Unit 11: Secure AI Deployment & Model Robustness
Robustness means your AI:
Performs consistently under stress
Recovers gracefully from failure
Doesn’t collapse under slight input variation
Test Strategies:
Fuzz Testing — Feed the model noisy, weird, or malformed inputs
Stress Testing — Simulate high-volume or high-error traffic
Perturbation Attacks — Test if small changes cause big swings in output
Red Team Exercises — Let security pros try to break the model
