Rebranding a Markov Chain stapled onto a particularly large graph

Could you elaborate how this applies to various areas of AI in your opinion?

Several models are non-markovian. Then there are also a lot of models and algorithms, where the description or even comparison to Markov-chains would be incorrect and not suitable.