{
  "experiment": "multi_agent_rag_chain",
  "description": "Governed multi-agent RAG workflow with laziness detection",
  "timestamp": "2026-01-18T05:18:17.428772",
  "config": {
    "num_queries": 20,
    "num_agents": 4,
    "agent_roles": [
      "supervisor",
      "retrieval",
      "analyst",
      "verifier"
    ]
  },
  "baseline": {
    "workflow_success_rate": 0.5,
    "laziness_detected": 12,
    "laziness_corrected": 0,
    "correction_rate": 0.0,
    "agent_stats": {
      "retriever": {
        "total_calls": 20,
        "laziness_count": 4,
        "laziness_rate": 0.2
      },
      "analyst": {
        "total_calls": 20,
        "laziness_count": 7,
        "laziness_rate": 0.35
      },
      "verifier": {
        "total_calls": 20,
        "laziness_count": 1,
        "laziness_rate": 0.05
      }
    }
  },
  "with_scak": {
    "workflow_success_rate": 0.8,
    "laziness_detected": 12,
    "laziness_corrected": 8,
    "correction_rate": 0.6666666666666666,
    "agent_stats": {
      "retriever": {
        "total_calls": 27,
        "laziness_count": 7,
        "laziness_rate": 0.25925925925925924
      },
      "analyst": {
        "total_calls": 24,
        "laziness_count": 4,
        "laziness_rate": 0.16666666666666666
      },
      "verifier": {
        "total_calls": 21,
        "laziness_count": 1,
        "laziness_rate": 0.047619047619047616
      }
    }
  },
  "improvement": {
    "workflow_success_rate_delta": 0.30000000000000004,
    "correction_rate_delta": 0.6666666666666666
  },
  "conclusion": "SCAK improved workflow success rate by 30.0% (from 50.0% to 80.0%) in multi-agent RAG chain."
}