1. When you replace ".get_graph().draw_png()" with ".get_graph().draw_mermaid_png() ", you don't need to install pygraphviz. 2. You can directly use ChatOpenAI, which can replace ChatNebius. ``` from langchain_openai import ChatOpenAI llm = ChatOpenAI( model=MODEL_NAME, base_url=BASE_URL, api_key=API_KEY, temperature=0.2, ... ) ```