Example. One trace under full and prefix-window attention [ftip-00DF]
✍️source

    This schematic keeps the model and token history fixed while changing only the retained-context policy. It is a local illustration, not a source figure.

    The two outputs can differ even though the represented weights and visible prompt are identical. Any claim about improvement must therefore name the retained-context intervention and its evaluation law.