Miami-based Subquadratic claims to have solved a decade-old mathematical bottleneck hindering large language models. The startup recently emerged from stealth mode to share initial evidence supporting its efficiency gains. While details remain sparse, the company is now providing technical proof to skeptics. This could significantly reduce the computational overhead for long-context window processing.