If you're considering me for a role, here's the simplest way to think about the fit. I work where product, AI systems and commercial decisions meet. That could mean turning an unclear business problem into a product direction, making a workflow more useful, or connecting positioning and growth to what a team is actually building. I'm interested in the whole problem, what the customer needs, what the business needs, and what the team can realistically deliver. If you need a specialist machine learning researcher, that is a different profile. If you need someone to connect the disciplines and help shape the work, it is worth a conversation. Start with the main resume and the documented Spiral Combat case on this page, then send me the role, the challenge, and what success would look like.