LiveMACE: Process-Aware Evaluation of LLM Agent Capabilities in Evolving Markets

Jun Zhao, Leiming Fu, Yanbo Wen +9

Evaluating agents by outcomes alone can obscure the capabilities that produce them. This problem is especially pronounced in evolving environments, where outcomes reflect a closed-…