Concepts
Three ideas explain most of the library: the decision is carried by integers, the ladder is built to be defensible, and the explanation is derived from the same arithmetic as the score.
Where it fitsWhere CompileML started, the domains it suits and where it does not, and the vocabulary read from fraud, clinical triage and churn.DeterminismWhy the governed outputs are integers, and what determinism does and does not claim.Risk bandsHow the ladder is built, why monotonicity is enforced, and what a merge means.AttributionExact pairwise attribution in integer units, and the reconciliation identity.