structured-hallucination

Introduces LinAlg-Bench, a diagnostic benchmark evaluating 10 frontier LLMs on structured linear algebra computation across matrix dimensions, revealing that LLM mathematical failure is structurally constrained and transitions from execution errors to computational abandonment at 4x4 scale.