Closing the Consistency Gap: Self-Evolving Agents That Learn to Stay on Course

Evelyn Duesterwald, Benjamin Elder, Lilian Ngweta +2

Large language model (LLM)-powered agents can be accurate on average yet unreliable in production, a discrepancy that has been observed but remains largely unaddressed. When given…