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.
Engineering field notes
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
What decades of printers, drawers, USB, and serial devices can teach us about designing boundaries that survive the next hardware refresh.
Note 02
Legacy modernization
Legacy systems contain years of operational knowledge. The real challenge is separating accidental complexity from behavior the business still needs.
Note 03
Applied AI
A practical approach to model behavior, dataset design, repeatable experiments, and deployment tradeoffs beyond a promising demo.
Note 04
Hardware integration
Payment terminals, industrial controls, and retail peripherals expose failure modes that application-only systems rarely have to consider.