# LiveMACE: Process-Aware Evaluation of LLM Agent Capabilities in Evolving Markets > Source: > Published: 2026-10-19 08:30:12+00:00 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 be