I speak on AI governance, agentic systems, and human oversight at scale — for defense, technology, healthcare, and regulated enterprise audiences who need more than the optimism slide.
Moderated the Analytic & Software Engineering Workforce Integration in Agentic AI Operations panel — with panelists from IBM, Arizona State University, and ClearanceJobs — at the NCF’s national-security AI convening, keynoted by Gen. Paul Nakasone, U.S. Army (Ret.).
Why “human-in-the-loop” has become a liability shield rather than a control mechanism — and what it takes to make human authority over autonomous systems enforceable, auditable, and real.
Building AI governance boards that operate as clearance systems, not rubber stamps — testable criteria, scoped authority, and denials a practitioner can act on.
What happens to senior judgment when you automate the entry-level cognitive work — talent debt, and how to build a workforce that still develops expertise.