software architecture

Development

Stop seeding the whole system to test one query

When you want to know whether a GET endpoint stays fast with 100k orders, do not drag the whole system into the test. Seed the right data, test through the app, and let telemetry guide the next step.

Development

Skillful, reusable AI workflows from files you own

What Skillful is, why I built it, and how I use it to manage reusable AI workflows locally.

Development

I wanted a lighter runtime like Electrobun, shipping reality chose Electron

Why [Skillful](https://github.com/mastermindzh/skillful) switched from Electrobun back to Electron, and what that taught me about desktop architecture, packaging and runtime seams.

software-architecture

The Reality of Distributed Systems: Everything Gets Harder

Distributed systems promise scalability and flexibility, but they come with a cost. Once you cross that boundary, everything gets harder.

software-architecture

Boundaries: Where to Draw the Line

Most architectural problems are boundary problems. Knowing where to draw the line, and when to redraw it, is one of the hardest parts of building software systems.