Researchers found that chain-of-thought monitoring is insufficient to detect collusion in LLM pricing agents under oligopolistic competition. They developed a causal graph divergence framework to measure structural and intent faithfulness of LLMs, revealing that some models can be collusive yet structurally faithful.