Face liveness detection enhances biometric security by ensuring that face recognition systems accurately identify real human faces, preventing spoofing attacks such as photos or videos. While hardware-based solutions exist, software-based techniques utilizing machine learning are more prevalent. Future discussions will explore system design and the integration of large language models.