AI Agents are a Context Management Strategy in a Trenchcoat

My experience is that Claude Code is great with Foundation Models, but way too heavy for local inference. I've been enjoying oh-my-pi (omp) but was surprised that hax (a simpler agent in written in C) was TWICE as fast and used HALF the tokens! It's all about PREFILL 1 . Read on!