diff --git a/examples/canonirag/final_impl/app.jac b/examples/canonirag/final_impl/app.jac
index cb33d6bc6..953aab97e 100644
--- a/examples/canonirag/final_impl/app.jac
+++ b/examples/canonirag/final_impl/app.jac
@@ -163,9 +163,9 @@ walker save_data {
 
 can main {
     :g: state ;
-    
+
     :g: RagEngine ;
-    
+
     gui.page_build();
     if state == PR_states.init_PR {
         # Import the data from JSON file
diff --git a/examples/canonirag/final_impl/rag.jac b/examples/canonirag/final_impl/rag.jac
index 2d331e97d..3b800e378 100644
--- a/examples/canonirag/final_impl/rag.jac
+++ b/examples/canonirag/final_impl/rag.jac
@@ -43,7 +43,7 @@ obj rag_engine {
     can add_chunk_id(chunks: str) {
         last_page_id = None;
         current_chunk_index = 0;
-        
+
         for chunk in chunks {
             source = chunk.metadata.get('source');
             page = chunk.metadata.get('page');
@@ -70,11 +70,11 @@ obj rag_engine {
             embedding_function=self.get_embedding_function()
         );
         chunks_with_ids = self.add_chunk_id(chunks);#Chunk ID Calculation
-        
+
         #Adding and Updating the documents
         existing_items = db.get(include=[]);
         existing_ids = set(existing_items['ids']);
-        
+
         #Only adding new documents that does not exist in the database
         new_chunks = [];
         for chunk in chunks_with_ids {