An engineer spins up a terminal to fix a production issue. Logs fly by, filled with tokens, emails, and customer IDs. Security twitches. Compliance groans. This is where AI-powered PII masking and SIEM-ready structured events change the game. They transform chaotic debugging into accountable, privacy-safe access. And they reveal why