James Williams

I lead design at Sparq, an AI-native engineering consultancy. I design and build the systems underneath how work happens: the structures, constraints, and tooling that make good judgment repeatable. Right now that means building harnesses: the constraints, evidence, and checks that keep AI agents honest. VERA is the first, an agent that writes discovery deliverables from an evidence log and refuses to sound more certain than the evidence behind it.