diff --git a/finrobot/functional/coding.py b/finrobot/functional/coding.py
index c6cd800..9ccdb54 100644
--- a/finrobot/functional/coding.py
+++ b/finrobot/functional/coding.py
@@ -35,7 +35,7 @@ def display_image(
             return log
 
 
-class CodingUtils:  # Borrowed from https://microsoft.github.io/autogen/docs/notebooks/agentchat_function_call_code_writing
+class CodingUtils:  # Borrowed from https://docs.ag2.ai/notebooks/agentchat_function_call_code_writing#writing-a-software-application-using-function-calls
 
     def list_dir(directory: Annotated[str, "Directory to check."]) -> str:
         """
diff --git a/tutorials_advanced/agent_fingpt_forecaster.ipynb b/tutorials_advanced/agent_fingpt_forecaster.ipynb
index 70d9ac8..460105f 100644
--- a/tutorials_advanced/agent_fingpt_forecaster.ipynb
+++ b/tutorials_advanced/agent_fingpt_forecaster.ipynb
@@ -11,7 +11,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "In this demo, we set up an agent to emulate the behavior of model in the fingpt-forecaster project with AutoGen, which takes a company's ticker symbol, recent basic financials and market news as input and predict its stock movements.\n",
+    "In this demo, we set up an agent to emulate the behavior of model in the fingpt-forecaster project with AG2 (Formerly AutoGen), which takes a company's ticker symbol, recent basic financials and market news as input and predict its stock movements.\n",
     "\n",
     "For detail of the original project, check out  [FinGPT-Forecaster](https://github.com/AI4Finance-Foundation/FinGPT/tree/master/fingpt/FinGPT_Forecaster)!  🔥[Demo](https://huggingface.co/spaces/FinGPT/FinGPT-Forecaster), [Medium Blog](https://medium.datadriveninvestor.com/introducing-fingpt-forecaster-the-future-of-robo-advisory-services-50add34e3d3c) & [Model](https://huggingface.co/FinGPT/fingpt-forecaster_dow30_llama2-7b_lora) on Huggingface🤗!"
    ]
@@ -33,7 +33,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "After importing all the necessary packages and functions, we first instantiate a market analysis assistant and a user proxy using the agent classes defined by AutoGen. We also need the config for OpenAI & Finnhub here. \n",
+    "After importing all the necessary packages and functions, we first instantiate a market analysis assistant and a user proxy using the agent classes defined by AG2. We also need the config for OpenAI & Finnhub here. \n",
     "- for openai configuration, rename OAI_CONFIG_LIST_sample to OAI_CONFIG_LIST and replace the api keys\n",
     "- for finnhub configuration, rename config_api_keys_sample to config_api_keys and replace the api keys"
    ]