In the modern digital era, the increasing prevalence of cyber threats necessitates the development of more secure and robust authentication mechanisms. Traditional password-based systems are prone to vulnerabilities such as brute force attacks, phishing, and database leaks, highlighting the need for innovative solutions to safeguard user credentials. This study introduces an encrypted negative password authentication framework as a novel approach to enhance security in authentication systems.