zenodoPreprint2026-07-30
Fluent and Wrong: Eight Failure Patterns in Extended AI Use
Research on large language model failure predominantly assesses models in single exchanges and isolation: a model is prompted, the output is scored, and an error rate is reported. That is not how these systems are used in professional practice. Clinicians, attorneys, analysts, ed…