Tech leader building and sharing real-world systems
Rails systems. AI/ML in practice. Delivery notes.
I build reliable platforms, ship under constraints, and write practical notes on engineering leadership and AI adoption.
Systems
Rails, Postgres, Sidekiq, deployment, reliability.
AI / ML
Learning notes, experiments, applied decisions.
Delivery
Execution under constraints, ITGC mindset.
Latest
Notes
ArchitectureAPIsSystems Design
API-First Architecture: Why Modern Systems Start with APIs
API-First means designing APIs before building UI, services, or integrations. The API becomes the contract — everything else consumes it.
DevOpsDockerDeployment
Why We Deploy Containers Instead of Copying Code
When teams first move to production, deployment often looks like SSH, pull code, restart. This works — until environments become inconsistent.
Work
Featured Projects
Selected case studies with clear outcomes.
Case studies being curated
Quality over quantity — real outcomes, not just project names.