I work where AI-assisted development decides success or failure. No grab bag — four fields in which twenty years of experience make the difference.
Let a team work with LLM assistance without speed turning into technical debt.
Make decisions that hold in 24 months — not just until the next sprint.
The invisible half of the work — the one that decides whether a demo survives operations.
Compliance as an architectural property. Built in before an audit demands it expensively.
I listen, read code and docs, and ask the uncomfortable questions. Discovery before recommendation.
Findings with clear priorities: what holds, what wobbles, what costs later. With named trade-offs.
Depending on the engagement: build it myself, build it with the team, or enable the team to do it.
Documentation, runbooks and a team that can keep working. No dependency on me as a person.
Whether a concrete project, an architecture question, or the idea of bringing AI sensibly into development — a first conversation costs nothing but half an hour.