Audit Trails Need Counterfactual Replay

Projection: Auditors will need controlled replay environments that rerun an agent decision under alternate permissions, inputs, and policies to test whether controls actually mattered. A signed action record supplies evidence; the replay room interrogates it. Adoption is visible when audit findings reproduce failures rather than merely confirming that a log exists.