attention

Updated December 2025 to reflect modern agentic and autonomous systems Executive Summary Dimensionality reduction is often taught as a performance optimization. That framing misses the point. At scale, systems fail not because they lack information, but because they are exposed to too much reality. Dimensionality reduction is how we compress the world into something a…