Agreed. It's not the same thing and we should strive for precision (LLMs are already opaque enough as it is).

An LLM that recognizes an input as "math" and calls out to a NON-LLM to solve the problem vs an LLM that recognizes an input as "math" and also uses next-token prediction to produce an accurate response ARE DIFFERENT.