AI safety, agent governance, LLM red-teaming, runtime guardrails, tool-use gating, and model evaluation. Author of 13 zero-dependency, MIT-licensed Python libraries (~3,400 tests) for the safety and governance of autonomous agents. Ex-military police — adversarial, chain-of-custody rigor applied to AI.