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. If verified, this optimization reduces the computational overhead of processing long sequences. Practitioners should watch for peer-reviewed benchmarks to validate these claims.