updated

app.py

@@ -782,6 +782,7 @@ def humanize_text(
         
         # LLM Review
         result = validateText(original,result)
+        stages_applied.append("LLM Review")
         
         # Calculate similarity
         similarity = calculate_similarity(input_text, result)
@@ -884,7 +885,7 @@ def create_gradio_interface():
                     enable_stage2 = gr.Checkbox(label="Stage 2: Lexical Diversification", value=True)
                     enable_stage3 = gr.Checkbox(label="Stage 3: Discourse Enrichment", value=True)
                     enable_stage4 = gr.Checkbox(label="Stage 4: Structural Variation", value=True)
-                    gr.HTML("<div style='padding:8px; border-left:4px solid #3b82f6; border-radius:4px;'> <b>LLM Review (Gemini)</b> is automatically applied as the final stage. </div>")
+                    gr.HTML("<div style='padding:8px; border-left:4px solid #3b82f6; border-radius:4px;'> ✅ Final Stage: <b>LLM-powered Text Review</b> applied automatically for quality assurance. </div>")
 
                 with gr.Accordion("Stage 1: Paraphrasing Parameters", open=False):
                     temperature = gr.Slider(0.1, 2.0, value=0.7, step=0.1, label="Temperature")