The battle between bots and anti-bot tools is a relentless arms race. Bot operators constantly develop new ways to outsmart defenses, and defenders adapt to counter those tactics. As one side evolves, the other quickly follows suit. This ongoing conflict has grown more intricate over the years. Initially, bots mimicked traits like browsers, IPs, user agents, and mouse and keyboard inputs used by human visitors. These tricks sufficed to bypass primitive defenses.