Miami-based startup Subquadratic claims to have solved a decade-old mathematical bottleneck hindering large language models. The company recently emerged from stealth to share technical evidence supporting its efficiency gains. While initial skepticism was high, these results suggest a path toward faster inference. Practitioners should watch for peer-reviewed data to verify these performance claims.