Numistoria

A story-driven public museum for an ancient + world coin collection — 20 worlds, ~300 coins, each with an AI-written connected narrative and a deep-dive exhibit page, fed from a private engine (Coinex) via R2. Plus a weekly authenticity-aware 'Hunt' that scouts marketplaces for want-list coins.

Read the full write-up → “How I stopped an LLM from fabricating citations”