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1. Introduction: The Efficiency Frontier in Large Language Models The contemporary landscape of Artificial Intelligence has been defined by a relentless pursuit of scale, a trajectory codified by the “scaling Read More …
The Paradigm Shift from Algorithmic to Learned Routing The Inadequacy of Classical Routing in Modern Systems For decades, the field of computer networking has been underpinned by a class of Read More …
Part I: Foundational Principles of Sparse Architectures Section 1: Introduction – The Scaling Imperative and the Rise of Conditional Computation The trajectory of progress in large language models (LLMs) has Read More …