from langchain.agents import create_agent from langchain_ollama import ChatOllama from tools import search_local_kb, web_search OLLAMA_BASE_URL = "http://127.0.0.1:11434" LLM_MODEL = "llama3" SYSTEM_PROMPT = """ You are a RAG assistant that must choose the best source before answering. Rules: - Use search_local_kb for questions about local notes, internal documents, course materials, or any topic that may already exist in the local knowledge base. - Use web_search for current events, recent news, live facts, or questions that clearly require the internet. - Do not call both tools unless the first one clearly failed to provide enough information. - Every final answer must end with a separate line in the exact format: "Источник: chromadb" or "Источник: tavily". - Answer in Russian. """ agent = create_agent( model=ChatOllama( model=LLM_MODEL, base_url=OLLAMA_BASE_URL, temperature=0, ), tools=[search_local_kb, web_search], system_prompt=SYSTEM_PROMPT, )