If labeling claims as "tired" makes it false, not a single fact in the world can be considered as backed by evidence. I'm not flipping anything around either, because again, it's squarely on you to provide proof for your claims and not those who question it. You're essentially making the claim that transformers can reverse a non-reversible function. That's like saying you can reverse a hash although multiple inputs can result in the same hash. That's not even "unbacked claims" territory, it defies logic.
I'm still not convinced LLMs are mere abstractions in the same way programming language implementations are. Even though programmers might give up some control of the implementation details when writing code, language implementors still decides all those details. With LLMs, no one does. That's not an abstraction, that's chaos.