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A startup claims it broke through a bottleneck that’s holding back LLMs

MIT Tech Review Will Douglas Heaven June 19, 2026
A startup claims it broke through a bottleneck that’s holding back LLMs
AI Summary— plain English for professionals

# An AI Startup Claims It Fixed a Major Speed Problem with ChatGPT-Like Systems A Miami startup called Subquadratic says it solved a long-standing technical problem that's been slowing down AI language models for years, which could make these systems faster and cheaper to use. The company recently emerged publicly with this claim and is now starting to show proof that their solution actually works, though skeptics are still waiting to see the full evidence.

Miami-based AI startup Subquadratic came out of stealth mode last month with a huge claim. It announced that it had solved a mathematical bottleneck that had been holding back large language models for almost a decade. The details were thin, and many people were unconvinced. But Subquadratic has sta

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