Development notes

Build the smallest useful version. Test it. Improve what matters.

My technical work includes local AI, desktop utilities, simulation, interactive mathematics, educational games, data tools, and installers. Each project states its actual maturity and remaining limitations.

Development principles

The main feature is not enough.

Installation, status, responsiveness, error handling, recovery, and documentation determine whether a tool can be used reliably.

Technical work

Software, simulation, utilities, and mathematical tools.

The case studies separate concepts, working prototypes, implemented features, known failures, and next steps.

Connected writing

Technical decisions in context

Computing, AI, local-first design, validation and the path from a classroom problem to a dependable tool.