Fix: Removed share=True and invalid output textbox

app.py

@@ -162,7 +162,18 @@ def main_interface():
     with gr.Blocks(css=css, title="MADGuard AI Explorer") as interface:
         gr.HTML(render_page_header())
 
-        with gr.Accordion("📚 Research Reference: arXiv:2307.01850", open=False):
+        gr.Markdown(
+            """
+            > 🧠 **MADGuard AI Explorer** helps AI engineers, researchers, and MLOps teams simulate feedback loops in RAG pipelines and detect **Model Autophagy Disorder (MAD)** — where models start learning from their own outputs, leading to degraded performance.
+
+            - Compare **real vs. synthetic input effects**
+            - Visualize the data flow
+            - Upload your `.csv` or `.json` data
+            - Get immediate MAD risk diagnostics based on lexical diversity and semantic similarity
+            """
+        )
+
+        with gr.Accordion("📚 Research Reference", open=False):
             gr.HTML(render_core_reference())
 
         gr.Markdown("## 1. Pipeline Simulation")
@@ -229,7 +240,7 @@ def main_interface():
 
         inputs = [file_input, model_col_input, train_col_input, data_source]
         outputs = [
-            gr.Textbox(label="Error", visible=False),  # Hidden error output
+            gr.Markdown(label="⚠️ Error Message"),
             pipeline_output,
             warning_output,
             file_preview,
@@ -247,11 +258,11 @@ def main_interface():
         gr.Markdown(
             """
         **The upcoming Pro version of MADGuard will allow:**
-        - Bulk upload of .csv or folder of .txt files  
-        - Automatic batch scoring and trend visualization  
-        - Exportable audit reports  
+        - 📂 Bulk upload support for `.csv` files or folders of `.txt` documents  
+        - 📊 Automated batch scoring with trend visualizations over time  
+        - 🧾 One-click export of audit-ready diagnostic reports
 
-        [**📩 Join the waitlist**](https://forms.gle/your-form-link)
+        [**📩 Join the waitlist**](https://docs.google.com/forms/d/e/1FAIpQLSfAPPC_Gm7DQElQSWGSnoB6T5hMxb_rXSu48OC8E6TNGZuKgQ/viewform?usp=sharing&ouid=118007615320536574300)
         """
         )
 
@@ -261,4 +272,4 @@ def main_interface():
 # Launch the Gradio interface
 if __name__ == "__main__":
     interface = main_interface()
-    interface.launch(share=True)
+    interface.launch()