Building and enforcing AI policy — the practical mechanisms that turn ethical principles into enforceable organisational rules. Data security, access controls, audit trails, and incident response.
...high-risk outputs, unusual patterns — for security monitoring and governance escalation. Log retention requirements matter. Most regulatory frameworks require audit logs to be retained for a minimum period....