from .shadow_classifier import ShadowClassifier, Classification, ShadowEvalResult from .preboot_logger import PrebootLogger classifier = ShadowClassifier() def layer0_entry(query: str) -> tuple[str, ShadowEvalResult]: """ Main entrypoint called before Layer 1 (Doctrine Load). Returns the routing action and the full evaluation result. """ result = classifier.classify(query) if result.classification in (Classification.CATASTROPHIC, Classification.FORBIDDEN): PrebootLogger.log(result, query) return result.to_routing_action(), result