LLM Research & News July 29, 2026 LLMs Just Broke the Context Window Barrier. Here's How. From 4 million tokens on a single GPU to architectures that scale linearly instead of quadratically — the long-context problem is getting solved on two fronts at once. long-contexttransformer-architectureattention-mechanism