Engineering field notes

Things worth writing down.

Developing notes on systems architecture, hardware integration, applied AI, and what production engineering teaches you that diagrams cannot. Full articles are coming as this independent practice grows.

Note 01

Systems architecture

Why hardware abstraction pays for itself

What decades of printers, drawers, USB, and serial devices can teach us about designing boundaries that survive the next hardware refresh.

In progress

Note 02

Legacy modernization

Modernizing software without erasing its memory

Legacy systems contain years of operational knowledge. The real challenge is separating accidental complexity from behavior the business still needs.

In progress

Note 03

Applied AI

Evaluating AI like an engineer

A practical approach to model behavior, dataset design, repeatable experiments, and deployment tradeoffs beyond a promising demo.

In progress

Note 04

Hardware integration

The hidden interface between software and the physical world

Payment terminals, industrial controls, and retail peripherals expose failure modes that application-only systems rarely have to consider.

In progress