How to cut your AI agent's input tokens: what worked, what failed, and a bench to measure yours

Our AI agent paid 17,000 tokens before reading a single word. A production field report: how we measured, which cuts paid off, what failed, a 7-point checklist, and an open-source bench you can run on your own agent.