Adversarial Examples: The Foundational ML Attack That Still Breaks AI Systems in Production
Imperceptible perturbations that flip neural network classifications — from FGSM and PGD to physical-world stop-sign attacks and LLM adversarial suffixes. What adversarial examples are, why gradient-based attacks work, how defenses hold up, and what this means for production AI systems today.