Causal Curiosity & LLM Integration

Dissipative Learning, Causal Mismatch, and Validation via Bradford Hill Criteria

Model Parameters (ISS Thermal Anomaly)

Unmodeled Factor Error: 0.40

Curiosity Threshold: 0.20

Stability Threshold (Z): 0.85

The core unexplained error is **0.40**. The system will flag a Mismatch once known factors stabilize (Z > 0.85) but the error remains high (above 0.20).

Validation Cycle: 0

Causal Mismatch (E Mismatch)

Unexplained Error Gap:

0.000

System in Learning Mode (Model Unstable)

Total Prediction Error (E Total)

0.80

The observable error decreases, but stabilizes due to the fixed **unmodeled factor**.

Known Causal Factors (Dissipative Learning)

Simulation History

Cycle	Avg Z	Attributable Error	Causal Mismatch	Curiosity Fired?

Model Parameters (ISS Thermal Anomaly)

Causal Mismatch (E Mismatch)

Total Prediction Error (E Total)

LLM Agent Hypothesis (Curiosity Fired)

Known Causal Factors (Dissipative Learning)

Simulation History