I don't particularly agree with the title but agree that there's a present awkwardness in the way that users are expected to derive correct insights from LLMs. In the same way that tokenization exists to overcome a would-be shortcoming of present computing resources and architectures, but may eventually become unnecessary: a more streamlined interface would be helpful in tiding us over this hump of awkwardness even if it too eventually becomes unnecessary.