Update app.py

app.py

@@ -4,6 +4,7 @@ import sqlite3
 import tempfile
 from fpdf import FPDF
 import os
+import re
 import json
 from pathlib import Path
 import plotly.express as px
@@ -169,6 +170,10 @@ def create_pdf_report_with_viz(report, conclusion, visualizations):
     return temp_pdf
 
 
+def escape_markdown(text):
+    # Escape special markdown characters
+    escape_chars = r"\*`_{}[]()#+-.!"
+    return re.sub(f'([{re.escape(escape_chars)}])', r'\\\1', text)
 
 # SQL-RAG Analysis
 if st.session_state.df is not None:
@@ -319,7 +324,11 @@ if st.session_state.df is not None:
 
                 # Step 6: Display Concise Conclusion
                 #st.markdown("#### Conclusion")
-                st.markdown(conclusion_result if conclusion_result else "⚠️ No Conclusion Generated.")
+                if conclusion_result:
+                    safe_conclusion = escape_markdown(conclusion_result)
+                    st.markdown(f"### 📝 Conclusion\n\n{safe_conclusion}")
+                else:
+                    st.warning("⚠️ No Conclusion Generated.")
 
     # Full Data Visualization Tab
     with tab2: