标签：conformal-prediction

Finite-sample guarantees for Jev (TypeSafe's System One). Conformal risk control turns calibrated probabilities into certified routing thresholds; prediction-powered inference audits them. 2,412 decisions on CLINC150 for $0.23 — including the shift and prevalence cases where the guarantee breaks.

S1-Core — a zero-dependency Python harness for System 1 decision models (Jev & friends): choice/score/noul specs, fail-closed calibration gates, wave-parallel fan-out, replayable audit ledger.