"""Extraction (§4.2) — local LLM → structured claim units. The cost & quality center. Emits at the level of the PROPOSITION: a passage may yield 0..N claims, and MOST passages yield zero. An extractor that dutifully emits a claim per chunk reintroduces exactly the noise the rest of the system is designed to remove. """