We built two agent templates — one in structured markdown, one in compressed key=value notation — and measured which format actually saves tokens for Claude’s system prompt. The answer isn’t what you’d expect.

Practical techniques for reducing token usage, avoiding API rate limits, and running AI workloads efficiently — lessons learned from running multiple autonomous agents in production.