An expert in privacy-enhancing technology discusses how LLMs both increase privacy risks by lowering the barrier to re-identification attacks and democratize access to robust anonymization techniques like differential privacy. LLMs enable non-specialists to implement privacy-protecting measures that are directionally sound, while simultaneously making sophisticated privacy attacks more accessible and scalable to malicious actors.