diff --git a/templates/components/engines/python/agent/tools/document_generator.py b/templates/components/engines/python/agent/tools/document_generator.py
index 212542ee..5609f146 100644
--- a/templates/components/engines/python/agent/tools/document_generator.py
+++ b/templates/components/engines/python/agent/tools/document_generator.py
@@ -163,13 +163,13 @@ def generate_document(
         cls, original_content: str, document_type: str, file_name: str
     ) -> str:
         """
-        To generate artifact as PDF or HTML file.
+        To generate document as PDF or HTML file.
         Parameters:
             original_content: str (markdown style)
             document_type: str (pdf or html) specify the type of the file format based on the use case
-            file_name: str (name of the artifact file) must be a valid file name, no extensions needed
+            file_name: str (name of the document file) must be a valid file name, no extensions needed
         Returns:
-            str (URL to the artifact file): A file URL ready to serve.
+            str (URL to the document file): A file URL ready to serve.
         """
         try:
             document_type = DocumentType(document_type.lower())
@@ -180,7 +180,7 @@ def generate_document(
         # Always generate html content first
         html_content = cls._generate_html_content(original_content)
 
-        # Based on the type of artifact, generate the corresponding file
+        # Based on the type of document, generate the corresponding file
         if document_type == DocumentType.PDF:
             content = cls._generate_pdf(html_content)
             file_extension = "pdf"
diff --git a/templates/types/multiagent/fastapi/app/examples/choreography.py b/templates/types/multiagent/fastapi/app/examples/choreography.py
index 27a73abc..f99f19ed 100644
--- a/templates/types/multiagent/fastapi/app/examples/choreography.py
+++ b/templates/types/multiagent/fastapi/app/examples/choreography.py
@@ -24,7 +24,7 @@ def create_choreography(chat_history: Optional[List[ChatMessage]] = None):
         system_prompt="""You are an expert in writing blog posts. You are given a task to write a blog post. Before starting to write the post, consult the researcher agent to get the information you need. Don't make up any information yourself.
         After creating a draft for the post, send it to the reviewer agent to receive some feedback and make sure to incorporate the feedback from the reviewer.
         You can consult the reviewer and researcher maximal two times. Your output should just contain the blog post. 
-        Finally, always request the publisher to create an artifact (pdf, html) and publish the blog post.""",
+        Finally, always request the publisher to create an document (pdf, html) and publish the blog post.""",
         # TODO: add chat_history support to AgentCallingAgent
         # chat_history=chat_history,
         verbose=True,