Shuqi Ke

Reason for Future, Act for Now: A Principled Architecture for Autonomous LLM Agents

Large language models (LLMs) demonstrate impressive reasoning abilities, but translating reasoning into actions in the real world remains challenging. In particular, it is unclear how to complete a given task provably within a minimum number of interactions with the external environment, e.g., throu…