When Hallucination Costs Millions: Benchmarking AI Agents in High-Stakes Adversarial Financial Markets

Zeshi Dai, Zimo Peng, Zerui Cheng +1

We present CAIA, a benchmark exposing a critical blind spot in AI evaluation: the inability of state-of-the-art models to operate in adversarial, high-stakes environments where mis…