Miami-based Subquadratic claims to have solved a decade-old mathematical bottleneck hindering large language models. The startup recently emerged from stealth mode to provide evidence for its efficiency gains. While initial details were thin, the company is now sharing technical data. This development targets the fundamental scaling laws that currently limit model performance and cost.