The DeepSeek solution aims to address some of the key issues present in current MoE architectures. One of the main issues is the question of whether the experts within the MoE architectures are truly experts. DeepSeek proposes a solution by introducing swarms of hyperspecialized experts, which are experts that are highly specialized in specific tasks or domains. This approach aims to enhance the expertise and performance of the individual experts within the model, potentially leading to more accurate and efficient predictions.