Protection of personal data in generative artificial intelligence systems, including Large Language Models (LLMs), diffusion models, and multimodal systems. Covers risks of data leakage from training sets, involuntary storage of PII, prompt injection for data extraction, input anonymization, privacy management in fine-tuning, and GDPR compliance in the use of generative AI.