>If you stop doing long division by hand and use a calculator is that cognitive surrender

yes, you have surrendered to the assumption that the calculator can calculate quicker and more accurately than you can, almost invariably correct.

Now people are surrendering to the assumption that the AI knows more and can reason from what it knows better than they can.