Ransomware has evolved into a sophisticated and thriving cyber threat, with attackers constantly refining their tactics to circumvent security measures. The next generation of ransomware is characterized by its increased capabilities, including double extortion schemes, focused campaigns against critical infrastructure, and the exploitation of zero