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Coding agents have shifted software engineering bottlenecks from code writing to CI/CD and deployment tasks. Techniques include automating code reviews, running tests in parallel, snapshotting dev branches before production, and using hooks for deterministic enforcement. Claude Code workflows benefit from scoped exploration and explicit subagent output formats.
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