init

levels/L4-recommend-act-record-learn/README.md

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+# L4 — Recommendation-to-Outcome Work Task
+
+This level describes the concrete work task by which an AI/ML/physics model recommendation becomes a governed operational action.
+
+The key output is not only the action. It is the recorded outcome, because outcome feedback allows the intelligence loop to improve.

levels/L4-recommend-act-record-learn/process.yaml

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+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"