Introduction The rise of sophisticated cyber threats like Netwalker fileless Ransomware has changed the landscape of data security. Unlike traditional ransomware that relies on executable files, fileless ransomware hides within system memory, making it extremely hard to detect or remove. Businesses, healthcare institutions, and govern