Miami startup Subquadratic says its SubQ 1M-Preview LLM finally escapes the quadratic attention cost that has constrained major models since 2017. It claims up to 1,000x attention-compute reductions and launches an API, coding agent, and search tool after a $29 million seed. But researchers question cherry-picked benchmarks and missing pricing, calling for independent validation.
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