PROFILE
Engineering quality into the architecture.
Experience across manual and automated quality engineering expanded into APIs, software systems, real-time data, ML experimentation and autonomous-system governance.
The common thread is reliability: explicit state, testable contracts, visible failure modes and evidence behind decisions.