The Gravity of Training Data: Why LLMs Can't Ideate

LLMs excel at reproducing patterns from massive training datasets but fundamentally lack convergent thinking—the ability to craft elegant solutions that solve multiple problems simultaneously. In complex domains like database design, the statistical weight of training data consistently overrides explicit project instructions, exposing a critical boundary between what AI can automate and what demands human expertise.