SubQ: First Sub-Quadratic LLM with 12M-Token Context (2026)

On May 5, 2026, Miami startup Subquadratic launched SubQ — the first frontier LLM built on sub-quadratic sparse attention — with a 12-million-token context window and benchmark costs 300x lower than Claude Opus. This guide covers the SSA architecture, developer products in beta, published benchmark claims, and the independent skepticism worth understanding before building on this stack.

Continue reading the full article on WowHow →

Originally published at https://wowhow.cloud/blogs/subq-subquadratic-12m-token-llm-developer-guide-2026

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