Yes, for people who look into the research Deepseek released, there are a good number of novelties which enabled much cheaper R&D. For example, improvements to Mixture of Experts modules and Multi-head Latent Attention. If you have infinite money, you don’t need to innovate there, but DeepSeek didn’t.