Model training, input controls, authorization, sandboxing, output validation, monitoring, and rollback each address different failure paths. The design assumes any single layer may be bypassed or fail.
Defense in depth protects an AI system with multiple independent layers of prevention, detection, and recovery.
Model training, input controls, authorization, sandboxing, output validation, monitoring, and rollback each address different failure paths. The design assumes any single layer may be bypassed or fail.