Every team knows the stakes. Sensitive data flows through logs, test environments, debug sessions, and sandboxes. Masking it shouldn’t be slow or brittle. Yet, most masking solutions are locked to rigid rules, fragile regex, and integration nightmares. They miss edge cases. They break workflows. They fail quietly until it’