No, a truly general AI would play the way we do ... based on goal seeking. Current chess playing programs give moves a single score based on comparing and tree

No, a truly general AI would play the way we do ... based on goal seeking. Current chess playing programs give moves a single score based on comparing and tree pruning millions of position evaluations, so they cannot possibly articulate what went into that score.