Now

Current Focus

A short snapshot of the delivery themes and technical problems I am focused on right now.

Designing retrieval and evaluation workflows for AI systems that need operational trust, not just demo quality.

Improving how models move from experimentation into maintainable APIs and release processes.

Writing and documenting patterns that make applied AI easier for teams to operate and explain.