class HybridAISystem:
    def __init__(self, rag_system, agent_system):
        self.rag = rag_system
        self.agent = agent_system
        self.router = TaskRouter()

    def process_request(self, request):
        task_type = self.router.classify_request(request)

        if task_type == "information_lookup":
            return self.rag.process_query(request)
        elif task_type == "workflow_execution":
            return self.agent.execute_workflow(request)
        else:
            # Complex hybrid workflow
            context = self.rag.gather_context(request)
            return self.agent.execute_with_context(request, context)

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