The document discusses the challenges of developing AI assistants that can have natural conversations. It notes that while progress is being made in areas like machine translation, developing human-level conversation abilities remains an extremely challenging task that will require overcoming problems around understanding context, commonsense reasoning, generating appropriate responses and building trust.