TraderBench: How Robust Are AI Agents in Adversarial Capital Markets?

TraderBench introduces a new benchmark for evaluating AI agents in financial markets, combining expert-verified static tasks with adversarial trading simulations. The study found that 8 of 13 tested AI models showed minimal variation across market conditions, indicating they rely on fixed strategies rather than adaptive market behavior.