Maybe it has to do with the "place and route" step in the synthesis of a chip design. Right now it is based mainly on random numbers and shuffling logic and wires. ML(not LLM) could help here in the same way as AlphaFold is using it for proteins.

[1] https://en.wikipedia.org/wiki/Place_and_route