Miami-based startup Subquadratic claims to have solved a decade-old mathematical bottleneck limiting large language models. The company recently exited stealth mode with few technical details, sparking skepticism among researchers. It is now sharing initial data to prove its efficiency gains. Practitioners should treat these unverified claims as speculative until peer review occurs.