Ai / Large Language ModelsWhy AI Hallucinates and How to Catch It Before It Costs YouLanguage models are trained to guess, not to say "I don't know." Here is why they fabricate citations and numbers, plus the validation workflow we use. Anwar Iqbal Dawar · Oct 15, 2026 · 15 min read