The tragedy is that GOFAI did all these things as built-ins.
Procedural expert systems have been doing introspection, backtracing,
declaring confidence intervals etc since the 1960s. Layering
"assurance" on top of inherently jittery statistical/stochastic and
neural systems seems to misunderstand how these models evolved, where
they come from and why there are alternatives.