e38\u662f\u56e0\u4e3a\u5de5\u5177\u8fd4\u56de\u4e86\u8fc7\u957f\u7684\u6570\u636e&#xff09;<br \/>\n     *\/<\/span><br \/>\n    <span class=\"token keyword\">public<\/span> <span class=\"token class-name\">Map<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">String<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token class-name\">ToolTokenSummary<\/span><span class=\"token punctuation\">&gt;<\/span><\/span> <span class=\"token function\">tokenByTool<\/span><span class=\"token punctuation\">(<\/span><br \/>\n            <span class=\"token class-name\">LocalDate<\/span> start<span class=\"token punctuation\">,<\/span> <span class=\"token class-name\">LocalDate<\/span> end<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token class-name\">List<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">AgentTrace<\/span><span class=\"token punctuation\">&gt;<\/span><\/span> traces <span class=\"token operator\">&#061;<\/span> traceRepo<br \/>\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">findByDateRange<\/span><span class=\"token punctuation\">(<\/span>start<span class=\"token punctuation\">,<\/span> end<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>        <span class=\"token class-name\">Map<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">String<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token class-name\">List<\/span><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">Integer<\/span><span class=\"token punctuation\">&gt;<\/span><span class=\"token punctuation\">&gt;<\/span><\/span> toolTokens <span class=\"token operator\">&#061;<\/span> <span class=\"token keyword\">new<\/span> <span class=\"token class-name\">HashMap<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token punctuation\">&gt;<\/span><\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token keyword\">for<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token class-name\">AgentTrace<\/span> trace <span class=\"token operator\">:<\/span> traces<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n            <span class=\"token keyword\">for<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token class-name\">ToolCallSpan<\/span> tool <span class=\"token operator\">:<\/span> trace<span class=\"token punctuation\">.<\/span><span class=\"token function\">getToolCalls<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n                toolTokens<br \/>\n                    <span class=\"token punctuation\">.<\/span><span class=\"token function\">computeIfAbsent<\/span><span class=\"token punctuation\">(<\/span>tool<span class=\"token punctuation\">.<\/span><span class=\"token function\">getToolName<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                        k <span class=\"token operator\">-&gt;<\/span> <span class=\"token keyword\">new<\/span> <span class=\"token class-name\">ArrayList<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token punctuation\">&gt;<\/span><\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n                    <span class=\"token punctuation\">.<\/span><span class=\"token function\">add<\/span><span class=\"token punctuation\">(<\/span>tool<span class=\"token punctuation\">.<\/span><span class=\"token function\">getResultTokenEstimate<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/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>        <span class=\"token keyword\">return<\/span> toolTokens<span class=\"token punctuation\">.<\/span><span class=\"token function\">entrySet<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">stream<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">collect<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">Collectors<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">toMap<\/span><span class=\"token punctuation\">(<\/span><br \/>\n                <span class=\"token class-name\">Map<span class=\"token punctuation\">.<\/span>Entry<\/span><span class=\"token operator\">::<\/span><span class=\"token function\">getKey<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                e <span class=\"token operator\">-&gt;<\/span> <span class=\"token keyword\">new<\/span> <span class=\"token class-name\">ToolTokenSummary<\/span><span class=\"token punctuation\">(<\/span><br \/>\n                    e<span class=\"token punctuation\">.<\/span><span class=\"token function\">getValue<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">size<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                    e<span class=\"token punctuation\">.<\/span><span class=\"token function\">getValue<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">stream<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n                        <span class=\"token punctuation\">.<\/span><span class=\"token function\">mapToInt<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">Integer<\/span><span class=\"token operator\">::<\/span><span class=\"token function\">intValue<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">average<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">orElse<\/span><span class=\"token punctuation\">(<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                    e<span class=\"token punctuation\">.<\/span><span class=\"token function\">getValue<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">stream<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n                        <span class=\"token punctuation\">.<\/span><span class=\"token function\">mapToInt<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">Integer<\/span><span class=\"token operator\">::<\/span><span class=\"token function\">intValue<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">sum<\/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><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><\/p>\n<p>    <span class=\"token comment\">\/**<br \/>\n     * \u6210\u672c\u5f02\u5e38\u68c0\u6d4b<br \/>\n     *<br \/>\n     * \u68c0\u6d4b\u903b\u8f91&#xff1a;<br \/>\n     * 1. \u5355\u6b21\u5bf9\u8bdd\u6210\u672c\u8d85\u8fc7\u9608\u503c&#xff08;\u5982 $0.10&#xff09;<br \/>\n     * 2. \u65e5\u6210\u672c\u73af\u6bd4\u589e\u957f\u8d85\u8fc7 30%<br \/>\n     * 3. \u67d0\u7528\u6237\u7684\u5e73\u5747\u6210\u672c\u7a81\u7136\u504f\u79bb\u57fa\u7ebf<br \/>\n     *\/<\/span><br \/>\n    <span class=\"token keyword\">public<\/span> <span class=\"token class-name\">List<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">CostAlert<\/span><span class=\"token punctuation\">&gt;<\/span><\/span> <span class=\"token function\">detectAnomalies<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">LocalDate<\/span> date<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token class-name\">List<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">CostAlert<\/span><span class=\"token punctuation\">&gt;<\/span><\/span> alerts <span class=\"token operator\">&#061;<\/span> <span class=\"token keyword\">new<\/span> <span class=\"token class-name\">ArrayList<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token punctuation\">&gt;<\/span><\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>        <span class=\"token comment\">\/\/ \u68c0\u6d4b1&#xff1a;\u5355\u6b21\u9ad8\u6210\u672c<\/span><br \/>\n        <span class=\"token class-name\">List<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">AgentTrace<\/span><span class=\"token punctuation\">&gt;<\/span><\/span> traces <span class=\"token operator\">&#061;<\/span> traceRepo<span class=\"token punctuation\">.<\/span><span class=\"token function\">findByDate<\/span><span class=\"token punctuation\">(<\/span>date<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token keyword\">for<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token class-name\">AgentTrace<\/span> trace <span class=\"token operator\">:<\/span> traces<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n            <span class=\"token keyword\">double<\/span> cost <span class=\"token operator\">&#061;<\/span> costCalc<span class=\"token punctuation\">.<\/span><span class=\"token function\">calculate<\/span><span class=\"token punctuation\">(<\/span>trace<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">totalCostUsd<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n            <span class=\"token keyword\">if<\/span> <span class=\"token punctuation\">(<\/span>cost <span class=\"token operator\">&gt;<\/span> <span class=\"token number\">0.10<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n                alerts<span class=\"token punctuation\">.<\/span><span class=\"token function\">add<\/span><span class=\"token punctuation\">(<\/span><span class=\"token keyword\">new<\/span> <span class=\"token class-name\">CostAlert<\/span><span class=\"token punctuation\">(<\/span><br \/>\n                    <span class=\"token string\">&#034;HIGH_SINGLE_COST&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                    <span class=\"token class-name\">String<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">format<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u5355\u6b21\u5bf9\u8bdd\u6210\u672c $%.4f \u8d85\u8fc7\u9608\u503c $0.10&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                        cost<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                    trace<span class=\"token punctuation\">.<\/span><span class=\"token function\">getTraceId<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                    <span class=\"token class-name\">AlertLevel<\/span><span class=\"token punctuation\">.<\/span><span class=\"token constant\">WARNING<\/span><br \/>\n                <span class=\"token punctuation\">)<\/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>        <span class=\"token comment\">\/\/ \u68c0\u6d4b2&#xff1a;\u65e5\u6210\u672c\u73af\u6bd4<\/span><br \/>\n        <span class=\"token keyword\">double<\/span> todayCost <span class=\"token operator\">&#061;<\/span> traces<span class=\"token punctuation\">.<\/span><span class=\"token function\">stream<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">mapToDouble<\/span><span class=\"token punctuation\">(<\/span>t <span class=\"token operator\">-&gt;<\/span> costCalc<span class=\"token punctuation\">.<\/span><span class=\"token function\">calculate<\/span><span class=\"token punctuation\">(<\/span>t<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">totalCostUsd<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">sum<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token keyword\">double<\/span> yesterdayCost <span class=\"token operator\">&#061;<\/span> <span class=\"token function\">getYesterdayTotalCost<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> <span class=\"token punctuation\">(<\/span>yesterdayCost <span class=\"token operator\">&gt;<\/span> <span class=\"token number\">0<\/span><br \/>\n                <span class=\"token operator\">&amp;&amp;<\/span> <span class=\"token punctuation\">(<\/span>todayCost <span class=\"token operator\">&#8211;<\/span> yesterdayCost<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">\/<\/span> yesterdayCost <span class=\"token operator\">&gt;<\/span> <span class=\"token number\">0.30<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n            alerts<span class=\"token punctuation\">.<\/span><span class=\"token function\">add<\/span><span class=\"token punctuation\">(<\/span><span class=\"token keyword\">new<\/span> <span class=\"token class-name\">CostAlert<\/span><span class=\"token punctuation\">(<\/span><br \/>\n                <span class=\"token string\">&#034;DAILY_COST_SPIKE&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                <span class=\"token class-name\">String<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">format<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u4eca\u65e5\u6210\u672c $%.2f \u8f83\u6628\u65e5\u589e\u957f %.0f%%&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                    todayCost<span class=\"token punctuation\">,<\/span><br \/>\n                    <span class=\"token punctuation\">(<\/span>todayCost <span class=\"token operator\">&#8211;<\/span> yesterdayCost<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">\/<\/span> yesterdayCost <span class=\"token operator\">*<\/span> <span class=\"token number\">100<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                <span class=\"token keyword\">null<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                <span class=\"token class-name\">AlertLevel<\/span><span class=\"token punctuation\">.<\/span><span class=\"token constant\">CRITICAL<\/span><br \/>\n            <span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token punctuation\">}<\/span><\/p>\n<p>        <span class=\"token keyword\">return<\/span> alerts<span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<hr \/>\n<h3>\u56db\u3001\u4f1a\u8bdd\u56de\u653e&#xff1a;\u5b8c\u6574\u7684\u8c03\u8bd5\u5229\u5668<\/h3>\n<h4>4.1 \u4e3a\u4ec0\u4e48\u9700\u8981\u4f1a\u8bdd\u56de\u653e&#xff1f;<\/h4>\n<p>\u5f53\u7528\u6237\u6295\u8bc9&#034;Agent \u56de\u7b54\u9519\u4e86&#034;\u65f6&#xff0c;\u4f60\u9700\u8981\u77e5\u9053&#xff1a;<\/p>\n<ul>\n<li>Agent \u5f53\u65f6\u770b\u5230\u4e86\u4ec0\u4e48\u4e0a\u4e0b\u6587&#xff1f;<\/li>\n<li>\u5b83\u8c03\u7528\u4e86\u54ea\u4e9b\u5de5\u5177&#xff1f;\u53c2\u6570\u662f\u4ec0\u4e48&#xff1f;<\/li>\n<li>\u5de5\u5177\u8fd4\u56de\u4e86\u4ec0\u4e48&#xff1f;<\/li>\n<li>Agent \u5728\u6bcf\u4e00\u6b65\u662f\u600e\u4e48\u63a8\u7406\u7684&#xff1f;<\/li>\n<li>\u6700\u7ec8\u4e3a\u4ec0\u4e48\u7ed9\u51fa\u4e86\u9519\u8bef\u56de\u7b54&#xff1f;<\/li>\n<\/ul>\n<p>\u4f1a\u8bdd\u56de\u653e\u7cfb\u7edf\u5c06\u8fd9\u4e9b\u4fe1\u606f\u5b8c\u6574\u8bb0\u5f55&#xff0c;\u8ba9\u4f60\u50cf&#034;\u770b\u5f55\u50cf&#034;\u4e00\u6837\u91cd\u73b0\u6574\u4e2a\u8fc7\u7a0b\u3002<\/p>\n<h4>4.2 \u56de\u653e\u6570\u636e\u8bb0\u5f55<\/h4>\n<p><span class=\"token comment\">\/**<br \/>\n * \u4f1a\u8bdd\u56de\u653e\u8bb0\u5f55\u5668<br \/>\n *<br \/>\n * \u8bb0\u5f55\u7c92\u5ea6&#xff1a;\u6bcf\u4e00\u8f6e\u5bf9\u8bdd\u7684\u5b8c\u6574\u4e0a\u4e0b\u6587\u5feb\u7167<br \/>\n *<br \/>\n * \u6ce8\u610f&#xff1a;\u56de\u653e\u6570\u636e\u91cf\u8f83\u5927&#xff08;\u6bcf\u6b21\u5bf9\u8bdd\u7ea6 10~50KB&#xff09;&#xff0c;<br \/>\n * \u5efa\u8bae\u8bbe\u7f6e\u4fdd\u7559\u7b56\u7565&#xff08;\u5982\u4fdd\u7559\u6700\u8fd1 30 \u5929&#xff09;<br \/>\n *\/<\/span><br \/>\n<span class=\"token annotation punctuation\">&#064;Component<\/span><br \/>\n<span class=\"token keyword\">public<\/span> <span class=\"token keyword\">class<\/span> <span class=\"token class-name\">SessionReplayRecorder<\/span> <span class=\"token punctuation\">{<\/span><\/p>\n<p>    <span class=\"token keyword\">private<\/span> <span class=\"token keyword\">final<\/span> <span class=\"token class-name\">ReplayRepository<\/span> replayRepo<span class=\"token punctuation\">;<\/span><\/p>\n<p>    <span class=\"token comment\">\/**<br \/>\n     * \u8bb0\u5f55\u4e00\u8f6e\u5b8c\u6574\u7684 ReAct \u5faa\u73af<br \/>\n     *\/<\/span><br \/>\n    <span class=\"token keyword\">public<\/span> <span class=\"token keyword\">void<\/span> <span class=\"token function\">recordRound<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">String<\/span> sessionId<span class=\"token punctuation\">,<\/span> <span class=\"token keyword\">int<\/span> roundIndex<span class=\"token punctuation\">,<\/span><br \/>\n                           <span class=\"token class-name\">ReplayRoundData<\/span> data<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token class-name\">ReplayRecord<\/span> record <span class=\"token operator\">&#061;<\/span> <span class=\"token class-name\">ReplayRecord<\/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\">sessionId<\/span><span class=\"token punctuation\">(<\/span>sessionId<span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">roundIndex<\/span><span class=\"token punctuation\">(<\/span>roundIndex<span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">timestamp<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">Instant<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">now<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>            <span class=\"token comment\">\/\/ \u7528\u6237\u8f93\u5165<\/span><br \/>\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">userInput<\/span><span class=\"token punctuation\">(<\/span>data<span class=\"token punctuation\">.<\/span><span class=\"token function\">userInput<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>            <span class=\"token comment\">\/\/ \u6ce8\u5165\u7684\u4e0a\u4e0b\u6587&#xff08;System Prompt &#043; \u8bb0\u5fc6 &#043; RAG \u7ed3\u679c&#xff09;<\/span><br \/>\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">systemPrompt<\/span><span class=\"token punctuation\">(<\/span>data<span class=\"token punctuation\">.<\/span><span class=\"token function\">systemPrompt<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">injectedMemories<\/span><span class=\"token punctuation\">(<\/span>data<span class=\"token punctuation\">.<\/span><span class=\"token function\">injectedMemories<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">ragResults<\/span><span class=\"token punctuation\">(<\/span>data<span class=\"token punctuation\">.<\/span><span class=\"token function\">ragResults<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>            <span class=\"token comment\">\/\/ ReAct \u5faa\u73af\u6bcf\u4e00\u6b65<\/span><br \/>\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">steps<\/span><span class=\"token punctuation\">(<\/span>data<span class=\"token punctuation\">.<\/span><span class=\"token function\">steps<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">stream<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n                <span class=\"token punctuation\">.<\/span><span class=\"token function\">map<\/span><span class=\"token punctuation\">(<\/span>step <span class=\"token operator\">-&gt;<\/span> <span class=\"token class-name\">ReplayStep<\/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\">stepType<\/span><span class=\"token punctuation\">(<\/span>step<span class=\"token punctuation\">.<\/span><span class=\"token function\">type<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span>  <span class=\"token comment\">\/\/ THOUGHT \/ TOOL_CALL \/ FINAL<\/span><br \/>\n                    <span class=\"token punctuation\">.<\/span><span class=\"token function\">thought<\/span><span class=\"token punctuation\">(<\/span>step<span class=\"token punctuation\">.<\/span><span class=\"token function\">thought<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n                    <span class=\"token punctuation\">.<\/span><span class=\"token function\">toolName<\/span><span class=\"token punctuation\">(<\/span>step<span class=\"token punctuation\">.<\/span><span class=\"token function\">toolName<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n                    <span class=\"token punctuation\">.<\/span><span class=\"token function\">toolArgs<\/span><span class=\"token punctuation\">(<\/span>step<span class=\"token punctuation\">.<\/span><span class=\"token function\">toolArgs<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n                    <span class=\"token punctuation\">.<\/span><span class=\"token function\">toolResult<\/span><span class=\"token punctuation\">(<\/span>step<span class=\"token punctuation\">.<\/span><span class=\"token function\">toolResult<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n                    <span class=\"token punctuation\">.<\/span><span class=\"token function\">tokenUsage<\/span><span class=\"token punctuation\">(<\/span>step<span class=\"token punctuation\">.<\/span><span class=\"token function\">tokenUsage<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n                    <span class=\"token punctuation\">.<\/span><span class=\"token function\">durationMs<\/span><span class=\"token punctuation\">(<\/span>step<span class=\"token punctuation\">.<\/span><span class=\"token function\">durationMs<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n                    <span class=\"token punctuation\">.<\/span><span class=\"token function\">build<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n                <span class=\"token punctuation\">.<\/span><span class=\"token function\">toList<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>            <span class=\"token comment\">\/\/ \u6700\u7ec8\u8f93\u51fa<\/span><br \/>\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">finalResponse<\/span><span class=\"token punctuation\">(<\/span>data<span class=\"token punctuation\">.<\/span><span class=\"token function\">finalResponse<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>            <span class=\"token comment\">\/\/ \u6c47\u603b\u6307\u6807<\/span><br \/>\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">totalSteps<\/span><span class=\"token punctuation\">(<\/span>data<span class=\"token punctuation\">.<\/span><span class=\"token function\">steps<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">size<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">totalTokens<\/span><span class=\"token punctuation\">(<\/span>data<span class=\"token punctuation\">.<\/span><span class=\"token function\">totalTokens<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">totalDurationMs<\/span><span class=\"token punctuation\">(<\/span>data<span class=\"token punctuation\">.<\/span><span class=\"token function\">totalDurationMs<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>            <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><\/p>\n<p>        replayRepo<span class=\"token punctuation\">.<\/span><span class=\"token function\">save<\/span><span class=\"token punctuation\">(<\/span>record<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<h4>4.3 \u56de\u653e API<\/h4>\n<p><span class=\"token annotation punctuation\">&#064;RestController<\/span><br \/>\n<span class=\"token annotation punctuation\">&#064;RequestMapping<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\/api\/admin\/replay&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token keyword\">public<\/span> <span class=\"token keyword\">class<\/span> <span class=\"token class-name\">SessionReplayController<\/span> <span class=\"token punctuation\">{<\/span><\/p>\n<p>    <span class=\"token annotation punctuation\">&#064;Autowired<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token class-name\">ReplayRepository<\/span> replayRepo<span class=\"token punctuation\">;<\/span><\/p>\n<p>    <span class=\"token comment\">\/**<br \/>\n     * \u83b7\u53d6\u6307\u5b9a\u4f1a\u8bdd\u7684\u5b8c\u6574\u56de\u653e\u6570\u636e<br \/>\n     *\/<\/span><br \/>\n    <span class=\"token annotation punctuation\">&#064;GetMapping<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\/sessions\/{sessionId}&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">public<\/span> <span class=\"token class-name\">ResponseEntity<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">List<\/span><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">ReplayRecord<\/span><span class=\"token punctuation\">&gt;<\/span><span class=\"token punctuation\">&gt;<\/span><\/span> <span class=\"token function\">getSessionReplay<\/span><span class=\"token punctuation\">(<\/span><br \/>\n            <span class=\"token annotation punctuation\">&#064;PathVariable<\/span> <span class=\"token class-name\">String<\/span> sessionId<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token class-name\">ResponseEntity<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">ok<\/span><span class=\"token punctuation\">(<\/span><br \/>\n            replayRepo<span class=\"token punctuation\">.<\/span><span class=\"token function\">findBySessionId<\/span><span class=\"token punctuation\">(<\/span>sessionId<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><\/p>\n<p>    <span class=\"token comment\">\/**<br \/>\n     * \u641c\u7d22\u6709\u95ee\u9898\u7684\u4f1a\u8bdd&#xff08;\u6309\u6761\u4ef6\u8fc7\u6ee4&#xff09;<br \/>\n     *\/<\/span><br \/>\n    <span class=\"token annotation punctuation\">&#064;GetMapping<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\/sessions\/search&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">public<\/span> <span class=\"token class-name\">ResponseEntity<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">List<\/span><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">ReplaySummary<\/span><span class=\"token punctuation\">&gt;<\/span><span class=\"token punctuation\">&gt;<\/span><\/span> <span class=\"token function\">searchSessions<\/span><span class=\"token punctuation\">(<\/span><br \/>\n            <span class=\"token annotation punctuation\">&#064;RequestParam<\/span><span class=\"token punctuation\">(<\/span>required <span class=\"token operator\">&#061;<\/span> <span class=\"token boolean\">false<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token class-name\">String<\/span> userId<span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token annotation punctuation\">&#064;RequestParam<\/span><span class=\"token punctuation\">(<\/span>required <span class=\"token operator\">&#061;<\/span> <span class=\"token boolean\">false<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token class-name\">String<\/span> outcome<span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token annotation punctuation\">&#064;RequestParam<\/span><span class=\"token punctuation\">(<\/span>required <span class=\"token operator\">&#061;<\/span> <span class=\"token boolean\">false<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token class-name\">Integer<\/span> minDurationMs<span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token annotation punctuation\">&#064;RequestParam<\/span><span class=\"token punctuation\">(<\/span>required <span class=\"token operator\">&#061;<\/span> <span class=\"token boolean\">false<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token class-name\">Integer<\/span> minTokens<span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token annotation punctuation\">&#064;RequestParam<\/span><span class=\"token punctuation\">(<\/span>defaultValue <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;0&#034;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">int<\/span> page<span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token annotation punctuation\">&#064;RequestParam<\/span><span class=\"token punctuation\">(<\/span>defaultValue <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;20&#034;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">int<\/span> size<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><\/p>\n<p>        <span class=\"token keyword\">return<\/span> <span class=\"token class-name\">ResponseEntity<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">ok<\/span><span class=\"token punctuation\">(<\/span><br \/>\n            replayRepo<span class=\"token punctuation\">.<\/span><span class=\"token function\">search<\/span><span class=\"token punctuation\">(<\/span>userId<span class=\"token punctuation\">,<\/span> outcome<span class=\"token punctuation\">,<\/span><br \/>\n                minDurationMs<span class=\"token punctuation\">,<\/span> minTokens<span class=\"token punctuation\">,<\/span> page<span class=\"token punctuation\">,<\/span> size<span class=\"token punctuation\">)<\/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<hr \/>\n<h3>\u4e94\u3001\u544a\u8b66\u4f53\u7cfb<\/h3>\n<h4>5.1 \u544a\u8b66\u89c4\u5219\u5b9a\u4e49<\/h4>\n<p><span class=\"token comment\">\/**<br \/>\n * Agent \u544a\u8b66\u89c4\u5219\u5f15\u64ce<br \/>\n *<br \/>\n * \u544a\u8b66\u5206\u7c7b&#xff1a;<br \/>\n * &#8211; \u6210\u672c\u544a\u8b66&#xff1a;\u8d39\u7528\u8d85\u6807<br \/>\n * &#8211; \u6027\u80fd\u544a\u8b66&#xff1a;\u5ef6\u8fdf\u5f02\u5e38<br \/>\n * &#8211; \u8d28\u91cf\u544a\u8b66&#xff1a;\u9519\u8bef\u7387\u98d9\u5347<br \/>\n * &#8211; \u5de5\u5177\u544a\u8b66&#xff1a;\u5de5\u5177\u8c03\u7528\u5931\u8d25\u7387\u5347\u9ad8<br \/>\n *\/<\/span><br \/>\n<span class=\"token annotation punctuation\">&#064;Service<\/span><br \/>\n<span class=\"token keyword\">public<\/span> <span class=\"token keyword\">class<\/span> <span class=\"token class-name\">AgentAlertService<\/span> <span class=\"token punctuation\">{<\/span><\/p>\n<p>    <span class=\"token keyword\">private<\/span> <span class=\"token keyword\">final<\/span> <span class=\"token class-name\">AlertRuleRepository<\/span> ruleRepo<span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token keyword\">final<\/span> <span class=\"token class-name\">NotificationChannel<\/span> notificationChannel<span class=\"token punctuation\">;<\/span><\/p>\n<p>    <span class=\"token comment\">\/**<br \/>\n     * \u5b9a\u65f6\u68c0\u67e5\u544a\u8b66\u89c4\u5219&#xff08;\u6bcf 5 \u5206\u949f\u6267\u884c\u4e00\u6b21&#xff09;<br \/>\n     *\/<\/span><br \/>\n    <span class=\"token annotation punctuation\">&#064;Scheduled<\/span><span class=\"token punctuation\">(<\/span>fixedRate <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">300_000<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">public<\/span> <span class=\"token keyword\">void<\/span> <span class=\"token function\">checkAlerts<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token class-name\">List<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">AlertRule<\/span><span class=\"token punctuation\">&gt;<\/span><\/span> rules <span class=\"token operator\">&#061;<\/span> ruleRepo<span class=\"token punctuation\">.<\/span><span class=\"token function\">findAllEnabled<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>        <span class=\"token keyword\">for<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token class-name\">AlertRule<\/span> rule <span class=\"token operator\">:<\/span> rules<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n            <span class=\"token keyword\">double<\/span> currentValue <span class=\"token operator\">&#061;<\/span> <span class=\"token function\">evaluateMetric<\/span><span class=\"token punctuation\">(<\/span><br \/>\n                rule<span class=\"token punctuation\">.<\/span><span class=\"token function\">getMetric<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> rule<span class=\"token punctuation\">.<\/span><span class=\"token function\">getWindowMinutes<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>            <span class=\"token keyword\">if<\/span> <span class=\"token punctuation\">(<\/span>currentValue <span class=\"token operator\">&gt;<\/span> rule<span class=\"token punctuation\">.<\/span><span class=\"token function\">getThreshold<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n                <span class=\"token class-name\">AgentAlert<\/span> alert <span class=\"token operator\">&#061;<\/span> <span class=\"token class-name\">AgentAlert<\/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\">ruleName<\/span><span class=\"token punctuation\">(<\/span>rule<span class=\"token punctuation\">.<\/span><span class=\"token function\">getName<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n                    <span class=\"token punctuation\">.<\/span><span class=\"token function\">metric<\/span><span class=\"token punctuation\">(<\/span>rule<span class=\"token punctuation\">.<\/span><span class=\"token function\">getMetric<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n                    <span class=\"token punctuation\">.<\/span><span class=\"token function\">currentValue<\/span><span class=\"token punctuation\">(<\/span>currentValue<span class=\"token punctuation\">)<\/span><br \/>\n                    <span class=\"token punctuation\">.<\/span><span class=\"token function\">threshold<\/span><span class=\"token punctuation\">(<\/span>rule<span class=\"token punctuation\">.<\/span><span class=\"token function\">getThreshold<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n                    <span class=\"token punctuation\">.<\/span><span class=\"token function\">level<\/span><span class=\"token punctuation\">(<\/span>rule<span class=\"token punctuation\">.<\/span><span class=\"token function\">getLevel<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n                    <span class=\"token punctuation\">.<\/span><span class=\"token function\">timestamp<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">Instant<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">now<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n                    <span class=\"token punctuation\">.<\/span><span class=\"token function\">build<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>                <span class=\"token comment\">\/\/ \u544a\u8b66\u53bb\u91cd&#xff1a;\u540c\u4e00\u89c4\u5219\u5728\u51b7\u5374\u671f\u5185\u4e0d\u91cd\u590d\u53d1\u9001<\/span><br \/>\n                <span class=\"token keyword\">if<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token operator\">!<\/span><span class=\"token function\">isInCooldown<\/span><span class=\"token punctuation\">(<\/span>rule<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n                    notificationChannel<span class=\"token punctuation\">.<\/span><span class=\"token function\">send<\/span><span class=\"token punctuation\">(<\/span>alert<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n                    ruleRepo<span class=\"token punctuation\">.<\/span><span class=\"token function\">updateLastAlertTime<\/span><span class=\"token punctuation\">(<\/span>rule<span class=\"token punctuation\">.<\/span><span class=\"token function\">getId<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/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><br \/>\n        <span class=\"token punctuation\">}<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><\/p>\n<p>    <span class=\"token keyword\">private<\/span> <span class=\"token keyword\">double<\/span> <span class=\"token function\">evaluateMetric<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">String<\/span> metric<span class=\"token punctuation\">,<\/span> <span class=\"token keyword\">int<\/span> windowMinutes<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token class-name\">Instant<\/span> since <span class=\"token operator\">&#061;<\/span> <span class=\"token class-name\">Instant<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">now<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">minus<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">Duration<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">ofMinutes<\/span><span class=\"token punctuation\">(<\/span>windowMinutes<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>        <span class=\"token keyword\">return<\/span> <span class=\"token keyword\">switch<\/span> <span class=\"token punctuation\">(<\/span>metric<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n            <span class=\"token comment\">\/\/ \u6210\u672c\u6307\u6807<\/span><br \/>\n            <span class=\"token keyword\">case<\/span> <span class=\"token string\">&#034;cost.per_query.avg&#034;<\/span> <span class=\"token operator\">-&gt;<\/span><br \/>\n                traceRepo<span class=\"token punctuation\">.<\/span><span class=\"token function\">avgCostSince<\/span><span class=\"token punctuation\">(<\/span>since<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n            <span class=\"token keyword\">case<\/span> <span class=\"token string\">&#034;cost.hourly.total&#034;<\/span> <span class=\"token operator\">-&gt;<\/span><br \/>\n                traceRepo<span class=\"token punctuation\">.<\/span><span class=\"token function\">totalCostSince<\/span><span class=\"token punctuation\">(<\/span>since<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>            <span class=\"token comment\">\/\/ \u6027\u80fd\u6307\u6807<\/span><br \/>\n            <span class=\"token keyword\">case<\/span> <span class=\"token string\">&#034;latency.p95&#034;<\/span> <span class=\"token operator\">-&gt;<\/span><br \/>\n                traceRepo<span class=\"token punctuation\">.<\/span><span class=\"token function\">percentileLatencySince<\/span><span class=\"token punctuation\">(<\/span>since<span class=\"token punctuation\">,<\/span> <span class=\"token number\">95<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n            <span class=\"token keyword\">case<\/span> <span class=\"token string\">&#034;latency.p99&#034;<\/span> <span class=\"token operator\">-&gt;<\/span><br \/>\n                traceRepo<span class=\"token punctuation\">.<\/span><span class=\"token function\">percentileLatencySince<\/span><span class=\"token punctuation\">(<\/span>since<span class=\"token punctuation\">,<\/span> <span class=\"token number\">99<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>            <span class=\"token comment\">\/\/ \u8d28\u91cf\u6307\u6807<\/span><br \/>\n            <span class=\"token keyword\">case<\/span> <span class=\"token string\">&#034;error_rate&#034;<\/span> <span class=\"token operator\">-&gt;<\/span><br \/>\n                traceRepo<span class=\"token punctuation\">.<\/span><span class=\"token function\">errorRateSince<\/span><span class=\"token punctuation\">(<\/span>since<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n            <span class=\"token keyword\">case<\/span> <span class=\"token string\">&#034;tool.failure_rate&#034;<\/span> <span class=\"token operator\">-&gt;<\/span><br \/>\n                traceRepo<span class=\"token punctuation\">.<\/span><span class=\"token function\">toolFailureRateSince<\/span><span class=\"token punctuation\">(<\/span>since<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>            <span class=\"token comment\">\/\/ \u5de5\u5177\u6307\u6807<\/span><br \/>\n            <span class=\"token keyword\">case<\/span> <span class=\"token string\">&#034;tool.call_count&#034;<\/span> <span class=\"token operator\">-&gt;<\/span><br \/>\n                traceRepo<span class=\"token punctuation\">.<\/span><span class=\"token function\">toolCallCountSince<\/span><span class=\"token punctuation\">(<\/span>since<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>            <span class=\"token keyword\">default<\/span> <span class=\"token operator\">-&gt;<\/span> <span class=\"token number\">0<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <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<h4>5.2 \u63a8\u8350\u7684\u544a\u8b66\u89c4\u5219\u914d\u7f6e<\/h4>\n<p><span class=\"token comment\"># alert-rules.yml<\/span><br \/>\n<span class=\"token key atrule\">alerts<\/span><span class=\"token punctuation\">:<\/span><br \/>\n  <span class=\"token comment\"># &#061;&#061;&#061;&#061;&#061; \u6210\u672c\u544a\u8b66 &#061;&#061;&#061;&#061;&#061;<\/span><br \/>\n  <span class=\"token punctuation\">&#8211;<\/span> <span class=\"token key atrule\">name<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u5355\u6b21\u67e5\u8be2\u6210\u672c\u8fc7\u9ad8&#034;<\/span><br \/>\n    <span class=\"token key atrule\">metric<\/span><span class=\"token punctuation\">:<\/span> cost.per_query.avg<br \/>\n    <span class=\"token key atrule\">threshold<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">0.05<\/span>       <span class=\"token comment\"># \u5e73\u5747\u6bcf\u6b21\u5bf9\u8bdd\u6210\u672c\u8d85\u8fc7 $0.05<\/span><br \/>\n    <span class=\"token key atrule\">window<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">60<\/span>             <span class=\"token comment\"># \u8fc7\u53bb 60 \u5206\u949f<\/span><br \/>\n    <span class=\"token key atrule\">level<\/span><span class=\"token punctuation\">:<\/span> WARNING<br \/>\n    <span class=\"token key atrule\">cooldown<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">30<\/span>           <span class=\"token comment\"># 30 \u5206\u949f\u51b7\u5374<\/span><\/p>\n<p>  <span class=\"token punctuation\">&#8211;<\/span> <span class=\"token key atrule\">name<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u5c0f\u65f6\u6210\u672c\u7a81\u589e&#034;<\/span><br \/>\n    <span class=\"token key atrule\">metric<\/span><span class=\"token punctuation\">:<\/span> cost.hourly.total<br \/>\n    <span class=\"token key atrule\">threshold<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">5.0<\/span>         <span class=\"token comment\"># \u5355\u5c0f\u65f6\u603b\u6210\u672c\u8d85\u8fc7 $5<\/span><br \/>\n    <span class=\"token key atrule\">window<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">60<\/span><br \/>\n    <span class=\"token key atrule\">level<\/span><span class=\"token punctuation\">:<\/span> CRITICAL<br \/>\n    <span class=\"token key atrule\">cooldown<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">60<\/span><\/p>\n<p>  <span class=\"token comment\"># &#061;&#061;&#061;&#061;&#061; \u6027\u80fd\u544a\u8b66 &#061;&#061;&#061;&#061;&#061;<\/span><br \/>\n  <span class=\"token punctuation\">&#8211;<\/span> <span class=\"token key atrule\">name<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;P95 \u5ef6\u8fdf\u8d85\u6807&#034;<\/span><br \/>\n    <span class=\"token key atrule\">metric<\/span><span class=\"token punctuation\">:<\/span> latency.p95<br \/>\n    <span class=\"token key atrule\">threshold<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">15000<\/span>       <span class=\"token comment\"># 95 \u5206\u4f4d\u5ef6\u8fdf\u8d85\u8fc7 15 \u79d2<\/span><br \/>\n    <span class=\"token key atrule\">window<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">15<\/span><br \/>\n    <span class=\"token key atrule\">level<\/span><span class=\"token punctuation\">:<\/span> WARNING<br \/>\n    <span class=\"token key atrule\">cooldown<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">15<\/span><\/p>\n<p>  <span class=\"token comment\"># &#061;&#061;&#061;&#061;&#061; \u8d28\u91cf\u544a\u8b66 &#061;&#061;&#061;&#061;&#061;<\/span><br \/>\n  <span class=\"token punctuation\">&#8211;<\/span> <span class=\"token key atrule\">name<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u5de5\u5177\u8c03\u7528\u5931\u8d25\u7387\u5347\u9ad8&#034;<\/span><br \/>\n    <span class=\"token key atrule\">metric<\/span><span class=\"token punctuation\">:<\/span> tool.failure_rate<br \/>\n    <span class=\"token key atrule\">threshold<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">0.10<\/span>        <span class=\"token comment\"># \u5931\u8d25\u7387\u8d85\u8fc7 10%<\/span><br \/>\n    <span class=\"token key atrule\">window<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">30<\/span><br \/>\n    <span class=\"token key atrule\">level<\/span><span class=\"token punctuation\">:<\/span> CRITICAL<br \/>\n    <span class=\"token key atrule\">cooldown<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">30<\/span><\/p>\n<p>  <span class=\"token punctuation\">&#8211;<\/span> <span class=\"token key atrule\">name<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u603b\u4f53\u9519\u8bef\u7387\u5347\u9ad8&#034;<\/span><br \/>\n    <span class=\"token key atrule\">metric<\/span><span class=\"token punctuation\">:<\/span> error_rate<br \/>\n    <span class=\"token key atrule\">threshold<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">0.05<\/span>        <span class=\"token comment\"># \u9519\u8bef\u7387\u8d85\u8fc7 5%<\/span><br \/>\n    <span class=\"token key atrule\">window<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">60<\/span><br \/>\n    <span class=\"token key atrule\">level<\/span><span class=\"token punctuation\">:<\/span> WARNING<br \/>\n    <span class=\"token key atrule\">cooldown<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">60<\/span><\/p>\n<hr \/>\n<h3>\u516d\u3001\u6210\u672c\u4f18\u5316\u5b9e\u6218<\/h3>\n<h4>6.1 \u5de5\u5177\u8fd4\u56de\u503c\u538b\u7f29<\/h4>\n<p>\u4e00\u4e2a\u5e38\u89c1\u7684&#034;Token \u9ed1\u6d1e&#034;\u662f\u5de5\u5177\u8fd4\u56de\u4e86\u8fc7\u91cf\u7684\u6570\u636e\u3002\u6bd4\u5982\u67e5\u8be2\u80fd\u8017\u8d8b\u52bf&#xff0c;\u5de5\u5177\u8fd4\u56de\u4e86 1000 \u884c\u7684\u539f\u59cb\u6570\u636e\u2014\u2014\u5927\u6a21\u578b\u6839\u672c\u4e0d\u9700\u8981\u8fd9\u4e48\u591a\u7ec6\u8282\u3002<\/p>\n<p><span class=\"token comment\">\/**<br \/>\n * \u5de5\u5177\u8fd4\u56de\u503c\u538b\u7f29\u7b56\u7565<br \/>\n *<br \/>\n * \u539f\u7406&#xff1a;\u5de5\u5177\u8fd4\u56de\u7684\u6570\u636e\u91cf\u76f4\u63a5\u5f71\u54cd\u540e\u7eed LLM \u8c03\u7528\u7684 Prompt Token \u6570\u3002<br \/>\n *       \u538b\u7f29\u4e0d\u5fc5\u8981\u7684\u7ec6\u8282&#xff0c;\u53ef\u4ee5\u663e\u8457\u964d\u4f4e\u6210\u672c\u3002<br \/>\n *<br \/>\n * \u7b56\u7565&#xff1a;<br \/>\n * 1. \u7ed3\u6784\u5316\u6458\u8981&#xff1a;\u5c06\u5927\u6bb5\u6570\u636e\u538b\u7f29\u4e3a\u5173\u952e\u6307\u6807<br \/>\n * 2. \u5206\u9875\u622a\u65ad&#xff1a;\u8d85\u8fc7\u9608\u503c\u7684\u6570\u636e\u53ea\u4fdd\u7559\u6458\u8981 &#043; \u603b\u91cf\u63d0\u793a<br \/>\n * 3. \u6570\u503c\u7cbe\u5ea6\u63a7\u5236&#xff1a;\u5c0f\u6570\u4f4d\u6570\u7edf\u4e00\u4e3a 1~2 \u4f4d<br \/>\n *\/<\/span><br \/>\n<span class=\"token annotation punctuation\">&#064;Component<\/span><br \/>\n<span class=\"token keyword\">public<\/span> <span class=\"token keyword\">class<\/span> <span class=\"token class-name\">ToolResultCompressor<\/span> <span class=\"token punctuation\">{<\/span><\/p>\n<p>    <span class=\"token comment\">\/**<br \/>\n     * \u538b\u7f29\u80fd\u8017\u8d8b\u52bf\u67e5\u8be2\u7ed3\u679c<br \/>\n     *<br \/>\n     * \u538b\u7f29\u524d&#xff08;\u7ea6 800 tokens&#xff09;&#xff1a;<br \/>\n     * {<br \/>\n     *   &#034;dailyData&#034;: [<br \/>\n     *     {&#034;date&#034;: &#034;2026-08-21&#034;, &#034;consumption&#034;: 8734.567, &#034;peak&#034;: 1234.891, &#8230;},<br \/>\n     *     {&#034;date&#034;: &#034;2026-08-22&#034;, &#034;consumption&#034;: 8621.234, &#034;peak&#034;: 1198.456, &#8230;},<br \/>\n     *     &#8230; (30\u5929\u7684\u9010\u65e5\u6570\u636e)<br \/>\n     *   ]<br \/>\n     * }<br \/>\n     *<br \/>\n     * \u538b\u7f29\u540e&#xff08;\u7ea6 120 tokens&#xff09;&#xff1a;<br \/>\n     * {<br \/>\n     *   &#034;period&#034;: &#034;2026-08-01 ~ 2026-08-27&#034;,<br \/>\n     *   &#034;average&#034;: 8500.0,<br \/>\n     *   &#034;peak&#034;: 9200.0,<br \/>\n     *   &#034;trend&#034;: &#034;\u4e0a\u5347&#034;,<br \/>\n     *   &#034;changeRate&#034;: &#034;&#043;12.5%&#034;,<br \/>\n     *   &#034;anomalyDays&#034;: [&#034;08-15&#034;, &#034;08-22&#034;]<br \/>\n     * }<br \/>\n     *\/<\/span><br \/>\n    <span class=\"token keyword\">public<\/span> <span class=\"token class-name\">String<\/span> <span class=\"token function\">compressTrendResult<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">TrendAnalysis<\/span> raw<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token class-name\">String<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">format<\/span><span class=\"token punctuation\">(<\/span><span class=\"token triple-quoted-string string\">&#034;&#034;&#034;<br \/>\n            {<br \/>\n              &#034;period&#034;: &#034;%s ~ %s&#034;,<br \/>\n              &#034;average&#034;: %.1f,<br \/>\n              &#034;peak&#034;: %.1f,<br \/>\n              &#034;min&#034;: %.1f,<br \/>\n              &#034;trend&#034;: &#034;%s&#034;,<br \/>\n              &#034;changeRate&#034;: &#034;%s&#034;,<br \/>\n              &#034;anomalyDays&#034;: %s,<br \/>\n              &#034;dataPoints&#034;: %d<br \/>\n            }<br \/>\n            &#034;&#034;&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            raw<span class=\"token punctuation\">.<\/span><span class=\"token function\">getStartDate<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> raw<span class=\"token punctuation\">.<\/span><span class=\"token function\">getEndDate<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            raw<span class=\"token punctuation\">.<\/span><span class=\"token function\">getAverage<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> raw<span class=\"token punctuation\">.<\/span><span class=\"token function\">getPeak<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> raw<span class=\"token punctuation\">.<\/span><span class=\"token function\">getMin<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            raw<span class=\"token punctuation\">.<\/span><span class=\"token function\">getTrend<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> raw<span class=\"token punctuation\">.<\/span><span class=\"token function\">getChangeRate<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            raw<span class=\"token punctuation\">.<\/span><span class=\"token function\">getAnomalyDays<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            raw<span class=\"token punctuation\">.<\/span><span class=\"token function\">getDailyData<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">size<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <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<h4>6.2 \u6a21\u578b\u8def\u7531&#xff1a;\u6309\u4efb\u52a1\u590d\u6742\u5ea6\u9009\u6a21\u578b<\/h4>\n<p>\u4e0d\u662f\u6bcf\u4e2a\u6b65\u9aa4\u90fd\u9700\u8981\u6700\u8d35\u7684\u6a21\u578b\u3002\u4e00\u4e2a\u7b80\u5355\u7684\u610f\u56fe\u5206\u7c7b\u7528 GPT-4o \u662f\u6d6a\u8d39&#xff0c;GPT-4o-mini \u5c31\u8db3\u591f\u4e86\u3002<\/p>\n<p><span class=\"token comment\">\/**<br \/>\n * \u667a\u80fd\u6a21\u578b\u8def\u7531\u5668<br \/>\n *<br \/>\n * \u6839\u636e\u4efb\u52a1\u590d\u6742\u5ea6\u81ea\u52a8\u9009\u62e9\u5408\u9002\u7684\u6a21\u578b&#xff1a;<br \/>\n * &#8211; \u7b80\u5355\u4efb\u52a1&#xff08;\u610f\u56fe\u5206\u7c7b\u3001\u6458\u8981\u3001\u63d0\u53d6&#xff09;\u2192 \u5c0f\u6a21\u578b&#xff08;\u4f4e\u6210\u672c&#xff09;<br \/>\n * &#8211; \u4e2d\u7b49\u4efb\u52a1&#xff08;\u5355\u6b65\u5de5\u5177\u8c03\u7528\u3001\u6570\u636e\u67e5\u8be2&#xff09;\u2192 \u4e2d\u6a21\u578b<br \/>\n * &#8211; \u590d\u6742\u4efb\u52a1&#xff08;\u591a\u6b65\u63a8\u7406\u3001\u590d\u5408\u5206\u6790&#xff09;\u2192 \u5927\u6a21\u578b<br \/>\n *<br \/>\n * \u5b9e\u6d4b\u6548\u679c&#xff1a;\u603b\u6210\u672c\u964d\u4f4e 40%~60%&#xff0c;\u8d28\u91cf\u635f\u5931 &lt; 3%<br \/>\n *\/<\/span><br \/>\n<span class=\"token annotation punctuation\">&#064;Component<\/span><br \/>\n<span class=\"token keyword\">public<\/span> <span class=\"token keyword\">class<\/span> <span class=\"token class-name\">ModelRouter<\/span> <span class=\"token punctuation\">{<\/span><\/p>\n<p>    <span class=\"token keyword\">private<\/span> <span class=\"token keyword\">final<\/span> <span class=\"token class-name\">ChatLanguageModel<\/span> smallModel<span class=\"token punctuation\">;<\/span>   <span class=\"token comment\">\/\/ gpt-4o-mini<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token keyword\">final<\/span> <span class=\"token class-name\">ChatLanguageModel<\/span> mediumModel<span class=\"token punctuation\">;<\/span>  <span class=\"token comment\">\/\/ gpt-4o<\/span><br \/>\n    <span class=\"token keyword\">private<\/span> <span class=\"token keyword\">final<\/span> <span class=\"token class-name\">ChatLanguageModel<\/span> largeModel<span class=\"token punctuation\">;<\/span>   <span class=\"token comment\">\/\/ gpt-4o (\u9ad8 token \u914d\u7f6e)<\/span><\/p>\n<p>    <span class=\"token comment\">\/**<br \/>\n     * \u6839\u636e\u4efb\u52a1\u7c7b\u578b\u9009\u62e9\u6a21\u578b<br \/>\n     *\/<\/span><br \/>\n    <span class=\"token keyword\">public<\/span> <span class=\"token class-name\">ChatLanguageModel<\/span> <span class=\"token function\">route<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">TaskType<\/span> taskType<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token keyword\">switch<\/span> <span class=\"token punctuation\">(<\/span>taskType<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n            <span class=\"token comment\">\/\/ \u7b80\u5355\u4efb\u52a1&#xff1a;\u7528\u5c0f\u6a21\u578b<\/span><br \/>\n            <span class=\"token keyword\">case<\/span> <span class=\"token constant\">INTENT_CLASSIFICATION<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                 <span class=\"token constant\">CONVERSATION_SUMMARY<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                 <span class=\"token constant\">USER_PROFILE_EXTRACTION<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                 <span class=\"token constant\">ANSWER_JUDGMENT<\/span> <span class=\"token operator\">-&gt;<\/span><br \/>\n                smallModel<span class=\"token punctuation\">;<\/span><\/p>\n<p>            <span class=\"token comment\">\/\/ \u4e2d\u7b49\u4efb\u52a1&#xff1a;\u7528\u4e2d\u6a21\u578b<\/span><br \/>\n            <span class=\"token keyword\">case<\/span> <span class=\"token constant\">SINGLE_TOOL_CALL<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                 <span class=\"token constant\">DATA_QUERY<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                 <span class=\"token constant\">ALERT_ROUTING<\/span> <span class=\"token operator\">-&gt;<\/span><br \/>\n                mediumModel<span class=\"token punctuation\">;<\/span><\/p>\n<p>            <span class=\"token comment\">\/\/ \u590d\u6742\u4efb\u52a1&#xff1a;\u7528\u5927\u6a21\u578b<\/span><br \/>\n            <span class=\"token keyword\">case<\/span> <span class=\"token constant\">MULTI_STEP_REASONING<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                 <span class=\"token constant\">COMPOSITE_ANALYSIS<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                 <span class=\"token constant\">REPORT_GENERATION<\/span> <span class=\"token operator\">-&gt;<\/span><br \/>\n                largeModel<span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><\/p>\n<p>    <span class=\"token comment\">\/**<br \/>\n     * \u81ea\u52a8\u5224\u65ad\u4efb\u52a1\u590d\u6742\u5ea6<br \/>\n     *<br \/>\n     * \u5224\u65ad\u4f9d\u636e&#xff08;\u89c4\u5219\u5f15\u64ce&#xff0c;\u65e0\u9700 LLM&#xff09;&#xff1a;<br \/>\n     * &#8211; \u7528\u6237\u6d88\u606f\u957f\u5ea6 &gt; 200 \u5b57 \u2192 \u53ef\u80fd\u590d\u6742<br \/>\n     * &#8211; \u5305\u542b\u591a\u4e2a\u6761\u4ef6\/\u52a8\u4f5c\u5173\u952e\u8bcd \u2192 \u590d\u5408\u4efb\u52a1<br \/>\n     * &#8211; \u5386\u53f2\u5bf9\u8bdd\u8f6e\u6b21 &gt; 10 \u2192 \u4e0a\u4e0b\u6587\u590d\u6742<br \/>\n     *\/<\/span><br \/>\n    <span class=\"token keyword\">public<\/span> <span class=\"token class-name\">TaskType<\/span> <span class=\"token function\">autoDetectComplexity<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">String<\/span> userMessage<span class=\"token punctuation\">,<\/span><br \/>\n                                         <span class=\"token keyword\">int<\/span> conversationTurns<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token comment\">\/\/ \u590d\u5408\u5173\u952e\u8bcd\u68c0\u6d4b<\/span><br \/>\n        <span class=\"token keyword\">boolean<\/span> hasCondition <span class=\"token operator\">&#061;<\/span> userMessage<span class=\"token punctuation\">.<\/span><span class=\"token function\">contains<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u5982\u679c&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token operator\">||<\/span> userMessage<span class=\"token punctuation\">.<\/span><span class=\"token function\">contains<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u82e5&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token operator\">||<\/span> userMessage<span class=\"token punctuation\">.<\/span><span class=\"token function\">contains<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u5f53&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token keyword\">boolean<\/span> hasMultipleActions <span class=\"token operator\">&#061;<\/span> <span class=\"token function\">countActions<\/span><span class=\"token punctuation\">(<\/span>userMessage<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&gt;<\/span> <span class=\"token number\">1<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>        <span class=\"token keyword\">if<\/span> <span class=\"token punctuation\">(<\/span>hasCondition <span class=\"token operator\">&amp;&amp;<\/span> hasMultipleActions<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n            <span class=\"token keyword\">return<\/span> <span class=\"token class-name\">TaskType<\/span><span class=\"token punctuation\">.<\/span><span class=\"token constant\">COMPOSITE_ANALYSIS<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token punctuation\">}<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> <span class=\"token punctuation\">(<\/span>hasMultipleActions <span class=\"token operator\">||<\/span> conversationTurns <span class=\"token operator\">&gt;<\/span> <span class=\"token number\">10<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n            <span class=\"token keyword\">return<\/span> <span class=\"token class-name\">TaskType<\/span><span class=\"token punctuation\">.<\/span><span class=\"token constant\">MULTI_STEP_REASONING<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token punctuation\">}<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> <span class=\"token punctuation\">(<\/span>userMessage<span class=\"token punctuation\">.<\/span><span class=\"token function\">contains<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u62a5\u544a&#034;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">||<\/span> userMessage<span class=\"token punctuation\">.<\/span><span class=\"token function\">contains<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u5206\u6790&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n            <span class=\"token keyword\">return<\/span> <span class=\"token class-name\">TaskType<\/span><span class=\"token punctuation\">.<\/span><span class=\"token constant\">REPORT_GENERATION<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token punctuation\">}<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token class-name\">TaskType<\/span><span class=\"token punctuation\">.<\/span><span class=\"token constant\">SINGLE_TOOL_CALL<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<h4>6.3 Prompt \u7f13\u5b58&#xff1a;\u51cf\u5c11\u91cd\u590d\u8ba1\u7b97<\/h4>\n<p>\u5728 Agent \u573a\u666f\u4e2d&#xff0c;System Prompt \u901a\u5e38\u5f88\u957f&#xff08;\u5305\u542b\u89d2\u8272\u5b9a\u4e49\u3001\u5de5\u5177\u63cf\u8ff0\u3001\u7528\u6237\u753b\u50cf&#xff09;&#xff0c;\u800c\u4e14\u5728\u540c\u4e00\u4f1a\u8bdd\u4e2d\u51e0\u4e4e\u4e0d\u53d8\u3002Prompt \u7f13\u5b58\u53ef\u4ee5\u8ba9\u8fd9\u90e8\u5206 Token \u201c\u53ea\u8ba1\u8d39\u4e00\u6b21\u201d\u3002<\/p>\n<p><span class=\"token comment\">\/**<br \/>\n * Prompt \u7f13\u5b58\u7b56\u7565<br \/>\n *<br \/>\n * \u539f\u7406&#xff08;\u4ee5 OpenAI \u4e3a\u4f8b&#xff09;&#xff1a;<br \/>\n * OpenAI API \u652f\u6301 Prompt Caching&#xff0c;\u5f53\u8bf7\u6c42\u7684\u524d\u7f00\u4e0e\u4e4b\u524d\u7684\u8bf7\u6c42<br \/>\n * \u5b8c\u5168\u5339\u914d\u65f6&#xff0c;\u7f13\u5b58\u90e8\u5206\u7684 Token \u53ea\u6536\u53d6 50% \u7684\u4ef7\u683c\u3002<br \/>\n *<br \/>\n * \u5173\u952e\u8981\u6c42&#xff1a;<br \/>\n * &#8211; \u7f13\u5b58\u547d\u4e2d\u7684\u524d\u63d0\u662f&#034;\u524d\u7f00\u5b8c\u5168\u4e00\u81f4&#034;&#xff08;\u5b57\u7b26\u7ea7\u522b&#xff09;<br \/>\n * &#8211; \u56e0\u6b64\u5fc5\u987b\u5c06\u4e0d\u53d8\u5185\u5bb9\u653e\u524d\u9762&#xff0c;\u53d8\u5316\u5185\u5bb9\u653e\u540e\u9762<br \/>\n *<br \/>\n * Prompt \u7ed3\u6784\u4f18\u5316&#xff1a;<br \/>\n * \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510<br \/>\n * \u2502 [\u56fa\u5b9a] \u89d2\u8272\u5b9a\u4e49 &#043; \u5de5\u5177\u63cf\u8ff0   \u2502 \u2190 \u59cb\u7ec8\u4e00\u81f4&#xff0c;\u7f13\u5b58\u547d\u4e2d<br \/>\n * \u2502 [\u534a\u56fa\u5b9a] \u7528\u6237\u753b\u50cf            \u2502 \u2190 \u4f1a\u8bdd\u5185\u4e00\u81f4<br \/>\n * \u2502 [\u53d8\u5316] RAG \u68c0\u7d22\u7ed3\u679c          \u2502 \u2190 \u6bcf\u8f6e\u53ef\u80fd\u4e0d\u540c<br \/>\n * \u2502 [\u53d8\u5316] \u5bf9\u8bdd\u5386\u53f2              \u2502 \u2190 \u6bcf\u8f6e\u589e\u957f<br \/>\n * \u2502 [\u53d8\u5316] \u5f53\u524d\u7528\u6237\u8f93\u5165          \u2502 \u2190 \u6bcf\u8f6e\u4e0d\u540c<br \/>\n * \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518<br \/>\n *\/<\/span><br \/>\n<span class=\"token keyword\">public<\/span> <span class=\"token keyword\">class<\/span> <span class=\"token class-name\">PromptCacheOptimizer<\/span> <span class=\"token punctuation\">{<\/span><\/p>\n<p>    <span class=\"token comment\">\/**<br \/>\n     * \u6784\u5efa\u7f13\u5b58\u53cb\u597d\u7684 Prompt \u7ed3\u6784<br \/>\n     *<br \/>\n     * \u6838\u5fc3\u539f\u5219&#xff1a;\u4e0d\u53d8\u5185\u5bb9\u5728\u524d&#xff0c;\u53d8\u5316\u5185\u5bb9\u5728\u540e<br \/>\n     *\/<\/span><br \/>\n    <span class=\"token keyword\">public<\/span> <span class=\"token class-name\">List<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">ChatMessage<\/span><span class=\"token punctuation\">&gt;<\/span><\/span> <span class=\"token function\">buildCacheOptimizedPrompt<\/span><span class=\"token punctuation\">(<\/span><br \/>\n            <span class=\"token class-name\">String<\/span> systemBase<span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token class-name\">String<\/span> userProfile<span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token class-name\">List<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">TextSegment<\/span><span class=\"token punctuation\">&gt;<\/span><\/span> ragResults<span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token class-name\">List<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">ChatMessage<\/span><span class=\"token punctuation\">&gt;<\/span><\/span> history<span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token class-name\">String<\/span> currentInput<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><\/p>\n<p>        <span class=\"token class-name\">StringBuilder<\/span> systemPrompt <span class=\"token operator\">&#061;<\/span> <span class=\"token keyword\">new<\/span> <span class=\"token class-name\">StringBuilder<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>        <span class=\"token comment\">\/\/ \u7b2c\u4e00\u6bb5&#xff1a;\u56fa\u5b9a\u5185\u5bb9&#xff08;\u7f13\u5b58\u547d\u4e2d\u7387\u6700\u9ad8&#xff09;<\/span><br \/>\n        systemPrompt<span class=\"token punctuation\">.<\/span><span class=\"token function\">append<\/span><span class=\"token punctuation\">(<\/span>systemBase<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>        <span class=\"token comment\">\/\/ \u7b2c\u4e8c\u6bb5&#xff1a;\u7528\u6237\u753b\u50cf&#xff08;\u4f1a\u8bdd\u5185\u7a33\u5b9a&#xff09;<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> <span class=\"token punctuation\">(<\/span>userProfile <span class=\"token operator\">!&#061;<\/span> <span class=\"token keyword\">null<\/span> <span class=\"token operator\">&amp;&amp;<\/span> <span class=\"token operator\">!<\/span>userProfile<span class=\"token punctuation\">.<\/span><span class=\"token function\">isEmpty<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n            systemPrompt<span class=\"token punctuation\">.<\/span><span class=\"token function\">append<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\\\\n\\\\n&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">append<\/span><span class=\"token punctuation\">(<\/span>userProfile<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token punctuation\">}<\/span><\/p>\n<p>        <span class=\"token comment\">\/\/ \u7b2c\u4e09\u6bb5&#xff1a;RAG \u7ed3\u679c&#xff08;\u6bcf\u8f6e\u53ef\u80fd\u53d8\u5316&#xff09;<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> <span class=\"token punctuation\">(<\/span>ragResults <span class=\"token operator\">!&#061;<\/span> <span class=\"token keyword\">null<\/span> <span class=\"token operator\">&amp;&amp;<\/span> <span class=\"token operator\">!<\/span>ragResults<span class=\"token punctuation\">.<\/span><span class=\"token function\">isEmpty<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n            systemPrompt<span class=\"token punctuation\">.<\/span><span class=\"token function\">append<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\\\\n\\\\n\u76f8\u5173\u53c2\u8003\u4fe1\u606f:\\\\n&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n            ragResults<span class=\"token punctuation\">.<\/span><span class=\"token function\">forEach<\/span><span class=\"token punctuation\">(<\/span>r <span class=\"token operator\">-&gt;<\/span><br \/>\n                systemPrompt<span class=\"token punctuation\">.<\/span><span class=\"token function\">append<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;- &#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">append<\/span><span class=\"token punctuation\">(<\/span>r<span class=\"token punctuation\">.<\/span><span class=\"token function\">text<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">append<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\\\\n&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        <span class=\"token punctuation\">}<\/span><\/p>\n<p>        <span class=\"token class-name\">List<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">ChatMessage<\/span><span class=\"token punctuation\">&gt;<\/span><\/span> messages <span class=\"token operator\">&#061;<\/span> <span class=\"token keyword\">new<\/span> <span class=\"token class-name\">ArrayList<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token punctuation\">&gt;<\/span><\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        messages<span class=\"token punctuation\">.<\/span><span class=\"token function\">add<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">SystemMessage<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">from<\/span><span class=\"token punctuation\">(<\/span>systemPrompt<span class=\"token punctuation\">.<\/span><span class=\"token function\">toString<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        messages<span class=\"token punctuation\">.<\/span><span class=\"token function\">addAll<\/span><span class=\"token punctuation\">(<\/span>history<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n        messages<span class=\"token punctuation\">.<\/span><span class=\"token function\">add<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">UserMessage<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">from<\/span><span class=\"token punctuation\">(<\/span>currentInput<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>        <span class=\"token keyword\">return<\/span> messages<span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<hr \/>\n<h3>\u4e03\u3001\u76d1\u63a7\u770b\u677f\u8bbe\u8ba1\u5efa\u8bae<\/h3>\n<p>\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510<br \/>\n\u2502                   Agent \u8fd0\u8425\u76d1\u63a7\u770b\u677f                         \u2502<br \/>\n\u2502                                                             \u2502<br \/>\n\u2502  \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510  \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510              \u2502<br \/>\n\u2502  \u2502 \u4eca\u65e5\u5bf9\u8bdd\u6570: 1,234  \u2502  \u2502 \u4eca\u65e5\u6210\u672c: $23.45  \u2502              \u2502<br \/>\n\u2502  \u2502 (\u8f83\u6628\u65e5 &#043;12%)     \u2502  \u2502 (\u8f83\u6628\u65e5 &#043;8%)      \u2502              \u2502<br \/>\n\u2502  \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518  \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518              \u2502<br \/>\n\u2502                                                             \u2502<br \/>\n\u2502  \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510  \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510              \u2502<br \/>\n\u2502  \u2502 P95\u5ef6\u8fdf: 8.2s     \u2502  \u2502 \u9519\u8bef\u7387: 2.1%      \u2502              \u2502<br \/>\n\u2502  \u2502 (\u6b63\u5e38)            \u2502  \u2502 (\u6b63\u5e38)            \u2502              \u2502<br \/>\n\u2502  \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518  \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518              \u2502<br \/>\n\u2502                                                             \u2502<br \/>\n\u2502  \u250c\u2500\u2500\u2500 \u6210\u672c\u8d8b\u52bf&#xff08;7\u5929&#xff09;\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510   \u2502<br \/>\n\u2502  \u2502         \u2571\u2572                                          \u2502   \u2502<br \/>\n\u2502  \u2502   \u2571\u2572  \u2571    \u2572  \u2571\u2572                                   \u2502   \u2502<br \/>\n\u2502  \u2502 \u2571    \u2572\u2571      \u2572\u2571  \u2572\u2500\u2500                               \u2502   \u2502<br \/>\n\u2502  \u2502 Mon Tue Wed Thu Fri Sat Sun                         \u2502   \u2502<br \/>\n\u2502  \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518   \u2502<br \/>\n\u2502                                                             \u2502<br \/>\n\u2502  \u250c\u2500\u2500\u2500 \u5de5\u5177\u8c03\u7528 Top 5 \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u250c\u2500\u2500\u2500 \u6210\u672c\u5206\u5e03 \u2500\u2500\u2500\u2500\u2500\u2500\u2510    \u2502<br \/>\n\u2502  \u2502 1. query_energy_trend: 456  \u2502 \u2502 LLM:    82%      \u2502    \u2502<br \/>\n\u2502  \u2502 2. query_realtime:    312  \u2502 \u2502 RAG:    12%      \u2502    \u2502<br \/>\n\u2502  \u2502 3. send_alert:        89   \u2502 \u2502 \u8bb0\u5fc6\u68c0\u7d22: 6%      \u2502    \u2502<br \/>\n\u2502  \u2502 4. generate_report:   45   \u2502 \u2502                   \u2502    \u2502<br \/>\n\u2502  \u2502 5. create_ticket:     23   \u2502 \u2502                   \u2502    \u2502<br \/>\n\u2502  \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518    \u2502<br \/>\n\u2502                                                             \u2502<br \/>\n\u2502  \u250c\u2500\u2500\u2500 \u6700\u8fd1\u544a\u8b66 \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510  \u2502<br \/>\n\u2502  \u2502 [WARNING] 10:32 \u5355\u6b21\u67e5\u8be2\u6210\u672c $0.12 &gt; $0.05           \u2502  \u2502<br \/>\n\u2502  \u2502 [INFO]    09:15 P95\u5ef6\u8fdf 12.3s \u63a5\u8fd1\u9608\u503c               \u2502  \u2502<br \/>\n\u2502  \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518  \u2502<br \/>\n\u2502                                                             \u2502<br \/>\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u7cfb\u5217\u7b2c\u4e94\u7bc7&#xff1a;Agent \u53ef\u89c2\u6d4b\u6027\u4e0e\u6210\u672c\u4f18\u5316\u2014\u2014\u4ece\\&#8221;\u80fd\u8dd1\\&#8221;\u5230\\&#8221;\u597d\u7ba1\\&#8221;<br \/>\n\u524d\u8a00\u4f60\u7684 Agent \u4e0a\u7ebf\u4e86&#xff0c;\u8bc4\u4f30\u901a\u8fc7\u4e86&#xff0c;\u8bb0\u5fc6\u4e5f\u6709\u4e86\u3002\u4f46\u8fd0\u7ef4\u56e2\u961f\u5f88\u5feb\u5c31\u4f1a\u53d1\u73b0\u4e00\u7cfb\u5217\u68d8\u624b\u95ee\u9898&#xff1a;<br \/>\n\u67d0\u6b21\u8bf7\u6c42\u4e3a\u4ec0\u4e48\u8017\u65f6 25 \u79d2&#xff1f;\u5361\u5728\u54ea\u4e00\u6b65\u4e86&#xff1f;\u8fd9\u4e2a\u6708 Token \u8d39\u7528\u4e3a\u4ec0\u4e48\u7a81\u7136\u7ffb\u500d&#xff1f;\u7528\u6237\u6295\u8bc9 Agent \u56de\u7b54\u9519\u4e86&#xff0c;\u600e\u4e48\u590d\u73b0\u548c\u5b9a\u4f4d&#xff1f;\u67d0\u4e2a\u5de5\u5177\u7684\u8c03\u7528\u9891\u7387\u4e3a\u4ec0\u4e48\u5f02\u5e38\u9ad8&#xff1f;<br \/>\n\u8fd9\u4e9b\u95ee\u9898\u7684\u672c<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[722,187,190],"topic":[],"class_list":["post-98169","post","type-post","status-publish","format-standard","hentry","category-server","tag-ecmascript","tag-javascript","tag-190"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u4e94\uff1aAgent \u53ef\u89c2\u6d4b\u6027\u4e0e\u6210\u672c\u4f18\u5316\u2014\u2014\u4ece\u201c\u80fd\u8dd1\u201c\u5230\u201c\u597d\u7ba1\u201c - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/98169.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u4e94\uff1aAgent \u53ef\u89c2\u6d4b\u6027\u4e0e\u6210\u672c\u4f18\u5316\u2014\u2014\u4ece\u201c\u80fd\u8dd1\u201c\u5230\u201c\u597d\u7ba1\u201c - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"\u7cfb\u5217\u7b2c\u4e94\u7bc7&#xff1a;Agent \u53ef\u89c2\u6d4b\u6027\u4e0e\u6210\u672c\u4f18\u5316\u2014\u2014\u4ece&quot;\u80fd\u8dd1&quot;\u5230&quot;\u597d\u7ba1&quot; \u524d\u8a00\u4f60\u7684 Agent \u4e0a\u7ebf\u4e86&#xff0c;\u8bc4\u4f30\u901a\u8fc7\u4e86&#xff0c;\u8bb0\u5fc6\u4e5f\u6709\u4e86\u3002\u4f46\u8fd0\u7ef4\u56e2\u961f\u5f88\u5feb\u5c31\u4f1a\u53d1\u73b0\u4e00\u7cfb\u5217\u68d8\u624b\u95ee\u9898&#xff1a; \u67d0\u6b21\u8bf7\u6c42\u4e3a\u4ec0\u4e48\u8017\u65f6 25 \u79d2&#xff1f;\u5361\u5728\u54ea\u4e00\u6b65\u4e86&#xff1f;\u8fd9\u4e2a\u6708 Token \u8d39\u7528\u4e3a\u4ec0\u4e48\u7a81\u7136\u7ffb\u500d&#xff1f;\u7528\u6237\u6295\u8bc9 Agent \u56de\u7b54\u9519\u4e86&#xff0c;\u600e\u4e48\u590d\u73b0\u548c\u5b9a\u4f4d&#xff1f;\u67d0\u4e2a\u5de5\u5177\u7684\u8c03\u7528\u9891\u7387\u4e3a\u4ec0\u4e48\u5f02\u5e38\u9ad8&#xff1f; \u8fd9\u4e9b\u95ee\u9898\u7684\u672c\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.wsisp.com\/helps\/98169.html\" \/>\n<meta property=\"og:site_name\" content=\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"article:published_time\" content=\"2026-08-31T02:48:49+00:00\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"9 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/98169.html\",\"url\":\"https:\/\/www.wsisp.com\/helps\/98169.html\",\"name\":\"\u4e94\uff1aAgent \u53ef\u89c2\u6d4b\u6027\u4e0e\u6210\u672c\u4f18\u5316\u2014\u2014\u4ece\u201c\u80fd\u8dd1\u201c\u5230\u201c\u597d\u7ba1\u201c - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"isPartOf\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\"},\"datePublished\":\"2026-08-31T02:48:49+00:00\",\"dateModified\":\"2026-08-31T02:48:49+00:00\",\"author\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/98169.html#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.wsisp.com\/helps\/98169.html\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/98169.html#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/www.wsisp.com\/helps\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u4e94\uff1aAgent \u53ef\u89c2\u6d4b\u6027\u4e0e\u6210\u672c\u4f18\u5316\u2014\u2014\u4ece\u201c\u80fd\u8dd1\u201c\u5230\u201c\u597d\u7ba1\u201c\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\",\"url\":\"https:\/\/www.wsisp.com\/helps\/\",\"name\":\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"description\":\"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\",\"name\":\"admin\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"contentUrl\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"caption\":\"admin\"},\"sameAs\":[\"http:\/\/wp.wsisp.com\"],\"url\":\"https:\/\/www.wsisp.com\/helps\/author\/admin\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u4e94\uff1aAgent \u53ef\u89c2\u6d4b\u6027\u4e0e\u6210\u672c\u4f18\u5316\u2014\u2014\u4ece\u201c\u80fd\u8dd1\u201c\u5230\u201c\u597d\u7ba1\u201c - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.wsisp.com\/helps\/98169.html","og_locale":"zh_CN","og_type":"article","og_title":"\u4e94\uff1aAgent \u53ef\u89c2\u6d4b\u6027\u4e0e\u6210\u672c\u4f18\u5316\u2014\u2014\u4ece\u201c\u80fd\u8dd1\u201c\u5230\u201c\u597d\u7ba1\u201c - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","og_description":"\u7cfb\u5217\u7b2c\u4e94\u7bc7&#xff1a;Agent \u53ef\u89c2\u6d4b\u6027\u4e0e\u6210\u672c\u4f18\u5316\u2014\u2014\u4ece\"\u80fd\u8dd1\"\u5230\"\u597d\u7ba1\" \u524d\u8a00\u4f60\u7684 Agent \u4e0a\u7ebf\u4e86&#xff0c;\u8bc4\u4f30\u901a\u8fc7\u4e86&#xff0c;\u8bb0\u5fc6\u4e5f\u6709\u4e86\u3002\u4f46\u8fd0\u7ef4\u56e2\u961f\u5f88\u5feb\u5c31\u4f1a\u53d1\u73b0\u4e00\u7cfb\u5217\u68d8\u624b\u95ee\u9898&#xff1a; \u67d0\u6b21\u8bf7\u6c42\u4e3a\u4ec0\u4e48\u8017\u65f6 25 \u79d2&#xff1f;\u5361\u5728\u54ea\u4e00\u6b65\u4e86&#xff1f;\u8fd9\u4e2a\u6708 Token \u8d39\u7528\u4e3a\u4ec0\u4e48\u7a81\u7136\u7ffb\u500d&#xff1f;\u7528\u6237\u6295\u8bc9 Agent \u56de\u7b54\u9519\u4e86&#xff0c;\u600e\u4e48\u590d\u73b0\u548c\u5b9a\u4f4d&#xff1f;\u67d0\u4e2a\u5de5\u5177\u7684\u8c03\u7528\u9891\u7387\u4e3a\u4ec0\u4e48\u5f02\u5e38\u9ad8&#xff1f; \u8fd9\u4e9b\u95ee\u9898\u7684\u672c","og_url":"https:\/\/www.wsisp.com\/helps\/98169.html","og_site_name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","article_published_time":"2026-08-31T02:48:49+00:00","author":"admin","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"admin","\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4":"9 \u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.wsisp.com\/helps\/98169.html","url":"https:\/\/www.wsisp.com\/helps\/98169.html","name":"\u4e94\uff1aAgent \u53ef\u89c2\u6d4b\u6027\u4e0e\u6210\u672c\u4f18\u5316\u2014\u2014\u4ece\u201c\u80fd\u8dd1\u201c\u5230\u201c\u597d\u7ba1\u201c - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","isPartOf":{"@id":"https:\/\/www.wsisp.com\/helps\/#website"},"datePublished":"2026-08-31T02:48:49+00:00","dateModified":"2026-08-31T02:48:49+00:00","author":{"@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41"},"breadcrumb":{"@id":"https:\/\/www.wsisp.com\/helps\/98169.html#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.wsisp.com\/helps\/98169.html"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.wsisp.com\/helps\/98169.html#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/www.wsisp.com\/helps"},{"@type":"ListItem","position":2,"name":"\u4e94\uff1aAgent \u53ef\u89c2\u6d4b\u6027\u4e0e\u6210\u672c\u4f18\u5316\u2014\u2014\u4ece\u201c\u80fd\u8dd1\u201c\u5230\u201c\u597d\u7ba1\u201c"}]},{"@type":"WebSite","@id":"https:\/\/www.wsisp.com\/helps\/#website","url":"https:\/\/www.wsisp.com\/helps\/","name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","description":"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41","name":"admin","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/","url":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","contentUrl":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","caption":"admin"},"sameAs":["http:\/\/wp.wsisp.com"],"url":"https:\/\/www.wsisp.com\/helps\/author\/admin"}]}},"_links":{"self":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/98169","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/comments?post=98169"}],"version-history":[{"count":0,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/98169\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media?parent=98169"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/categories?post=98169"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/tags?post=98169"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/topic?post=98169"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}