references/principles/sophistication-proof-burden.md

# Sophistication Proof Burden

## Principle

As category claims become familiar, raise specificity, mechanism, and proof.

## Application rule

Use only when the decision context and evidence support the mechanism. Preserve counterweights when another credible principle points in a different direction.