Update app.py

app.py

@@ -83,6 +83,7 @@ if st.session_state.df is not None and st.session_state.show_preview:
     st.subheader("📂 Dataset Preview")
     st.dataframe(st.session_state.df.head())
 
+# SQL-RAG Analysis
 # SQL-RAG Analysis
 if st.session_state.df is not None:
     temp_dir = tempfile.TemporaryDirectory()
@@ -141,14 +142,14 @@ if st.session_state.df is not None:
 
     analyze_data = Task(
         description="Analyze the extracted data for query: {query}.",
-        expected_output="Analysis text summarizing findings (without a Conclusion section).",
+        expected_output="Analysis text summarizing findings without any conclusion, summary, or final remarks.",
         agent=data_analyst,
         context=[extract_data],
     )
 
     write_report = Task(
-        description="Summarize the analysis into an executive report without a Conclusion.",
-        expected_output="Markdown report of insights without Conclusion.",
+        description="Summarize the analysis into an executive report without any conclusion, summary, or closing statements.",
+        expected_output="Markdown report of insights without any conclusion.",
         agent=report_writer,
         context=[analyze_data],
     )
@@ -168,12 +169,14 @@ if st.session_state.df is not None:
         query = st.text_area("Enter Query:", value="Provide insights into the salary of a Principal Data Scientist.")
         if st.button("Submit Query"):
             with st.spinner("Processing query..."):
-                # Step 1: Generate Report without Conclusion
-                inputs = {"query": query + " Provide a detailed analysis but DO NOT include a Conclusion."}
+                # Step 1: Generate Report WITHOUT Conclusion, Summary, or Closing Remarks
+                report_prompt = f"{query} Provide a detailed analysis but DO NOT include any Conclusion, Summary, or closing remarks."
+                inputs = {"query": report_prompt}
                 report_result = crew.kickoff(inputs=inputs)
 
-                # Step 2: Generate only the Conclusion
-                conclusion_inputs = {"query": query + " Now, provide only the Conclusion for this analysis."}
+                # Step 2: Generate ONLY the Conclusion
+                conclusion_prompt = f"{query} Provide only the Conclusion for this analysis."
+                conclusion_inputs = {"query": conclusion_prompt}
                 conclusion_result = crew.kickoff(inputs=conclusion_inputs)
 
                 st.markdown("### Analysis Report:")