Most AI strategy is built on hype.

I focus on how systems actually behave.

I help organizations make AI decisions around where risk actually emerges – and how it propagates through real systems.

Most approaches to AI safety focus on models in isolation.

I focus on how risk emerges in real situations – where compute, incentives, and confusion shape behavior.

AI systems look simple on stage. Risk doesn’t show up there.

Work with someone who understands where to look when risk becomes reality.

Through Cassowary Research Services, I analyze geopolitical risk, limits of model evaluation, methods for ensuring right-tail alignment, and regulatory constraints – including the EU AI Act and GDPR – drawing on nearly a decade in the AI industry and work in supply chains and policy.