System Evolution & Architecture Notes

Containerized Development and Thinking in Systems

March 16, 2026

Development within a container while exploring container ochestration.

Back to Basics: The Weeks Where You Sharpen the Map

March 09, 2026

Developing a home network to better understand deployment infrastructure.

The Sidequest That Wasn’t a Sidequest

February 28, 2026

Developing a home network to better understand deployment infrastructure.

When Your Laptop Tells You ‘No’: Lessons from Building an AI Emergency Management Tool

February 21, 2026

Challenges faced during development and transition from local-only to hybrid-local-cloud.

From Watching Demos to Building Tools: My AI Journey in Emergency Management

February 14, 2026

A reflection on transitioning from AI observer to builder in the chemical and biological emergency response space.