Principal Engineering Perspective

Reliability, quality, and modernization for systems that have to work.

I write about building SRE discipline, hardening AI-enabled workflows, and modernizing legacy platforms without hand-waving away production risk. The throughline is operational credibility: clear standards, deterministic testing, and engineering decisions that hold up under pressure.