Aside from the using the word "concept" instead of "language" I don't see how this is different than an LLM. It's still doing next token prediction. This is like in D&D where you have two swords with wildly different flavor text but ultimately they both do 1d6+1 damage.

What am I missing -- aside from the marketing? Is there something architecturally different or what? Looks like regular autoregressive sequence transformer to me.