Optimization & Scaling Dynamics

Optimization & Scaling Dynamics

Scaling Laws as Emergent Phenomena: A Dynamical Systems View from Dynaxx

This article is based on the latest industry practices and data, last updated in April 2026. In my decade of consulting with high-growth tech firms, I...

Optimization & Scaling Dynamics

The Dynaxx Calculus: Taming Non-Convexity in Billion-Parameter Landscapes

This article is based on the latest industry practices and data, last updated in April 2026. Navigating the treacherous, non-convex loss landscapes of...