Aider, Claude Code, and OpenClaw ran an identical model. Token use varied 70-fold.
Agent harnesses can change coding-agent costs by multiples, even when the model stays fixed. Three benchmarks show where the extra tokens come from.
Topics: Coding AgentsCode Assistants