Miami-based Subquadratic claims to have solved a decade-old mathematical bottleneck hindering large language models. The startup emerged from stealth with thin details, sparking initial skepticism among researchers. It is now sharing technical evidence to validate these claims. If proven, the efficiency gains will significantly reduce the computational cost of processing long sequences.