I think this is why reasoning chains and reasoning chain verifiers are so important. We need to be able to see an argumentation, not just an answer. The paper below goes into this in more detail.

HeavySkill: Heavy Thinking as the Inner Skill in Agentic Harness

https://arxiv.org/abs/2605.02396