That said currently ethereum has many L2 solutions (https://ethereum.org/en/developers/docs/layer-2-scaling/) that "run in parallel" and result in low gas fees.
So far I've not seen any hint of an "embarrasingly parallel architecture" that can satisfy the safety requirements that a blockchain also does and run smart contracts. I'd be happy to read up if you can point me to any research or projects that I've missed.