Learn from every attempt
Recursive self-improvement
for AI agents.
Make your agents more capable, accurate, reliable, secure, efficient, and trusted - while reducing costs, latency, and regressions.
Start with any local folder. GitHub is optional.
Improve agents with code, traces, and verified evaluations.
Use production outcomes to guide the next attempt.