The original form is
每下愈况 (from Zhuangzi
庄子), meaning the further down you look, the clearer things become. By the Song dynasty the order flipped to
每况愈下 with the opposite meaning: 'each situation worse than the last'. A rare case of a phrase inverting its own meaning.