elif llm_provider == "google":
    google_kwargs: dict[str, Any] = {}
    if config.llm_temperature is not None:
        google_kwargs["temperature"] = config.llm_temperature
    if config.llm_max_tokens is not None:
        google_kwargs["max_output_tokens"] = config.llm_max_tokens
    llm_instance = google.LLM(
        model=llm_model_name,
        http_options=HttpOptions(timeout=10),
        **google_kwargs,
    )