Show HN: AI image models hallucinate history, we built a method to fix it it

We created 24 image prompts across 3 characters living in Rome, 110 CE. Each prompt has a naive version and a culturally-grounded version enhanced by the Triad Engine (structured domain knowledge injection). Same model, same pipeline, only the prompt changes. A blinded Gemini Vision judge scores each pair without knowing which is which.