Standard interactions with Large Language
Models are inherently noisy. They produce
generic, probabilistic outputs plagued by
hedges, hallucinations, and summaries of
existing knowledge. This creates a state of
'Known Overwhelm'-an abundance of Low Density
information that obscures deep insight.