Miami-based startup Subquadratic claims to have solved a decade-old mathematical bottleneck hindering large language models. The company recently exited stealth mode to share technical evidence supporting its efficiency gains. While initial reactions were skeptical, these results suggest a path toward faster inference. Practitioners should monitor for a peer-reviewed paper or open-source implementation.