100 AI Training Data & Model PII Pain Points

PII enters AI models through training data and becomes irremovably embedded in weights, embeddings, and learned representations. Once memorized, it can be extracted, inferred, or reconstructed — even when the original data is deleted. 10 pain points per category across the full AI training lifecycle.