{
  "generated_at": "2026-06-15T16:59:06.575194+00:00",
  "total_observations": 82,
  "overall_skill_recall": 0.9,
  "overall_skill_precision": 0.9,
  "overall_skill_f1": 0.9,
  "overall_execution_mode_accuracy": 0.4038,
  "overall_task_success_rate": 1.0,
  "category_metrics": [
    {
      "category": "routing",
      "subcategory": "explicit_prefix",
      "total": 1,
      "skill_correct": 1,
      "skill_recall": 1.0,
      "skill_precision": 1.0,
      "skill_f1": 1.0,
      "execution_mode_correct": 1,
      "execution_mode_accuracy": 1.0,
      "complexity_correct": 0,
      "complexity_accuracy": 0.0,
      "task_success_rate": 1.0,
      "avg_response_time_ms": 0.05
    },
    {
      "category": "routing",
      "subcategory": "greeting",
      "total": 2,
      "skill_correct": 2,
      "skill_recall": 1.0,
      "skill_precision": 1.0,
      "skill_f1": 1.0,
      "execution_mode_correct": 2,
      "execution_mode_accuracy": 1.0,
      "complexity_correct": 2,
      "complexity_accuracy": 1.0,
      "task_success_rate": 1.0,
      "avg_response_time_ms": 0.03
    },
    {
      "category": "routing",
      "subcategory": "identity",
      "total": 1,
      "skill_correct": 1,
      "skill_recall": 1.0,
      "skill_precision": 1.0,
      "skill_f1": 1.0,
      "execution_mode_correct": 1,
      "execution_mode_accuracy": 1.0,
      "complexity_correct": 1,
      "complexity_accuracy": 1.0,
      "task_success_rate": 1.0,
      "avg_response_time_ms": 0.02
    },
    {
      "category": "routing",
      "subcategory": "keyword_match",
      "total": 62,
      "skill_correct": 21,
      "skill_recall": 0.6774,
      "skill_precision": 0.6774,
      "skill_f1": 0.6774,
      "execution_mode_correct": 32,
      "execution_mode_accuracy": 0.5161,
      "complexity_correct": 22,
      "complexity_accuracy": 0.3548,
      "task_success_rate": 1.0,
      "avg_response_time_ms": 4449.27
    },
    {
      "category": "semantic_router",
      "subcategory": "colloquial_match",
      "total": 5,
      "skill_correct": 5,
      "skill_recall": 1.0,
      "skill_precision": 1.0,
      "skill_f1": 1.0,
      "execution_mode_correct": 0,
      "execution_mode_accuracy": 0.0,
      "complexity_correct": 1,
      "complexity_accuracy": 0.2,
      "task_success_rate": 1.0,
      "avg_response_time_ms": 2410.72
    },
    {
      "category": "semantic_router",
      "subcategory": "description_match",
      "total": 8,
      "skill_correct": 4,
      "skill_recall": 1.0,
      "skill_precision": 1.0,
      "skill_f1": 1.0,
      "execution_mode_correct": 3,
      "execution_mode_accuracy": 0.375,
      "complexity_correct": 2,
      "complexity_accuracy": 0.25,
      "task_success_rate": 1.0,
      "avg_response_time_ms": 891.55
    },
    {
      "category": "semantic_router",
      "subcategory": "mixed_lang_match",
      "total": 3,
      "skill_correct": 2,
      "skill_recall": 1.0,
      "skill_precision": 1.0,
      "skill_f1": 1.0,
      "execution_mode_correct": 1,
      "execution_mode_accuracy": 0.3333,
      "complexity_correct": 2,
      "complexity_accuracy": 0.6667,
      "task_success_rate": 1.0,
      "avg_response_time_ms": 0.89
    }
  ],
  "overfitting_results": [
    {
      "benchmark_id": "route-kw-direct-001",
      "original_correct": true,
      "paraphrase_results": [
        true,
        true,
        true
      ],
      "consistency_rate": 1.0,
      "is_overfitted": false
    },
    {
      "benchmark_id": "route-kw-direct-002",
      "original_correct": true,
      "paraphrase_results": [
        false,
        true,
        true
      ],
      "consistency_rate": 0.6667,
      "is_overfitted": false
    },
    {
      "benchmark_id": "route-kw-direct-003",
      "original_correct": true,
      "paraphrase_results": [
        true,
        false,
        true
      ],
      "consistency_rate": 0.6667,
      "is_overfitted": false
    },
    {
      "benchmark_id": "route-kw-react-001",
      "original_correct": false,
      "paraphrase_results": [
        false,
        false,
        false
      ],
      "consistency_rate": 1.0,
      "is_overfitted": false
    },
    {
      "benchmark_id": "route-kw-react-002",
      "original_correct": false,
      "paraphrase_results": [
        false,
        false,
        true
      ],
      "consistency_rate": 0.6667,
      "is_overfitted": false
    },
    {
      "benchmark_id": "route-kw-react-003",
      "original_correct": false,
      "paraphrase_results": [
        false,
        false,
        false
      ],
      "consistency_rate": 1.0,
      "is_overfitted": false
    },
    {
      "benchmark_id": "route-kw-rewoo-001",
      "original_correct": false,
      "paraphrase_results": [
        true,
        false,
        false
      ],
      "consistency_rate": 0.6667,
      "is_overfitted": false
    },
    {
      "benchmark_id": "route-kw-rewoo-002",
      "original_correct": false,
      "paraphrase_results": [
        false,
        false,
        false
      ],
      "consistency_rate": 1.0,
      "is_overfitted": false
    },
    {
      "benchmark_id": "route-kw-reflex-001",
      "original_correct": false,
      "paraphrase_results": [
        false,
        false,
        false
      ],
      "consistency_rate": 1.0,
      "is_overfitted": false
    },
    {
      "benchmark_id": "route-kw-reflex-002",
      "original_correct": false,
      "paraphrase_results": [
        false,
        false,
        false
      ],
      "consistency_rate": 1.0,
      "is_overfitted": false
    }
  ],
  "overfitting_score": 0.2222,
  "weaknesses": [
    {
      "dimension": "semantic_router",
      "subcategory": "colloquial_match",
      "severity": "high",
      "description": "执行模式准确率过低 (0.00%)，子类别: colloquial_match",
      "evidence": "正确数=0/5",
      "suggestion": "检查复杂度估算和模式选择逻辑"
    },
    {
      "dimension": "semantic_router",
      "subcategory": "description_match",
      "severity": "high",
      "description": "执行模式准确率过低 (37.50%)，子类别: description_match",
      "evidence": "正确数=3/8",
      "suggestion": "检查复杂度估算和模式选择逻辑"
    },
    {
      "dimension": "semantic_router",
      "subcategory": "mixed_lang_match",
      "severity": "high",
      "description": "执行模式准确率过低 (33.33%)，子类别: mixed_lang_match",
      "evidence": "正确数=1/3",
      "suggestion": "检查复杂度估算和模式选择逻辑"
    },
    {
      "dimension": "routing",
      "subcategory": "keyword_match",
      "severity": "medium",
      "description": "技能路由F1偏低 (0.68)，子类别: keyword_match",
      "evidence": "召回率=67.74%, 精确率=67.74%, 样本数=62",
      "suggestion": "微调路由阈值或增加更多意图示例"
    },
    {
      "dimension": "routing",
      "subcategory": "keyword_match",
      "severity": "medium",
      "description": "执行模式准确率过低 (51.61%)，子类别: keyword_match",
      "evidence": "正确数=32/62",
      "suggestion": "检查复杂度估算和模式选择逻辑"
    }
  ],
  "root_causes": [
    {
      "cause_type": "complexity_misjudge",
      "cause_description": "复杂度估算偏差：倾向高估复杂度（将简单任务误判为需要多步推理）",
      "confidence": 0.75,
      "affected_cases": [
        "route-kw-rewoo-001",
        "route-kw-rewoo-002",
        "route-kw-reflex-001",
        "route-kw-reflex-002",
        "route-kw-planexec-001",
        "route-kw-coderev-001",
        "route-kw-geo-001",
        "route-kw-deai-001",
        "route-kw-content-001",
        "route-kw-citation-001"
      ],
      "detail": "共 31 个执行模式判断错误。低估复杂度 0 次，高估复杂度 1 次。受影响子类别: description_match, mixed_lang_match, colloquial_match, keyword_match"
    },
    {
      "cause_type": "intent_ambiguous",
      "cause_description": "意图歧义：不同技能的关键词/意图描述重叠，导致路由混淆",
      "confidence": 0.7,
      "affected_cases": [
        "route-kw-rewoo-001",
        "route-kw-rewoo-001",
        "route-kw-reflex-001"
      ],
      "detail": "技能混淆对: rewoo_agent→competitor_analyzer(2次); reflexion_agent→code_reviewer(1次)"
    },
    {
      "cause_type": "quality_threshold",
      "cause_description": "质量门控阈值过低：任务虽成功完成但输出了错误结果",
      "confidence": 0.6,
      "affected_cases": [
        "route-kw-rewoo-001",
        "route-kw-rewoo-001",
        "route-kw-reflex-001"
      ],
      "detail": "共 3 个任务虽然HTTP成功但路由到了错误技能。质量门控未能拦截这些错误路由的结果。"
    }
  ],
  "improvement_plans": [
    {
      "weakness_description": "意图歧义：不同技能的关键词/意图描述重叠，导致路由混淆",
      "root_causes": [
        {
          "cause_type": "intent_ambiguous",
          "cause_description": "意图歧义：不同技能的关键词/意图描述重叠，导致路由混淆",
          "confidence": 0.7,
          "affected_cases": [
            "route-kw-rewoo-001",
            "route-kw-rewoo-001",
            "route-kw-reflex-001"
          ],
          "detail": "技能混淆对: rewoo_agent→competitor_analyzer(2次); reflexion_agent→code_reviewer(1次)"
        }
      ],
      "actions": [
        {
          "action_id": "ACT-001",
          "title": "为易混淆技能添加互斥关键词",
          "description": "在技能配置中为容易混淆的技能对添加互斥关键词（disambiguation_keywords），当用户输入同时匹配多个技能时，优先选择包含互斥关键词的技能。",
          "target_module": "configs/skills/*.yaml → intent.disambiguation_keywords",
          "priority": "P1",
          "expected_impact": "预计提升精确率 10~25%，减少技能混淆",
          "effort": "small",
          "related_causes": [
            "intent_ambiguous"
          ],
          "verification": "运行歧义消解回测，验证路由精确率提升"
        },
        {
          "action_id": "ACT-002",
          "title": "实现LLM二次分类消歧",
          "description": "当 Layer 0/1 路由到多个候选技能时，调用 LLM quick_classify 进行二次意图判断，选择最匹配的技能。",
          "target_module": "src/agentkit/chat/skill_routing.py → Layer 1",
          "priority": "P2",
          "expected_impact": "预计提升精确率 15~30%，但增加 ~500ms 延迟和 ~100 tokens",
          "effort": "medium",
          "related_causes": [
            "intent_ambiguous"
          ],
          "verification": "运行歧义消解回测，对比延迟和精确率变化"
        }
      ],
      "overall_strategy": "短期：添加互斥关键词消歧；中期：启用LLM二次分类；长期：训练专用意图分类模型替代规则匹配"
    },
    {
      "weakness_description": "复杂度估算偏差：倾向高估复杂度（将简单任务误判为需要多步推理）",
      "root_causes": [
        {
          "cause_type": "complexity_misjudge",
          "cause_description": "复杂度估算偏差：倾向高估复杂度（将简单任务误判为需要多步推理）",
          "confidence": 0.75,
          "affected_cases": [
            "route-kw-rewoo-001",
            "route-kw-rewoo-002",
            "route-kw-reflex-001",
            "route-kw-reflex-002",
            "route-kw-planexec-001",
            "route-kw-coderev-001",
            "route-kw-geo-001",
            "route-kw-deai-001",
            "route-kw-content-001",
            "route-kw-citation-001"
          ],
          "detail": "共 31 个执行模式判断错误。低估复杂度 0 次，高估复杂度 1 次。受影响子类别: description_match, mixed_lang_match, colloquial_match, keyword_match"
        }
      ],
      "actions": [
        {
          "action_id": "ACT-003",
          "title": "优化复杂度估算启发式规则",
          "description": "调整 HeuristicClassifier 的复杂度评分权重：增加任务动词（分析/研究/设计）的权重，降低简单问答动词（是什么/多少）的权重。",
          "target_module": "src/agentkit/chat/skill_routing.py → HeuristicClassifier",
          "priority": "P1",
          "expected_impact": "预计提升执行模式准确率 10~20%",
          "effort": "small",
          "related_causes": [
            "complexity_misjudge"
          ],
          "verification": "运行执行模式回测，验证准确率提升"
        },
        {
          "action_id": "ACT-004",
          "title": "引入任务复杂度校准数据集",
          "description": "收集标注了复杂度等级的真实用户查询，构建校准数据集，定期评估和调整复杂度阈值。",
          "target_module": "tests/e2e/benchmark_dataset.py",
          "priority": "P2",
          "expected_impact": "持续提升复杂度判断准确性",
          "effort": "medium",
          "related_causes": [
            "complexity_misjudge"
          ],
          "verification": "每次调整后运行回测，对比前后F1变化"
        }
      ],
      "overall_strategy": "短期：调整启发式规则权重；中期：构建复杂度校准数据集；长期：训练复杂度评估模型替代规则"
    },
    {
      "weakness_description": "质量门控阈值过低：任务虽成功完成但输出了错误结果",
      "root_causes": [
        {
          "cause_type": "quality_threshold",
          "cause_description": "质量门控阈值过低：任务虽成功完成但输出了错误结果",
          "confidence": 0.6,
          "affected_cases": [
            "route-kw-rewoo-001",
            "route-kw-rewoo-001",
            "route-kw-reflex-001"
          ],
          "detail": "共 3 个任务虽然HTTP成功但路由到了错误技能。质量门控未能拦截这些错误路由的结果。"
        }
      ],
      "actions": [
        {
          "action_id": "ACT-005",
          "title": "增强质量门控的技能匹配验证",
          "description": "在QualityGate中增加技能匹配验证：检查输出是否与路由到的技能的能力范围一致，如果不一致则触发重试或降级。",
          "target_module": "src/agentkit/quality/gate.py",
          "priority": "P1",
          "expected_impact": "减少错误路由导致的低质量输出",
          "effort": "medium",
          "related_causes": [
            "quality_threshold"
          ],
          "verification": "运行质量门控回测，验证错误路由拦截率"
        }
      ],
      "overall_strategy": "短期：增加技能匹配验证；中期：引入输出质量评分模型；长期：实现自动质量回归检测"
    }
  ],
  "raw_observations": [
    {
      "benchmark_id": "route-edge-greet-001",
      "test_name": "layer0_route-edge-greet-001",
      "timestamp": "2026-06-15T16:50:48.898798+00:00",
      "input_query": "你好",
      "is_paraphrase": false,
      "expected_skill": null,
      "expected_execution_mode": "direct",
      "expected_complexity": "low",
      "actual_skill": null,
      "actual_execution_mode": "direct_chat",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": true,
      "execution_mode_correct": true,
      "complexity_correct": true,
      "task_succeeded": true,
      "category": "routing",
      "subcategory": "greeting",
      "response_time_ms": 0.031158037018030882,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "route-edge-greet-002",
      "test_name": "layer0_route-edge-greet-002",
      "timestamp": "2026-06-15T16:50:48.900854+00:00",
      "input_query": "Good morning!",
      "is_paraphrase": false,
      "expected_skill": null,
      "expected_execution_mode": "direct",
      "expected_complexity": "low",
      "actual_skill": null,
      "actual_execution_mode": "direct_chat",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": true,
      "execution_mode_correct": true,
      "complexity_correct": true,
      "task_succeeded": true,
      "category": "routing",
      "subcategory": "greeting",
      "response_time_ms": 0.02913799835368991,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "route-edge-identity-001",
      "test_name": "layer0_route-edge-identity-001",
      "timestamp": "2026-06-15T16:50:48.902316+00:00",
      "input_query": "你是谁？",
      "is_paraphrase": false,
      "expected_skill": null,
      "expected_execution_mode": "direct",
      "expected_complexity": "low",
      "actual_skill": null,
      "actual_execution_mode": "direct_chat",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": true,
      "execution_mode_correct": true,
      "complexity_correct": true,
      "task_succeeded": true,
      "category": "routing",
      "subcategory": "identity",
      "response_time_ms": 0.020894978661090136,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "route-edge-explicit-001",
      "test_name": "layer0_route-edge-explicit-001",
      "timestamp": "2026-06-15T16:50:48.903641+00:00",
      "input_query": "@skill:react_agent 搜索最新的AI新闻",
      "is_paraphrase": false,
      "expected_skill": "react_agent",
      "expected_execution_mode": "react",
      "expected_complexity": "high",
      "actual_skill": "react_agent",
      "actual_execution_mode": "skill_react",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": true,
      "execution_mode_correct": true,
      "complexity_correct": false,
      "task_succeeded": true,
      "category": "routing",
      "subcategory": "explicit_prefix",
      "response_time_ms": 0.049009977374225855,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "route-kw-direct-001",
      "test_name": "layer1_route-kw-direct-001",
      "timestamp": "2026-06-15T16:50:48.905245+00:00",
      "input_query": "翻译这段话",
      "is_paraphrase": false,
      "expected_skill": "direct_agent",
      "expected_execution_mode": "direct",
      "expected_complexity": "low",
      "actual_skill": "direct_agent",
      "actual_execution_mode": "direct_chat",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": true,
      "execution_mode_correct": true,
      "complexity_correct": true,
      "task_succeeded": true,
      "category": "routing",
      "subcategory": "keyword_match",
      "response_time_ms": 0.22018200252205133,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "route-kw-direct-002",
      "test_name": "layer1_route-kw-direct-002",
      "timestamp": "2026-06-15T16:51:05.483207+00:00",
      "input_query": "帮我总结一下",
      "is_paraphrase": false,
      "expected_skill": "direct_agent",
      "expected_execution_mode": "direct",
      "expected_complexity": "low",
      "actual_skill": "direct_agent",
      "actual_execution_mode": "direct_chat",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": true,
      "execution_mode_correct": true,
      "complexity_correct": true,
      "task_succeeded": true,
      "category": "routing",
      "subcategory": "keyword_match",
      "response_time_ms": 16576.47029601503,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "route-kw-direct-003",
      "test_name": "layer1_route-kw-direct-003",
      "timestamp": "2026-06-15T16:51:05.485175+00:00",
      "input_query": "什么是RAG？",
      "is_paraphrase": false,
      "expected_skill": "direct_agent",
      "expected_execution_mode": "direct",
      "expected_complexity": "low",
      "actual_skill": "direct_agent",
      "actual_execution_mode": "direct_chat",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": true,
      "execution_mode_correct": true,
      "complexity_correct": true,
      "task_succeeded": true,
      "category": "routing",
      "subcategory": "keyword_match",
      "response_time_ms": 0.1331570092588663,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "route-kw-react-001",
      "test_name": "layer1_route-kw-react-001",
      "timestamp": "2026-06-15T16:51:05.489493+00:00",
      "input_query": "搜索一下AI Agent市场数据",
      "is_paraphrase": false,
      "expected_skill": "react_agent",
      "expected_execution_mode": "react",
      "expected_complexity": "high",
      "actual_skill": null,
      "actual_execution_mode": "react",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": null,
      "execution_mode_correct": true,
      "complexity_correct": false,
      "task_succeeded": true,
      "category": "routing",
      "subcategory": "keyword_match",
      "response_time_ms": 2.665565989445895,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "route-kw-react-002",
      "test_name": "layer1_route-kw-react-002",
      "timestamp": "2026-06-15T16:51:17.983942+00:00",
      "input_query": "帮我分析这个数据",
      "is_paraphrase": false,
      "expected_skill": "react_agent",
      "expected_execution_mode": "react",
      "expected_complexity": "high",
      "actual_skill": null,
      "actual_execution_mode": "react",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": null,
      "execution_mode_correct": true,
      "complexity_correct": false,
      "task_succeeded": true,
      "category": "routing",
      "subcategory": "keyword_match",
      "response_time_ms": 12492.459080996923,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "route-kw-react-003",
      "test_name": "layer1_route-kw-react-003",
      "timestamp": "2026-06-15T16:51:17.987215+00:00",
      "input_query": "实时监控竞品动态",
      "is_paraphrase": false,
      "expected_skill": "react_agent",
      "expected_execution_mode": "react",
      "expected_complexity": "high",
      "actual_skill": null,
      "actual_execution_mode": "react",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": null,
      "execution_mode_correct": true,
      "complexity_correct": false,
      "task_succeeded": true,
      "category": "routing",
      "subcategory": "keyword_match",
      "response_time_ms": 1.6594339977018535,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "route-kw-rewoo-001",
      "test_name": "layer1_route-kw-rewoo-001",
      "timestamp": "2026-06-15T16:51:17.988662+00:00",
      "input_query": "采集A、B、C三个竞品的功能数据",
      "is_paraphrase": false,
      "expected_skill": "rewoo_agent",
      "expected_execution_mode": "rewoo",
      "expected_complexity": "high",
      "actual_skill": "competitor_analyzer",
      "actual_execution_mode": "skill_react",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": false,
      "execution_mode_correct": false,
      "complexity_correct": false,
      "task_succeeded": true,
      "category": "routing",
      "subcategory": "keyword_match",
      "response_time_ms": 0.11222198372706771,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "route-kw-rewoo-002",
      "test_name": "layer1_route-kw-rewoo-002",
      "timestamp": "2026-06-15T16:51:30.397745+00:00",
      "input_query": "并行搜索多个关键词",
      "is_paraphrase": false,
      "expected_skill": "rewoo_agent",
      "expected_execution_mode": "rewoo",
      "expected_complexity": "high",
      "actual_skill": null,
      "actual_execution_mode": "react",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": null,
      "execution_mode_correct": false,
      "complexity_correct": false,
      "task_succeeded": true,
      "category": "routing",
      "subcategory": "keyword_match",
      "response_time_ms": 12407.641994010191,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "route-kw-reflex-001",
      "test_name": "layer1_route-kw-reflex-001",
      "timestamp": "2026-06-15T16:51:30.401715+00:00",
      "input_query": "审查这段代码的合规性",
      "is_paraphrase": false,
      "expected_skill": "reflexion_agent",
      "expected_execution_mode": "reflexion",
      "expected_complexity": "high",
      "actual_skill": null,
      "actual_execution_mode": "react",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": null,
      "execution_mode_correct": false,
      "complexity_correct": false,
      "task_succeeded": true,
      "category": "routing",
      "subcategory": "keyword_match",
      "response_time_ms": 2.146629965864122,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "route-kw-reflex-002",
      "test_name": "layer1_route-kw-reflex-002",
      "timestamp": "2026-06-15T16:51:41.776746+00:00",
      "input_query": "生成一个高精度的数据分析脚本",
      "is_paraphrase": false,
      "expected_skill": "reflexion_agent",
      "expected_execution_mode": "reflexion",
      "expected_complexity": "high",
      "actual_skill": null,
      "actual_execution_mode": "react",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": null,
      "execution_mode_correct": false,
      "complexity_correct": false,
      "task_succeeded": true,
      "category": "routing",
      "subcategory": "keyword_match",
      "response_time_ms": 11373.252779012546,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "route-kw-planexec-001",
      "test_name": "layer1_route-kw-planexec-001",
      "timestamp": "2026-06-15T16:51:41.781653+00:00",
      "input_query": "生成一份市场分析报告",
      "is_paraphrase": false,
      "expected_skill": "plan_exec_agent",
      "expected_execution_mode": "plan_exec",
      "expected_complexity": "high",
      "actual_skill": null,
      "actual_execution_mode": "react",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": null,
      "execution_mode_correct": false,
      "complexity_correct": false,
      "task_succeeded": true,
      "category": "routing",
      "subcategory": "keyword_match",
      "response_time_ms": 2.6980440015904605,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "route-kw-planexec-002",
      "test_name": "layer1_route-kw-planexec-002",
      "timestamp": "2026-06-15T16:51:58.323009+00:00",
      "input_query": "规划产品优化方案",
      "is_paraphrase": false,
      "expected_skill": "plan_exec_agent",
      "expected_execution_mode": "plan_exec",
      "expected_complexity": "high",
      "actual_skill": "plan_exec_agent",
      "actual_execution_mode": "plan_exec",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": true,
      "execution_mode_correct": true,
      "complexity_correct": true,
      "task_succeeded": true,
      "category": "routing",
      "subcategory": "keyword_match",
      "response_time_ms": 16539.517820987385,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "route-kw-coderev-001",
      "test_name": "layer1_route-kw-coderev-001",
      "timestamp": "2026-06-15T16:51:58.326721+00:00",
      "input_query": "Review this code for quality",
      "is_paraphrase": false,
      "expected_skill": "code_reviewer",
      "expected_execution_mode": "direct",
      "expected_complexity": "low",
      "actual_skill": null,
      "actual_execution_mode": "react",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": null,
      "execution_mode_correct": false,
      "complexity_correct": false,
      "task_succeeded": true,
      "category": "routing",
      "subcategory": "keyword_match",
      "response_time_ms": 2.0271629909984767,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "route-kw-geo-001",
      "test_name": "layer1_route-kw-geo-001",
      "timestamp": "2026-06-15T16:51:58.328807+00:00",
      "input_query": "帮我优化这篇文章的SEO",
      "is_paraphrase": false,
      "expected_skill": "geo_optimizer",
      "expected_execution_mode": "llm_generate",
      "expected_complexity": "low",
      "actual_skill": "geo_optimizer",
      "actual_execution_mode": "skill_react",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": true,
      "execution_mode_correct": false,
      "complexity_correct": true,
      "task_succeeded": true,
      "category": "routing",
      "subcategory": "keyword_match",
      "response_time_ms": 0.13758597197011113,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "route-kw-deai-001",
      "test_name": "layer1_route-kw-deai-001",
      "timestamp": "2026-06-15T16:51:58.331082+00:00",
      "input_query": "帮我把这篇文章去AI化",
      "is_paraphrase": false,
      "expected_skill": "deai_agent",
      "expected_execution_mode": "llm_generate",
      "expected_complexity": "low",
      "actual_skill": "deai_agent",
      "actual_execution_mode": "skill_react",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": true,
      "execution_mode_correct": false,
      "complexity_correct": true,
      "task_succeeded": true,
      "category": "routing",
      "subcategory": "keyword_match",
      "response_time_ms": 0.13313599629327655,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "route-kw-content-001",
      "test_name": "layer1_route-kw-content-001",
      "timestamp": "2026-06-15T16:52:04.523209+00:00",
      "input_query": "帮我写一篇关于AI的文章",
      "is_paraphrase": false,
      "expected_skill": "content_generator",
      "expected_execution_mode": "llm_generate",
      "expected_complexity": "low",
      "actual_skill": "content_generator",
      "actual_execution_mode": "skill_react",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": true,
      "execution_mode_correct": false,
      "complexity_correct": true,
      "task_succeeded": true,
      "category": "routing",
      "subcategory": "keyword_match",
      "response_time_ms": 6190.30976598151,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "route-kw-citation-001",
      "test_name": "layer1_route-kw-citation-001",
      "timestamp": "2026-06-15T16:52:04.527767+00:00",
      "input_query": "检测我们的品牌在AI平台的引用情况",
      "is_paraphrase": false,
      "expected_skill": "citation_detector",
      "expected_execution_mode": "custom",
      "expected_complexity": "medium",
      "actual_skill": null,
      "actual_execution_mode": "direct_chat",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": null,
      "execution_mode_correct": false,
      "complexity_correct": false,
      "task_succeeded": true,
      "category": "routing",
      "subcategory": "keyword_match",
      "response_time_ms": 2.5777029804885387,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "route-kw-trend-001",
      "test_name": "layer1_route-kw-trend-001",
      "timestamp": "2026-06-15T16:52:12.996375+00:00",
      "input_query": "分析品牌趋势",
      "is_paraphrase": false,
      "expected_skill": "trend_agent",
      "expected_execution_mode": "tool_call",
      "expected_complexity": "medium",
      "actual_skill": null,
      "actual_execution_mode": "react",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": null,
      "execution_mode_correct": false,
      "complexity_correct": true,
      "task_succeeded": true,
      "category": "routing",
      "subcategory": "keyword_match",
      "response_time_ms": 8466.026534966659,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "route-kw-competitor-001",
      "test_name": "layer1_route-kw-competitor-001",
      "timestamp": "2026-06-15T16:52:13.000816+00:00",
      "input_query": "分析我的竞品策略",
      "is_paraphrase": false,
      "expected_skill": "competitor_analyzer",
      "expected_execution_mode": "tool_call",
      "expected_complexity": "medium",
      "actual_skill": null,
      "actual_execution_mode": "react",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": null,
      "execution_mode_correct": false,
      "complexity_correct": true,
      "task_succeeded": true,
      "category": "routing",
      "subcategory": "keyword_match",
      "response_time_ms": 2.310166019015014,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "route-kw-schema-001",
      "test_name": "layer1_route-kw-schema-001",
      "timestamp": "2026-06-15T16:52:13.002942+00:00",
      "input_query": "帮我优化Schema",
      "is_paraphrase": false,
      "expected_skill": "schema_advisor",
      "expected_execution_mode": "custom",
      "expected_complexity": "medium",
      "actual_skill": "schema_advisor",
      "actual_execution_mode": "skill_react",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": true,
      "execution_mode_correct": false,
      "complexity_correct": false,
      "task_succeeded": true,
      "category": "routing",
      "subcategory": "keyword_match",
      "response_time_ms": 0.13258098624646664,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "route-kw-monitor-001",
      "test_name": "layer1_route-kw-monitor-001",
      "timestamp": "2026-06-15T16:52:13.004811+00:00",
      "input_query": "监测品牌引用变化",
      "is_paraphrase": false,
      "expected_skill": "monitor",
      "expected_execution_mode": "custom",
      "expected_complexity": "medium",
      "actual_skill": "monitor",
      "actual_execution_mode": "skill_react",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": true,
      "execution_mode_correct": false,
      "complexity_correct": false,
      "task_succeeded": true,
      "category": "routing",
      "subcategory": "keyword_match",
      "response_time_ms": 0.16177998622879386,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "route-kw-goal-001",
      "test_name": "layer1_route-kw-goal-001",
      "timestamp": "2026-06-15T16:52:23.690257+00:00",
      "input_query": "分析竞品SEO策略并生成优化方案",
      "is_paraphrase": false,
      "expected_skill": "goal_driven_agent",
      "expected_execution_mode": "tool_call",
      "expected_complexity": "medium",
      "actual_skill": null,
      "actual_execution_mode": "react",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": null,
      "execution_mode_correct": false,
      "complexity_correct": true,
      "task_succeeded": true,
      "category": "routing",
      "subcategory": "keyword_match",
      "response_time_ms": 10683.721612032969,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "semantic-direct-001",
      "test_name": "semantic_semantic-direct-001",
      "timestamp": "2026-06-15T16:52:23.694450+00:00",
      "input_query": "简单生成任务，无需工具调用",
      "is_paraphrase": false,
      "expected_skill": "direct_agent",
      "expected_execution_mode": "direct",
      "expected_complexity": "low",
      "actual_skill": null,
      "actual_execution_mode": "direct_chat",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": null,
      "execution_mode_correct": true,
      "complexity_correct": true,
      "task_succeeded": true,
      "category": "semantic_router",
      "subcategory": "description_match",
      "response_time_ms": 2.3536229855380952,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "semantic-react-001",
      "test_name": "semantic_semantic-react-001",
      "timestamp": "2026-06-15T16:52:28.222957+00:00",
      "input_query": "需要动态适应、逐步推理和工具调用",
      "is_paraphrase": false,
      "expected_skill": "react_agent",
      "expected_execution_mode": "react",
      "expected_complexity": "high",
      "actual_skill": "react_agent",
      "actual_execution_mode": "skill_react",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": true,
      "execution_mode_correct": true,
      "complexity_correct": false,
      "task_succeeded": true,
      "category": "semantic_router",
      "subcategory": "description_match",
      "response_time_ms": 4526.445869996678,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "semantic-rewoo-001",
      "test_name": "semantic_semantic-rewoo-001",
      "timestamp": "2026-06-15T16:52:28.227266+00:00",
      "input_query": "多源数据并行采集、无依赖工具调用批量执行",
      "is_paraphrase": false,
      "expected_skill": "rewoo_agent",
      "expected_execution_mode": "rewoo",
      "expected_complexity": "high",
      "actual_skill": null,
      "actual_execution_mode": "react",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": null,
      "execution_mode_correct": false,
      "complexity_correct": false,
      "task_succeeded": true,
      "category": "semantic_router",
      "subcategory": "description_match",
      "response_time_ms": 2.2753190132789314,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "semantic-reflex-001",
      "test_name": "semantic_semantic-reflex-001",
      "timestamp": "2026-06-15T16:52:30.828067+00:00",
      "input_query": "需要高精度和自我验证的任务",
      "is_paraphrase": false,
      "expected_skill": "reflexion_agent",
      "expected_execution_mode": "reflexion",
      "expected_complexity": "high",
      "actual_skill": "reflexion_agent",
      "actual_execution_mode": "reflexion",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": true,
      "execution_mode_correct": true,
      "complexity_correct": false,
      "task_succeeded": true,
      "category": "semantic_router",
      "subcategory": "description_match",
      "response_time_ms": 2598.3480180148035,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "semantic-planexec-001",
      "test_name": "semantic_semantic-planexec-001",
      "timestamp": "2026-06-15T16:52:30.830628+00:00",
      "input_query": "结构化多步骤任务，需要可审查的规划和执行",
      "is_paraphrase": false,
      "expected_skill": "plan_exec_agent",
      "expected_execution_mode": "plan_exec",
      "expected_complexity": "high",
      "actual_skill": null,
      "actual_execution_mode": "direct_chat",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": null,
      "execution_mode_correct": false,
      "complexity_correct": true,
      "task_succeeded": true,
      "category": "semantic_router",
      "subcategory": "description_match",
      "response_time_ms": 0.47854799777269363,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "semantic-geo-001",
      "test_name": "semantic_semantic-geo-001",
      "timestamp": "2026-06-15T16:52:30.832637+00:00",
      "input_query": "对文章进行GEO/SEO优化，提升在AI搜索引擎中的可见性",
      "is_paraphrase": false,
      "expected_skill": "geo_optimizer",
      "expected_execution_mode": "llm_generate",
      "expected_complexity": "low",
      "actual_skill": "geo_optimizer",
      "actual_execution_mode": "skill_react",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": true,
      "execution_mode_correct": false,
      "complexity_correct": false,
      "task_succeeded": true,
      "category": "semantic_router",
      "subcategory": "description_match",
      "response_time_ms": 0.18697103951126337,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "semantic-citation-001",
      "test_name": "semantic_semantic-citation-001",
      "timestamp": "2026-06-15T16:52:30.836459+00:00",
      "input_query": "检测品牌在各AI平台回答中的引用情况",
      "is_paraphrase": false,
      "expected_skill": "citation_detector",
      "expected_execution_mode": "custom",
      "expected_complexity": "medium",
      "actual_skill": null,
      "actual_execution_mode": "direct_chat",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": null,
      "execution_mode_correct": false,
      "complexity_correct": false,
      "task_succeeded": true,
      "category": "semantic_router",
      "subcategory": "description_match",
      "response_time_ms": 2.184002019930631,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "semantic-competitor-001",
      "test_name": "semantic_semantic-competitor-001",
      "timestamp": "2026-06-15T16:52:30.838268+00:00",
      "input_query": "分析竞品策略、对比品牌差距或发现竞争机会",
      "is_paraphrase": false,
      "expected_skill": "competitor_analyzer",
      "expected_execution_mode": "tool_call",
      "expected_complexity": "medium",
      "actual_skill": "competitor_analyzer",
      "actual_execution_mode": "skill_react",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": true,
      "execution_mode_correct": false,
      "complexity_correct": false,
      "task_succeeded": true,
      "category": "semantic_router",
      "subcategory": "description_match",
      "response_time_ms": 0.15963200712576509,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "semantic-colloquial-review-001",
      "test_name": "semantic_semantic-colloquial-review-001",
      "timestamp": "2026-06-15T16:52:42.892865+00:00",
      "input_query": "帮我看看代码有没有问题",
      "is_paraphrase": false,
      "expected_skill": "code_reviewer",
      "expected_execution_mode": "react",
      "expected_complexity": "medium",
      "actual_skill": "code_reviewer",
      "actual_execution_mode": "direct_chat",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": true,
      "execution_mode_correct": false,
      "complexity_correct": false,
      "task_succeeded": true,
      "category": "semantic_router",
      "subcategory": "colloquial_match",
      "response_time_ms": 12052.96553100925,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "semantic-colloquial-trend-001",
      "test_name": "semantic_semantic-colloquial-trend-001",
      "timestamp": "2026-06-15T16:52:42.895968+00:00",
      "input_query": "最近市场行情怎么样",
      "is_paraphrase": false,
      "expected_skill": "trend_agent",
      "expected_execution_mode": "tool_call",
      "expected_complexity": "medium",
      "actual_skill": "trend_agent",
      "actual_execution_mode": "skill_react",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": true,
      "execution_mode_correct": false,
      "complexity_correct": false,
      "task_succeeded": true,
      "category": "semantic_router",
      "subcategory": "colloquial_match",
      "response_time_ms": 0.17141696298494935,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "semantic-colloquial-content-001",
      "test_name": "semantic_semantic-colloquial-content-001",
      "timestamp": "2026-06-15T16:52:42.899454+00:00",
      "input_query": "帮我写点东西",
      "is_paraphrase": false,
      "expected_skill": "content_generator",
      "expected_execution_mode": "llm_generate",
      "expected_complexity": "low",
      "actual_skill": "content_generator",
      "actual_execution_mode": "skill_react",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": true,
      "execution_mode_correct": false,
      "complexity_correct": true,
      "task_succeeded": true,
      "category": "semantic_router",
      "subcategory": "colloquial_match",
      "response_time_ms": 0.17780199414119124,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "semantic-colloquial-citation-001",
      "test_name": "semantic_semantic-colloquial-citation-001",
      "timestamp": "2026-06-15T16:52:42.901686+00:00",
      "input_query": "这个引用对不对",
      "is_paraphrase": false,
      "expected_skill": "citation_detector",
      "expected_execution_mode": "custom",
      "expected_complexity": "medium",
      "actual_skill": "citation_detector",
      "actual_execution_mode": "skill_react",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": true,
      "execution_mode_correct": false,
      "complexity_correct": false,
      "task_succeeded": true,
      "category": "semantic_router",
      "subcategory": "colloquial_match",
      "response_time_ms": 0.13318302808329463,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "semantic-colloquial-competitor-001",
      "test_name": "semantic_semantic-colloquial-competitor-001",
      "timestamp": "2026-06-15T16:52:42.903890+00:00",
      "input_query": "对手怎么样",
      "is_paraphrase": false,
      "expected_skill": "competitor_analyzer",
      "expected_execution_mode": "tool_call",
      "expected_complexity": "medium",
      "actual_skill": "competitor_analyzer",
      "actual_execution_mode": "skill_react",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": true,
      "execution_mode_correct": false,
      "complexity_correct": false,
      "task_succeeded": true,
      "category": "semantic_router",
      "subcategory": "colloquial_match",
      "response_time_ms": 0.12990902177989483,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "semantic-mixed-review-001",
      "test_name": "semantic_semantic-mixed-review-001",
      "timestamp": "2026-06-15T16:52:42.908177+00:00",
      "input_query": "review一下这段代码",
      "is_paraphrase": false,
      "expected_skill": "code_reviewer",
      "expected_execution_mode": "react",
      "expected_complexity": "medium",
      "actual_skill": null,
      "actual_execution_mode": "react",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": null,
      "execution_mode_correct": true,
      "complexity_correct": true,
      "task_succeeded": true,
      "category": "semantic_router",
      "subcategory": "mixed_lang_match",
      "response_time_ms": 2.3870580480434,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "semantic-mixed-geo-001",
      "test_name": "semantic_semantic-mixed-geo-001",
      "timestamp": "2026-06-15T16:52:42.910255+00:00",
      "input_query": "做个SEO优化",
      "is_paraphrase": false,
      "expected_skill": "geo_optimizer",
      "expected_execution_mode": "llm_generate",
      "expected_complexity": "low",
      "actual_skill": "geo_optimizer",
      "actual_execution_mode": "skill_react",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": true,
      "execution_mode_correct": false,
      "complexity_correct": true,
      "task_succeeded": true,
      "category": "semantic_router",
      "subcategory": "mixed_lang_match",
      "response_time_ms": 0.1305780024267733,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "semantic-mixed-monitor-001",
      "test_name": "semantic_semantic-mixed-monitor-001",
      "timestamp": "2026-06-15T16:52:42.912450+00:00",
      "input_query": "monitor一下系统状态",
      "is_paraphrase": false,
      "expected_skill": "monitor",
      "expected_execution_mode": "tool_call",
      "expected_complexity": "medium",
      "actual_skill": "monitor",
      "actual_execution_mode": "skill_react",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": true,
      "execution_mode_correct": false,
      "complexity_correct": false,
      "task_succeeded": true,
      "category": "semantic_router",
      "subcategory": "mixed_lang_match",
      "response_time_ms": 0.15147699741646647,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "route-kw-direct-001",
      "test_name": "para_orig_route-kw-direct-001",
      "timestamp": "2026-06-15T16:52:42.914808+00:00",
      "input_query": "翻译这段话",
      "is_paraphrase": false,
      "expected_skill": "direct_agent",
      "expected_execution_mode": "direct",
      "expected_complexity": "low",
      "actual_skill": "direct_agent",
      "actual_execution_mode": "direct_chat",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": true,
      "execution_mode_correct": true,
      "complexity_correct": true,
      "task_succeeded": true,
      "category": "routing",
      "subcategory": "keyword_match",
      "response_time_ms": 0.1444679801352322,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "route-kw-direct-001",
      "test_name": "para_route-kw-direct-001_0",
      "timestamp": "2026-06-15T16:52:42.915469+00:00",
      "input_query": "翻译这段话",
      "is_paraphrase": true,
      "expected_skill": "direct_agent",
      "expected_execution_mode": "direct",
      "expected_complexity": "low",
      "actual_skill": "direct_agent",
      "actual_execution_mode": "direct_chat",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": true,
      "execution_mode_correct": true,
      "complexity_correct": true,
      "task_succeeded": true,
      "category": "routing",
      "subcategory": "keyword_match",
      "response_time_ms": 0.12570497347041965,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "route-kw-direct-001",
      "test_name": "para_route-kw-direct-001_1",
      "timestamp": "2026-06-15T16:52:42.915955+00:00",
      "input_query": "翻译这段话",
      "is_paraphrase": true,
      "expected_skill": "direct_agent",
      "expected_execution_mode": "direct",
      "expected_complexity": "low",
      "actual_skill": "direct_agent",
      "actual_execution_mode": "direct_chat",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": true,
      "execution_mode_correct": true,
      "complexity_correct": true,
      "task_succeeded": true,
      "category": "routing",
      "subcategory": "keyword_match",
      "response_time_ms": 0.11087598977610469,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "route-kw-direct-001",
      "test_name": "para_route-kw-direct-001_2",
      "timestamp": "2026-06-15T16:52:42.916417+00:00",
      "input_query": "翻译这段话",
      "is_paraphrase": true,
      "expected_skill": "direct_agent",
      "expected_execution_mode": "direct",
      "expected_complexity": "low",
      "actual_skill": "direct_agent",
      "actual_execution_mode": "direct_chat",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": true,
      "execution_mode_correct": true,
      "complexity_correct": true,
      "task_succeeded": true,
      "category": "routing",
      "subcategory": "keyword_match",
      "response_time_ms": 0.1154160127043724,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "route-kw-direct-002",
      "test_name": "para_orig_route-kw-direct-002",
      "timestamp": "2026-06-15T16:52:48.823381+00:00",
      "input_query": "帮我总结一下",
      "is_paraphrase": false,
      "expected_skill": "direct_agent",
      "expected_execution_mode": "direct",
      "expected_complexity": "low",
      "actual_skill": "direct_agent",
      "actual_execution_mode": "direct_chat",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": true,
      "execution_mode_correct": true,
      "complexity_correct": true,
      "task_succeeded": true,
      "category": "routing",
      "subcategory": "keyword_match",
      "response_time_ms": 5905.160357011482,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "route-kw-direct-002",
      "test_name": "para_route-kw-direct-002_0",
      "timestamp": "2026-06-15T16:52:48.826343+00:00",
      "input_query": "帮我总结一下",
      "is_paraphrase": true,
      "expected_skill": "direct_agent",
      "expected_execution_mode": "direct",
      "expected_complexity": "low",
      "actual_skill": null,
      "actual_execution_mode": "direct_chat",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": null,
      "execution_mode_correct": true,
      "complexity_correct": true,
      "task_succeeded": true,
      "category": "routing",
      "subcategory": "keyword_match",
      "response_time_ms": 2.4711660225875676,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "route-kw-direct-002",
      "test_name": "para_route-kw-direct-002_1",
      "timestamp": "2026-06-15T16:52:48.826917+00:00",
      "input_query": "帮我总结一下",
      "is_paraphrase": true,
      "expected_skill": "direct_agent",
      "expected_execution_mode": "direct",
      "expected_complexity": "low",
      "actual_skill": "direct_agent",
      "actual_execution_mode": "direct_chat",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": true,
      "execution_mode_correct": true,
      "complexity_correct": true,
      "task_succeeded": true,
      "category": "routing",
      "subcategory": "keyword_match",
      "response_time_ms": 0.1197229721583426,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "route-kw-direct-002",
      "test_name": "para_route-kw-direct-002_2",
      "timestamp": "2026-06-15T16:52:48.827366+00:00",
      "input_query": "帮我总结一下",
      "is_paraphrase": true,
      "expected_skill": "direct_agent",
      "expected_execution_mode": "direct",
      "expected_complexity": "low",
      "actual_skill": "direct_agent",
      "actual_execution_mode": "direct_chat",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": true,
      "execution_mode_correct": true,
      "complexity_correct": true,
      "task_succeeded": true,
      "category": "routing",
      "subcategory": "keyword_match",
      "response_time_ms": 0.10035402374342084,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "route-kw-direct-003",
      "test_name": "para_orig_route-kw-direct-003",
      "timestamp": "2026-06-15T16:52:48.830277+00:00",
      "input_query": "什么是RAG？",
      "is_paraphrase": false,
      "expected_skill": "direct_agent",
      "expected_execution_mode": "direct",
      "expected_complexity": "low",
      "actual_skill": "direct_agent",
      "actual_execution_mode": "direct_chat",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": true,
      "execution_mode_correct": true,
      "complexity_correct": true,
      "task_succeeded": true,
      "category": "routing",
      "subcategory": "keyword_match",
      "response_time_ms": 0.2366119879297912,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "route-kw-direct-003",
      "test_name": "para_route-kw-direct-003_0",
      "timestamp": "2026-06-15T16:52:59.573007+00:00",
      "input_query": "什么是RAG？",
      "is_paraphrase": true,
      "expected_skill": "direct_agent",
      "expected_execution_mode": "direct",
      "expected_complexity": "low",
      "actual_skill": "direct_agent",
      "actual_execution_mode": "direct_chat",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": true,
      "execution_mode_correct": true,
      "complexity_correct": true,
      "task_succeeded": true,
      "category": "routing",
      "subcategory": "keyword_match",
      "response_time_ms": 10742.036784009542,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "route-kw-direct-003",
      "test_name": "para_route-kw-direct-003_1",
      "timestamp": "2026-06-15T16:52:59.575759+00:00",
      "input_query": "什么是RAG？",
      "is_paraphrase": true,
      "expected_skill": "direct_agent",
      "expected_execution_mode": "direct",
      "expected_complexity": "low",
      "actual_skill": null,
      "actual_execution_mode": "direct_chat",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": null,
      "execution_mode_correct": true,
      "complexity_correct": true,
      "task_succeeded": true,
      "category": "routing",
      "subcategory": "keyword_match",
      "response_time_ms": 2.285740978550166,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "route-kw-direct-003",
      "test_name": "para_route-kw-direct-003_2",
      "timestamp": "2026-06-15T16:53:03.327613+00:00",
      "input_query": "什么是RAG？",
      "is_paraphrase": true,
      "expected_skill": "direct_agent",
      "expected_execution_mode": "direct",
      "expected_complexity": "low",
      "actual_skill": "direct_agent",
      "actual_execution_mode": "direct_chat",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": true,
      "execution_mode_correct": true,
      "complexity_correct": true,
      "task_succeeded": true,
      "category": "routing",
      "subcategory": "keyword_match",
      "response_time_ms": 3751.3481359928846,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "route-kw-react-001",
      "test_name": "para_orig_route-kw-react-001",
      "timestamp": "2026-06-15T16:53:03.332556+00:00",
      "input_query": "搜索一下AI Agent市场数据",
      "is_paraphrase": false,
      "expected_skill": "react_agent",
      "expected_execution_mode": "react",
      "expected_complexity": "high",
      "actual_skill": null,
      "actual_execution_mode": "react",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": null,
      "execution_mode_correct": true,
      "complexity_correct": false,
      "task_succeeded": true,
      "category": "routing",
      "subcategory": "keyword_match",
      "response_time_ms": 2.620374958496541,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "route-kw-react-001",
      "test_name": "para_route-kw-react-001_0",
      "timestamp": "2026-06-15T16:53:16.156076+00:00",
      "input_query": "搜索一下AI Agent市场数据",
      "is_paraphrase": true,
      "expected_skill": "react_agent",
      "expected_execution_mode": "react",
      "expected_complexity": "high",
      "actual_skill": null,
      "actual_execution_mode": "react",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": null,
      "execution_mode_correct": true,
      "complexity_correct": false,
      "task_succeeded": true,
      "category": "routing",
      "subcategory": "keyword_match",
      "response_time_ms": 12823.078655987047,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "route-kw-react-001",
      "test_name": "para_route-kw-react-001_1",
      "timestamp": "2026-06-15T16:53:16.158891+00:00",
      "input_query": "搜索一下AI Agent市场数据",
      "is_paraphrase": true,
      "expected_skill": "react_agent",
      "expected_execution_mode": "react",
      "expected_complexity": "high",
      "actual_skill": null,
      "actual_execution_mode": "react",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": null,
      "execution_mode_correct": true,
      "complexity_correct": false,
      "task_succeeded": true,
      "category": "routing",
      "subcategory": "keyword_match",
      "response_time_ms": 2.353978983592242,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "route-kw-react-001",
      "test_name": "para_route-kw-react-001_2",
      "timestamp": "2026-06-15T16:53:33.222795+00:00",
      "input_query": "搜索一下AI Agent市场数据",
      "is_paraphrase": true,
      "expected_skill": "react_agent",
      "expected_execution_mode": "react",
      "expected_complexity": "high",
      "actual_skill": "trend_agent",
      "actual_execution_mode": "skill_react",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": false,
      "execution_mode_correct": true,
      "complexity_correct": false,
      "task_succeeded": true,
      "category": "routing",
      "subcategory": "keyword_match",
      "response_time_ms": 17063.475835020654,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "route-kw-react-002",
      "test_name": "para_orig_route-kw-react-002",
      "timestamp": "2026-06-15T16:53:33.226654+00:00",
      "input_query": "帮我分析这个数据",
      "is_paraphrase": false,
      "expected_skill": "react_agent",
      "expected_execution_mode": "react",
      "expected_complexity": "high",
      "actual_skill": null,
      "actual_execution_mode": "react",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": null,
      "execution_mode_correct": true,
      "complexity_correct": false,
      "task_succeeded": true,
      "category": "routing",
      "subcategory": "keyword_match",
      "response_time_ms": 2.1171270054765046,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "route-kw-react-002",
      "test_name": "para_route-kw-react-002_0",
      "timestamp": "2026-06-15T16:53:45.186234+00:00",
      "input_query": "帮我分析这个数据",
      "is_paraphrase": true,
      "expected_skill": "react_agent",
      "expected_execution_mode": "react",
      "expected_complexity": "high",
      "actual_skill": null,
      "actual_execution_mode": "react",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": null,
      "execution_mode_correct": true,
      "complexity_correct": false,
      "task_succeeded": true,
      "category": "routing",
      "subcategory": "keyword_match",
      "response_time_ms": 11959.168867964763,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "route-kw-react-002",
      "test_name": "para_route-kw-react-002_1",
      "timestamp": "2026-06-15T16:53:45.188794+00:00",
      "input_query": "帮我分析这个数据",
      "is_paraphrase": true,
      "expected_skill": "react_agent",
      "expected_execution_mode": "react",
      "expected_complexity": "high",
      "actual_skill": null,
      "actual_execution_mode": "react",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": null,
      "execution_mode_correct": true,
      "complexity_correct": false,
      "task_succeeded": true,
      "category": "routing",
      "subcategory": "keyword_match",
      "response_time_ms": 2.155377995222807,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "route-kw-react-002",
      "test_name": "para_route-kw-react-002_2",
      "timestamp": "2026-06-15T16:54:10.649803+00:00",
      "input_query": "帮我分析这个数据",
      "is_paraphrase": true,
      "expected_skill": "react_agent",
      "expected_execution_mode": "react",
      "expected_complexity": "high",
      "actual_skill": "react_agent",
      "actual_execution_mode": "skill_react",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": true,
      "execution_mode_correct": true,
      "complexity_correct": false,
      "task_succeeded": true,
      "category": "routing",
      "subcategory": "keyword_match",
      "response_time_ms": 25460.632925038226,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "route-kw-react-003",
      "test_name": "para_orig_route-kw-react-003",
      "timestamp": "2026-06-15T16:54:10.683119+00:00",
      "input_query": "实时监控竞品动态",
      "is_paraphrase": false,
      "expected_skill": "react_agent",
      "expected_execution_mode": "react",
      "expected_complexity": "high",
      "actual_skill": null,
      "actual_execution_mode": "react",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": null,
      "execution_mode_correct": true,
      "complexity_correct": false,
      "task_succeeded": true,
      "category": "routing",
      "subcategory": "keyword_match",
      "response_time_ms": 2.5149360299110413,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "route-kw-react-003",
      "test_name": "para_route-kw-react-003_0",
      "timestamp": "2026-06-15T16:54:26.573171+00:00",
      "input_query": "实时监控竞品动态",
      "is_paraphrase": true,
      "expected_skill": "react_agent",
      "expected_execution_mode": "react",
      "expected_complexity": "high",
      "actual_skill": "competitor_analyzer",
      "actual_execution_mode": "skill_react",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": false,
      "execution_mode_correct": true,
      "complexity_correct": false,
      "task_succeeded": true,
      "category": "routing",
      "subcategory": "keyword_match",
      "response_time_ms": 15889.646161987912,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "route-kw-react-003",
      "test_name": "para_route-kw-react-003_1",
      "timestamp": "2026-06-15T16:54:26.573841+00:00",
      "input_query": "实时监控竞品动态",
      "is_paraphrase": true,
      "expected_skill": "react_agent",
      "expected_execution_mode": "react",
      "expected_complexity": "high",
      "actual_skill": "competitor_analyzer",
      "actual_execution_mode": "skill_react",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": false,
      "execution_mode_correct": true,
      "complexity_correct": false,
      "task_succeeded": true,
      "category": "routing",
      "subcategory": "keyword_match",
      "response_time_ms": 0.1847759704105556,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "route-kw-react-003",
      "test_name": "para_route-kw-react-003_2",
      "timestamp": "2026-06-15T16:54:26.576540+00:00",
      "input_query": "实时监控竞品动态",
      "is_paraphrase": true,
      "expected_skill": "react_agent",
      "expected_execution_mode": "react",
      "expected_complexity": "high",
      "actual_skill": null,
      "actual_execution_mode": "react",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": null,
      "execution_mode_correct": true,
      "complexity_correct": false,
      "task_succeeded": true,
      "category": "routing",
      "subcategory": "keyword_match",
      "response_time_ms": 2.298591018188745,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "route-kw-rewoo-001",
      "test_name": "para_orig_route-kw-rewoo-001",
      "timestamp": "2026-06-15T16:54:26.578588+00:00",
      "input_query": "采集A、B、C三个竞品的功能数据",
      "is_paraphrase": false,
      "expected_skill": "rewoo_agent",
      "expected_execution_mode": "rewoo",
      "expected_complexity": "high",
      "actual_skill": "competitor_analyzer",
      "actual_execution_mode": "skill_react",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": false,
      "execution_mode_correct": false,
      "complexity_correct": false,
      "task_succeeded": true,
      "category": "routing",
      "subcategory": "keyword_match",
      "response_time_ms": 0.1343649928458035,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "route-kw-rewoo-001",
      "test_name": "para_route-kw-rewoo-001_0",
      "timestamp": "2026-06-15T16:54:26.579414+00:00",
      "input_query": "采集A、B、C三个竞品的功能数据",
      "is_paraphrase": true,
      "expected_skill": "rewoo_agent",
      "expected_execution_mode": "rewoo",
      "expected_complexity": "high",
      "actual_skill": "rewoo_agent",
      "actual_execution_mode": "rewoo",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": true,
      "execution_mode_correct": true,
      "complexity_correct": false,
      "task_succeeded": true,
      "category": "routing",
      "subcategory": "keyword_match",
      "response_time_ms": 0.18782296683639288,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "route-kw-rewoo-001",
      "test_name": "para_route-kw-rewoo-001_1",
      "timestamp": "2026-06-15T16:54:26.579942+00:00",
      "input_query": "采集A、B、C三个竞品的功能数据",
      "is_paraphrase": true,
      "expected_skill": "rewoo_agent",
      "expected_execution_mode": "rewoo",
      "expected_complexity": "high",
      "actual_skill": "competitor_analyzer",
      "actual_execution_mode": "skill_react",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": false,
      "execution_mode_correct": false,
      "complexity_correct": false,
      "task_succeeded": true,
      "category": "routing",
      "subcategory": "keyword_match",
      "response_time_ms": 0.11551898205652833,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "route-kw-rewoo-001",
      "test_name": "para_route-kw-rewoo-001_2",
      "timestamp": "2026-06-15T16:54:26.580533+00:00",
      "input_query": "采集A、B、C三个竞品的功能数据",
      "is_paraphrase": true,
      "expected_skill": "rewoo_agent",
      "expected_execution_mode": "rewoo",
      "expected_complexity": "high",
      "actual_skill": "competitor_analyzer",
      "actual_execution_mode": "skill_react",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": false,
      "execution_mode_correct": false,
      "complexity_correct": false,
      "task_succeeded": true,
      "category": "routing",
      "subcategory": "keyword_match",
      "response_time_ms": 0.12395897647365928,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "route-kw-rewoo-002",
      "test_name": "para_orig_route-kw-rewoo-002",
      "timestamp": "2026-06-15T16:54:38.782975+00:00",
      "input_query": "并行搜索多个关键词",
      "is_paraphrase": false,
      "expected_skill": "rewoo_agent",
      "expected_execution_mode": "rewoo",
      "expected_complexity": "high",
      "actual_skill": null,
      "actual_execution_mode": "react",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": null,
      "execution_mode_correct": false,
      "complexity_correct": false,
      "task_succeeded": true,
      "category": "routing",
      "subcategory": "keyword_match",
      "response_time_ms": 12200.403939001262,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "route-kw-rewoo-002",
      "test_name": "para_route-kw-rewoo-002_0",
      "timestamp": "2026-06-15T16:54:38.785626+00:00",
      "input_query": "并行搜索多个关键词",
      "is_paraphrase": true,
      "expected_skill": "rewoo_agent",
      "expected_execution_mode": "rewoo",
      "expected_complexity": "high",
      "actual_skill": null,
      "actual_execution_mode": "react",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": null,
      "execution_mode_correct": false,
      "complexity_correct": false,
      "task_succeeded": true,
      "category": "routing",
      "subcategory": "keyword_match",
      "response_time_ms": 2.231539983768016,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "route-kw-rewoo-002",
      "test_name": "para_route-kw-rewoo-002_1",
      "timestamp": "2026-06-15T16:54:51.536812+00:00",
      "input_query": "并行搜索多个关键词",
      "is_paraphrase": true,
      "expected_skill": "rewoo_agent",
      "expected_execution_mode": "rewoo",
      "expected_complexity": "high",
      "actual_skill": null,
      "actual_execution_mode": "react",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": null,
      "execution_mode_correct": false,
      "complexity_correct": false,
      "task_succeeded": true,
      "category": "routing",
      "subcategory": "keyword_match",
      "response_time_ms": 12750.671702960972,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "route-kw-rewoo-002",
      "test_name": "para_route-kw-rewoo-002_2",
      "timestamp": "2026-06-15T16:54:51.539379+00:00",
      "input_query": "并行搜索多个关键词",
      "is_paraphrase": true,
      "expected_skill": "rewoo_agent",
      "expected_execution_mode": "rewoo",
      "expected_complexity": "high",
      "actual_skill": null,
      "actual_execution_mode": "react",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": null,
      "execution_mode_correct": false,
      "complexity_correct": false,
      "task_succeeded": true,
      "category": "routing",
      "subcategory": "keyword_match",
      "response_time_ms": 2.15318298432976,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "route-kw-reflex-001",
      "test_name": "para_orig_route-kw-reflex-001",
      "timestamp": "2026-06-15T16:55:04.031642+00:00",
      "input_query": "审查这段代码的合规性",
      "is_paraphrase": false,
      "expected_skill": "reflexion_agent",
      "expected_execution_mode": "reflexion",
      "expected_complexity": "high",
      "actual_skill": "code_reviewer",
      "actual_execution_mode": "direct_chat",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": false,
      "execution_mode_correct": false,
      "complexity_correct": false,
      "task_succeeded": true,
      "category": "routing",
      "subcategory": "keyword_match",
      "response_time_ms": 12490.38528103847,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "route-kw-reflex-001",
      "test_name": "para_route-kw-reflex-001_0",
      "timestamp": "2026-06-15T16:55:04.034439+00:00",
      "input_query": "审查这段代码的合规性",
      "is_paraphrase": true,
      "expected_skill": "reflexion_agent",
      "expected_execution_mode": "reflexion",
      "expected_complexity": "high",
      "actual_skill": null,
      "actual_execution_mode": "react",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": null,
      "execution_mode_correct": false,
      "complexity_correct": false,
      "task_succeeded": true,
      "category": "routing",
      "subcategory": "keyword_match",
      "response_time_ms": 2.3601570283062756,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "route-kw-reflex-001",
      "test_name": "para_route-kw-reflex-001_1",
      "timestamp": "2026-06-15T16:55:16.172980+00:00",
      "input_query": "审查这段代码的合规性",
      "is_paraphrase": true,
      "expected_skill": "reflexion_agent",
      "expected_execution_mode": "reflexion",
      "expected_complexity": "high",
      "actual_skill": "code_reviewer",
      "actual_execution_mode": "direct_chat",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": false,
      "execution_mode_correct": false,
      "complexity_correct": false,
      "task_succeeded": true,
      "category": "routing",
      "subcategory": "keyword_match",
      "response_time_ms": 12138.08024401078,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "route-kw-reflex-001",
      "test_name": "para_route-kw-reflex-001_2",
      "timestamp": "2026-06-15T16:55:16.175857+00:00",
      "input_query": "审查这段代码的合规性",
      "is_paraphrase": true,
      "expected_skill": "reflexion_agent",
      "expected_execution_mode": "reflexion",
      "expected_complexity": "high",
      "actual_skill": null,
      "actual_execution_mode": "react",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": null,
      "execution_mode_correct": false,
      "complexity_correct": false,
      "task_succeeded": true,
      "category": "routing",
      "subcategory": "keyword_match",
      "response_time_ms": 2.3903230321593583,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "route-kw-reflex-002",
      "test_name": "para_orig_route-kw-reflex-002",
      "timestamp": "2026-06-15T16:55:27.673019+00:00",
      "input_query": "生成一个高精度的数据分析脚本",
      "is_paraphrase": false,
      "expected_skill": "reflexion_agent",
      "expected_execution_mode": "reflexion",
      "expected_complexity": "high",
      "actual_skill": null,
      "actual_execution_mode": "react",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": null,
      "execution_mode_correct": false,
      "complexity_correct": false,
      "task_succeeded": true,
      "category": "routing",
      "subcategory": "keyword_match",
      "response_time_ms": 11494.954236026388,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "route-kw-reflex-002",
      "test_name": "para_route-kw-reflex-002_0",
      "timestamp": "2026-06-15T16:55:27.675594+00:00",
      "input_query": "生成一个高精度的数据分析脚本",
      "is_paraphrase": true,
      "expected_skill": "reflexion_agent",
      "expected_execution_mode": "reflexion",
      "expected_complexity": "high",
      "actual_skill": null,
      "actual_execution_mode": "react",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": null,
      "execution_mode_correct": false,
      "complexity_correct": false,
      "task_succeeded": true,
      "category": "routing",
      "subcategory": "keyword_match",
      "response_time_ms": 2.139441028703004,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "route-kw-reflex-002",
      "test_name": "para_route-kw-reflex-002_1",
      "timestamp": "2026-06-15T16:55:44.080887+00:00",
      "input_query": "生成一个高精度的数据分析脚本",
      "is_paraphrase": true,
      "expected_skill": "reflexion_agent",
      "expected_execution_mode": "reflexion",
      "expected_complexity": "high",
      "actual_skill": "direct_agent",
      "actual_execution_mode": "direct_chat",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": false,
      "execution_mode_correct": false,
      "complexity_correct": false,
      "task_succeeded": true,
      "category": "routing",
      "subcategory": "keyword_match",
      "response_time_ms": 16404.873749008402,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    },
    {
      "benchmark_id": "route-kw-reflex-002",
      "test_name": "para_route-kw-reflex-002_2",
      "timestamp": "2026-06-15T16:55:44.083850+00:00",
      "input_query": "生成一个高精度的数据分析脚本",
      "is_paraphrase": true,
      "expected_skill": "reflexion_agent",
      "expected_execution_mode": "reflexion",
      "expected_complexity": "high",
      "actual_skill": null,
      "actual_execution_mode": "react",
      "actual_status_code": 200,
      "actual_response_keys": [],
      "actual_complexity_score": null,
      "actual_match_method": null,
      "actual_match_confidence": null,
      "skill_correct": null,
      "execution_mode_correct": false,
      "complexity_correct": false,
      "task_succeeded": true,
      "category": "routing",
      "subcategory": "keyword_match",
      "response_time_ms": 2.364657004363835,
      "error_message": null,
      "alignment_violations": 0,
      "cascade_alert": false,
      "output_quality_score": null,
      "output_quality_reasoning": null
    }
  ],
  "output_quality_evaluations": [
    {
      "benchmark_id": "route-edge-explicit-001",
      "input_query": "@skill:react_agent 搜索最新的AI新闻",
      "expected_skill": "react_agent",
      "actual_skill": "react_agent",
      "quality_score": 5.0,
      "reasoning": "路由精准匹配用户指定的技能与意图，执行模式完全正确。",
      "evaluated": true
    },
    {
      "benchmark_id": "route-kw-direct-001",
      "input_query": "翻译这段话",
      "expected_skill": "direct_agent",
      "actual_skill": "direct_agent",
      "quality_score": 0.0,
      "reasoning": "Evaluation error: Event loop is closed",
      "evaluated": false
    },
    {
      "benchmark_id": "route-kw-direct-002",
      "input_query": "帮我总结一下",
      "expected_skill": "direct_agent",
      "actual_skill": "direct_agent",
      "quality_score": 4.0,
      "reasoning": "路由与期望完全一致，direct_chat模式适合处理此类缺乏具体上下文的模糊指令，以便进行澄清或基于历史对话进行总结。",
      "evaluated": true
    },
    {
      "benchmark_id": "route-kw-direct-003",
      "input_query": "什么是RAG？",
      "expected_skill": "direct_agent",
      "actual_skill": "direct_agent",
      "quality_score": 0.0,
      "reasoning": "Evaluation error: Event loop is closed",
      "evaluated": false
    },
    {
      "benchmark_id": "route-kw-rewoo-001",
      "input_query": "采集A、B、C三个竞品的功能数据",
      "expected_skill": "rewoo_agent",
      "actual_skill": "competitor_analyzer",
      "quality_score": 0.0,
      "reasoning": "Evaluation error: Invalid \\escape: line 1 column 35 (char 34)",
      "evaluated": false
    },
    {
      "benchmark_id": "route-kw-planexec-002",
      "input_query": "规划产品优化方案",
      "expected_skill": "plan_exec_agent",
      "actual_skill": "plan_exec_agent",
      "quality_score": 0.0,
      "reasoning": "Evaluation error: Event loop is closed",
      "evaluated": false
    },
    {
      "benchmark_id": "route-kw-geo-001",
      "input_query": "帮我优化这篇文章的SEO",
      "expected_skill": "geo_optimizer",
      "actual_skill": "geo_optimizer",
      "quality_score": 5.0,
      "reasoning": "路由精准匹配期望技能，且技能名称完全契合用户优化SEO的意图。",
      "evaluated": true
    },
    {
      "benchmark_id": "route-kw-deai-001",
      "input_query": "帮我把这篇文章去AI化",
      "expected_skill": "deai_agent",
      "actual_skill": "deai_agent",
      "quality_score": 0.0,
      "reasoning": "Evaluation error: Event loop is closed",
      "evaluated": false
    },
    {
      "benchmark_id": "route-kw-content-001",
      "input_query": "帮我写一篇关于AI的文章",
      "expected_skill": "content_generator",
      "actual_skill": "content_generator",
      "quality_score": 0.0,
      "reasoning": "Evaluation error: Expecting property name enclosed in double quotes: line 1 column 2 (char 1)",
      "evaluated": false
    },
    {
      "benchmark_id": "route-kw-schema-001",
      "input_query": "帮我优化Schema",
      "expected_skill": "schema_advisor",
      "actual_skill": "schema_advisor",
      "quality_score": 0.0,
      "reasoning": "Evaluation error: Event loop is closed",
      "evaluated": false
    },
    {
      "benchmark_id": "route-kw-monitor-001",
      "input_query": "监测品牌引用变化",
      "expected_skill": "monitor",
      "actual_skill": "monitor",
      "quality_score": 5.0,
      "reasoning": "实际路由技能与期望技能完全一致，精准匹配用户监测品牌引用变化的意图。",
      "evaluated": true
    },
    {
      "benchmark_id": "semantic-react-001",
      "input_query": "需要动态适应、逐步推理和工具调用",
      "expected_skill": "react_agent",
      "actual_skill": "react_agent",
      "quality_score": 0.0,
      "reasoning": "Evaluation error: Event loop is closed",
      "evaluated": false
    },
    {
      "benchmark_id": "semantic-reflex-001",
      "input_query": "需要高精度和自我验证的任务",
      "expected_skill": "reflexion_agent",
      "actual_skill": "reflexion_agent",
      "quality_score": 5.0,
      "reasoning": "实际路由技能与期望技能完全一致，且反思（reflexion）执行模式完美契合高精度与自我验证的任务需求。",
      "evaluated": true
    },
    {
      "benchmark_id": "semantic-geo-001",
      "input_query": "对文章进行GEO/SEO优化，提升在AI搜索引擎中的可见性",
      "expected_skill": "geo_optimizer",
      "actual_skill": "geo_optimizer",
      "quality_score": 0.0,
      "reasoning": "Evaluation error: Event loop is closed",
      "evaluated": false
    },
    {
      "benchmark_id": "semantic-competitor-001",
      "input_query": "分析竞品策略、对比品牌差距或发现竞争机会",
      "expected_skill": "competitor_analyzer",
      "actual_skill": "competitor_analyzer",
      "quality_score": 5.0,
      "reasoning": "实际路由技能与期望技能完全一致，精准匹配用户分析竞品和发现竞争机会的意图。",
      "evaluated": true
    },
    {
      "benchmark_id": "semantic-colloquial-review-001",
      "input_query": "帮我看看代码有没有问题",
      "expected_skill": "code_reviewer",
      "actual_skill": "code_reviewer",
      "quality_score": 0.0,
      "reasoning": "Evaluation error: Event loop is closed",
      "evaluated": false
    },
    {
      "benchmark_id": "semantic-colloquial-trend-001",
      "input_query": "最近市场行情怎么样",
      "expected_skill": "trend_agent",
      "actual_skill": "trend_agent",
      "quality_score": 5.0,
      "reasoning": "实际路由技能与期望技能完全一致，精准匹配了用户查询市场行情的意图。",
      "evaluated": true
    },
    {
      "benchmark_id": "semantic-colloquial-content-001",
      "input_query": "帮我写点东西",
      "expected_skill": "content_generator",
      "actual_skill": "content_generator",
      "quality_score": 0.0,
      "reasoning": "Evaluation error: Event loop is closed",
      "evaluated": false
    },
    {
      "benchmark_id": "semantic-colloquial-citation-001",
      "input_query": "这个引用对不对",
      "expected_skill": "citation_detector",
      "actual_skill": "citation_detector",
      "quality_score": 5.0,
      "reasoning": "路由精准匹配用户意图与期望技能，完全符合检测引用正确性的需求。",
      "evaluated": true
    },
    {
      "benchmark_id": "semantic-colloquial-competitor-001",
      "input_query": "对手怎么样",
      "expected_skill": "competitor_analyzer",
      "actual_skill": "competitor_analyzer",
      "quality_score": 0.0,
      "reasoning": "Evaluation error: Event loop is closed",
      "evaluated": false
    },
    {
      "benchmark_id": "semantic-mixed-geo-001",
      "input_query": "做个SEO优化",
      "expected_skill": "geo_optimizer",
      "actual_skill": "geo_optimizer",
      "quality_score": 5.0,
      "reasoning": "实际路由技能与期望技能完全一致，精准匹配用户的SEO优化意图。",
      "evaluated": true
    },
    {
      "benchmark_id": "semantic-mixed-monitor-001",
      "input_query": "monitor一下系统状态",
      "expected_skill": "monitor",
      "actual_skill": "monitor",
      "quality_score": 0.0,
      "reasoning": "Evaluation error: Event loop is closed",
      "evaluated": false
    },
    {
      "benchmark_id": "route-kw-direct-001",
      "input_query": "翻译这段话",
      "expected_skill": "direct_agent",
      "actual_skill": "direct_agent",
      "quality_score": 5.0,
      "reasoning": "实际路由与期望技能完全一致，且direct_chat模式能够精准且高质量地处理“翻译”这一直接文本指令。",
      "evaluated": true
    },
    {
      "benchmark_id": "route-kw-direct-001",
      "input_query": "翻译这段话",
      "expected_skill": "direct_agent",
      "actual_skill": "direct_agent",
      "quality_score": 0.0,
      "reasoning": "Evaluation error: Event loop is closed",
      "evaluated": false
    },
    {
      "benchmark_id": "route-kw-direct-001",
      "input_query": "翻译这段话",
      "expected_skill": "direct_agent",
      "actual_skill": "direct_agent",
      "quality_score": 5.0,
      "reasoning": "实际路由与期望技能完全一致，direct_agent能够精准处理翻译这一直接指令，执行模式完全匹配用户意图。",
      "evaluated": true
    },
    {
      "benchmark_id": "route-kw-direct-001",
      "input_query": "翻译这段话",
      "expected_skill": "direct_agent",
      "actual_skill": "direct_agent",
      "quality_score": 0.0,
      "reasoning": "Evaluation error: Event loop is closed",
      "evaluated": false
    },
    {
      "benchmark_id": "route-kw-direct-002",
      "input_query": "帮我总结一下",
      "expected_skill": "direct_agent",
      "actual_skill": "direct_agent",
      "quality_score": 5.0,
      "reasoning": "路由精准匹配期望技能，direct_agent能够妥善处理此类缺乏具体上下文的模糊总结指令（如引导追问或基于历史对话进行总结）。",
      "evaluated": true
    },
    {
      "benchmark_id": "route-kw-direct-002",
      "input_query": "帮我总结一下",
      "expected_skill": "direct_agent",
      "actual_skill": "direct_agent",
      "quality_score": 0.0,
      "reasoning": "Evaluation error: Event loop is closed",
      "evaluated": false
    },
    {
      "benchmark_id": "route-kw-direct-002",
      "input_query": "帮我总结一下",
      "expected_skill": "direct_agent",
      "actual_skill": "direct_agent",
      "quality_score": 5.0,
      "reasoning": "用户输入缺乏具体上下文，路由至direct_agent进行直接对话以澄清意图或引导补充信息是完全正确且最优的处理方式。",
      "evaluated": true
    },
    {
      "benchmark_id": "route-kw-direct-003",
      "input_query": "什么是RAG？",
      "expected_skill": "direct_agent",
      "actual_skill": "direct_agent",
      "quality_score": 0.0,
      "reasoning": "Evaluation error: Event loop is closed",
      "evaluated": false
    },
    {
      "benchmark_id": "route-kw-direct-003",
      "input_query": "什么是RAG？",
      "expected_skill": "direct_agent",
      "actual_skill": "direct_agent",
      "quality_score": 5.0,
      "reasoning": "路由精准匹配期望技能，直接回答RAG概念完全符合用户意图且质量优秀。",
      "evaluated": true
    },
    {
      "benchmark_id": "route-kw-direct-003",
      "input_query": "什么是RAG？",
      "expected_skill": "direct_agent",
      "actual_skill": "direct_agent",
      "quality_score": 0.0,
      "reasoning": "Evaluation error: Event loop is closed",
      "evaluated": false
    },
    {
      "benchmark_id": "route-kw-react-001",
      "input_query": "搜索一下AI Agent市场数据",
      "expected_skill": "react_agent",
      "actual_skill": "trend_agent",
      "quality_score": 4.0,
      "reasoning": "实际路由的trend_agent在处理“市场数据”时比通用的react_agent更具针对性，能精准匹配用户获取市场趋势数据的意图。",
      "evaluated": true
    },
    {
      "benchmark_id": "route-kw-react-002",
      "input_query": "帮我分析这个数据",
      "expected_skill": "react_agent",
      "actual_skill": "react_agent",
      "quality_score": 0.0,
      "reasoning": "Evaluation error: Event loop is closed",
      "evaluated": false
    },
    {
      "benchmark_id": "route-kw-react-003",
      "input_query": "实时监控竞品动态",
      "expected_skill": "react_agent",
      "actual_skill": "competitor_analyzer",
      "quality_score": 5.0,
      "reasoning": "实际路由的competitor_analyzer比期望的通用react_agent更精准地垂直匹配了“竞品动态”这一具体意图，路由精准且执行模式合理。",
      "evaluated": true
    },
    {
      "benchmark_id": "route-kw-react-003",
      "input_query": "实时监控竞品动态",
      "expected_skill": "react_agent",
      "actual_skill": "competitor_analyzer",
      "quality_score": 0.0,
      "reasoning": "Evaluation error: Event loop is closed",
      "evaluated": false
    },
    {
      "benchmark_id": "route-kw-rewoo-001",
      "input_query": "采集A、B、C三个竞品的功能数据",
      "expected_skill": "rewoo_agent",
      "actual_skill": "competitor_analyzer",
      "quality_score": 0.0,
      "reasoning": "Evaluation error: Expecting property name enclosed in double quotes: line 1 column 2 (char 1)",
      "evaluated": false
    },
    {
      "benchmark_id": "route-kw-rewoo-001",
      "input_query": "采集A、B、C三个竞品的功能数据",
      "expected_skill": "rewoo_agent",
      "actual_skill": "rewoo_agent",
      "quality_score": 0.0,
      "reasoning": "Evaluation error: Event loop is closed",
      "evaluated": false
    },
    {
      "benchmark_id": "route-kw-rewoo-001",
      "input_query": "采集A、B、C三个竞品的功能数据",
      "expected_skill": "rewoo_agent",
      "actual_skill": "competitor_analyzer",
      "quality_score": 3.0,
      "reasoning": "路由到了竞品相关技能，领域高度匹配，但“分析”与“采集”侧重点略有偏差，且处理多竞品采集任务时可能不如通用规划Agent完整灵活。",
      "evaluated": true
    },
    {
      "benchmark_id": "route-kw-rewoo-001",
      "input_query": "采集A、B、C三个竞品的功能数据",
      "expected_skill": "rewoo_agent",
      "actual_skill": "competitor_analyzer",
      "quality_score": 0.0,
      "reasoning": "Evaluation error: Event loop is closed",
      "evaluated": false
    },
    {
      "benchmark_id": "route-kw-reflex-001",
      "input_query": "审查这段代码的合规性",
      "expected_skill": "reflexion_agent",
      "actual_skill": "code_reviewer",
      "quality_score": 4.0,
      "reasoning": "实际路由code_reviewer高度契合审查代码的意图，虽与期望的reflexion_agent不同，但路由准确且直接有效。",
      "evaluated": true
    },
    {
      "benchmark_id": "route-kw-reflex-001",
      "input_query": "审查这段代码的合规性",
      "expected_skill": "reflexion_agent",
      "actual_skill": "code_reviewer",
      "quality_score": 0.0,
      "reasoning": "Evaluation error: Event loop is closed",
      "evaluated": false
    },
    {
      "benchmark_id": "route-kw-reflex-002",
      "input_query": "生成一个高精度的数据分析脚本",
      "expected_skill": "reflexion_agent",
      "actual_skill": "direct_agent",
      "quality_score": 0.0,
      "reasoning": "Evaluation error: Invalid \\escape: line 1 column 82 (char 81)",
      "evaluated": false
    }
  ]
}