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: | Domain | Actions to Log | |--------|---------------| | Communication | Send email, send message, reply, follow-up, notificatio…