Can something justify this equality to me?
$$\sup_y \{ \langle y,x\rangle + \inf_z\{f(z) - \langle y,z\rangle \} \} = \sup_y \{ \inf_z \{ f(z) - \langle y,x - z\rangle\} \}$$
I don't understand how you can just put the inner product put inside the inf, even though it is a constant. Is it actually true in general that $a + \inf_{\text{ over something not dependent on $a$}} = \inf_{\text{ over something not dependent }} (a)$?