What is Reflexion in LLM reasoning?

Reflexion is a pattern where an agent reflects on its past failures, generates verbal feedback about what went wrong, and uses that feedback in subsequent attempts. Unlike Self-Refine which iterates within a single task, Reflexion accumulates lessons across many attempts. It enables LLMs to improve at a task through trial and error without weight updates.