A simple architecture combines a frozen language model with a vision model to enhance understanding through visual input. The key lies in enabling the model to attend to visual information based on the context of questions posed, allowing for a top-down processing approach. This method emphasizes the importance of adapting models to effectively utilize data rather than relying solely on complex architectures.