This chapter turns from analysis to response. Ann Cavoukian's Privacy by Design framework, differential privacy (with a Python implementation of the Laplace mechanism), federated learning, end-to-end encryption, the EU AI Act, CCOPS municipal ordinances, and algorithmic auditing requirements represe