Shaping Engineers in the Age of AI
How we can help junior engineers become the next generation of seniors, now that the old ways of training-on-the-job have stopped working.
How I can help
A sharp external perspective, a clear plan for your AI initiative, hands-on delivery, or practical training.
Architecture & Reliability
An external eye on your microservices, Kubernetes, and AI platform design.
Clarity Before You Invest
Scope and de-risk your ML/AI projects — what to build, and whether it’s worth it.
Prototype to Production
Turn machine learning prototypes into reliable, production-grade products.
Level Up Your Team
Hands-on workshops on MLOps, Kubernetes, and AI workflow automation.
About me
Data scientist turned software architect and principal MLOps engineer at DHL Data & AI. I’ve spent my career building, running, and improving machine learning systems from a software engineering perspective — now available as an independent consultant.
From the blog
Notes on MLOps, distributed systems, and building reliable software.
Designing HTTP APIs for slow operations
About the limits of synchronous HTTP calls and how to provide a good API experience for slow operations.
Ingress Nginx retires: it's time for Kubernetes Gateway API
Development on Ingress Nginx controller stops in March 2026. Here's why the Gateway API is not just a replacement, but a major upgrade for application developers.
Let's talk about your next challenge
Whether you have a concrete project in mind or just want a second opinion, I’m happy to help.
Get in touch