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

arXiv:2610.09872v1 Announce Type: new Abstract: 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 b