compliance

Promotion is the easy part. Governance is who is allowed to ship what, on whose sign-off, with what documented, and how a model gets retired. Here is the control plane an auditor actually asks for.

The CISO-facing question that sinks engineers who only think about model quality. The signal is treating governance as architecture, not a checkbox: minimization, isolation, auditability, and never training on customer data by default. Here is the framework.

Governance is where enterprise AI deals are won or lost, and engineers who can speak it stand out. The signal is treating it as documentation, accountability, and risk-tiered controls across the lifecycle, not a legal afterthought.

The NIST AI RMF is the most-referenced voluntary framework for managing AI risk, and enterprises ask about it. The signal is treating it as a continuous process built on four functions, not a compliance checklist. Here is the answer.

The EU AI Act tiers obligations by risk, and that classification is a first-order design decision, not a legal footnote. The signal is knowing the four tiers and what high-risk systems must prove before they ship.

Audit logging is the backbone of AI accountability, but logging everything naively turns your logs into the biggest privacy liability you own. The signal is what to log to replay any decision, and how to do it without hoarding PII.

For consequential decisions, 'the model said so' is not a legal answer. Adverse-action notices and the right to explanation constrain what model you can even ship. Here is the governance view.

ISO 42001 is the certifiable AI management-system standard, the AI analogue of ISO 27001. The signal is knowing it is an auditable management system, not a technical control list, and how it sits next to NIST and the EU AI Act. Here is the answer.

The EU AI Act assigns different duties to high-risk deployers, GPAI model providers, and limited-risk systems. The signal is naming the specific obligations per tier, not just reciting that risk tiers exist. Here is the answer.

Security and compliance teams are gatekeepers, not adversaries. Interviewers want to see you engage them early, meet real requirements, and turn a blocker into an ally. Here is the approach.