If all that the author was saying was "LLM weights are highly compressed encodings of knowledge", I wouldn't have any complaints. He is making much bolder claim

If all that the author was saying was "LLM weights are highly compressed encodings of knowledge", I wouldn't have any complaints. He is making much bolder claims than that. And if he was describing LLMs as "just another tool", I wouldn't be complaining either.