An Apple research team quantified the "information processing gap" to show that LLMs fail to update probabilistic beliefs consistently. The study reveals these models deviate from Bayes updates when processing new evidence. This inconsistency limits the reliability of AI in high-stakes fields like medicine or law where rational uncertainty is required.