To ensure the security of sensitive data with LLMs, we can implement techniques such as data encryption, minimizing data exposure by anonymization, and using access controls. It’s also crucial to evaluate the model for training biases and vulnerabilities to ensure it doesn’t unintentionally leak sensitive information.