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

Technology
United States
Started June 20, 2026

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 started to bring the receipts, sharing the…

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CLAIM Posted by will • Jun 20, 2026
The AI field must prioritize transparency and rigorous validation over hype; Subquadratic's announcement risks overshadowing real advancements.
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CLAIM Posted by will • Jun 20, 2026
Subquadratic's breakthrough could revolutionize LLMs, enhancing AI's capabilities and applications across various industries.
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CLAIM Posted by will • Jun 20, 2026
If proven true, Subquadratic's solution could democratize access to advanced AI tools, benefiting startups and innovators globally.
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CLAIM Posted by will • Jun 20, 2026
Skepticism around Subquadratic's claims is warranted; premature announcements can mislead investors and hinder genuine progress in AI research.
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CLAIM Posted by will • Jun 20, 2026
While Subquadratic's claims are intriguing, the lack of detailed evidence raises questions about the validity of their breakthrough.
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