AI That Understands 'Why' - Causal Inference & LLM Reasoning Lab

LEVEL: RUNG 1: OBSERVATION (SEEING)

ACTIVE FORMULA: $P(Y \mid X = x)$

Causal System Scenario

Pearl Causal Hierarchy Rung

Intervention ($do$-Calculus) & Graph Surgery

Sever Parent Edges ($do(X)$) OFF

Interventional Value ($x$) 1.00

Backdoor Adjustment $\sum_z P(Y|x,z)P(z)$ UNADJUSTED

Structural Parameters & Sample Noise

Confounder Strength ($\gamma$) 0.85

True Causal Effect ($\beta$) 0.15

Exogenous Noise ($\sigma_U$) 0.30

Particle Stream Visualizer ON