Indeed. The moment these LLM brains are given access to natural selection and evolution in the hardware space, it's game over.
We don't need to engineer plumbing robots - they will engineer themselves. We will see a silicon Cambrian Explosion. Maybe next year maybe in 500, but it's inevitable with the current economic incentives.