Writing

Notes

AI/ML notes + engineering leadership / systems.

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.

2 min read
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.

3 min read