"""The derivation layer: evidence -> claims, with provenance, calibrated confidence, mechanical cascade invalidation, and signed explanation records. Public surface: * :mod:`mnema.derive.model` — claim nodes, statuses, predicates. * :mod:`mnema.derive.confidence` — the calibrated confidence pipeline. * :mod:`mnema.derive.graph` — the derivation graph and cascade logic. * :mod:`mnema.derive.engine` — the orchestrating engine (run derivers to fixpoint, apply refutations/corrections, emit invalidations and re-derivations, persist explanation records). * :mod:`mnema.derive.derivers` — the built-in rule/heuristic derivers (routines, places, relationships, preferences). """ from mnema.derive.confidence import ( PPM, CalibrationTable, combine_supports, confidence_pipeline, from_ppm, saturating_support, temporal_decay, to_ppm, ) from mnema.derive.graph import DerivationGraph, GraphError from mnema.derive.model import ClaimNode, ClaimStatus, Predicates __all__ = [ "PPM", "CalibrationTable", "combine_supports", "confidence_pipeline", "from_ppm", "saturating_support", "temporal_decay", "to_ppm", "DerivationGraph", "GraphError", "ClaimNode", "ClaimStatus", "Predicates", ]