# from langchain_google_genai import ChatGoogleGenerativeAI from langchain_community.chat_models import MiniMaxChat _llm = None def get_llm(): """Return a shared LLM instance.""" global _llm if _llm is None: # _llm = ChatGoogleGenerativeAI(model="gemini-3-flash-preview") _llm = MiniMaxChat(model="m2.5-highspeed") return _llm