Lifetime objective

Judge a move by how much longer the game will still last, rather than by how many points it scores right now.

Oracle and curriculum research

Let a planner cheat (show it the hidden numbers and the discs still to come) then try to teach a player who cannot cheat.

Value and policy learning

Instead of searching ahead, train a model on past games to judge a board or pick a column, and learn why that kept failing.