refactoring. inference real data triggers

core/orchestrator.py

@@ -513,6 +513,21 @@ class TradingOrchestrator:
         self.inference_logger = None  # Will be initialized later if needed
         self.db_manager = None  # Will be initialized later if needed
         
+        # Inference Training Coordinator - manages inference frame references and training events
+        # Integrated into orchestrator to reduce duplication and centralize coordination
+        self.inference_training_coordinator = None
+        try:
+            from ANNOTATE.core.inference_training_system import InferenceTrainingCoordinator
+            duckdb_storage = getattr(self.data_provider, 'duckdb_storage', None)
+            self.inference_training_coordinator = InferenceTrainingCoordinator(
+                data_provider=self.data_provider,
+                duckdb_storage=duckdb_storage
+            )
+            logger.info("InferenceTrainingCoordinator initialized in orchestrator")
+        except Exception as e:
+            logger.warning(f"Could not initialize InferenceTrainingCoordinator: {e}")
+            self.inference_training_coordinator = None
+        
         # CRITICAL: Initialize model_states dictionary to track model performance
         self.model_states: Dict[str, Dict[str, Any]] = {
             "dqn": {