Developer-side responsibilities include:

  • Designing approval workflows

  • Logging every human override or review

  • Creating UI for humans to pause, correct, or reject outputs

  • Setting thresholds for automatic escalation

  • Enabling access to explainability tools

📌 Good oversight is integrated into the system’s logic — not layered on top.