The Model Hallucinated Confidence
"The model says the answer is very likely correct."
"It also said that about the table that does not exist."
"The confidence score looked professional."
"Confidence is formatting; evidence is architecture."
Model confidence is not evidence; teams need source checks, escalation rules, and human accountability.