Independent work

Projects used to test ideas.

Independent projects give me room to explore software, information design, and AI systems outside production work. Some are working applications, while others remain experiments or concepts. Their status is shown plainly so a learning build is not mistaken for a deployed product.

Paused learning build

UtilityOps Readiness

A source-grounded learning build exploring deterministic readiness checks, retrieval, citations, and controlled language-model interpretation.

  • Retrieval
  • Deterministic checks
  • Citations
  • Human review
Read more →

Working invite-only MVP

Rolodex

A working invite-only MVP for recording, connecting, searching, and sharing ideas and reference material.

  • Knowledge systems
  • Information design
  • Next.js
  • Supabase
Read more →

Active hardware experiment

Shop-floor readiness signals

An active hardware experiment exploring how local signals could make completed machine cycles visible where personnel are present.

The sensing method, reliability, and operator value remain to be tested.

  • Raspberry Pi
  • Sensors
  • Local signals
  • Human factors

Early concept

Present

An early human-centred concept exploring how AI might help with a deeply difficult problem affecting ordinary people.

It has not been built, tested, clinically reviewed, or validated.

  • Human-centred concept
  • Accessible interaction