Same chart in, same constraint set out. The validator runs pure-Python rule logic before any language model touches it.
Each KB carries seven layers (patterns, behaviors, contradictions, dasha decisions, inevitabilities, synthesis rules) compiled across nine reviewer iterations.
The KB voice paragraphs ship verbatim. The polisher only writes opening, transitions, placeholders, and closing — never rewrites the locked voice.
Health KBs never name diseases or mortality. Mental health KB never names conditions. Pitru patterns are reconciliation, never curse-removal.