Miami-based Subquadratic claims to have solved a decade-old mathematical bottleneck hindering large language models. The startup recently exited stealth mode to share technical evidence supporting its efficiency gains. While initial skepticism was high, the company is now providing data to prove its claims. This could significantly reduce the computational overhead for scaling future models.