Most coding agents front-load context — open a dozen files, grep the whole repo, pull broad retrieval — before making a one-line edit, then re-bill all of it every turn. Estimate the task's real scope, execute the minimal path, and only widen context when a verification step actually fails.
Estimate, Execute, Expand: Read the Minimum, Widen Only on Failure
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