feat(awooop): close autonomous learning loop readback

apps/api/tests/test_ai_agent_autonomous_runtime_control.py

@@ -68,6 +68,13 @@ def test_ai_agent_autonomous_runtime_control_exposes_reports_and_executor_receip
     assert data["rollups"]["direct_bot_api_allowed_count"] == 0
     assert data["rollups"]["legacy_policy_overridden_count"] >= 4
     assert data["runtime_receipt_readback"]["db_read_status"] == "not_queried"
+    assert data["runtime_receipt_readback"]["learning_loop"]["status"] == "in_progress"
+    assert (
+        data["runtime_receipt_readback"]["learning_loop"]["rollups"][
+            "required_stage_missing_count"
+        ]
+        == 7
+    )
 
 
 def test_ai_agent_autonomous_runtime_control_exposes_internal_control_loop():
@@ -161,6 +168,12 @@ def test_runtime_receipt_readback_summarizes_live_executor_closure_rows():
                 "total": 1,
                 "recent": 1,
             },
+            {
+                "operation_type": "ansible_learning_writeback_recorded",
+                "status": "success",
+                "total": 1,
+                "recent": 1,
+            },
         ],
         operation_latest_rows=[
             {
@@ -201,6 +214,18 @@ def test_runtime_receipt_readback_summarizes_live_executor_closure_rows():
                 "returncode": "0",
                 "duration_ms": 7727,
             },
+            {
+                "op_id": "learning-op",
+                "parent_op_id": apply_op_id,
+                "operation_type": "ansible_learning_writeback_recorded",
+                "status": "success",
+                "actor": "ansible_controlled_apply_worker",
+                "incident_id": incident_id,
+                "catalog_id": "ansible:188-momo-backup-user",
+                "playbook_path": "infra/ansible/playbooks/188-momo-backup-user.yml",
+                "execution_mode": "learning_writeback",
+                "returncode": "0",
+            },
         ],
         auto_repair_count_rows=[
             {"result_status": "success", "total": 1, "recent": 1},
@@ -416,6 +441,31 @@ def test_runtime_receipt_readback_summarizes_live_executor_closure_rows():
     assert decision_wiring["rollups"]["check_mode_total"] == 1
     assert decision_wiring["rollups"]["controlled_apply_total"] == 1
     assert decision_wiring["rollups"]["required_stage_missing_count"] == 0
+    learning_loop = readback["learning_loop"]
+    assert learning_loop["schema_version"] == "ai_agent_learning_loop_readback_v1"
+    assert learning_loop["status"] == "completed"
+    assert learning_loop["missing_required_stage_ids"] == []
+    assert {
+        stage["stage_id"]
+        for stage in learning_loop["stages"]
+        if stage["required_for_learning_loop"]
+    } == {
+        "verified_execution_outcome",
+        "km_learning_writeback",
+        "learning_repair_record",
+        "playbook_trust_delta",
+        "similar_case_context",
+        "repair_candidate_feedback",
+        "next_decision_context",
+    }
+    assert learning_loop["rollups"]["required_stage_present_count"] == 7
+    assert learning_loop["rollups"]["required_stage_missing_count"] == 0
+    assert learning_loop["rollups"]["learning_writeback_total"] == 1
+    assert learning_loop["rollups"]["learning_writeback_recent"] == 1
+    assert learning_loop["rollups"]["similar_case_source_total"] > 0
+    assert learning_loop["rollups"]["repair_feedback_ready_count"] == 1
+    assert learning_loop["public_safety"]["stores_secret_values"] is False
+    assert learning_loop["public_safety"]["executes_on_read"] is False
     progress = readback["work_item_progress"]
     assert progress["schema_version"] == "ai_agent_automation_work_item_progress_v1"
     ordered_ids = [item["work_item_id"] for item in progress["ordered_items"]]
@@ -435,10 +485,12 @@ def test_runtime_receipt_readback_summarizes_live_executor_closure_rows():
     assert progress["ordered_items"][4]["status"] == "completed"
     assert progress["ordered_items"][5]["status"] == "completed"
     assert progress["ordered_items"][6]["status"] == "completed"
+    assert progress["ordered_items"][7]["status"] == "completed"
+    assert progress["ordered_items"][7]["remaining_learning_loop_stage_count"] == 0
     assert progress["source_family_items"]
     assert {item["status"] for item in progress["source_family_items"]} == {"completed"}
     assert progress["rollups"]["source_family_work_item_count"] == 10
-    assert progress["rollups"]["pending_count"] >= 4
+    assert progress["rollups"]["pending_count"] >= 3
 
 
 def test_runtime_receipt_readback_classifies_closed_failed_apply_as_ai_repair():