Every self-improving agent hits the same trap. If it grades its own fixes, it learns to pass the test instead of getting better.
The Kiro science team nearly shipped a fix whose entire gain came from one lucky run.
Now in kiro-trace, the model proposes, deterministic code
Agentic AI development from prototype to production. Kiro helps you do your best work by bringing structure to AI coding with spec-driven development.

