About

About Me

I’m a DevOps Engineer and Software Developer who has been building production systems since 2004.

• Most of that time has been spent at the intersection of cloud infrastructure, automation, and the engineering culture that makes both sustainable.
• Right now I’m applying that foundation to AI, building tools that actually ship, not just demos.

The Engineering Progression

• I started as a Java developer in 2004, working on enterprise applications across retail and finance. By around 2010 I was leading teams and moving into architecture.
• The shift into DevOps came around 2014, driven by a simple observation: the highest-leverage place to improve software delivery was not only in the code, but in everything around the code.
• That led to cloud migrations, CI/CD pipeline design, infrastructure-as-code, Kubernetes operations, and security-aware platform engineering across retail, media, finance, ad-tech, and AI/ML.
• Since 2023 I’ve been building AI and machine learning systems as a natural extension of the same production discipline.

How I Think About Building

• Security is not a phase. It belongs in design, in the pipeline, in access controls, and in how secrets are managed.
• Automation should earn its complexity. I build systems teams can reason about, debug, and own.
• Production is the only real test. The interesting problems appear at scale or at 2am on a Sunday.
• Fundamentals transfer. Observability, distributed systems, orchestration, and access control matter whether the workload is a microservice, an ML endpoint, or a serverless function.

What I’m Building Now

• AI Career Guidance Platform A Python-based ML platform helping students and early-career professionals make better, data-driven career decisions.
• AI and ML Book Series A practical book series for Python developers who want to apply machine learning in production systems.

Certifications

• AWS Certified Developer
• AWS Certified Solutions Architect
• Microsoft Certified: Azure Fundamentals
• Red Hat Certified System Administrator (RHCSA)
• Certified Kubernetes Administrator (CKA)
• Certificate IV in Cyber Security
• Terraform Associate
• Sun Certified Java Developer (SCJP)
• Sun Certified Web Component Developer (SCWCD)
• Outskill Gen AI Mastermind Certified
• Outskill Gen AI Engineering Mastermind Certified
• Outskill Engineering Accelerator Certified

Writing and Community

• This Site Technical writing on DevOps, cloud security, AI tooling, and building software that holds up.
• Medium Longer-form thinking on infrastructure and AI.
• YouTube Practical DevOps and cloud security.
• Now Current priorities and areas of active focus.

The goal is clarity: writing that helps someone make a better technical decision.