You're just witnessing the natural progression of research. Occasionally somebody has a brilliant idea that works a lot better than the state of the art, and then people add bells and whistles to that idea until the improvements don't justify a new paper. Sometimes a new brilliant idea emerges from the bells and whistles, sometimes the field gets stuck for a while, sometimes the field dies.