{"id":10021386,"date":"2026-06-08T16:31:53","date_gmt":"2026-06-08T08:31:53","guid":{"rendered":"https:\/\/itmax.cn\/?p=10021386"},"modified":"2026-06-08T16:31:53","modified_gmt":"2026-06-08T08:31:53","slug":"%e7%94%a8-llm-agent-%e9%87%8d%e6%9e%84%e5%91%8a%e8%ad%a6%e6%8e%92%e6%9f%a5%e6%b5%81%e7%a8%8b%ef%bd%9c%e5%be%97%e7%89%a9%e6%8a%80%e6%9c%af","status":"publish","type":"post","link":"https:\/\/itmax.cn\/?p=10021386","title":{"rendered":"\u7528 LLM Agent \u91cd\u6784\u544a\u8b66\u6392\u67e5\u6d41\u7a0b\uff5c\u5f97\u7269\u6280\u672f"},"content":{"rendered":"<h2>\u4e00\u3001\u5f15\u8a00<\/h2>\n<p>\u544a\u8b66\u6765\u4e86\uff0c\u7b2c\u4e00\u53cd\u5e94\u662f\u6253\u5f00\u65e5\u5fd7\u5e73\u53f0\u641c\u5173\u952e\u8bcd\uff0c\u5207\u5230 APM \u770b\u76d1\u63a7\u66f2\u7ebf\uff0c\u518d\u53bb\u94fe\u8def\u8ffd\u8e2a\u7cfb\u7edf\u627e trace \u8be6\u60c5\u3002\u4e09\u4e2a\u5e73\u53f0\u6765\u56de\u5207\u6362\uff0c\u6700\u540e\u53d1\u73b0\u53ea\u662f\u4e0a\u6e38 GC \u6296\u52a8\u5bfc\u81f4\u7684\u77ac\u95f4\u8d85\u65f6\uff0c\u4e00\u5206\u949f\u540e\u5c31\u81ea\u6108\u4e86\u3002\u8fd9\u7c7b\u544a\u8b66\u6392\u67e5\u901a\u5e38\u9700\u8981 10\uff5e30 \u5206\u949f\uff0c\u4e3b\u8981\u8017\u65f6\u4e0d\u5728\u5206\u6790\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u9891\u7e41\u767b\u5f55\u4e0d\u540c\u5e73\u53f0\u3001\u62fc\u51d1\u5206\u6563\u7684\u6570\u636e\u3002\u6b64\u5916\uff0c\u6392\u67e5\u6548\u7387\u9ad8\u5ea6\u4f9d\u8d56\u4e2a\u4eba\u7ecf\u9a8c\uff0c\u65b0\u4eba\u9762\u5bf9\u544a\u8b66\u5f80\u5f80\u4e0d\u77e5\u9053\u8be5\u5148\u770b\u4ec0\u4e48\u3002\u4e8e\u662f\u6211\u4eec\u505a\u4e86 Troubleshooter\u2014\u2014\u7528 LLM Agent \u81ea\u52a8\u5b8c\u6210\u544a\u8b66\u7684\u6570\u636e\u91c7\u96c6\u3001\u6839\u56e0\u5206\u6790\u548c\u5904\u7f6e\u5efa\u8bae\u751f\u6210\u3002\u4e0a\u7ebf\u540e\uff0c\u4e2d\u4f4d\u6570\u6392\u67e5\u8017\u65f6\u4ece 20 \u5206\u949f\u5de6\u53f3\u964d\u5230 4.4 \u5206\u949f\uff0c\u8986\u76d6\u4e86 11 \u4e2a\u670d\u52a1\u548c 10+ \u79cd\u544a\u8b66\u7c7b\u578b\u3002\u8fd9\u7bc7\u6587\u7ae0\u662f\u5bf9\u6280\u672f\u65b9\u6848\u7684\u8be6\u7ec6\u4ecb\u7ecd\u3002<\/p>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000047817206\" alt=\"\" title=\"\"><\/p>\n<h2>\u4e8c\u3001\u67b6\u6784\u8bbe\u8ba1<\/h2>\n<p>\u6574\u4f53\u91c7\u7528\u5206\u5c42\u8bbe\u8ba1\uff0c\u6838\u5fc3\u539f\u5219\u662f\u544a\u8b66\u63a5\u5165\u4e0e\u6392\u67e5\u6267\u884c\u89e3\u8026\u2014\u2014\u63a5\u5165\u5c42\u53ea\u8d1f\u8d23\u63a5\u6536\u548c\u6301\u4e45\u5316\uff0c\u6392\u67e5\u7531\u72ec\u7acb\u7684\u8c03\u5ea6\u5668\u5f02\u6b65\u89e6\u53d1\u3002<\/p>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000047817207\" alt=\"\" title=\"\" loading=\"lazy\"><\/p>\n<p>\u6280\u672f\u6808\uff1a<\/p>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000047817208\" alt=\"\" title=\"\" loading=\"lazy\"><\/p>\n<p>Agent \u6846\u67b6\u9009 Spring AI Alibaba \u800c\u4e0d\u662f\u81ea\u5efa ReAct \u5faa\u73af\uff0c\u4e3b\u8981\u662f\u7701\u4e8b\u2014\u2014\u6846\u67b6\u5df2\u5185\u7f6e\u63a8\u7406\u5faa\u73af\u3001\u5de5\u5177\u62e6\u622a\u5668\u3001\u6a21\u578b\u62e6\u622a\u5668\uff0c\u5f00\u7bb1\u53ef\u7528\u3002<\/p>\n<h2>\u4e09\u3001\u6838\u5fc3\u6d41\u7a0b<\/h2>\n<p>\u5b8c\u6574\u6392\u67e5\u94fe\u8def\uff1a<\/p>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000047817209\" alt=\"\" title=\"\" loading=\"lazy\"><\/p>\n<p>\u6838\u5fc3\u6b65\u9aa4\u8bf4\u660e\uff1a<\/p>\n<ul>\n<li>\u544a\u8b66\u63a5\u5165\uff1a\u63a5\u6536\u544a\u8b66\u6570\u636e\uff0c\u751f\u6210\u552f\u4e00\u4e8b\u4ef6 ID\uff1b<\/li>\n<li>\u6307\u7eb9\u751f\u6210\uff1a\u63d0\u53d6 5 \u7ef4\u5ea6\u7279\u5f81\uff08\u670d\u52a1\u540d\u3001\u544a\u8b66\u7c7b\u578b\u3001\u9519\u8bef\u6a21\u5f0f\u3001\u6307\u6807\u540d\u3001\u9519\u8bef\u6458\u8981\uff09\uff0c\u751f\u6210 32 \u4f4d MD5 \u6307\u7eb9\uff1b<\/li>\n<li>\u77e5\u8bc6\u5339\u914d\uff1a\u5728\u77e5\u8bc6\u5e93\u4e2d\u68c0\u7d22\u76f8\u4f3c\u8bb0\u5f55\uff0c\u5339\u914d\u6210\u529f\u5219\u76f4\u63a5\u590d\u7528\u5386\u53f2\u7ed3\u8bba\uff1b<\/li>\n<li>AI \u6392\u67e5\uff1aSupervisor Agent \u7f16\u6392\u6392\u67e5\uff0c\u6267\u884c ReAct \u63a8\u7406\u5faa\u73af\uff1b<\/li>\n<li>\u7ed3\u8bba\u9a8c\u6536\uff1a\u72ec\u7acb Validation Agent \u68c0\u67e5\u6839\u56e0\u660e\u786e\u6027\u548c\u5904\u7f6e\u5efa\u8bae\u5b8c\u6574\u6027\uff1b<\/li>\n<li>\u62a5\u544a\u63a8\u9001\uff1a\u751f\u6210 Markdown \u683c\u5f0f\u62a5\u544a\uff0c\u63a8\u9001\u5230\u98de\u4e66\u7fa4\u7ec4\uff1b<\/li>\n<li>\u77e5\u8bc6\u6c89\u6dc0\uff1a\u8fd0\u7ef4\u786e\u8ba4\u540e\u7684\u7ed3\u8bba\u5b58\u5165\u77e5\u8bc6\u5e93\u3002<\/li>\n<\/ul>\n<h2>\u56db\u3001AI \u6392\u67e5\u5f15\u64ce\uff1aReAct Agent \u5b9e\u6218<\/h2>\n<p>\u8fd9\u662f\u6574\u4e2a\u7cfb\u7edf\u6700\u6838\u5fc3\u7684\u90e8\u5206\u3002\u6211\u4eec\u4f7f\u7528\u4e86 Spring AI Alibaba \u7684 ReactAgent\uff0c\u5b83\u5b9e\u73b0\u4e86\u7ecf\u5178\u7684 ReAct\u63a8\u7406\u5faa\u73af\uff1a<\/p>\n<pre><code>LLM \u601d\u8003 \u2192 \u9009\u62e9\u5de5\u5177 \u2192 \u6267\u884c\u5de5\u5177 \u2192 \u89c2\u5bdf\u7ed3\u679c \u2192 \u7ee7\u7eed\u601d\u8003 \u2192 ... \u2192 \u8f93\u51fa\u7ed3\u8bba<\/code><\/pre>\n<h3>SupervisorAgent\uff1a\u4e0d\u662f\u7b80\u5355\u5730\u8c03 Prompt<\/h3>\n<p>\u5f88\u591a\u4eba\u4ee5\u4e3a\u300cAI \u6392\u67e5\u300d\u5c31\u662f\u6784\u9020\u4e00\u4e2a Prompt \u4e22\u7ed9\u5927\u6a21\u578b\u3002\u4f46\u5b9e\u9645\u4e2d\uff0cLLM \u65e0\u6cd5\u51ed\u7a7a\u77e5\u9053\u4f60\u7684\u670d\u52a1\u5f53\u524d QPS \u662f\u591a\u5c11\u3001\u9519\u8bef\u65e5\u5fd7\u91cc\u5199\u4e86\u4ec0\u4e48\u3001\u8c03\u7528\u94fe\u54ea\u4e2a\u73af\u8282\u8d85\u65f6\u4e86\u3002\u5b83\u9700\u8981\u5de5\u5177\u3002<\/p>\n<p>SupervisorAgent \u7684\u6838\u5fc3\u8bbe\u8ba1\uff1a<\/p>\n<pre><code>@Component\npublic class SupervisorAgent {\n\n    \/\/ \u56db\u4e2a @Tool \u65b9\u6cd5\uff0c\u66b4\u9732\u7ed9 ReactAgent \u6846\u67b6\n    @Tool(description = &quot;\u67e5\u8be2\u5e76\u5206\u6790\u5e94\u7528\u65e5\u5fd7\uff0c\u8fd4\u56de\u6392\u67e5\u6458\u8981&quot;)\n    public String queryLogs(String serviceName, Integer minutes, ...) { ... }\n\n    @Tool(description = &quot;\u67e5\u8be2\u670d\u52a1\u76d1\u63a7\u6307\u6807\uff08QPS\/RT\/\u9519\u8bef\u7387\/CPU\/\u5185\u5b58\/GC\uff09&quot;)\n    public String queryMetrics(String serviceName, String metricTypes, ...) { ... }\n\n    @Tool(description = &quot;\u901a\u8fc7 traceId \u67e5\u8be2\u5206\u5e03\u5f0f\u8c03\u7528\u94fe\u8be6\u60c5&quot;)\n    public String queryTrace(String traceId) { ... }\n\n    @Tool(description = &quot;\u65e0 traceId \u65f6\uff0c\u901a\u8fc7\u63a5\u53e3\u8def\u5f84\u67e5\u8be2\u9519\u8bef\u65e5\u5fd7\u5e76\u63d0\u53d6 traceId&quot;)\n    public String queryEndpointErrors(String serviceName, String endpoint, ...) { ... }\n\n    \/\/ \u6267\u884c\u6392\u67e5\u7684\u6838\u5fc3\u65b9\u6cd5\n    public InvestigationResult investigate(TroubleEvent event) {\n        \/\/ 1. \u52a8\u6001\u6784\u5efa instruction\uff08\u7b56\u7565\u5339\u914d or \u515c\u5e95\u7b56\u7565\uff09\n        String dynamicInstruction = buildDynamicInstruction(event);\n\n        \/\/ 2. \u6784\u5efa ReAct Agent\n        ReactAgent agent = ReactAgent.builder()\n                .name(&quot;supervisor&quot;)\n                .model(selectedModel)\n                .systemPrompt(dynamicInstruction)\n                .methodTools(this)   \/\/ \u56db\u4e2a @Tool \u65b9\u6cd5\u4f5c\u4e3a\u53ef\u7528\u5de5\u5177\n                .build();\n\n        \/\/ 3. \u9a8c\u6536\u5faa\u73af\uff1a\u6700\u591a 2 \u6b21 LLM \u5185\u5bb9\u91cd\u8bd5\n        for (int attempt = 0; attempt &lt;= maxRetries + 2; attempt++) {\n            AssistantMessage response = agent.call(currentPrompt);\n\n            \/\/ \u7ed3\u8bba\u9a8c\u6536\n            ValidationResult validation = conclusionValidationAgent\n                    .validate(responseText, metricsQueried, eventId);\n\n            if (validation.isPassed()) break;  \/\/ \u901a\u8fc7\uff0c\u7ed3\u675f\n\n            \/\/ \u4e0d\u901a\u8fc7\uff1a\u5c06\u53cd\u9988\u6ce8\u5165 prompt\uff0c\u8981\u6c42 LLM \u4fee\u6b63\n            currentPrompt = buildRetryPrompt(feedback, responseText);\n        }\n\n        return InvestigationResult.complete(responseText, suggestion);\n    }\n}<\/code><\/pre>\n<h3>\u56db\u4e2a\u6392\u67e5\u5de5\u5177\u7684\u8bbe\u8ba1\u54f2\u5b66<\/h3>\n<h4>\u5de5\u5177\u4e00\uff1aqueryLogs\u2014\u2014\u65e5\u5fd7\u67e5\u8be2\u4e0e\u5206\u6790<\/h4>\n<p>\u65e5\u5fd7\u662f\u6392\u67e5\u7684\u7b2c\u4e00\u5165\u53e3\u3002\u5b83\u901a\u8fc7 WebSocket \u8fde\u63a5\u65e5\u5fd7\u5e73\u53f0\uff0c\u6309\u4f18\u5148\u7ea7\u5206\u6279\u67e5\u8be2\uff1a<\/p>\n<pre><code>\u67e5\u8be2\u4f18\u5148\u7ea7: traceId &gt; exceptionName &gt; endpoint &gt; keywords<\/code><\/pre>\n<p>\u6bcf\u6279\u7ed3\u679c\u90fd\u4f1a\u7ecf\u8fc7 LLM \u5f02\u6b65\u5206\u6790\uff0c\u6700\u540e\u6c47\u603b\u6240\u6709\u6279\u6b21\u7684\u7ed3\u8bba\u3002\u6b64\u5916\u8fd8\u6709\u65e5\u5fd7\u53bb\u91cd\uff08LogDeduplicator\uff09\uff0c\u9632\u6b62\u540c\u4e00\u8bf7\u6c42\u7684\u591a\u6761\u65e5\u5fd7\u91cd\u590d\u5360\u636e\u5206\u6790\u7a97\u53e3\u3002<\/p>\n<h4>\u5de5\u5177\u4e8c\uff1aqueryMetrics\u2014\u2014\u76d1\u63a7\u6307\u6807\u67e5\u8be2<\/h4>\n<p>\u652f\u6301 10 \u4e2a\u7ef4\u5ea6\u7684\u6307\u6807\u67e5\u8be2\uff1aqps, rt, errorRate, containerCpu, containerMemory, percentileRt, gcCount, gcRt, qpstop10, rttop10\u3002LLM \u53ef\u4ee5\u6839\u636e\u544a\u8b66\u7c7b\u578b\u81ea\u4e3b\u51b3\u5b9a\u67e5\u8be2\u54ea\u4e9b\u7ef4\u5ea6\u3002\u6bd4\u5982 OOM \u544a\u8b66\u65f6\uff0cLLM \u901a\u5e38\u4f1a\u81ea\u4e3b\u9009\u62e9 qps,rt,containerCpu,containerMemory,gcCount,gcRt \u5168\u7ef4\u5ea6\u67e5\u8be2\uff1b\u800c\u5bf9\u4e8e\u63a5\u53e3 RT \u7a81\u589e\uff0c\u5219\u5173\u6ce8 qps,rt,percentileRt,rttop10\u3002MetricService \u63a5\u53e3\u4e3a\u4e0d\u540c\u73af\u5883\uff08csprd\/oa\/pre\/t1\uff09\u63d0\u4f9b\u4e86\u53ef\u63d2\u62d4\u7684\u5b9e\u73b0\uff0c\u56e0\u4e3a APM \u67e5\u8be2\u53c2\u6570\u4e2d\u73af\u5883\u4ee3\u7801\u4e0d\u540c\u2014\u2014\u751f\u4ea7\u73af\u5883\u7528 csprd-proxy\uff0c\u6d4b\u8bd5\u73af\u5883\u7528 t1-proxy\u3002<\/p>\n<h4>\u5de5\u5177\u4e09\uff1aqueryTrace\u2014\u2014\u5206\u5e03\u5f0f\u94fe\u8def\u8ffd\u8e2a<\/h4>\n<p>\u5f53\u544a\u8b66\u5e26\u6709 traceId \u65f6\uff0c\u6b64\u5de5\u5177\u76f4\u63a5\u67e5\u8be2 APM \u83b7\u53d6 Span \u6811\uff0c\u6e32\u67d3\u4e3a\u683c\u5f0f\u5316\u6587\u672c\u540e\u4ea4\u7ed9 LLM \u5206\u6790\u3002\u5b83\u80fd\u8bc6\u522b\u51fa\u54ea\u4e2a\u4e0b\u6e38\u4f9d\u8d56\u53d8\u6162\u3001\u54ea\u4e2a\u73af\u8282\u629b\u51fa\u4e86\u5f02\u5e38\u3002<\/p>\n<h4>\u5de5\u5177\u56db\uff1aqueryEndpointErrors\u2014\u2014\u63a5\u53e3\u9519\u8bef\u6392\u67e5<\/h4>\n<p>\u5f53\u6ca1\u6709 traceId \u4f46\u6709\u660e\u786e\u7684\u63a5\u53e3\u8def\u5f84\u65f6\uff0c\u8fd9\u4e2a\u5de5\u5177\u4f1a\u67e5\u8be2\u8be5\u63a5\u53e3\u7684\u9519\u8bef\u65e5\u5fd7\uff0c\u901a\u8fc7\u6b63\u5219\u63d0\u53d6\u6240\u6709 traceId\uff0c\u518d\u9010\u4e2a\u5206\u6790\u3002\u6709\u4e2a\u91cd\u8981\u7684\u9632\u62a4\u903b\u8f91\uff1a\u5f53 endpoint \u4e3a\u6839\u8def\u5f84 &#8220;\/&#8221; \u65f6\uff0c\u62d2\u7edd\u6267\u884c\u2014\u2014\u5339\u914d\u6240\u6709\u8bf7\u6c42\u7684\u67e5\u8be2\u4e0d\u5177\u5907\u6392\u67e5\u610f\u4e49\u3002<\/p>\n<h3>\u52a8\u6001\u7b56\u7565\u7ec4\u88c5<\/h3>\n<p>\u4e0d\u540c\u670d\u52a1\u3001\u4e0d\u540c\u544a\u8b66\u7c7b\u578b\u7684\u6392\u67e5\u601d\u8def\u5dee\u5f02\u5f88\u5927\u3002\u6bd4\u5982 OOM \u544a\u8b66\u8981\u5173\u6ce8 GC \u6307\u6807\u548c\u5806\u5185\u5b58\uff0c\u63a5\u53e3\u8d85\u65f6\u8981\u5173\u6ce8 QPS \u7a81\u53d8\u548c\u4e0b\u6e38\u4f9d\u8d56\u5ef6\u8fdf\u3002\u6211\u4eec\u8bbe\u8ba1\u4e86\u7b56\u7565\u5339\u914d\u673a\u5236\uff1a\u6309<\/p>\n<p>(service_name, alert_type)\u4ece\u6570\u636e\u5e93\u7cbe\u786e\u5339\u914d\u6392\u67e5\u7b56\u7565\uff0c\u672a\u5339\u914d\u65f6\u4f7f\u7528\u5185\u7f6e\u515c\u5e95\u7b56\u7565\u3002\u8fd0\u7ef4\u4eba\u5458\u53ef\u4ee5\u901a\u8fc7\u524d\u7aef\u9875\u5728\u7ebf\u7f16\u8f91\u7b56\u7565\u5185\u5bb9\uff0c\u65e0\u9700\u6539\u4ee3\u7801\u3002<\/p>\n<pre><code>instruction = ROLE + strategy(service_name, alert_type) + OUTPUT_FORMAT<\/code><\/pre>\n<h3>\u5de5\u5177\u8d85\u65f6\u9694\u79bb<\/h3>\n<p>\u5916\u90e8\u7cfb\u7edf\uff08\u65e5\u5fd7\u5e73\u53f0\u3001APM\uff09\u4e0d\u4e00\u5b9a\u7a33\u5b9a\u3002\u6bcf\u4e2a\u5de5\u5177\u8c03\u7528\u901a\u8fc7 ToolExecutor \u5305\u88c5\uff0c\u7528\u72ec\u7acb\u7ebf\u7a0b\u6c60 + Future.get(timeout) \u5b9e\u73b0\u8d85\u65f6\u63a7\u5236\uff1a<\/p>\n<pre><code>public ToolResult executeWithTimeout(Tool tool, Map&lt;String, Object&gt; parameters) {\n    Future&lt;ToolResult&gt; future = executor.submit(() -&gt; tool.execute(parameters));\n    try {\n        return future.get(tool.getTimeoutSeconds(), TimeUnit.SECONDS);\n    } catch (TimeoutException e) {\n        future.cancel(true);\n        return ToolResult.timedOut(&quot;\u5de5\u5177\u6267\u884c\u8d85\u65f6&quot;);\n    } catch (ExecutionException e) {\n        return ToolResult.failed(&quot;\u5de5\u5177\u6267\u884c\u5931\u8d25: &quot; + e.getCause().getMessage());\n    }\n}\n<\/code><\/pre>\n<h3>AI\u6743\u9650\u5b89\u5168\u4fdd\u8bc1<\/h3>\n<p>\u8d85\u65f6\u65f6\u8fd4\u56de\u964d\u7ea7\u6d88\u606f\uff08\u5982\u300c\u6307\u6807\u67e5\u8be2\u8d85\u65f6\uff0c\u7ee7\u7eed\u4f7f\u7528\u5df2\u6709\u4fe1\u606f\u8fdb\u884c\u6392\u67e5\u300d\uff09\uff0cLLM \u4f1a\u57fa\u4e8e\u5df2\u6709\u8bc1\u636e\u7ee7\u7eed\u63a8\u8fdb\uff0c\u4e0d\u4f1a\u56e0\u5355\u4e2a\u5de5\u5177\u8d85\u65f6\u5bfc\u81f4\u6574\u4e2a\u6392\u67e5\u6d41\u7a0b\u4e2d\u65ad\u3002<\/p>\n<h2>\u4e94\u3001\u5e7b\u89c9\u63a7\u5236\u4e0e\u7ed3\u8bba\u8d28\u91cf\u4fdd\u969c<\/h2>\n<p>LLM \u8f93\u51fa\u4e0d\u7a33\u5b9a\u662f\u843d\u5730\u8fc7\u7a0b\u4e2d\u6700\u5927\u7684\u98ce\u9669\u70b9\u3002\u6211\u4eec\u4ece\u56db\u4e2a\u7ef4\u5ea6\u6784\u5efa\u4e86\u5e7b\u89c9\u63a7\u5236\u4f53\u7cfb\u3002<\/p>\n<p>\u89c4\u5219\u683c\u5f0f\u6821\u9a8c\uff08\u96f6 LLM \u8c03\u7528\uff09\uff1a\u7b2c\u4e00\u8f6e\u68c0\u67e5\u76f4\u63a5\u68c0\u67e5 5 \u4e2a\u5fc5\u8981\u7ae0\u8282\u662f\u5426\u5b58\u5728\uff0c\u4ee5\u53ca\u6307\u6807\u8868\u683c\u683c\u5f0f\u662f\u5426\u89c4\u8303\u3002\u8fd9\u4e00\u6b65\u5b8c\u5168\u4e0d\u8c03\u7528 LLM\uff0c\u6beb\u79d2\u7ea7\u5b8c\u6210\u3002<\/p>\n<pre><code>private ValidationResult checkFormat(String conclusion, boolean hasMetricsQuery) {\n    \/\/ \u68c0\u67e5 5 \u4e2a\u5fc5\u8981\u7ae0\u8282\n    for (String[] keywords : REQUIRED_SECTIONS) {\n        if (containsSection(conclusion, keyword)) found = true;\n        else missingItems.add(&quot;\u7f3a\u5c11\u7ae0\u8282\u300c&quot; + keywords[0] + &quot;\u300d&quot;);\n    }\n    \/\/ \u5982\u679c\u8c03\u7528\u8fc7 queryMetrics\uff0c\u5fc5\u987b\u6709\u6307\u6807\u8868\u683c\n    if (hasMetricsQuery &amp;&amp; !METRIC_TABLE_PATTERN.matcher(conclusion).find()) {\n        missingItems.add(&quot;\u7f3a\u5c11\u6307\u6807\u6570\u636e\u8868\u683c&quot;);\n    }\n}<\/code><\/pre>\n<p>\u72ec\u7acb\u9a8c\u6536 Agent\uff1a\u5185\u5bb9\u8d28\u91cf\u5ba1\u67e5\uff1a\u68c0\u67e5\u9879\u5305\u62ec\uff1a\u7ed3\u8bba\u662f\u5426\u660e\u786e\u3001\u6838\u5fc3\u5224\u5b9a\u662f\u5426\u5408\u7406\u3001\u6839\u56e0\u662f\u5426\u6709\u5de5\u5177\u8bc1\u636e\u3001\u5efa\u8bae\u662f\u5426\u53ef\u6267\u884c\u3002<\/p>\n<p>\u591a\u8f6e\u4ea4\u53c9\u9a8c\u8bc1\uff1a\u4e0d\u540c\u5de5\u5177\u7684\u8fd4\u56de\u7ed3\u679c\u5fc5\u987b\u76f8\u4e92\u5370\u8bc1\u624d\u80fd\u5f62\u6210\u7ed3\u8bba\uff1aqueryLogs \u4e0e queryTrace \u4ea4\u53c9\u3001queryLogs \u4e0e queryMetrics \u4ea4\u53c9\u3001\u65f6\u95f4\u7ebf\u4e00\u81f4\u6027\u6821\u9a8c\u3002<\/p>\n<p>\u91cd\u8bd5\u673a\u5236\uff1a\u683c\u5f0f\u95ee\u9898\u4e0d\u6d88\u8017\u91cd\u8bd5\u914d\u989d\uff1b\u5185\u5bb9\u95ee\u9898\u6700\u591a\u91cd\u8bd5 2 \u6b21\uff1b\u9a8c\u6536 Agent \u5f02\u5e38\u65f6\u5bbd\u5bb9\u901a\u8fc7\u3002<\/p>\n<h2>\u516d\u3001\u6392\u67e5\u8fc7\u7a0b\u53ef\u89c2\u6d4b\u6027<\/h2>\n<p>\u6392\u67e5\u8fc7\u7a0b\u4e0d\u80fd\u662f\u4e00\u4e2a\u9ed1\u76d2\u3002\u6211\u4eec\u9700\u8981\u8ba9\u8fd0\u7ef4\u4eba\u5458\u770b\u5230 AI \u6bcf\u4e00\u6b65\u5728\u505a\u4ec0\u4e48\u3002<\/p>\n<h3>\u6587\u4ef6\u7cfb\u7edf\u65e5\u5fd7<\/h3>\n<p>\u6bcf\u6b21\u6392\u67e5\u5728\u6587\u4ef6\u7cfb\u7edf\u4e2d\u521b\u5efa\u72ec\u7acb\u76ee\u5f55\uff08\u6309\u4e8b\u4ef6 ID\uff09\uff0cLoggerInterceptor \u548c ToolInterceptor \u8bb0\u5f55\u4e86\u6240\u6709 LLM \u8f93\u5165\/\u8f93\u51fa\u548c\u5de5\u5177\u8c03\u7528\/\u8fd4\u56de\uff1a<\/p>\n<pre><code>logs\/evt-20260514153012345-001\/\n\u251c\u2500\u2500 raw_alert.txt          # \u539f\u59cb\u544a\u8b66\u6d88\u606f\n\u251c\u2500\u2500 00_RECEIVED.log        # \u63a5\u5165\u8bb0\u5f55\n\u251c\u2500\u2500 01_INVESTIGATION_START.log\n\u251c\u2500\u2500 03_LLM_SYSTEM_PROMPT.log  # \u7cfb\u7edf\u6307\u4ee4\n\u251c\u2500\u2500 04_LLM_USER_PROMPT.log    # \u544a\u8b66\u4fe1\u606f\n\u251c\u2500\u2500 05_LLM_CALL_1.log         # \u7b2c1\u6b21 LLM \u8c03\u7528\n\u251c\u2500\u2500 06_\u5de5\u5177\u8c03\u7528\uff1a\u65e5\u5fd7\u5206\u6790.log   # \u65e5\u5fd7\u5206\u6790\u5de5\u5177\u7ed3\u679c\n\u251c\u2500\u2500 07_LLM_CALL_2.log         # \u7b2c2\u6b21 LLM \u8c03\u7528\n\u251c\u2500\u2500 08_\u5de5\u5177\u8c03\u7528\uff1a\u6307\u6807\u67e5\u8be2.log\n\u251c\u2500\u2500 09_LLM_FINAL_RESPONSE.log # \u6700\u7ec8\u7ed3\u8bba\n\u251c\u2500\u2500 10_VALIDATION_START.log\n\u251c\u2500\u2500 11_VALIDATION_PASS.log\n\u2514\u2500\u2500 12_CONCLUSION.log<\/code><\/pre>\n<h3>\u5185\u5b58\u8fdb\u5ea6\u8ffd\u8e2a<\/h3>\n<p>EventProgressTracker \u5728\u5185\u5b58\u4e2d\u7ef4\u62a4\u6bcf\u4e2a\u4e8b\u4ef6\u7684\u5b9e\u65f6\u72b6\u6001\uff08\u5f53\u524d\u9636\u6bb5\u3001\u5f53\u524d\u7b56\u7565\u63cf\u8ff0\uff09\uff0c\u524d\u7aef\u901a\u8fc7 3 \u79d2\u8f6e\u8be2\u83b7\u53d6\u8fdb\u5ea6\u66f4\u65b0\u3002<\/p>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000047817210\" alt=\"\" title=\"\" loading=\"lazy\"><\/p>\n<h2>\u4e03\u3001\u771f\u5b9e\u6392\u67e5\u6848\u4f8b\uff1a\u6548\u7387\u7f51\u5173\u8d85\u65f6<\/h2>\n<p>\u4e0b\u9762\u4ee5\u4e00\u6b21\u751f\u4ea7\u73af\u5883\u7f51\u5173\u8d85\u65f6\u544a\u8b66\u4e3a\u4f8b\uff0c\u5b8c\u6574\u5c55\u793a Troubleshooter \u7684\u6392\u67e5\u8fc7\u7a0b\u3002<\/p>\n<p>\u544a\u8b66\u4fe1\u606f\uff1a<\/p>\n<pre><code>\u670d\u52a1\u540d: \u6548\u7387\u7f51\u5173\n\u544a\u8b66\u7c7b\u578b: \u6548\u7387\u7f51\u5173\u4e1a\u52a1\u5e94\u752830s\u5185\u63a5\u53e3\u5f02\u5e38\u544a\u8b66\n\u9519\u8bef\u4fe1\u606f: \u6548\u7387\u7f51\u5173\u4e1a\u52a1\u5e94\u752830s\u5185\u63a5\u53e3\u5f02\u5e38\u544a\u8b66\uff0c\u6301\u7eed0\u5206\u949f\n\u4e25\u91cd\u7ea7\u522b: P4\n\u73af\u5883: \u751f\u4ea7\u73af\u5883\n\u63a5\u53e3\u8def\u5f84: \/xxxx-admin\/daemon\/api\/xxxx\/xxxx\/list\nTraceID: \u65e0\uff08\u544a\u8b66\u672a\u643a\u5e26 traceId\uff09\n\u544a\u8b66\u65f6\u95f4: 2026-04-23 18:10:36<\/code><\/pre>\n<p>AI \u6392\u67e5\u8fc7\u7a0b\uff1a SupervisorAgent \u5728 4 \u5206\u949f\u5185\u5b8c\u6210\u4e86 3 \u6b21\u5de5\u5177\u8c03\u7528 + 1 \u8f6e\u9a8c\u6536\u4fee\u6b63\uff0c\u9010\u6b65\u903c\u8fd1\u6839\u56e0\u3002\u7b2c 1 \u6b21\u9a8c\u6536\uff08\u672a\u901a\u8fc7\uff09\uff1a\u7f3a\u5931\u5fc5\u586b\u5b57\u6bb5\uff0c\u8981\u6c42\u8865\u5168\u3002\u7b2c 2 \u6b21\u9a8c\u6536\uff08\u901a\u8fc7\uff09\uff1aLLM \u8865\u5145\u4e86\u7ed3\u6784\u5316\u5b57\u6bb5\uff0c\u7d27\u6025\u7a0b\u5ea6\u4e3a\u300c\u89c2\u5bdf\u300d\uff0c\u7f6e\u4fe1\u5ea6\u4e3a\u300c\u9ad8\u300d\u3002<\/p>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000047817211\" alt=\"\" title=\"\" loading=\"lazy\"><\/p>\n<p>AI\u6700\u7ec8\u6392\u67e5\u7ed3\u8bba\uff1a<\/p>\n<pre><code>\u6392\u67e5\u7ed3\u8bba\uff1a\n\u672c\u6b21\u544a\u8b66\u7cfb \u8206\u60c5\u7ba1\u7406\u7aef \u670d\u52a1\u5e95\u5c42 gorm-v2 \u6570\u636e\u5e93\u67e5\u8be2\u4e25\u91cd\u963b\u585e\n\u5f15\u53d1 \u6548\u7387\u7f51\u5173 30 \u79d2\u786c\u6027\u8d85\u65f6\uff0c\u7ecf\u6392\u67e5\u786e\u8ba4\u4e3a\u7279\u5b9a\u591a\u6761\u4ef6\n\u8fc7\u6ee4\u573a\u666f\u4e0b\u7684\u5076\u53d1\u6027\u6162\u67e5\u8be2\u5bfc\u81f4\u7684\u94fe\u8def\u4e2d\u65ad\u3002\n\n\u7d27\u6025\u7a0b\u5ea6\uff1a\u89c2\u5bdf\n\u5224\u5b9a\u4f9d\u636e\uff1a\u544a\u8b66\u7a97\u53e3\uff0830\u5206\u949f\uff09\u5185\u4ec5\u89e6\u53d1 2 \u6b21 ERROR\uff0c\u670d\u52a1\u6574\u4f53\nQPS\/RT\/\u9519\u8bef\u7387\u6307\u6807\u5747\u5904\u4e8e\u6b63\u5e38\u9759\u9ed8\u72b6\u6001\uff0c\u5c5e\u5076\u53d1\u4e2a\u6848\u3002\n\n\u7f6e\u4fe1\u5ea6\uff1a\u9ad8\n\u4f9d\u636e\uff1a\u5206\u5e03\u5f0f\u8c03\u7528\u94fe\u5b8c\u6574\u8fd8\u539f\u4e86 99% \u8017\u65f6\u96c6\u4e2d\u4e8e gorm-v2 \u7ec4\u4ef6\uff0c\n\u7f51\u5173\u8d85\u65f6\u5806\u6808\u3001\u54cd\u5e94\u5f0f\u6d41\u4e2d\u65ad\u673a\u5236\u4e0e\u4e1a\u52a1\u7aef\u591a\u72b6\u6001\u8fc7\u6ee4 SQL \u9ad8\u5ea6\u543b\u5408\u3002\n\n\u6839\u56e0\uff1a\n\u8206\u60c5\u7ba1\u7406\u7aef \u63a5\u53e3 \/api\/xxx\/xxx\/list \u5728\u5904\u7406\nupgrade_quality_status IN (0,1,2,3,5) \u591a\u6761\u4ef6\u8fc7\u6ee4 + \u5206\u9875\u67e5\u8be2\u65f6\uff0c\n\u5e95\u5c42 gorm-v2 \u6570\u636e\u5e93\u7ec4\u4ef6\u6267\u884c\u4e25\u91cd\u963b\u585e\uff0c\u8017\u65f6 29.99s\uff0c\u8d85\u8fc7 \u6548\u7387\n\u7f51\u5173 30s \u8d85\u65f6\u9608\u503c\uff0c\u89e6\u53d1 TimeoutException\u3002\n\n\u5f71\u54cd\u8303\u56f4\uff1a\n- \u524d\u7aef\u9875\u9762\uff08public-xxx-system-fe\uff09\u7684\u8206\u60c5\u5347\u7ea7\u5217\u8868\u67e5\u8be2\u529f\u80fd\n- 30 \u5206\u949f\u5185 2 \u6b21\u8bf7\u6c42\u5931\u8d25\n- \u672a\u5f15\u53d1\u7ea7\u8054\u6545\u969c\uff0c\u6574\u4f53\u670d\u52a1\u6b63\u5e38\n\n\u5904\u7f6e\u5efa\u8bae\uff1a\n1. \u6392\u67e5 \u8206\u60c5\u7ba1\u7406\u7aef \u8be5\u63a5\u53e3\u7684\u6162\u67e5\u8be2\u65e5\u5fd7\uff0c\u786e\u8ba4\u591a\u6761\u4ef6\u7ec4\u5408\u8fc7\u6ee4\n   \u662f\u5426\u7f3a\u5931\u590d\u5408\u7d22\u5f15\n2. \u68c0\u67e5 \u6548\u7387\u7f51\u5173\u8be5\u8def\u7531\u7684 timeout \u53c2\u6570\u914d\u7f6e\uff0c\u8865\u5145 fallback \u964d\u7ea7\n3. \u8bc4\u4f30\u591a\u72b6\u6001\u7ec4\u5408\u67e5\u8be2\u7684\u4e1a\u52a1\u5408\u7406\u6027\uff0c\u8003\u8651\u5f02\u6b65\u67e5\u8be2\u6216\u5206\u6279\u62c9\u53d6<\/code><\/pre>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000047817212\" alt=\"\" title=\"\" loading=\"lazy\"><\/p>\n<p>\u6548\u679c\u5bf9\u6bd4\uff1a\u6574\u4e2a\u6392\u67e5\u8fc7\u7a0b\u4ece\u544a\u8b66\u63a5\u5165\u5230\u8f93\u51fa\u7ed3\u8bba\u8017\u65f6\u7ea6 4 \u5206\u949f\uff08\u5de5\u5177\u8c03\u7528\u603b\u8ba1 88s + LLM \u63a8\u7406 + \u9a8c\u6536\uff09\u3002\u5982\u679c\u8ba9\u4eba\u5de5\u6765\u505a\uff0c\u9700\u8981\u4f9d\u6b21\u767b\u5f55 APM \u67e5\u94fe\u8def\u3001\u770b\u76d1\u63a7\u3001\u7ffb\u65e5\u5fd7\uff0c\u4fdd\u5b88\u4f30\u8ba1\u9700 10~20 \u5206\u949f\u3002<\/p>\n<h2>\u516b\u3001\u6280\u672f\u96be\u70b9\u4e0e\u8e29\u8fc7\u7684\u5751<\/h2>\n<h3>\u73af\u5883\u7edf\u4e00\u6620\u5c04<\/h3>\n<p>\u544a\u8b66\u4fe1\u606f\u4e2d\u7684\u73af\u5883\u6807\u8bc6\u4e94\u82b1\u516b\u95e8\uff1a\u300cxxprd\u300d\u300c\u751f\u4ea7\u300d\u300cXX\u77f3\u300d\u300cprd\u300d\u300cxxprd-proxy\u300d\u5b9e\u9645\u4e0a\u6307\u7684\u90fd\u662f\u751f\u4ea7\u73af\u5883\u3002\u800c\u4e14\u65e5\u5fd7\u5e73\u53f0\u548c APM \u5e73\u53f0\u7684\u73af\u5883\u4ee3\u7801\u8fd8\u4e0d\u4e00\u6837\u3002\u6211\u4eec\u901a\u8fc7 EnvironmentProperties \u96c6\u4e2d\u7ba1\u7406\u4e86 5 \u5957\u73af\u5883\u7684\u522b\u540d\u6620\u5c04\uff1a<\/p>\n<pre><code>troubleshooter:\n  envs:\n    - aliases: [xxprd, xxprd-proxy, prd, \u751f\u4ea7, xx\u77f3, xx\u77f3\u751f\u4ea7]\n      logEnv: XXPRD\n      metricEnv: xxprd-proxy\n    - aliases: [xxprd, xxprd-proxy, xx, xx\u751f\u4ea7]\n      logEnv: XXPRD\n      metricEnv: xxprd-proxy\n    # ... \u9884\u53d1\u3001\u6d4b\u8bd5\u7b49<\/code><\/pre>\n<p>\u652f\u6301\u7cbe\u786e\u5339\u914d + \u5305\u542b\u5339\u914d\uff0c\u4e14\u5728 tool \u65b9\u6cd5\u4e2d\u76f4\u63a5\u4f7f\u7528\u544a\u8b66\u4e8b\u4ef6\u4e2d\u7684\u73af\u5883\u5b57\u6bb5\uff0c\u4e0d\u8ba9 LLM \u81ea\u884c\u6620\u5c04\u2014\u2014\u907f\u514d LLM &#8220;\u7ffb\u8bd1&#8221;\u73af\u5883\u540d\u65f6\u51fa\u9519\u3002<\/p>\n<h3>LLM \u8c03\u7528 Round-Robin \u591a Key<\/h3>\n<p>LLM \u7f51\u5173\u6709\u9891\u7387\u9650\u5236\uff0c\u5355\u4e2a API Key \u5728\u9ad8\u9891\u8c03\u7528\u4e0b\u4f1a\u88ab\u9650\u6d41\u3002\u6211\u4eec\u5b9e\u73b0\u4e86 RoundRobinChatModel\uff0c\u652f\u6301\u914d\u7f6e\u591a\u4e2a API Key\uff0c\u6309\u4e8b\u4ef6 ID \u54c8\u5e0c\u53d6\u6a21\u56fa\u5b9a\u5206\u914d\u3002\u540c\u4e00\u4e2a\u6392\u67e5\u8fc7\u7a0b\u4e2d\u7684\u6240\u6709 LLM \u8c03\u7528\u4f7f\u7528\u540c\u4e00\u4e2a Key\uff0c\u907f\u514d\u4e0a\u4e0b\u6587\u5207\u6362\u3002<\/p>\n<h2>\u4e5d\u3001\u6548\u679c\u4e0e\u6570\u636e<\/h2>\n<p>\u7cfb\u7edf\u4e0a\u7ebf\u540e\uff0c\u6211\u4eec\u7edf\u8ba1\u4e86\u4ece 2026-04-21 \u81f3 2026-05-14 \u7684\u8fd0\u884c\u6570\u636e\u3002<\/p>\n<p>\u8fd0\u884c\u6982\u51b5\uff1a<\/p>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000047817213\" alt=\"\" title=\"\" loading=\"lazy\"><\/p>\n<p>\u6392\u67e5\u6027\u80fd\uff1a<\/p>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000047817214\" alt=\"\" title=\"\" loading=\"lazy\"><\/p>\n<p>\u6548\u7387\u5bf9\u6bd4\uff1a<\/p>\n<p><img decoding=\"async\"   referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000047817215\" alt=\"\" title=\"\" loading=\"lazy\"><\/p>\n<p>\u7ed3\u8bba\u8d28\u91cf\uff1a\u9a8c\u6536\u9996\u6b21\u901a\u8fc7\u7387\uff1a\u7ea6 60%\uff1b\u9a8c\u6536\u4e8c\u6b21\u901a\u8fc7\u7387\uff1a\u7ea6 38%\uff1b\u9a8c\u6536\u8017\u5c3d\u515c\u5e95\u7387\uff1a\u7ea6 2%\u3002<\/p>\n<h2>\u5341\u3001\u540e\u7eed\u8fed\u4ee3\u65b9\u5411<\/h2>\n<p>\u5f53\u524d\u7248\u672c\u8fd8\u6709\u4e00\u4e9b\u8bbe\u8ba1\u4e0a\u7684\u53d6\u820d\uff0c\u6309\u4f18\u5148\u7ea7\u89c4\u5212\uff1a<\/p>\n<ul>\n<li>\u591a Agent \u5e76\u884c\u6392\u67e5\uff1a\u65e5\u5fd7\u67e5\u8be2\u548c\u6307\u6807\u67e5\u8be2\u53ef\u4ee5\u5e76\u884c\u6267\u884c\uff1b<\/li>\n<li>\u6307\u7eb9\u77e5\u8bc6\u5e93\uff1a\u5b9e\u73b0\u79d2\u7ea7\u5339\u914d\u5df2\u77e5\u95ee\u9898\uff1b<\/li>\n<li>\u8de8\u670d\u52a1\u5173\u8054\u5206\u6790\uff1a\u8bc6\u522b\u7ea7\u8054\u6545\u969c\uff1b<\/li>\n<li>\u81ea\u52a8\u5904\u7f6e\u80fd\u529b\uff1a\u4ece&#8221;\u6392\u67e5+\u5efa\u8bae&#8221;\u5347\u7ea7\u5230&#8221;\u6392\u67e5+\u81ea\u52a8\u4fee\u590d&#8221;\uff1b<\/li>\n<li>\u5411\u91cf\u8bed\u4e49\u68c0\u7d22\uff1a\u5b9e\u73b0\u8bed\u4e49\u7ea7\u76f8\u4f3c\u95ee\u9898\u68c0\u7d22\uff1b<\/li>\n<\/ul>\n<p>Troubleshooter \u4e0d\u662f\u8981\u66ff\u4ee3\u8fd0\u7ef4\u4eba\u5458\uff0c\u800c\u662f\u628a&#8221;\u767b\u5f55\u591a\u4e2a\u5e73\u53f0\u3001\u5207\u6362\u4e0d\u540c\u5165\u53e3\u3001\u51ed\u7ecf\u9a8c\u731c\u65b9\u5411&#8221;\u8fd9\u79cd\u673a\u68b0\u64cd\u4f5c\u4ea4\u7ed9 AI\uff0c\u8ba9\u8fd0\u7ef4\u4eba\u5458\u4e13\u6ce8\u4e8e\u9700\u8981\u5224\u65ad\u529b\u548c\u521b\u9020\u529b\u7684\u51b3\u7b56\u3002\u5982\u679c\u4f60\u4e5f\u5728\u505a\u7c7b\u4f3c\u7684 AI Agent \u843d\u5730\u9879\u76ee\uff0c\u5e0c\u671b\u8fd9\u7bc7\u6587\u7ae0\u80fd\u7ed9\u4f60\u4e00\u4e9b\u53c2\u8003\u3002<\/p>\n<h2>\u5f80\u671f\u56de\u987e<\/h2>\n<p>1.<a href=\"https:\/\/link.segmentfault.com\/?enc=Cusrr70qcxvKNz9cs4m%2FFQ%3D%3D.TZbiM%2BdIM8p%2B6VLYvSiDRmKei9l%2FqKTZD65mmZt%2FPI4TXYgRtfgWT5XNbaGQ3e%2FMcRgV1AarQtTB%2Fl0TVwL5wOAbwX8eYkBxW01QI7nWU7RqVIBSBY9i1e49E7Zw4FqZPr73XeTXAWn4VSntWgh3cWY0lNSmcGDgLv2LIFiSRc75fUFxZArDJEGnazskT6p7\" rel=\"nofollow noopener noreferrer\" target=\"_blank\">\u5f97\u7269\u6280\u672f\u5728 AICon \u5173\u4e8e\u5927\u6a21\u578b\u4e0e Agent \u6280\u672f\u5b9e\u8df5\u5206\u4eab\u6765\u88ad\uff01<\/a><\/p>\n<p>2.<a href=\"https:\/\/segmentfault.com\/a\/1190000047798832\" target=\"_blank\" rel=\"noopener noreferrer\">HorizonVault \u6280\u672f\u6df1\u6f5c\uff1a\u5982\u4f55\u5728 HDD \u4e0a\u505a\u51fa 100GB\/s+ \u7ea7\u5927\u541e\u5410\u5206\u5e03\u5f0f\u5b58\u50a8\uff5c\u5f97\u7269\u6280\u672f<\/a><\/p>\n<p>3.<a href=\"https:\/\/segmentfault.com\/a\/1190000047782265\" target=\"_blank\" rel=\"noopener noreferrer\">Claude Code Harness \u5de5\u7a0b\uff1a\u6570\u4ed3\u4fa7\u843d\u5730\u65b9\u6848\uff5c\u5f97\u7269\u6280\u672f<\/a><\/p>\n<p>4.<a href=\"https:\/\/segmentfault.com\/a\/1190000047765568\" target=\"_blank\" rel=\"noopener noreferrer\">BP Claw \u7834\u89e3 AI \u7f16\u7801\u8f93\u5165\u96be\u9898 \u2014\u2014FlinkSpec \u9700\u6c42\u667a\u80fd\u5316\u5b9e\u8df5\uff5c\u5f97\u7269\u6280\u672f<\/a><\/p>\n<p>5.<a href=\"https:\/\/segmentfault.com\/a\/1190000047749452\" target=\"_blank\" rel=\"noopener noreferrer\">\u57fa\u4e8e Harness + SDD + \u591a\u4ed3\u7ba1\u7406\u6a21\u5f0f\u7684 AI \u5168\u6808\u5f00\u53d1\u5b9e\u8df5\uff5c\u5f97\u7269\u6280\u672f<\/a><\/p>\n<h2>\u6587 \/\u6eaa\u77f3<\/h2>\n<p>\u5173\u6ce8\u5f97\u7269\u6280\u672f\uff0c\u6bcf\u5468\u56db\u66f4\u65b0\u6280\u672f\u5e72\u8d27<\/p>\n<p>\u8981\u662f\u89c9\u5f97\u6587\u7ae0\u5bf9\u4f60\u6709\u5e2e\u52a9\u7684\u8bdd\uff0c\u6b22\u8fce\u8bc4\u8bba\u8f6c\u53d1\u70b9\u8d5e\uff5e<\/p>\n<p>\u672a\u7ecf\u5f97\u7269\u6280\u672f\u8bb8\u53ef\u4e25\u7981\u8f6c\u8f7d\uff0c\u5426\u5219\u4f9d\u6cd5\u8ffd\u7a76\u6cd5\u5f8b\u8d23\u4efb\u3002<\/p>\n<p><a href=\"https:\/\/segmentfault.com\/a\/1190000047817200\">https:\/\/segmentfault.com\/a\/1190000047817200<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4e00\u3001\u5f15\u8a00 \u544a\u8b66\u6765\u4e86\uff0c\u7b2c\u4e00\u53cd\u5e94\u662f\u6253\u5f00\u65e5\u5fd7\u5e73\u53f0\u641c\u5173\u952e\u8bcd\uff0c\u5207\u5230 APM \u770b\u76d1\u63a7\u66f2\u7ebf\uff0c\u518d\u53bb\u94fe\u8def\u8ffd\u8e2a\u7cfb\u7edf\u627e trace  [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[4],"tags":[],"class_list":["post-10021386","post","type-post","status-publish","format-standard","hentry","category-share"],"jetpack_sharing_enabled":true,"jetpack_featured_media_url":"","_links":{"self":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts\/10021386","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=10021386"}],"version-history":[{"count":0,"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts\/10021386\/revisions"}],"wp:attachment":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=10021386"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=10021386"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=10021386"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}