They also scale differently - Markov Chains scale exponentially with the size of the window, while transformers scale quadratically. So in fact transformers are

They also scale differently - Markov Chains scale exponentially with the size of the window, while transformers scale quadratically. So in fact transformers are really more exponentially more efficient, though without bound on resources their capabilities are a strict subset of that of Markov chain.