create_react_agent prebuilt executor unable to attach dynamic template variables

[roman-rr]

Please advice me, or help. I have the agent executor, which built out of the graph nodes (once at the runtime):

   # Pull the prompt from the hub
    prompt_from_hub = hub.pull("romanrr/timber-core-react-agent")

    TIMBER_CORE_REACT_AGENT_PROMPT = prompt_from_hub.invoke({
        "company_name": os.environ.get("COMPANY_NAME"),
        "assistance_name": os.environ.get("ASSISTANCE_NAME"),
        "local_time": datetime.now().strftime("%Y-%m-%d %H:%M:%S"),
        "question" : "test"
    })

    # Create the React agent with proper parameter naming
    agent_executor =  create_react_agent(
        model=llm, 
        tools=tools, 
        prompt=REACT_AGENT_PROMPT
    ).with_config({"max_iterations": max_loops})

Then I invoke agent in graph node:

def react_agent_node(state: GraphState, config: RunnableConfig) -> Dict[str, Any]:
    print("\033[36m---EXECUTING REACT AGENT---\033[0m")
    
    # Create the messages list with the formatted prompt and the previous messages
    messages = state.messages + [HumanMessage(content=state.question)]

    # The agent invocation
    agent_response = agent_executor.invoke({"messages": messages})

    # Add the agent response to the messages
    new_msgs = agent_response["messages"][len(state.messages):]
    return {"messages": state.messages + new_msgs}

So the problem, is that I want to be able to change "question" variable depend on user input, which is state.question.
But I very not want to re-built graph again on the node... I guess it will delay execution at all.
Any solutions at all? maybe passing additional template variables at invocation like so:

def react_agent_node(state: GraphState, config: RunnableConfig) -> Dict[str, Any]:
      agent_response = agent_executor.invoke({"messages": messages, "question": state.question})

Thank you in advance for the help 😊

[roman-rr]

@vbarda please, if you have a time, a short advice. I believe you know that answer :)