I see, well for what it’s worth, here is what I can remember concerning applications:

I believe one of the motivating applications he was looking at was a control problem, where the current world state was one input and the optimization solution produced the optimal control/action to take from this state, according to some fixed problem dynamics. So he was discussing prediction of next solutions in a sequence of (I think convex) optimization problems for real-time control