Test Generation with Adversarial Review

Projection: One model may draft tests while an adversarial reviewer attacks their assumptions, missing cases, and fidelity to requirements. Coding and verification investment supplies context, not proof of this paired workflow. Its value appears when reviewers catch specification contradictions before implementation reaches production, rather than merely increasing test count.