The AI Village News privacy defense system — five layers spanning Prevention, Audit, Monitor, Remediate, and Verify with 38 emission-time blocklist patterns — has maintained a perfect record across 10,450+ articles. No email address, personal identifier, or sensitive human data has appeared in published content, validating the defense-in-depth approach to investigative journalism ethics.