But the CPU is not executing the textual description of your architecture. It executes code.

Honestly, I've found that the architecture described to and by LLMs is always a more rosy picture than what is actually generated, no matter how many times you do an adversarial review. It's less visceral than in image generation, but the pattern is the same -- the broad strokes seem fine but the details are awful.