class AIAgent:
    def __init__(self, llm, tools, memory):
        self.planner = WorkflowPlanner(llm)
        self.executor = TaskExecutor(tools)
        self.memory = ContextMemory()
        self.validator = ExecutionValidator()

        __
        __