AuxAI monitors any deployed AI model at runtime, independent of its own confidence scores. It catches silent failures standard monitoring misses, hardware faults, model drift, out-of-distribution inputs, and weight corruption, then triggers a safe rollback or healing without touching model weights or source code. Built for autonomous systems, robotics, industrial automation, and defense, where silent AI failures have real-world consequences.