Your model regurgitates verbatim training data, including PII. How do you prevent memorization?

Large models memorize and can be prompted to emit training examples verbatim, a real privacy and copyright liability. The defenses span data, training, and output. Here is the layered answer.

Updated Aug 2026 · Grounded in real Applied AI Engineer interview loops and written to a senior-engineer editorial bar.