Compliance and Auditability

Compliance isn’t paperwork – it’s proof. Proof that you keep data only as long as needed, can explain important decisions, test for failure modes, respond to incidents the same way every time, and describe models honestly. This chapter ships working patterns for data retention, explainability notes, red-team logs, playbooks, and model cards – all Python-first and production-friendly.