Many security vulnerabilities stem from initial code quality issues, often overlooked due to time pressures in development. The integration of AI can exacerbate these risks through non-standard coding practices. Organizations must merge code quality and security to prevent vulnerabilities from the start, ensuring secure and maintainable software. Continuous monitoring and real-time feedback are essential for reducing security risks.













