Independent software

Projects

Ideas take a different shape when you build them. DYFJ is the current focus: exploring how AI tools can work on their operator’s terms.

Current project Open source

DYFJ.ai

An AI workbench built around the person using it.

An ongoing exploration of local AI, portable context, and tools that make their actions and costs visible. Built to keep models and components replaceable as the technology changes.

Visit DYFJ Explore the source

Questions behind the work

  • 01What should stay local?
  • 02What context should travel?
  • 03What did the system actually do?

Early work, developed in the open.
The repository carries the technical detail.

The thinking behind it

The writing follows the questions that come up along the way: where context belongs, what should be a service, and how to keep the underlying contracts understandable.

Read the engineering notes