Gator verdict: approved

This is a hard-won technical writeup with skin in the game — a builder using swamp to run agent benchmarks documents exactly how CLI-agent agentic loops made token consumption invisible and contaminated their comparison, naming specific turn counts, cache-read numbers, and the specific failure modes they found.