Committing a Fact: A Trust Boundary for LLM-Extracted Graph Data

A language model reads a sentence from a news wire and returns, cleanly formatted, {value: 40, property: casualty_count, source: "Source X", confidence: "high"}. It looks like a fact. It is a guess: a