There's a lot of evidence that LLMs tend to come up empty or hilariously wrong when there's a relative sparsity in relevant training data (think <10e4 even) for a given qury.

> in seconds

I see this as less relevant to a discussiom about intelligence. Calculators are very fast in operating on large numbers.