https://thecodersblog.com/tag/subquadratic/Recent content in Subquadratic on The Coders BlogHugoen-usSat, 09 May 2026 15:57:32 +0000https://thecodersblog.com/subquadratic-context-window-for-llms-2026/Sat, 09 May 2026 15:57:32 +0000https://thecodersblog.com/subquadratic-context-window-for-llms-2026/<p>The insatiable hunger of AI for more data has, for years, been bottlenecked by a fundamental architectural constraint: the quadratic complexity of the Transformer&rsquo;s self-attention mechanism. This has relegated even frontier LLMs to relatively paltry context windows, forcing developers into a constant dance of summarization, chunking, and sophisticated retrieval strategies to handle anything beyond a few tens of thousands of tokens. Now, the landscape is shifting dramatically with the emergence of &ldquo;subquadratic&rdquo; approaches, promising not just incremental improvements but a seismic leap in how LLMs perceive and process information. This isn&rsquo;t just about fitting more text; it&rsquo;s about unlocking entirely new classes of AI applications previously confined to the realm of science fiction.</p>