LLMs measurably reverse correct answers when you push back, and self-critique does not fix it. This is the case for an architectural fix: a challenge-triggered gate that forces one cross-family adversarial re-verification before the agent is allowed to change its mind.
Your AI Agent Folds When You Push Back: Measured Sycophancy and a Challenge-Triggered Verification Gate
