So explicitly state the property you do want to optimize for in your robot example, and state your prior belief, and then crank the handle on the Bayesian reasoning machine to obtain your optimal answer.

You may get an intractable problem that you can't solve exactly, and for a carefully cherry picked objective the frequentist answer might even be a good approximation.