Careful, pragmatic software development for systems that already exist.

Most of my work involves understanding how a system actually behaves, what constraints it's operating under, and what risks are involved in different approaches - before making changes.

I favour incremental improvements, clear trade-offs, and predictable outcomes over rushed fixes or large, speculative rewrites.