cff-version: 1.2.0 message: "If you use this reference implementation, please cite it using this metadata." title: "Waggle + Kea: Certified Task-Sufficient Machine Handoffs" type: software version: 0.3.0 date-released: 2026-08-08 authors: - family-names: Keenan given-names: William repository-code: "https://github.com/willykeenan/waggle-kea" url: "https://github.com/willykeenan/waggle-kea" license: MIT keywords: - machine learning evaluation - intent classification - uncertainty calibration - decision sufficiency - selective prediction - multi-agent systems - machine coordination - AI observability - auditability - deterministic protocols