Deploying GenAI in regulated industries pushes engineering teams to balance innovation with control. From model explainability to bias mitigation and auditability, this session explores what it takes to build compliant systems that still deliver value. Learn how teams are navigating legal constraints, cross-functional oversight, and evolving standards without grinding progress to a halt. Key takeaways: → What needs to shift in your architecture when building for auditability and traceability. → Why fairness and compliance aren't just policy issues, they're system design problems. → How to ship GenAI in high-stakes environments without getting buried in red tape.