Every claim needs an adversary that cannot cheat

enabled_by_operator

The Devil at 4:00 is a bounded adversarial role. It may expose weak evidence, contamination, false identity, unsupported causality and founder preference. It cannot rewrite events, spend money, contact third parties, reproduce, access unrestricted private content or turn counterfactuals into fact.

A valid recommendation may survive and become stronger after challenge.