Left 4 Dead is a renowned cooperative first-person shooter series from Valve, featuring intense survival gameplay against hordes of infected [1]. The franchise is defined by its dynamic AI Director, which modifies enemy encounters and item placement to create a unique, fast-paced experience in both the 2008 original and its 2009 sequel [1].