Coding agents burn tokens reading verbose --help text and giant JSON dumps, then burn more composing jq/wc/python pipelines to interpret them — and under a stateless API the dump is re-billed on every turn. Shape command output into a compact, answer-shaped form before it ever reaches the context window.
Give Agents Predicate-Flag CLIs and Pre-Filtered Command Output
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