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Delegation Autopilot transforms the Claude parent agent into a project manager capable of identifying complex requests that require multi-stage execution or specialist attention. By automatically triggering subagents for tasks involving concurrent code, test, and documentation updates, it ensures consistent 'scan-implement-verify' workflows while maintaining a safe, controlled sandbox environment for large-scale repository modifications and deep research.