We collapse the distance between problem, decision, and code. Hands-on with a small number of teams and products. No body-shopping. No AI theater. No separation between thinking and building.
The specifics only matter once the problem is clear.
Build and evolve AI-enabled products where speed, correctness, and learning matter.
Help teams use AI to shorten the idea-to-impact loop.
Co-build or invest when the problem and people are right.
Work end-to-end, from problem framing to shipped change and real user feedback.
AI creates leverage only when the same people own the problem, the decisions, and the code.
Automating isolated steps just makes teams build the wrong thing faster.
The real gain comes from collapsing handoffs and keeping context intact until real users respond.
We optimize for learning speed, not utilization.
Problem ownership beats role specialization.
Small, reversible changes shipped early.
AI handles syntax; humans handle judgment.
Feedback after shipping, not before.
Curiosity is not optional.
If it resonates, say hello.
Say helloWe are product engineers with deep roots in complex, large-scale, and safety-critical systems. We've built companies, helped others survive and scale, and we still care deeply about doing the work properly. We don't take on many collaborations.