Miami-based Subquadratic claims to have solved a decade-old mathematical bottleneck hindering large language models. The startup recently exited stealth mode, transitioning from vague promises to sharing concrete technical evidence. If verified, this efficiency gain reduces the computational overhead of long-context processing. Developers can expect faster inference and lower costs for complex queries.