Research & development
Exploring ideas, testing approaches, and turning experiments into working systems.
Building. Testing. Refining.
AI where it actually matters.
Exploring ideas, testing approaches, and turning experiments into working systems.
Systems that stay understandable over time.
Code that does what it should — and nothing else.
Removing complexity without breaking behavior.
Used where it makes work faster, better, or simpler.
AI-assisted cleanup of messy, overgrown, or vibe-coded systems.
Less layering. Less magic. Less noise.
AI is a tool too.
Long enough to see what works and what doesn’t.