Back to Basics: Iterative Refinement of Primitives

Iterative Refinement of Primitives concept graphic.

I spent three weeks last year staring at a whiteboard, trying to architect the “perfect” foundation for a new project, convinced that if I just got the base components right the first time, everything would glide into place. It was a complete waste of time. Most gurus will tell you that you need a massive, …

Breaking Monoliths: Workflow Decoupling Systematization

Workflow Decoupling Systematization for breaking monoliths.

I remember sitting in a glass-walled conference room three years ago, watching a “productivity consultant” drone on about how we needed a massive, integrated enterprise suite to fix our mess. He was selling a million-dollar monolith that promised to tie every single department together in one seamless, beautiful web. It was a lie. In reality, …

Smart Shrinking: a Guide to Neural Network Pruning

Guide to Neural Network Pruning technique.

I still remember the heat radiating off my laptop fan during that first massive training run—a low, desperate hum that sounded like a jet engine about to fail. I was staring at a model that was technically “state-of-the-art,” but it was so bloated and computationally expensive that it was practically useless for anything outside of …