I build systems that learn from real work.

Building Rudder, and studying how human feedback changes the next agent run.

Rudder

Build your self-improving Agent Team.

A home where hackers, artists, and builders belong.

Any task, any time, for your work and for your life.

Research question

I'm Zeeland. I build Rudder and study how people and agents learn from real work: what failed, what changed, and whether the next run improved.

Make agent work visible.

Turn human judgment into explicit feedback.

Test whether it improves the next run.