My engineering background
My background: cloud platforms in production.
AWS, Kubernetes, delivery, and the connections between them. Explore my professional background and technical thinking.
Explore my experienceCloud operations.
Kubernetes in production.
CloudOps in AWS and Azure environments; later Kubernetes operations, maintenance and incident support as an SRE.
Change provisioning.
Keep production running.
Migrate existing provisioning toward Terraform and Terragrunt.
One platform.
Many product teams.
Azure/AKS deployment paths and developer experience within real governance requirements.
A technical note
AI agents & reliability
Your AI agent said “Done”. Was its state actually saved?
A completed run and a recoverable state are two different promises. A controlled fault in the real Mecatl engine makes that boundary visible.
Follow the reasoningOne failure. Several systems.
When logs, networking and cloud permissions each tell only part of the story.
The platform needs to change. The service needs to keep running.
Migrations with verifiable transitions, explicit dependencies and a way back.
The next release should not be a guessing game.
Infrastructure as code, GitOps and delivery processes that remain understandable in daily use.
Technical responsibility
A good observation is a beginning.
The work ends with a verified change.
I want to understand more than which component is red. Which assumption no longer holds? How can we test it? And what will the people operating the system need after the change?
How I approach the workEngineering conversations.
Personal connections.
Email me about my technical notes or to make a professional connection.
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