Long-horizon AI coding work fails due to ephemeral context and unreliable self-reports rather than coding inability. The Chief of Staff pattern addresses this by separating orchestration (one coordinating session) from execution (separate worker sessions), storing state in durable external systems, and verifying all agent claims through re-execution rather than trusting reports.