Improving Language Agents through BREW: Bootstrapping expeRientially-learned Environmental knoWledge

Shashank Kirtania, Param Biyani, Priyanshu Gupta +4

Large Language Model (LLM)-based agents are increasingly capable of complex, multi-step tasks such as GUI automation, tool use, and data manipulation, yet they cannot learn from ex…