A Communication-Theoretic Framework for LLM Agents: Cost-Aware Adaptive Reliability

Hamed Omidvar, Vahideh Akhlaghi

Agents built on large language models (LLMs) rely on a range of reliability techniques, including retry, majority voting, and self-consistency, that have been developed in parallel…