{"id":30341,"date":"2026-10-10T19:38:14","date_gmt":"2026-10-10T11:38:14","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=30341"},"modified":"2026-10-10T19:38:14","modified_gmt":"2026-10-10T11:38:14","slug":"agent-%e4%bc%9a%e5%b9%b2%e6%b4%bb%e8%bf%98%e4%b8%8d%e5%a4%9f%ef%bc%9a2026-%e5%b9%b4-ai-agent-%e6%ad%a3%e5%9c%a8%e8%bf%9b%e5%85%a5%e3%80%8c%e5%8f%af%e8%a7%82%e6%b5%8b%e3%80%81%e5%8f%af%e8%af%84","status":"publish","type":"post","link":"https:\/\/www.ixpower.cn\/index.php\/2026\/10\/10\/30341\/","title":{"rendered":"Agent \u4f1a\u5e72\u6d3b\u8fd8\u4e0d\u591f\uff1a2026 \u5e74 AI Agent \u6b63\u5728\u8fdb\u5165\u300c\u53ef\u89c2\u6d4b\u3001\u53ef\u8bc4\u6d4b\u3001\u53ef\u8fdb\u5316\u300d\u65f6\u4ee3"},"content":{"rendered":"<div class=\"article-desc\">Agent \u7684\u4e0a\u534a\u573a\u662f\u201c\u8ba9\u5b83\u4f1a\u505a\u4e8b\u201d\uff0c\u4e0b\u534a\u573a\u662f\u201c\u8ba9\u5b83\u53ef\u9760\u5730\u628a\u4e8b\u60c5\u505a\u597d\uff0c\u5e76\u4e14\u80fd\u591f\u6301\u7eed\u8bc1\u660e\u81ea\u5df1\u53d8\u5f97\u66f4\u597d\u201d\u3002<\/div>\n<div id=\"postspictures\" class=\"article-content\">\n<div id=\"container\" class=\"container am-engine\" data-v-01a18e2f=\"\" data-element=\"root\">\n<p>\u8fc7\u53bb\u4e24\u5e74\uff0cAI Agent\u00a0\u7684\u8ba8\u8bba\u91cd\u70b9\u4e00\u76f4\u96c6\u4e2d\u5728\u4e00\u4e2a\u95ee\u9898\uff1a\u600e\u6837\u8ba9 Agent \u66f4\u5f3a\uff1f\u4e8e\u662f\uff0c\u6211\u4eec\u7ed9 Agent \u63a5\u5165\u66f4\u5f3a\u7684\u5927\u6a21\u578b\u3001RAG\u3001Memory\u3001MCP\u3001Browser\u3001Code Interpreter\uff0c\u8bbe\u8ba1 Planner\u3001Reflection\u3001Multi-Agent\u2026\u2026Agent \u80fd\u505a\u7684\u4e8b\u60c5\u8d8a\u6765\u8d8a\u591a\u3002<\/p>\n<p>\u4f46\u5f53 Agent \u771f\u6b63\u8fdb\u5165\u751f\u4ea7\u73af\u5883\uff0c\u4e00\u4e2a\u6bd4\u201c\u80fd\u4e0d\u80fd\u505a\u201d\u66f4\u96be\u7684\u95ee\u9898\u51fa\u73b0\u4e86\uff1a\u5b83\u4e3a\u4ec0\u4e48\u8fd9\u4e48\u505a\uff1f\u5b83\u770b\u5230\u4e86\u4ec0\u4e48\uff1f\u54ea\u4e00\u6b65\u51fa\u4e86\u95ee\u9898\uff1f\u6700\u540e\u5230\u5e95\u505a\u5f97\u597d\u4e0d\u597d\uff1f\u65b0\u7248\u672c\u771f\u7684\u6bd4\u65e7\u7248\u672c\u66f4\u597d\u5417\uff1f<\/p>\n<p>\u5982\u679c\u8fd9\u4e9b\u95ee\u9898\u65e0\u6cd5\u56de\u7b54\uff0c\u4e00\u4e2a\u770b\u8d77\u6765\u5f88\u806a\u660e\u7684 Agent\uff0c\u672c\u8d28\u4e0a\u4ecd\u7136\u662f\u4e00\u4e2a\u96be\u4ee5\u63a7\u5236\u7684\u9ed1\u76d2\u3002\u56e0\u6b64\uff0c2026 \u5e74\u503c\u5f97\u91cd\u70b9\u5173\u6ce8\u7684 Agent \u6280\u672f\u4e3b\u7ebf\uff0c\u6b63\u5728\u4ece\u5355\u7eaf\u7684 Agent Runtime \u5411\u4e00\u5957\u5b8c\u6574\u7684\u8d28\u91cf\u5de5\u7a0b\u4f53\u7cfb\u5ef6\u4f38\uff1a<\/p>\n<p>Observation \u2192\u00a0Tracing\u00a0\u2192 Observability \u2192 Evaluation \u2192 Debugging \u2192 Regression \u2192 Optimization\u3002<\/p>\n<p><img data-dominant-color=\"5a687c\" data-has-transparency=\"false\" style=\"--dominant-color: #5a687c;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-30342\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/8808f0d75e5df3116b90248a497856f382faf4-1.png\" width=\"1080\" height=\"608\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/8808f0d75e5df3116b90248a497856f382faf4-1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/8808f0d75e5df3116b90248a497856f382faf4-1-300x169.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/8808f0d75e5df3116b90248a497856f382faf4-1-1024x576.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/8808f0d75e5df3116b90248a497856f382faf4-1-150x84.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/8808f0d75e5df3116b90248a497856f382faf4-1-768x432.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>01\u3001Agent \u80fd\u8dd1\u8d77\u6765\u4e4b\u540e\uff0c\u771f\u6b63\u7684\u95ee\u9898\u624d\u521a\u521a\u5f00\u59cb<\/h2>\n<p>\u4e00\u4e2a Demo Agent \u5f88\u5bb9\u6613\u8ba9\u4eba\u60ca\u8273\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_0\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-plain\" tabindex=\"0\"><code class=\"language-plain\">\u7528\u6237\u9700\u6c42 \u2192 LLM \u2192 Tool Calling \u2192 \u8fd4\u56de\u7ed3\u679c<\/code><\/pre>\n<ul id=\"code_id_0\" class=\"pre-numbering\">\n<li>1.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u4f46\u751f\u4ea7\u73af\u5883\u4e2d\u7684 Agent \u5f80\u5f80\u662f\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_1\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-plain\" tabindex=\"0\"><code class=\"language-plain\">User Request\r\n  \u2193\r\nPlanning \u2192 LLM \u2192 Retrieval \u2192 Tool\/MCP\r\n  \u2193                           \u2193\r\nState\/Memory \u2190 Observation   \u2190\u2518\r\n  \u2193\r\nReasoning \u2192 Replan\/Retry \u2192 Final Answer\/Action<\/code><\/pre>\n<ul id=\"code_id_1\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u94fe\u8def\u8d8a\u957f\uff0c\u5931\u8d25\u6a21\u5f0f\u8d8a\u591a\u3002\u4e00\u6b21\u9519\u8bef\u53ef\u80fd\u6765\u81ea Planner \u9519\u8bef\u62c6\u89e3\u3001Tool \u9009\u62e9\u9519\u8bef\u3001\u53c2\u6570\u9519\u8bef\u3001\u68c0\u7d22\u4e0d\u5b8c\u6574\u3001Observation \u88ab\u8bef\u89e3\u3001Memory \u8fc7\u671f\uff0c\u751a\u81f3 Agent \u5df2\u7ecf\u62ff\u5230\u6b63\u786e\u8bc1\u636e\uff0c\u5374\u5728\u6700\u540e\u63a8\u7406\u65f6\u4ea7\u751f\u5e7b\u89c9\u3002<\/p>\n<p>\u56e0\u6b64\uff0c\u751f\u4ea7\u7ea7 Agent \u5fc5\u987b\u56de\u7b54\u4e94\u4e2a\u95ee\u9898\uff1aAgent \u770b\u5230\u4e86\u4ec0\u4e48\uff1f\u505a\u4e86\u4ec0\u4e48\uff1f\u505a\u5f97\u600e\u4e48\u6837\uff1f\u4e3a\u4ec0\u4e48\u5931\u8d25\uff1f\u4e0b\u4e00\u7248\u600e\u6837\u66f4\u597d\uff1f<\/p>\n<p>\u6838\u5fc3\u53d8\u5316\uff1aAgent \u5de5\u7a0b\u6b63\u5728\u4ece\u201c\u80fd\u529b\u5de5\u7a0b\u201d\u8d70\u5411\u201c\u8d28\u91cf\u5de5\u7a0b\u201d\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>02\u3001Observation\uff1aAgent \u5982\u4f55\u611f\u77e5\u5916\u90e8\u4e16\u754c<\/h2>\n<p>\u5f88\u591a\u4eba\u7b2c\u4e00\u6b21\u770b\u5230 Observation\uff0c\u4f1a\u628a\u5b83\u7406\u89e3\u6210\u201c\u5de5\u5177\u8c03\u7528\u8fd4\u56de\u503c\u201d\u3002\u8fd9\u5e76\u4e0d\u5b8c\u6574\u3002Observation \u662f Agent \u4e0e\u5916\u90e8\u4e16\u754c\u53d1\u751f\u4ea4\u4e92\u540e\u5f97\u5230\u7684\u73af\u5883\u53cd\u9988\uff0c\u662f\u4e0b\u4e00\u6b65\u51b3\u7b56\u7684\u91cd\u8981\u8f93\u5165\u3002<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_2\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-plain\" tabindex=\"0\"><code class=\"language-plain\">Observation\r\n\u251c\u2500\u2500 User Feedback\r\n\u251c\u2500\u2500 Tool \/ MCP Result\r\n\u251c\u2500\u2500 Browser \/ Computer State\r\n\u251c\u2500\u2500 RAG Retrieval Result\r\n\u251c\u2500\u2500 Memory Retrieval\r\n\u2514\u2500\u2500 Error \/ Timeout \/ External Event<\/code><\/pre>\n<ul id=\"code_id_2\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>Agent \u4e0b\u4e00\u8f6e\u51b3\u7b56\u5e94\u8be5\u5efa\u7acb\u5728\u8fd9\u4e2a Observation \u4e0a\u3002\u8fd9\u4e5f\u662f Agent \u548c\u666e\u901a Chatbot \u7684\u91cd\u8981\u533a\u522b\uff1aAgent \u4e0d\u53ea\u662f\u751f\u6210 Token\uff0c\u800c\u662f\u5728\u4e0d\u65ad\u6267\u884c\u201c\u884c\u52a8\u2014\u89c2\u5bdf\u2014\u51b3\u7b56\u201d\u7684\u5faa\u73af\u3002<\/p>\n<p>Observation \u2260 Memory \u53ef\u4ee5\u7b80\u5355\u7406\u89e3\u4e3a\uff1aObservation \u56de\u7b54\u201c\u521a\u521a\u53d1\u751f\u4e86\u4ec0\u4e48\u201d\uff1bMemory \u56de\u7b54\u201c\u8fc7\u53bb\u54ea\u4e9b\u4fe1\u606f\u503c\u5f97\u7ee7\u7eed\u8bb0\u4f4f\u201d\u3002<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_3\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-plain\" tabindex=\"0\"><code class=\"language-plain\">Environment\r\n   \u2193\r\nObservation\r\n   \u2193\r\nState Update\r\n   \u2193\r\nMemory Candidate\r\n   \u2193\r\nFilter \/ Consolidation\r\n   \u2193\r\nLong-term Memory<\/code><\/pre>\n<ul id=\"code_id_3\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u5e76\u4e0d\u662f\u6240\u6709 Observation \u90fd\u5e94\u8be5\u5199\u5165 Memory\u3002\u4e00\u6b21 API \u8d85\u65f6\u3001\u9875\u9762\u4e34\u65f6\u72b6\u6001\u3001\u65e0\u4ef7\u503c\u641c\u7d22\u7ed3\u679c\uff0c\u5982\u679c\u5168\u90e8\u8fdb\u5165\u957f\u671f\u8bb0\u5fc6\uff0c\u6700\u7ec8\u4f1a\u5bfc\u81f4\u8bb0\u5fc6\u6c61\u67d3\u3001\u4e0a\u4e0b\u6587\u81a8\u80c0\u548c\u9519\u8bef\u4fe1\u606f\u7d2f\u79ef\u3002<\/p>\n<p><img data-dominant-color=\"e1e5ef\" data-has-transparency=\"false\" style=\"--dominant-color: #e1e5ef;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-30343\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/6601b8309560944f1f0169d62c33a8da1da0ef-1.png\" width=\"1080\" height=\"608\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/6601b8309560944f1f0169d62c33a8da1da0ef-1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/6601b8309560944f1f0169d62c33a8da1da0ef-1-300x169.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/6601b8309560944f1f0169d62c33a8da1da0ef-1-1024x576.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/6601b8309560944f1f0169d62c33a8da1da0ef-1-150x84.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/6601b8309560944f1f0169d62c33a8da1da0ef-1-768x432.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>03\u3001Tracing &amp; Observability\uff1a\u8ba9 Agent \u4ece\u9ed1\u76d2\u53d8\u6210\u767d\u76d2<\/h2>\n<p>Observation \u662f Agent \u770b\u5230\u4e86\u4ec0\u4e48\uff1bObservability \u5219\u662f \u5de5\u7a0b\u5e08\u80fd\u4e0d\u80fd\u770b\u6e05 Agent \u5230\u5e95\u53d1\u751f\u4e86\u4ec0\u4e48\u3002<\/p>\n<p>\u8fd9\u4e2d\u95f4\u6700\u91cd\u8981\u7684\u57fa\u7840\u80fd\u529b\u5c31\u662f Tracing\u3002\u4e00\u6b21 Agent \u8bf7\u6c42\u53ef\u4ee5\u770b\u6210\u4e00\u4e2a Trace\uff0c\u6bcf\u4e00\u6b65\u6267\u884c\u770b\u6210\u4e00\u4e2a Span\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_4\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-plain\" tabindex=\"0\"><code class=\"language-plain\">Trace ID: 78236\r\n\u251c\u2500\u2500 Span 01 User Input\r\n\u251c\u2500\u2500 Span 02 Planner\r\n\u251c\u2500\u2500 Span 03 LLM Call\r\n\u251c\u2500\u2500 Span 04  Retrieval\r\n\u251c\u2500\u2500 Span 05  Tool Call\r\n\u251c\u2500\u2500 Span 06  Observation\r\n\u251c\u2500\u2500 Span 07  Memory Read\r\n\u251c\u2500\u2500 Span 08  Reasoning\r\n\u2514\u2500\u2500 Span 09  Final Answer<\/code><\/pre>\n<ul id=\"code_id_4\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>Span \u53ef\u4ee5\u8bb0\u5f55 model\u3001input\/output\u3001tool_name\u3001arguments\u3001observation\u3001latency\u3001token\u3001cost\u3001status\u3001error\u3001retry \u7b49\u4fe1\u606f\u3002<\/p>\n<p>\u8fd9\u6837\uff0c\u5f53\u7528\u6237\u8bf4\u201cAgent \u4e3a\u4ec0\u4e48\u56de\u7b54\u9519\u4e86\u201d\uff0c\u5de5\u7a0b\u5e08\u4e0d\u518d\u53ea\u80fd\u76ef\u7740\u6700\u7ec8\u7b54\u6848\u731c\u539f\u56e0\uff0c\u800c\u53ef\u4ee5\u6cbf Trace \u4e00\u6b65\u6b65\u8fd8\u539f\u73b0\u573a\u3002<\/p>\n<p>\u8fd9\u4e00\u5c42\u503c\u5f97\u91cd\u70b9\u5173\u6ce8\u7684\u6280\u672f\u5305\u62ec\uff1aOpenTelemetry\u3001Langfuse\u3001Arize Phoenix\u3001LangSmith\u3001Grafana\u3001Jaeger\/Tempo\uff0c\u4ee5\u53ca ClickHouse\u3001PostgreSQL\u3001Kafka \u7b49\u6570\u636e\u57fa\u7840\u8bbe\u65bd\u3002<\/p>\n<p>\u4f46 Observability \u53ea\u80fd\u544a\u8bc9\u4f60\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_5\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-plain\" tabindex=\"0\"><code class=\"language-plain\">P95 Latency = 4.8s\r\nTool Error Rate = 2.1%\r\nAverage Token = 8,320\r\nAverage Cost = $0.04<\/code><\/pre>\n<ul id=\"code_id_5\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u5b83\u4e0d\u4e00\u5b9a\u80fd\u56de\u7b54\uff1a\u8fd9\u4e2a\u7b54\u6848\u7a76\u7adf\u597d\u4e0d\u597d\uff1f\u5de5\u5177\u867d\u7136\u8c03\u7528\u6210\u529f\u4e86\uff0c\u4f46\u771f\u7684\u5e94\u8be5\u8c03\u7528\u5b83\u5417\uff1f\u4e8e\u662f\u5fc5\u987b\u8fdb\u5165\u4e0b\u4e00\u5c42\uff1aEvaluation\u3002<\/p>\n<p><img data-dominant-color=\"e5ebf3\" data-has-transparency=\"false\" style=\"--dominant-color: #e5ebf3;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-30344\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/18170be634d35f11ee8942d4ab51b812b9fbb7-1.png\" width=\"1080\" height=\"608\" alt=\"\u56fe\u7247\u9884\u89c8\" title=\"\u56fe\u7247\u9884\u89c8\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/18170be634d35f11ee8942d4ab51b812b9fbb7-1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/18170be634d35f11ee8942d4ab51b812b9fbb7-1-300x169.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/18170be634d35f11ee8942d4ab51b812b9fbb7-1-1024x576.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/18170be634d35f11ee8942d4ab51b812b9fbb7-1-150x84.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/18170be634d35f11ee8942d4ab51b812b9fbb7-1-768x432.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>04\u3001Evaluation\uff1a\u5982\u4f55\u5224\u65ad Agent \u5230\u5e95\u505a\u5f97\u597d\u4e0d\u597d<\/h2>\n<p>\u4f20\u7edf\u8f6f\u4ef6\u6d4b\u8bd5\u559c\u6b22\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_6\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-plain\" tabindex=\"0\"><code class=\"language-plain\">assert actual == expected<\/code><\/pre>\n<ul id=\"code_id_6\" class=\"pre-numbering\">\n<li>1.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u4f46\u751f\u6210\u5f0f AI \u5f88\u96be\u8fd9\u4e48\u505a\u3002\u201c\u5e2e\u6211\u8bbe\u8ba1\u4e00\u4e2a\u5317\u4eac\u4e09\u65e5\u6e38\u65b9\u6848\u201d\u53ef\u80fd\u5b58\u5728\u51e0\u5341\u79cd\u4f18\u79c0\u7b54\u6848\uff0c\u53ea\u6bd4\u8f83\u5b57\u7b26\u4e32\u662f\u5426\u76f8\u7b49\u6ca1\u6709\u610f\u4e49\u3002<\/p>\n<p>\u56e0\u6b64\uff0cAgent Evaluation \u5fc5\u987b\u662f\u591a\u7ef4\u5ea6\u7684\u3002<\/p>\n<p><strong>1. Outcome Evaluation\uff1a\u7ed3\u679c\u597d\u4e0d\u597d<\/strong><\/p>\n<p>\u5173\u6ce8 Correctness\u3001Relevance\u3001Completeness\u3001Task Success \u7b49\u6700\u7ec8\u7ed3\u679c\u6307\u6807\u3002<\/p>\n<p><strong>2. Trajectory Evaluation\uff1a\u8fc7\u7a0b\u8d70\u5f97\u5bf9\u4e0d\u5bf9<\/strong><\/p>\n<p>\u8fd9\u662f\u00a0Agent Eval \u4e0e\u666e\u901a LLM Eval \u6700\u5927\u7684\u533a\u522b\u4e4b\u4e00\uff1a\u4e0d\u4ec5\u770b\u7b54\u6848\uff0c\u8fd8\u8981\u770b Planner \u662f\u5426\u5408\u7406\u3001Tool Selection \u662f\u5426\u6b63\u786e\u3001Tool Arguments \u662f\u5426\u6b63\u786e\u3001Observation \u662f\u5426\u88ab\u6b63\u786e\u4f7f\u7528\u3001\u6709\u6ca1\u6709\u65e0\u610f\u4e49 Loop\u3001\u6709\u6ca1\u6709\u591a\u4f59\u6b65\u9aa4\u3002<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_7\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-plain\" tabindex=\"0\"><code class=\"language-plain\">User Request\r\n   \u2193\r\nPlan \u2713\r\n   \u2193\r\nSearch Tool \u2713\r\n   \u2193\r\nObservation \u2713\r\n   \u2193\r\nDatabase Tool \u2717\r\n   \u2193\r\nReasoning \u2717\r\n   \u2193\r\nFinal Answer \u2717<\/code><\/pre>\n<ul id=\"code_id_7\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<li>13.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u6700\u7ec8\u7b54\u6848\u9519\u4e86\uff0cRoot Cause \u53ef\u80fd\u53d1\u751f\u5728\u6570\u636e\u5e93\u5de5\u5177\u53c2\u6570\u6784\u9020\u9636\u6bb5\u3002<\/p>\n<p><strong>3. RAG Evaluation\uff1a\u77e5\u8bc6\u94fe\u8def\u662f\u5426\u53ef\u9760<\/strong><\/p>\n<p>\u5178\u578b\u6307\u6807\u5305\u62ec Context Precision\u3001Context Recall\u3001Faithfulness\u3001Answer Relevance\u3002Ragas \u7b49\u5de5\u5177\u5c5e\u4e8e\u8fd9\u4e00\u5c42\u3002<\/p>\n<p><strong>4. System Evaluation\uff1a\u5de5\u7a0b\u8868\u73b0\u600e\u4e48\u6837<\/strong><\/p>\n<p>Latency\u3001Token\u3001Cost\u3001Error Rate\u3001Retry Rate\u3001Tool Call Count \u90fd\u5e94\u8be5\u8fdb\u5165\u8bc4\u6d4b\u3002\u4e00\u4e2a\u6b63\u786e\u7387\u63d0\u5347 1%\uff0c\u4f46\u6210\u672c\u4e0a\u6da8 300%\u3001\u5ef6\u8fdf\u7ffb\u500d\u7684 Agent\uff0c\u4e0d\u4e00\u5b9a\u662f\u66f4\u597d\u7684\u751f\u4ea7\u65b9\u6848\u3002<\/p>\n<p><strong>5. Safety Evaluation\uff1a\u5b83\u80fd\u4e0d\u80fd\u88ab\u653e\u5fc3\u6388\u6743<\/strong><\/p>\n<p>\u5f53 Agent \u80fd\u64cd\u4f5c\u6d4f\u89c8\u5668\u3001\u4ee3\u7801\u4ed3\u5e93\u3001\u4f01\u4e1a\u6570\u636e\u5e93\u3001\u90ae\u4ef6\u548c MCP Server \u540e\uff0cEvaluation \u8fd8\u5fc5\u987b\u8986\u76d6\u6743\u9650\u8fb9\u754c\u3001\u654f\u611f\u6570\u636e\u3001Prompt Injection\u3001Tool Injection\u3001\u5371\u9669\u64cd\u4f5c\u548c Human Approval\u3002<\/p>\n<p>\u56e0\u6b64\uff0c\u4e00\u4e2a\u6210\u719f\u7684 Agent Scorecard \u5e94\u8be5\u540c\u65f6\u5305\u542b\uff1aQuality + Trajectory + Retrieval + Reliability + Cost + Latency + Safety\u3002<\/p>\n<p><img data-dominant-color=\"162c43\" data-has-transparency=\"false\" style=\"--dominant-color: #162c43;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-30345\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/287662411a65b14229d03715948c71939f22f0-1.png\" width=\"1080\" height=\"608\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/287662411a65b14229d03715948c71939f22f0-1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/287662411a65b14229d03715948c71939f22f0-1-300x169.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/287662411a65b14229d03715948c71939f22f0-1-1024x576.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/287662411a65b14229d03715948c71939f22f0-1-150x84.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/287662411a65b14229d03715948c71939f22f0-1-768x432.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>05\u3001LLM-as-a-Judge\uff1a\u8ba9\u5927\u6a21\u578b\u6210\u4e3a Agent \u7684\u81ea\u52a8\u8bc4\u5ba1\u5458<\/h2>\n<p>LLM-as-a-Judge\uff1a\u5b83\u4e0d\u662f Agent Evaluation \u7684\u5168\u90e8\uff0c\u800c\u662f\u5176\u4e2d\u4e00\u79cd\u975e\u5e38\u91cd\u8981\u7684 Evaluator\u3002\u5f88\u591a\u8d28\u91cf\u95ee\u9898\u65e0\u6cd5\u901a\u8fc7\u7b80\u5355\u89c4\u5219\u5224\u65ad\uff0c\u4f8b\u5982\uff1a\u201c\u8fd9\u4e2a\u56de\u7b54\u662f\u5426\u771f\u6b63\u7406\u89e3\u7528\u6237\u610f\u56fe\uff1f\u201d\u201cA\u3001B \u4e24\u4e2a\u65b9\u6848\u54ea\u4e2a\u66f4\u5b8c\u6574\uff1f\u201d\u201cAgent \u867d\u7136\u5b8c\u6210\u4efb\u52a1\uff0c\u4f46\u6574\u4e2a\u6267\u884c\u8fc7\u7a0b\u662f\u5426\u5408\u7406\uff1f\u201d<\/p>\n<p>\u4e8e\u662f\u53ef\u4ee5\u8ba9\u53e6\u4e00\u4e2a\u80fd\u529b\u8f83\u5f3a\u7684 LLM \u6839\u636e Rubric \u8bc4\u5206\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_8\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-plain\" tabindex=\"0\"><code class=\"language-plain\">Question\r\n+\r\nAgent Answer \/ Trace\r\n+\r\nEvaluation Rubric\r\n       \u2193\r\n  Judge Model\r\n       \u2193\r\nScore + Reason + Failure Type<\/code><\/pre>\n<ul id=\"code_id_8\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u4f8b\u5982\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_9\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-plain\" tabindex=\"0\"><code class=\"language-plain\">{\r\n  \"correctness\": 4,\r\n  \"relevance\": 5,\r\n  \"completeness\": 4,\r\n  \"faithfulness\": 3,\r\n  \"failure_type\": \"unsupported_claim\",\r\n  \"reason\": \"\u90e8\u5206\u7ed3\u8bba\u7f3a\u5c11\u68c0\u7d22\u8bc1\u636e\u652f\u6301\"\r\n}<\/code><\/pre>\n<ul id=\"code_id_9\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<h3>\u80fd\u7528\u89c4\u5219\u5224\u65ad\u7684\uff0c\u4e0d\u8981\u5168\u90e8\u4ea4\u7ed9 Judge<\/h3>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_10\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-plain\" tabindex=\"0\"><code class=\"language-plain\">HTTP == 200                 \u2192 Rule\r\nprice &lt;= 8000               \u2192 Rule\r\ntool_status == success \u2192 Rule\r\nContext Precision \u2192 RAG Evaluator\r\n\u662f\u5426\u771f\u6b63\u6ee1\u8db3\u7528\u6237\u610f\u56fe \u2192 LLM Judge\r\n\u590d\u6742\u65b9\u6848 A\/B \u54ea\u4e2a\u66f4\u597d \u2192 LLM Judge<\/code><\/pre>\n<ul id=\"code_id_10\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u751f\u4ea7\u7ea7 Eval \u66f4\u5408\u7406\u7684\u7ec4\u5408\u662f\uff1a<\/p>\n<p>Rules + Metrics + LLM Judge + Human Calibration\u3002<\/p>\n<h3>SBS\uff1aJudge \u6700\u6709\u4ef7\u503c\u7684\u5e94\u7528\u4e4b\u4e00<\/h3>\n<p>Agent V2 \u6362\u4e86\u65b0\u6a21\u578b\u3001Prompt \u6216 Memory \u7b56\u7565\uff0c\u600e\u4e48\u8bc1\u660e\u6bd4 V1 \u597d\uff1f<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_11\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-plain\" tabindex=\"0\"><code class=\"language-plain\">Benchmark Dataset\r\n       \u2502\r\n   \u250c\u2500\u2500\u2500\u2534\u2500\u2500\u2500\u2510\r\n   \u2193       \u2193\r\nAgent V1 Agent V2\r\n   \u2193       \u2193\r\nAnswer A Answer B\r\n   \u2514\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2518\r\n       \u2193\r\nLLM-as-a-Judge\r\n       \u2193\r\n A \/ B \/ Tie<\/code><\/pre>\n<ul id=\"code_id_11\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u8fd9\u5c31\u662f Side-by-Side Evaluation\uff08SBS\uff09\u30021000 \u4e2a Case \u6700\u7ec8\u53ef\u80fd\u5f97\u5230\uff1aV1 Win 27%\u3001V2 Win 61%\u3001Tie 12%\u3002\u8fd9\u663e\u7136\u6bd4\u201c\u5de5\u7a0b\u5e08\u8bd5\u4e86\u51e0\u4e2a\u95ee\u9898\uff0c\u611f\u89c9 V2 \u66f4\u806a\u660e\u201d\u53ef\u9760\u5f97\u591a\u3002<\/p>\n<h3>Judge \u81ea\u5df1\u4e5f\u4f1a\u72af\u9519<\/h3>\n<p>LLM Judge \u4e0d\u662f Ground Truth\u3002\u5b83\u53ef\u80fd\u5b58\u5728 Verbosity Bias\u3001Position Bias\u3001Self-preference\u3001\u4e13\u4e1a\u9886\u57df\u77e5\u8bc6\u9519\u8bef\u548c Score Drift\u3002<\/p>\n<p>\u56e0\u6b64\u9ad8\u8d28\u91cf Judge \u7cfb\u7edf\u9700\u8981\uff1a\u660e\u786e Rubric\u3001\u7ed3\u6784\u5316\u8f93\u51fa\u3001\u4ea4\u6362 A\/B \u987a\u5e8f\u3001\u4eba\u5de5 Golden Set \u6821\u51c6\uff0c\u4ee5\u53ca\u5fc5\u8981\u65f6\u4f7f\u7528\u591a\u4e2a Judge \u505a\u4e00\u81f4\u6027\u68c0\u67e5\u3002<\/p>\n<p><img data-dominant-color=\"dae2f0\" data-has-transparency=\"false\" style=\"--dominant-color: #dae2f0;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-30346\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/e24457e4366e242ff30169dcb5a9be488d780e-1.png\" width=\"1080\" height=\"608\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/e24457e4366e242ff30169dcb5a9be488d780e-1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/e24457e4366e242ff30169dcb5a9be488d780e-1-300x169.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/e24457e4366e242ff30169dcb5a9be488d780e-1-1024x576.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/e24457e4366e242ff30169dcb5a9be488d780e-1-150x84.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/e24457e4366e242ff30169dcb5a9be488d780e-1-768x432.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>06\u3001\u4ece Debugging \u5230 Data Flywheel\uff1aAgent \u771f\u6b63\u7684\u7ade\u4e89\u529b\u662f\u6301\u7eed\u8fdb\u5316<\/h2>\n<p>\u5982\u679c\u628a Observation\u3001Tracing\u3001Observability\u3001Evaluation \u548c Judge \u4e32\u8d77\u6765\uff0c\u4f1a\u51fa\u73b0\u4e00\u4e2a\u975e\u5e38\u6709\u4ef7\u503c\u7684\u95ed\u73af\u3002\u5047\u8bbe\u7ebf\u4e0a\u6bcf\u5929\u8fd0\u884c 100 \u4e07\u6b21 Agent \u8bf7\u6c42\uff0c\u4eba\u5de5\u4e0d\u53ef\u80fd\u9010\u6761\u68c0\u67e5\uff0c\u4f46\u7cfb\u7edf\u53ef\u4ee5\u81ea\u52a8\u5b8c\u6210\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_12\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-plain\" tabindex=\"0\"><code class=\"language-plain\">Production Agent\r\n       \u2193\r\nTrace \/ Observation\r\n       \u2193\r\nOnline Evaluation\r\n       \u2193\r\nLow-score Cases\r\n       \u2193\r\nFailure Classification \/ Mining\r\n       \u2193\r\nHuman Review\r\n       \u2193\r\nRegression Dataset\r\n       \u2193\r\nPrompt \/ Model \/ Tool \/ Agent Optimization\r\n       \u2193\r\nOffline Evaluation\r\n       \u2193\r\nA\/B \/ SBS\r\n       \u2193\r\nNew Version \u2192 Production<\/code><\/pre>\n<ul id=\"code_id_12\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<li>13.<\/li>\n<li>14.<\/li>\n<li>15.<\/li>\n<li>16.<\/li>\n<li>17.<\/li>\n<li>18.<\/li>\n<li>19.<\/li>\n<li>20.<\/li>\n<li>21.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u8fd9\u5c31\u662f Agent Data Flywheel\u3002<\/p>\n<h3>Failure Taxonomy \u5f88\u91cd\u8981<\/h3>\n<p>\u4e0d\u8981\u53ea\u8bb0\u5f55 success = false\uff0c\u800c\u5e94\u8be5\u8fdb\u4e00\u6b65\u5f52\u56e0\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_13\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-plain\" tabindex=\"0\"><code class=\"language-plain\">Planning Error\r\nTool Selection Error\r\nTool Argument Error\r\nRetrieval Error\r\nObservation Error\r\nMemory Error\r\nReasoning Error\r\nPermission Error\r\nFinal Answer Error<\/code><\/pre>\n<ul id=\"code_id_13\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u6570\u636e\u79ef\u7d2f\u540e\uff0c\u56e2\u961f\u53ef\u80fd\u53d1\u73b0\u6700\u8fd1 7 \u5929\u5931\u8d25\u8bf7\u6c42\u4e2d\uff0c31% \u6765\u81ea Tool Selection\u300122% \u6765\u81ea Retrieval\u300117% \u6765\u81ea Tool Arguments\u2026\u2026\u8fd9\u65f6\u624d\u80fd\u771f\u6b63\u56de\u7b54\uff1a\u4e0b\u4e00\u7248\u672c\u5e94\u8be5\u4f18\u5316\u54ea\u91cc\uff1f<\/p>\n<p>\u8fd9\u4e5f\u662f Agent Observability \u771f\u6b63\u7684\u4ef7\u503c\uff1a\u4e0d\u662f\u4e3a\u4e86\u505a\u4e00\u4e2a\u6f02\u4eae Dashboard\uff0c\u800c\u662f\u4e3a\u4e86\u9a71\u52a8\u7cfb\u7edf\u8fdb\u5316\u3002<\/p>\n<h3>Regression Detection\uff1aAgent \u4e5f\u9700\u8981\u81ea\u5df1\u7684\u201c\u5355\u5143\u6d4b\u8bd5\u201d<\/h3>\n<p>\u6bcf\u6b21\u4fee\u6539 Prompt\u3001Model\u3001Tool\u3001Memory\u3001Context Strategy\uff0c\u90fd\u53ef\u80fd\u5e26\u6765\u5c40\u90e8\u63d0\u5347\u548c\u5176\u4ed6\u80fd\u529b\u9000\u5316\u3002\u56e0\u6b64\u53ef\u4ee5\u628a Eval \u63a5\u5165 CI\/CD\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_14\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-plain\" tabindex=\"0\"><code class=\"language-plain\">Code \/ Prompt Change\r\n        \u2193\r\n       CI\r\n        \u2193\r\nBenchmark Dataset\r\n        \u2193\r\nRun Agent\r\n        \u2193\r\nAutomatic Eval\r\n        \u2193\r\nCompare Baseline\r\n        \u2193\r\nRegression Detection\r\n        \u2193\r\n Pass \/ Reject<\/code><\/pre>\n<ul id=\"code_id_14\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<li>13.<\/li>\n<li>14.<\/li>\n<li>15.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u4f8b\u5982\uff1a<\/p>\n<table class=\"data-table\" data-transient-attributes=\"class\" data-width=\"661px\">\n<colgroup data-id=\"c7104f7d-4FRjbae1\">\n<col span=\"1\" width=\"220.333\" data-id=\"cd89ecb0-gU691GXk\" \/>\n<col span=\"1\" width=\"220.333\" data-id=\"cd89ecb0-J092V3HP\" \/>\n<col span=\"1\" width=\"220.333\" data-id=\"cd89ecb0-Wkhm7QXD\" \/><\/colgroup>\n<tbody data-id=\"t6d5e859-S0TVCUWJ\">\n<tr data-id=\"t31e458f-L5geCi3J\">\n<td data-id=\"t6267798-6IDIcHaa\" data-transient-attributes=\"table-cell-selection\">Metric<\/td>\n<td data-id=\"t6267798-jbRc3KSL\" data-transient-attributes=\"table-cell-selection\">V1<\/td>\n<td class=\"table-last-row\" data-id=\"t6267798-3TYoZSR4\" data-transient-attributes=\"table-cell-selection\">V2<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-IKLOYQ9N\">\n<td data-id=\"t6267798-6XJHMkFX\" data-transient-attributes=\"table-cell-selection\">Task Success<\/td>\n<td data-id=\"t306a779-D0ZChbAB\" data-transient-attributes=\"table-cell-selection\">82%<\/td>\n<td class=\"table-last-row\" data-id=\"t306a779-43a7f3Ih\" data-transient-attributes=\"table-cell-selection\">88%<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-aR3D8X58\">\n<td data-id=\"t6267798-g8X5deFl\" data-transient-attributes=\"table-cell-selection\">Tool Accuracy<\/td>\n<td data-id=\"t306a779-hmYU6lZM\" data-transient-attributes=\"table-cell-selection\">91%<\/td>\n<td class=\"table-last-row\" data-id=\"t306a779-eQS8hF9W\" data-transient-attributes=\"table-cell-selection\">94%<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-pIUoX8n9\">\n<td data-id=\"t6267798-r98FoVlo\" data-transient-attributes=\"table-cell-selection\">Hallucination<\/td>\n<td data-id=\"t306a779-A9dWBo5U\" data-transient-attributes=\"table-cell-selection\">8%<\/td>\n<td class=\"table-last-row\" data-id=\"t306a779-TZg5fMcD\" data-transient-attributes=\"table-cell-selection\">4%<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-f0kQjBpj\">\n<td data-id=\"t6267798-BhDP6Hnc\" data-transient-attributes=\"table-cell-selection\">Avg Steps<\/td>\n<td data-id=\"t306a779-7RqicTGT\" data-transient-attributes=\"table-cell-selection\">4.2<\/td>\n<td class=\"table-last-row\" data-id=\"t306a779-RsZVGgS1\" data-transient-attributes=\"table-cell-selection\">5.1<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-C2q9QSSR\">\n<td data-id=\"t6267798-5VhUMpiI\" data-transient-attributes=\"table-cell-selection\">Latency<\/td>\n<td data-id=\"t306a779-UMDoG6F3\" data-transient-attributes=\"table-cell-selection\">2.8s<\/td>\n<td class=\"table-last-row\" data-id=\"t306a779-20C6l7k5\" data-transient-attributes=\"table-cell-selection\">3.2s<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-nP97QBqe\">\n<td class=\"table-last-column\" data-id=\"t6267798-IBq7dTPo\" data-transient-attributes=\"table-cell-selection\">Cost<\/td>\n<td class=\"table-last-column\" data-id=\"t306a779-X5luCaAh\" data-transient-attributes=\"table-cell-selection\">$0.03<\/td>\n<td class=\"table-last-column table-last-row\" data-id=\"t306a779-pthGhOIF\" data-transient-attributes=\"table-cell-selection\">$0.04<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>V2 \u7684\u8d28\u91cf\u66f4\u9ad8\uff0c\u4f46\u6b65\u9aa4\u3001\u5ef6\u8fdf\u548c\u6210\u672c\u4e5f\u589e\u52a0\u3002\u771f\u6b63\u7684\u5de5\u7a0b\u51b3\u7b56\u4e0d\u662f\u201c88% \u5927\u4e8e 82%\uff0c\u6240\u4ee5\u53d1\u5e03\u201d\uff0c\u800c\u662f\u7ed3\u5408\u4e1a\u52a1 SLA\u3001\u6210\u672c\u548c\u98ce\u9669\u7efc\u5408\u5224\u65ad\u3002<\/p>\n<p><img data-dominant-color=\"d7dee9\" data-has-transparency=\"false\" style=\"--dominant-color: #d7dee9;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-30347\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/68a9d605744a445e9db257ac3aff84a8068133-1.png\" width=\"1080\" height=\"608\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/68a9d605744a445e9db257ac3aff84a8068133-1.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/68a9d605744a445e9db257ac3aff84a8068133-1-300x169.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/68a9d605744a445e9db257ac3aff84a8068133-1-1024x576.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/68a9d605744a445e9db257ac3aff84a8068133-1-150x84.png 150w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2026\/10\/68a9d605744a445e9db257ac3aff84a8068133-1-768x432.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>07\u3001\u5199\u5728\u6700\u540e\uff1a2026 \u5e74 Agent \u7684\u5206\u6c34\u5cad\uff0c\u4e0d\u518d\u53ea\u662f\u201c\u806a\u4e0d\u806a\u660e\u201d<\/h2>\n<p>\u56de\u5934\u770b\u6574\u6761\u94fe\u8def\uff1a<\/p>\n<div>\n<div class=\"hljs-cto\">\n<div class=\"hljs-cto\"><button class=\"copy_btn disable\" data-clipboard-target=\"#code_id_15\">\u590d\u5236<\/button><\/p>\n<div class=\"code-toolbar\">\n<pre class=\"has-pre-numbering language-plain\" tabindex=\"0\"><code class=\"language-plain\">Agent Runtime\r\n     \u2193\r\nObservation\r\n     \u2193\r\nTracing\r\n     \u2193\r\nObservability\r\n     \u2193\r\nEvaluation\r\n     \u2193\r\nLLM-as-a-Judge\r\n     \u2193\r\nDebugging\r\n     \u2193\r\nFailure Mining\r\n     \u2193\r\nRegression\r\n     \u2193\r\nOptimization\r\n     \u21ba<\/code><\/pre>\n<ul id=\"code_id_15\" class=\"pre-numbering\">\n<li>1.<\/li>\n<li>2.<\/li>\n<li>3.<\/li>\n<li>4.<\/li>\n<li>5.<\/li>\n<li>6.<\/li>\n<li>7.<\/li>\n<li>8.<\/li>\n<li>9.<\/li>\n<li>10.<\/li>\n<li>11.<\/li>\n<li>12.<\/li>\n<li>13.<\/li>\n<li>14.<\/li>\n<li>15.<\/li>\n<li>16.<\/li>\n<li>17.<\/li>\n<li>18.<\/li>\n<li>19.<\/li>\n<li>20.<\/li>\n<\/ul>\n<div class=\"toolbar\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>\u8fc7\u53bb\u6211\u4eec\u5173\u6ce8\u7684\u662f\uff1aAgent \u80fd\u4e0d\u80fd\u8c03\u7528\u5de5\u5177\u3001\u80fd\u4e0d\u80fd\u5b8c\u6210\u4efb\u52a1\u3002\u800c\u751f\u4ea7\u7ea7\u00a0Agent \u66f4\u5173\u5fc3\uff1a\u5b83\u4e3a\u4ec0\u4e48\u8fd9\u4e48\u505a\uff1f\u6211\u4eec\u80fd\u5426\u770b\u6e05\u8fc7\u7a0b\uff1f\u80fd\u5426\u91cf\u5316\u8d28\u91cf\uff1f\u5931\u8d25\u80fd\u5426\u5f52\u56e0\uff1f\u7248\u672c\u5347\u7ea7\u80fd\u5426\u8bc1\u660e\u6ca1\u6709\u9000\u5316\uff1f\u7ebf\u4e0a\u7ecf\u9a8c\u80fd\u5426\u53cd\u8fc7\u6765\u8ba9 Agent \u6301\u7eed\u53d8\u597d\uff1f<\/p>\n<p>\u56e0\u6b64\uff0c2026 \u5e74\u771f\u6b63\u503c\u5f97\u5de5\u7a0b\u56e2\u961f\u6295\u5165\u7684\uff0c\u4e0d\u53ea\u662f\u201c\u518d\u505a\u4e00\u4e2a Agent Framework\u201d\uff0c\u800c\u662f\u56f4\u7ed5 Agent \u5efa\u7acb\u4e00\u5957\u5b8c\u6574\u7684 Observability + Evaluation + Debugging + Data Flywheel\u3002<\/p>\n<p>LLM-as-a-Judge \u5f88\u91cd\u8981\uff0c\u4f46\u5b83\u53ea\u662f\u5176\u4e2d\u7684\u4e00\u5757\u62fc\u56fe\u3002\u771f\u6b63\u5f3a\u5927\u7684 Agent \u7cfb\u7edf\u5e94\u8be5\u505a\u5230\u56db\u4e2a\u5173\u952e\u8bcd\uff1a<\/p>\n<p>\u53ef\u89c2\u6d4b\uff08Observable\uff09\uff1a\u77e5\u9053 Agent \u505a\u4e86\u4ec0\u4e48\u3002<\/p>\n<p>\u53ef\u8bc4\u6d4b\uff08Evaluable\uff09\uff1a\u77e5\u9053 Agent \u505a\u5f97\u600e\u4e48\u6837\u3002<\/p>\n<p>\u53ef\u8c03\u8bd5\uff08Debuggable\uff09\uff1a\u77e5\u9053 Agent \u4e3a\u4ec0\u4e48\u5931\u8d25\u3002<\/p>\n<p>\u53ef\u8fdb\u5316\uff08Evolvable\uff09\uff1a\u77e5\u9053\u4e0b\u4e00\u7248\u5e94\u8be5\u600e\u4e48\u53d8\u5f97\u66f4\u597d\u3002<\/p>\n<p>\u5f53 Agent \u4ece\u201cDemo \u80fd\u8dd1\u201d\u8d70\u5411\u8fd9\u56db\u4e2a\u76ee\u6807\uff0c\u624d\u771f\u6b63\u5f00\u59cb\u8fdb\u5165\u751f\u4ea7\u7ea7 AI Engineering\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>08\u3001\u6280\u672f\u6808\u901f\u67e5<\/h2>\n<table class=\"data-table\" data-transient-attributes=\"class\" data-width=\"661px\">\n<colgroup data-id=\"c7104f7d-cOVDRk5m\">\n<col span=\"1\" width=\"330.5\" data-id=\"cd89ecb0-5hdlS8HG\" \/>\n<col span=\"1\" width=\"330.5\" data-id=\"cd89ecb0-eYjgXKpe\" \/><\/colgroup>\n<tbody data-id=\"t6d5e859-TWAdMIma\">\n<tr data-id=\"t31e458f-aTQh4qV2\">\n<td data-id=\"t6267798-0UgETRUN\" data-transient-attributes=\"table-cell-selection\">\u5c42\u6b21<\/td>\n<td class=\"table-last-row\" data-id=\"t6267798-CcerQ6c8\" data-transient-attributes=\"table-cell-selection\">\u63a8\u8350\u5173\u6ce8\u6280\u672f<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-aIPg3lTN\">\n<td data-id=\"t6267798-IXTKPgt3\" data-transient-attributes=\"table-cell-selection\">Agent Runtime<\/td>\n<td class=\"table-last-row\" data-id=\"t6267798-txVVGg4L\" data-transient-attributes=\"table-cell-selection\">LangGraph\u3001LangChain\u3001\u81ea\u7814 Runtime<\/td>\n<\/tr>\n<tr data-id=\"t31e458f-clQlEcLn\">\n<td data-id=\"t6267798-cS2FgaXh\" data-transient-attributes=\"table-cell-selection\">Tool \/ Protocol<\/td>\n<td class=\"table-last-row\" data-id=\"t6267798-WixM2vbq\" 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