from langchain_ollama import Ollama from langchain.agents import initialize_agent, AgentExecutor, AgentType from langchain.tools import BaseTool from typing import List def create_agent(tools: List[BaseTool]) -> AgentExecutor: """ Create a LangChain agent that can use the provided tools. Parameters: tools (List[BaseTool]): List of tools for the agent. Returns: AgentExecutor: Configured agent. """ llm = Ollama(model="llama3") system_prompt = ( "You are an AI assistant with access to a knowledge base. " "Use the following tools to answer user queries:\n" "- search_knowledge_base: Search the knowledge base.\n" "- add_to_knowledge_base: Add a new document to the knowledge base.\n" "When you need to use a tool, call it with the appropriate arguments." ) agent = initialize_agent( tools=tools, llm=llm, agent=AgentType.ZERO_SHOT_REACT_DESCRIPTION, verbose=True, agent_kwargs={"system_message": system_prompt}, ) return agent