Context Window Optimization: Architectural Paradigms, Retrieval Integration, and the Mechanics of Million-Token Inference

1. Introduction: The Epoch of Infinite Context The trajectory of Large Language Model (LLM) development has undergone a seismic shift, moving from the parameter-scaling wars of the early 2020s to Read More …

Breaking the Context Barrier: An Architectural Deep Dive into Ring Attention and the Era of Million-Token Transformers

Section 1: The Quadratic Wall – Deconstructing the Scaling Limits of Self-Attention The remarkable success of Transformer architectures across a spectrum of artificial intelligence domains is rooted in the self-attention Read More …