Selected engineering work

Reliability-first system design: operational correctness, safe deployability, and observability that reduces time-to-diagnosis.

Applied AI engineering with measurable outcomes: evaluation pipelines, reliability under uncertainty, and secure integration.

Reverse engineering unfamiliar architectures and rebuilding clarity into complex software behavior.