Miami-based startup Subquadratic claims to have solved a decade-old mathematical bottleneck limiting large language models. The company recently exited stealth mode with thin technical details, though it is now sharing evidence to prove its assertions. Practitioners should view these claims with skepticism until a peer-reviewed paper or open benchmark arrives.