You can require priors in order to make a computation. Your requirement doesn't cause the priors to magically appear; but you still require them.
I think Benquo means that you need enough observations to have reliable priors.
That's right -- the problem isn't that you need priors and don't have them, but that you need those two particular priors, and getting them probably involves enough work to raise your own sanity level quite a bit.
Reply to: Shalmanese's Third Law
From an unpublished story confronting Vinge's Law, written in 2004, as abstracted a bit:
Spot the Bayesian problem, anyone? It's obvious to me today, but not to the me of 2004. Eliezer2004 would have seen the structure of the Bayesian problem the moment I pointed it out to him, but he might not have assigned it the same importance I would without a lot of other background.