Miami startup Subquadratic claims to have solved a decade-old mathematical bottleneck hindering large language models. The company recently emerged from stealth mode to share initial evidence supporting its assertions. While technical details remain sparse, the claim targets fundamental efficiency limits. Practitioners should wait for peer-reviewed benchmarks before adopting the approach.