5 articles in this category
Every engineer who has operated a system at scale knows the feeling: traffic spikes, latency graphs flatten into a hockey stick, and the pager lights ...
Every optimization effort eventually hits a plateau where further gains become exponentially harder and often introduce new instability. This article ...
Introduction: The High-Dimensional Optimization ChallengeIn modern machine learning, we routinely optimize models with millions or billions of paramet...
Beyond the Power-Law Plot: Why Scaling Laws Are More Than StatisticsWhen most technical leaders encounter scaling laws—those elegant power-law r...
When you scale a model past a few hundred million parameters, the loss surface stops looking like a smooth bowl and starts resembling a fractal mounta...