Preprint Open access
LiveMACE: Process-Aware Evaluation of LLM Agent Capabilities in Evolving Markets
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-loop interaction between agent behavior and changing external conditions. We introduce LiveMACEBench, a process-aware benchmark that uses li …