.

app.py

@@ -141,11 +141,10 @@ class EnhancedRetriever:
     def _format_context(self, docs: List[Document]) -> str:
         context = []
         for doc in docs:
-            context_str = f"""**Source**: {doc.metadata['source']}
-**Application**: {doc.metadata['application']}
-**Concepts**: {', '.join(doc.metadata['technical_concepts'])}
-**Excerpt**: {doc.page_content.split('Strategy Excerpt:')[-1].strip()}
-**Reference**: {doc.metadata['hyperlink']}"""
+            context_str = f"""**Source**: [{doc.metadata['source']}]({doc.metadata['hyperlink']})
+    **Application**: {doc.metadata['application']}
+    **Key Concepts**: {', '.join(doc.metadata['technical_concepts'])}
+    **Strategy Excerpt**:\n{doc.page_content.split('Strategy Excerpt:')[-1].strip()}"""
             context.append(context_str)
         return "\n\n---\n\n".join(context)