{
  "gnn_risk_analysis": {
    "model": "GAT",
    "top_risky_nodes": [
      [
        "Framework: BASEL_III",
        0.9090366363525391
      ],
      [
        "TAIWAN SEMICONDUCTOR MANUFACTURING COMPANY LTD.",
        0.847232460975647
      ],
      [
        "Company",
        0.785216748714447
      ],
      [
        "Framework: GDPR",
        0.7618621587753296
      ],
      [
        "Framework: DORA",
        0.7618621587753296
      ],
      [
        "Framework: AI_ACT",
        0.7618621587753296
      ],
      [
        "ASML HOLDING N.V.",
        0.7560371160507202
      ],
      [
        "US Consumer Price Index (YoY)",
        0.7462680339813232
      ],
      [
        "NVIDIA CORPORATION",
        0.7375922203063965
      ],
      [
        "AMAZON.COM, INC.",
        0.6608426570892334
      ]
    ],
    "synthetic_bank_scores": {
      "Bank_A": 0.23000241342740335,
      "Bank_B": 0.36696078845730407,
      "HedgeFund_C": 0.23311551880580944,
      "Crypto_D": 0.38868682358288204
    }
  },
  "xai_report": "--- IQNN-CS Interpretability Report ---\nClass 0 ICAA: 0.9745 [ROBUST]\nClass 1 ICAA: 0.9718 [ROBUST]\nGlobal Model Interpretability Score: 0.9731\nCONCLUSION: The model demonstrates consistent economic logic across predictions.",
  "federated_learning": {
    "mode": "FinGraphFL",
    "training_history": [
      {
        "round": 1,
        "loss": 0.6722633322079976,
        "accuracy": 0.77
      },
      {
        "round": 2,
        "loss": 0.6020883123079935,
        "accuracy": 0.7766666666666667
      },
      {
        "round": 3,
        "loss": 0.5544495224952698,
        "accuracy": 0.7966666666666667
      },
      {
        "round": 4,
        "loss": 0.5305350720882416,
        "accuracy": 0.81
      },
      {
        "round": 5,
        "loss": 0.4950747211774191,
        "accuracy": 0.8433333333333333
      }
    ],
    "benchmark_metrics": [
      {
        "round": 1,
        "accuracy": 0.8
      },
      {
        "round": 2,
        "accuracy": 0.8200000000000001
      },
      {
        "round": 3,
        "accuracy": 0.8400000000000001
      },
      {
        "round": 4,
        "accuracy": 0.8600000000000001
      },
      {
        "round": 5,
        "accuracy": 0.88
      }
    ]
  },
  "oswm_simulation": {
    "briefing": {
      "target": "SPY",
      "status": "REGIME_SHIFT_IMMINENT",
      "forecast_drift_pct": -5.629680451921746,
      "volatility_index": 0.0014630107331253283,
      "projected_path": [
        664.0418595613221,
        662.2248344123444,
        661.1871633849094,
        660.0593224576089,
        658.8131750843032,
        657.4622712166645,
        656.1136100540709,
        654.8392549424077,
        653.711945103042,
        652.7217268426464
      ],
      "narrative": "CRITICAL ALERT: OSWM detects a 5.6% CRASH trajectory for SPY. Hedging recommended."
    },
    "macro_trajectory": [
      {
        "step": 0,
        "gdp": 100.0,
        "inflation": 0.02
      },
      {
        "step": 1,
        "gdp": 102.0,
        "inflation": 0.025
      },
      {
        "step": 2,
        "gdp": 100.98,
        "inflation": 0.02
      },
      {
        "step": 3,
        "gdp": 102.9996,
        "inflation": 0.025
      }
    ]
  },
  "quantum_simulation": {
    "var_result": {
      "backend": "ibmq_mock_guadalupe",
      "method": "Quantum Amplitude Estimation (QAE)",
      "speedup_factor": "~100x (Simulated)",
      "VaR_99": 66138.93567053287,
      "classical_equivalent_samples": 1000000,
      "quantum_samples": 1000,
      "status": "COMPLETED"
    },
    "optimization": {
      "method": "QAOA",
      "allocation": {
        "AAPL": 0.28680824702177193,
        "GOOGL": 0.16555278224208395,
        "MSFT": 0.2607440592495226,
        "AMZN": 0.28689491148662155
      },
      "energy": -0.5
    }
  }
}