First: by the holographic principle the meaningful things to pay attention to are the boundary cells.

Second... this is cool. Did you invent this AI research paradigm just now off the top of your head, or have you already seen research where software was given arbitrary control of part of the board and given board-wide manipulation goals. If the latter, could you give me a research key word to drop into google scholar, or maybe a URL?