are all storage devices broken by design as well?

Are you somehow under the impression that storage devices and LLMs fill the same purpose? That's a major misunderstanding. Here's a good starting point if you're struggling with the difference between a computation device and a storage device: https://en.wikipedia.org/wiki/Computer