diff --git a/cluster4npu_ui/core/functions/InferencePipeline.py b/cluster4npu_ui/core/functions/InferencePipeline.py
index 63fec81..d697e35 100644
--- a/cluster4npu_ui/core/functions/InferencePipeline.py
+++ b/cluster4npu_ui/core/functions/InferencePipeline.py
@@ -244,10 +244,12 @@ class PipelineStage:
                     # Handle tuple results like (probability, result_string)
                     prob, result_str = result
                     if prob is not None and result_str is not None:
-                        print(f"[Stage {self.stage_id}] ✅ Inference result: prob={prob:.3f}, result={result_str}")
+                        # Avoid duplicate logging - handled by GUI callback formatting
+                        # print(f"[Stage {self.stage_id}] ✅ Inference result: prob={prob:.3f}, result={result_str}")
                         inference_result = result
                 elif isinstance(result, dict) and result:  # Non-empty dict
-                    print(f"[Stage {self.stage_id}] ✅ Dict result: {result}")
+                    # Avoid duplicate logging - handled by GUI callback formatting  
+                    # print(f"[Stage {self.stage_id}] ✅ Dict result: {result}")
                     inference_result = result
                 else:
                     inference_result = result