Detailed balance in large language model-driven agents.

arXiv:2512.10047v2 Announce Type: replace-cross Abstract: Large language model (LLM)-driven agents are emerging as a powerful new paradigm for solving complex problems. Despite the empirical success of these practices, a theoretical framework to understand and