Can LLMs Be Computers - Embedding a VM inside an LLM

So is the gain actually in efficiency, or just in not serializing the reasoning into tokens? From what I understand, this approach avoids emitting reasoning tokens, and instead performs the reasoning internally in the model’s state. I presume with similar underlying compute?