fix(agents): map consumer receipts into learning loop

apps/api/tests/test_ai_agent_autonomous_runtime_control.py

@@ -1475,6 +1475,110 @@ def test_trace_ledger_uses_controlled_apply_chain_for_auto_repair_receipt_gap():
     )
 
 
+def test_consumer_receipts_close_taxonomy_decision_and_learning_gaps():
+    readback = build_runtime_receipt_readback_from_rows(
+        project_id="awoooi",
+        db_read_status="ok",
+        operation_count_rows=[
+            {
+                "operation_type": "ansible_candidate_matched",
+                "status": "success",
+                "total": 2013,
+                "recent": 12,
+            },
+            {
+                "operation_type": "ansible_check_mode_executed",
+                "status": "success",
+                "total": 2013,
+                "recent": 12,
+            },
+            {
+                "operation_type": "ansible_apply_executed",
+                "status": "success",
+                "total": 161,
+                "recent": 0,
+            },
+            {
+                "operation_type": "ansible_learning_writeback_recorded",
+                "status": "success",
+                "total": 122,
+                "recent": 0,
+            },
+        ],
+        operation_latest_rows=[],
+        auto_repair_count_rows=[],
+        verifier_count_rows=[
+            {"verification_result": "success", "total": 161, "recent": 0},
+        ],
+        km_count_rows=[
+            {"status": "review", "total": 161, "recent": 0},
+        ],
+        telegram_count_rows=[
+            {"send_status": "sent", "total": 300, "recent": 16},
+        ],
+        executor_log_count_rows=[
+            {"status": "success", "total": 2141, "recent": 12},
+        ],
+        log_controlled_writeback_consumer=_log_controlled_writeback_consumer_readback(),
+    )
+
+    assert readback["latest_flow_closure"]["closed"] is False
+    assert readback["latest_failure_classification"]["classification"] == (
+        "no_controlled_apply_observed"
+    )
+
+    taxonomy = readback["log_integration_taxonomy"]
+    assert taxonomy["rollups"]["source_family_count"] == 10
+    assert taxonomy["rollups"]["active_source_family_count"] == 10
+    assert taxonomy["rollups"]["inactive_source_family_count"] == 0
+    quality_by_source = {
+        item["source_family_id"]: item.get("record_quality")
+        for item in taxonomy["source_families"]
+    }
+    assert quality_by_source["mcp_gateway_tool_calls"] == (
+        "controlled_consumer_context_fallback"
+    )
+    assert quality_by_source["service_package_logs"] == (
+        "controlled_metadata_receipt_fallback"
+    )
+    assert quality_by_source["playbook_trust_signals"] == (
+        "controlled_consumer_context_fallback"
+    )
+    assert quality_by_source["operator_timeline_projection"] == (
+        "controlled_consumer_context_fallback"
+    )
+
+    decision_wiring = readback["agent_decision_wiring"]
+    assert decision_wiring["status"] == "completed"
+    assert decision_wiring["missing_required_stage_ids"] == []
+
+    learning_loop = readback["learning_loop"]
+    assert learning_loop["status"] == "completed"
+    assert learning_loop["missing_required_stage_ids"] == []
+    assert learning_loop["rollups"]["playbook_trust_total"] == 1
+    assert learning_loop["rollups"]["repair_feedback_ready_count"] == 1
+    assert learning_loop["rollups"]["next_decision_ready_count"] == 1
+    learning_quality = {
+        item["stage_id"]: item.get("record_quality")
+        for item in learning_loop["stages"]
+    }
+    assert learning_quality["verified_execution_outcome"] == (
+        "aggregate_verifier_receipt_fallback"
+    )
+    assert learning_quality["km_learning_writeback"] == "aggregate_km_receipt_fallback"
+    assert learning_quality["playbook_trust_delta"] == (
+        "controlled_consumer_context_fallback"
+    )
+
+    progress_items = {
+        item["work_item_id"]: item
+        for item in readback["work_item_progress"]["ordered_items"]
+    }
+    assert progress_items["P1-A-ingestion-coverage"]["status"] == "completed"
+    assert progress_items["P1-B-agent-decision-wiring"]["status"] == "completed"
+    assert progress_items["P1-C-learning-loop"]["status"] == "completed"
+
+
 def test_runtime_receipt_recovery_keeps_partial_live_log_events_visible():
     readback = build_runtime_receipt_readback_from_rows(
         project_id="awoooi",