Update app.py

app.py

@@ -272,15 +272,15 @@ class ResearchWorkflow:
     def validate_output(self, state: AgentState) -> Dict:
         analysis = state["messages"][-1].content
         validation_prompt = f"""Validate research analysis:
-        {analysis}
-        
-        Check for:
-        1. Technical accuracy
-        2. Citation support
-        3. Logical consistency
-        4. Methodological soundness
-        
-        Respond with 'VALID' or 'INVALID'"""
+{analysis}
+
+Check for:
+1. Technical accuracy
+2. Citation support
+3. Logical consistency
+4. Methodological soundness
+
+Respond with 'VALID' or 'INVALID'"""
         
         response = self.processor.process_query(validation_prompt)
         return {
@@ -289,12 +289,12 @@ class ResearchWorkflow:
 
     def refine_results(self, state: AgentState) -> Dict:
         refinement_prompt = f"""Refine this analysis:
-        {state["messages"][-1].content}
-        
-        Improve:
-        1. Technical precision
-        2. Empirical grounding
-        3. Theoretical coherence"""
+{state["messages"][-1].content}
+
+Improve:
+1. Technical precision
+2. Empirical grounding
+3. Theoretical coherence"""
         
         response = self.processor.process_query(refinement_prompt)
         return {
@@ -410,11 +410,11 @@ class ResearchInterface:
                 st.success("✅ Analysis Completed Successfully")
         except Exception as e:
             st.error(f"""**Analysis Failed**
-            {str(e)}
-            Potential issues:
-            - Complex query structure
-            - Document correlation failure
-            - Temporal processing constraints""")
+{str(e)}
+Potential issues:
+- Complex query structure
+- Document correlation failure
+- Temporal processing constraints""")
 
     def _render_event(self, event: Dict):
         if 'ingest' in event:
@@ -449,4 +449,4 @@ class ResearchInterface:
                         st.markdown(content)
 
 if __name__ == "__main__":
-    ResearchInterface()
+    ResearchInterface()