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.
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.