In the digital realm, authenticity is paramount. Yet, a shadowy world exists where illusion thrives—the domain of traffic bot armies. These legions of virtual entities are deployed to control online interactions, creating a false sense of popularity and engagement. Malicious Actors craft these bots to mimic human behavior, crawling social media