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1. Introduction: The Quadratic Wall and the Imperative for Linearity The trajectory of artificial intelligence over the past decade has been defined, almost exclusively, by the ascendancy of the Transformer Read More …
Section 1: The Paradigm of Conditional Computation The trajectory of progress in artificial intelligence, particularly in the domain of large language models (LLMs), has long been synonymous with a simple, 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 …
Section 1: Foundational Principles of AI Alignment and Control The rapid ascent of artificial intelligence (AI) from specialized tools to general-purpose systems has made the question of their behavior and Read More …