Just-In-Time Reinforcement Learning: Continual Learning in LLM Agents Without Gradient Updates.

arXiv:2601.18510v4 Announce Type: replace-cross Abstract: While Large Language Model (LLM) agents excel at general tasks, they inherently struggle with continual adaptation due to the frozen weights after deployment. Conventional reinforcement learning (RL) of