Independent work · Open collaboration
Build it.
Make the work inspectable.
My independent projects bring together software experience, local AI, testing and human oversight. Public material gives you a way to explore the ideas.
Independent project
Personal Life
Operating System
A long-running effort to connect personal information, AI and practical tools. The public core shares a smaller foundation while the private system remains private.
Upstream contributions
Colibri
Work on local inference through targeted fixes, test cases and public review. Explore dated examples and follow their source discussions.
A consistent approach
Useful work needs careful checks.
My work emphasizes clear boundaries, evidence, testing and human decisions. Public code, source links and dated results make it easier to understand what changed and what remains uncertain.
A passing check is evidence about that check. It is not a promise that every model, machine or task will work the same way.
The experience behind the work →Finding this useful? Optional ways to support the free work →
Local AI: the evidence and the question
The AI Capacity We Already Own
Why I keep contributing to Colibri, what my existing tests establish, and the energy possibility I want to investigate.