
Why AI Security Is Fundamentally Different (and Why Most Companies Are Missing It)
AI security differs fundamentally from software security. LLMs pose unique risks: an opaque supply chain, sensitive data memorization, and leakage via subtle mistakes where models are less confident. Security must be designed into the architecture, focusing on containment, data scoping, and behavior auditing, not just perimeter defense.








