A data contract, SOP, dbt schema.yml, or regulatory prose. One AI call compiles each rule into a candidate detection rule — cite-or-die: every candidate carries the exact passage it came from, or it's dropped. Mined candidates then go through the same approve → activate gate as a hand-typed rule.