process:
  id: "oipf.l4.recommend-act-record-learn"
  level: "L4"
  name: "Recommendation-to-Outcome Work Task"
  purpose: "Execute a human-in-the-loop recommendation cycle and record the measurable outcome."
  inputs:
    - model output
    - recommendation
    - constraint result
    - operator approval
  outputs:
    - action record
    - measured outcome
    - audit event
    - feedback signal
  parent: "oipf.l3.operational-intelligence-loop"