Staff / Senior Cloud, Data, AI/ML & LLM Engineer & Architect | Mentor, Trainer & Technical Leader | AWS

Production Systems Engineer | Founder, ProdRescue Writing about incidents, architecture decisions, system design, and the judgment behind reliable software.

Developer at heart with java, k8, CI/CD, serverless, python, & genai chops. Currently a Google Cloud engineer specializing in application modernization.

AI & ML Engineer focused on production-grade AI systems, agentic architectures, system design, and scalable backend engineering.

Dreamer, developer, and designer living in the Texas Hill Country. I see the best in people and technology. I write about both.

The only agentic remediation engine that turns AppSec alerts into verified fixes.