Causal Inference

A lightweight causal layer for predicting action outcomes, not by pattern-matching correlations, but by modeling interventions and counterfactuals.

Core Invariant

Every action must be representable as an explicit intervention on a causal model, with predicted effects + uncertainty + a falsifiable audit trail.

Plans must be causally valid, not just plausible.

When to Trigger

Trigger this skill on ANY high-level action, including but not limited to: