diff --git a/agentstack/templates/autogen/{{cookiecutter.project_metadata.project_slug}}/pyproject.toml b/agentstack/templates/autogen/{{cookiecutter.project_metadata.project_slug}}/pyproject.toml
index ea28c631..460314f8 100644
--- a/agentstack/templates/autogen/{{cookiecutter.project_metadata.project_slug}}/pyproject.toml
+++ b/agentstack/templates/autogen/{{cookiecutter.project_metadata.project_slug}}/pyproject.toml
@@ -8,4 +8,4 @@ license = "{{cookiecutter.project_metadata.license}}"
 [tool.poetry.dependencies]
 python = "^3.11"
 agentops = "^0.3.12"
-autogen-agentchat = "~0.2"
\ No newline at end of file
+autogen = "0.6.0"
\ No newline at end of file
diff --git a/agentstack/templates/autogen/{{cookiecutter.project_metadata.project_slug}}/src/main.py b/agentstack/templates/autogen/{{cookiecutter.project_metadata.project_slug}}/src/main.py
index 4bd463c0..41c6f768 100644
--- a/agentstack/templates/autogen/{{cookiecutter.project_metadata.project_slug}}/src/main.py
+++ b/agentstack/templates/autogen/{{cookiecutter.project_metadata.project_slug}}/src/main.py
@@ -9,7 +9,7 @@
 
 def main():
     # Load LLM inference endpoints from an env variable or a file
-    # See https://microsoft.github.io/autogen/docs/FAQ#set-your-api-endpoints
+    # See https://docs.ag2.ai/docs/topics/llm_configuration
     # and OAI_CONFIG_LIST_sample.
     # For example, if you have created a OAI_CONFIG_LIST file in the current working directory, that file will be used.
     config_list = config_list_from_json(env_or_file="OAI_CONFIG_LIST")