diff --git a/cluster4npu_ui/ui/dialogs/deployment.py b/cluster4npu_ui/ui/dialogs/deployment.py
index dd65148..42039f9 100644
--- a/cluster4npu_ui/ui/dialogs/deployment.py
+++ b/cluster4npu_ui/ui/dialogs/deployment.py
@@ -136,6 +136,10 @@ class DeploymentWorker(QThread):
                 
                 # Set up both GUI and terminal result callbacks
                 def combined_result_callback(result_dict):
+                    # Debug print to see what we're receiving
+                    print(f"🔍 DEBUG: Received result_dict in callback: {result_dict}")
+                    print(f"🔍 DEBUG: Stage results: {result_dict.get('stage_results', {})}")
+                    
                     # Send to GUI terminal and results display
                     terminal_output = self._format_terminal_results(result_dict)
                     self.terminal_output.emit(terminal_output)
@@ -185,8 +189,8 @@ class DeploymentWorker(QThread):
                     output_lines.append(f"   📊 Stage: {stage_id}")
                     
                     if isinstance(result, tuple) and len(result) == 2:
-                        # Handle tuple results (result_string, probability)
-                        result_string, probability = result
+                        # Handle tuple results (probability, result_string) - matching actual format
+                        probability, result_string = result
                         output_lines.append(f"      ✅ Result: {result_string}")
                         output_lines.append(f"      📈 Probability: {probability:.3f}")
                         
@@ -770,6 +774,9 @@ Stage Configurations:
             import json
             from datetime import datetime
             
+            # Debug: Print what we received
+            print(f"🔍 GUI DEBUG: update_inference_results called with: {result_dict}")
+            
             # Format the results for display
             timestamp = datetime.fromtimestamp(result_dict.get('timestamp', 0)).strftime("%H:%M:%S.%f")[:-3]
             stage_results = result_dict.get('stage_results', {})