Rand Fishkin proved AI recommendations are inconsistent – here’s why and how to fix it

AI outputs vary because confidence varies. Corroboration and entity optimization turn inconsistent AI visibility into consistent presence.

Why LLMs are plateauing – and what that means for software security

Despite rapid generation of functional code, LLMs are introducing critical, compounding security flaws, posing serious risks for developers.