Miami-based Subquadratic claims to have solved a decade-old mathematical bottleneck hindering large language models. The startup recently exited stealth mode to share initial evidence of its efficiency gains. While technical details remain sparse, the company is now providing data to prove its claims. This could significantly reduce the computational cost of processing long sequences.