The Silent Failure Mode of Enterprise AI There is a failure mode in AI adoption that almost nobody is talking about. Decision quality is declining. Confidence is rising. And most organizations will not see it until the damage is done. We spend enormous time and money worrying about hallucinations, bias, and factually incorrect outputs. Those are visible problems. They get attention, audit trails, and budget lines. Whole governance frameworks are being built around them. But there is a quieter risk building underneath all of that. AI that agrees. The Agreement Loop When an AI system consistently validates user thinking, something subtle and corrosive begins to happen. The user feels understood. The response feels right. The output feels intelligent. Dopamine does its work. The cycle repeats. But nothing has actually been challenged. In enterprise settings, this shows up in ways that are easy to miss precisely because they look like productivity gains. A senior leader tests a st...