A RAG evaluator that admits what it can't judge

Fail-closed groundedness, deterministic corroborators, and a self-test — because an evaluator should be more trustworthy than the thing it grades. Most tools that score AI output are an LLM grading an LLM, and they report every number in the same confident voice — the verified ones and the guessed o