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Section 1: An Introduction to the LLM Serving Challenge The deployment of Large Language Models (LLMs) in production has exposed a fundamental conflict between service providers and end-users. This tension Read More …
The Imperative for Model Efficiency: An Introduction to Quantization The Challenge of Large-Scale Models: Computational and Memory Demands The field of deep learning has been characterized by a relentless pursuit Read More …
Executive Summary The landscape of large language models (LLMs) is currently defined by an intense competitive escalation, often termed the “Context Window Arms Race.” This trend, marked by the exponential Read More …