Beyond Hallucinations: Reframing AI Failures for Better Diagnosis

The term 'hallucination' has become a catch-all label that obscures the real causes of AI failures, each requiring different solutions. Distinguishing true hallucinations from omitted scope, default fill-ins, and blended inference is essential because each failure type needs a specific fix. This precise diagnosis enables better prompt engineering and more reliable AI systems.