diff --git a/docs/dev/problems.md b/docs/dev/problems.md
new file mode 100644
index 0000000..2b0485b
--- /dev/null
+++ b/docs/dev/problems.md
@@ -0,0 +1 @@
+we do not properly calculate PnL and enter/exit prices
\ No newline at end of file
diff --git a/run_clean_dashboard.py b/run_clean_dashboard.py
index 2c73a2e..d55140e 100644
--- a/run_clean_dashboard.py
+++ b/run_clean_dashboard.py
@@ -148,15 +148,16 @@ def start_clean_dashboard_with_training():
         # Get configuration
         config = get_config()
         
-        # Initialize core components
-        from core.data_provider import DataProvider
+        # Initialize core components with standardized versions
+        from core.standardized_data_provider import StandardizedDataProvider
         from core.orchestrator import TradingOrchestrator
         from core.trading_executor import TradingExecutor
         
-        # Create data provider
-        data_provider = DataProvider()
+        # Create standardized data provider
+        data_provider = StandardizedDataProvider()
+        logger.info("StandardizedDataProvider created with BaseDataInput support")
         
-        # Create enhanced orchestrator with COB integration - stable and efficient
+        # Create enhanced orchestrator with standardized data provider
         orchestrator = TradingOrchestrator(data_provider, enhanced_rl_training=True)
         logger.info("Enhanced Trading Orchestrator created with COB integration")
         
diff --git a/web/clean_dashboard.py b/web/clean_dashboard.py
index 00cc9e2..0322f79 100644
--- a/web/clean_dashboard.py
+++ b/web/clean_dashboard.py
@@ -62,10 +62,13 @@ logging.getLogger('dash.dash').setLevel(logging.WARNING)
 
 # Import core components
 from core.config import get_config
-from core.data_provider import DataProvider
+from core.standardized_data_provider import StandardizedDataProvider
 from core.orchestrator import TradingOrchestrator
 from core.trading_executor import TradingExecutor
 
+# Import standardized models
+from NN.models.standardized_cnn import StandardizedCNN
+
 # Import layout and component managers
 from web.layout_manager import DashboardLayoutManager
 from web.component_manager import DashboardComponentManager
@@ -142,6 +145,10 @@ class CleanTradingDashboard:
         self.training_system = None
         self._initialize_enhanced_training_system()
         
+        # Initialize StandardizedCNN model
+        self.standardized_cnn = None
+        self._initialize_standardized_cnn()
+        
         # Initialize layout and component managers
         self.layout_manager = DashboardLayoutManager(
             starting_balance=self._get_initial_balance(),