Refactored

app.py

@@ -289,7 +289,26 @@ class CoordinatorAgent:
         advice = {d: self.specialists[d].run(query, country) for d in self.specialists}
         # 2. plan (omitted)
         # 3. synthesis
-        synthesis = "".join(f"---{d}\n{txt}\n" for d, txt in advice.items())
+        output = ["## Your Personalized Financial Advice\n"]
+
+        # If there’s truly unique content per domain:
+        for domain, txt in specialist_advice.items():
+            output.append(f"### {domain.capitalize()}\n{txt.strip()}\n")
+
+        # If you want to dedupe truly identical advice, you could:
+        # seen = set()
+        # for domain, txt in specialist_advice.items():
+        #     if txt not in seen:
+        #         seen.add(txt)
+        #         output.append(f"### {domain.capitalize()}\n{txt.strip()}\n")
+
+        # Append your plans in a code‐block
+        output.append("## Multi-Path Plans\n```json\n")
+        output.append(json.dumps(plans, indent=2))
+        output.append("\n```")
+
+        synthesis = "\n".join(output)
+        log_workflow("Synthesis complete")
         # 4. return
         return synthesis