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Last updated: March 16, 2026, 10:30 PM ET

AI Architecture & Behavior

Recent analysis suggests LLM hallucinations stem fundamentally from the underlying model architecture rather than being simple data artifacts, reframing them as inherent operational characteristics. This architectural necessity contrasts with the observed phenomenon where employees bypass official tools, instead creating unofficial AI pathways to expedite workflows, effectively establishing 'shadow AI' desire paths within corporate structures.