Labeled evidence-control campaign
A deliberately messy record fixture measured useful answers, wrong releases, refusals, and conflict handling. No external LLM was used.
The comparison baseline was deliberately naive and always answered. Its failure rate is an unsupported-commitment baseline, not a measured universal LLM hallucination rate.