AI Agents are a Context Management Strategy in a Trenchcoat

> When the model is a constant, the agent is a context-management strategy wearing a trenchcoat. For a fixed small sized coding task, a leaner agent with fewer tools will use less tokens and be faster (wall clock) to finish tasks. And it’s all about the prefill.