How RAG systems inherit instruction-plane trust from data-plane content, the attack techniques that exploit it; context injection, retrieval poisoning, and embedding space manipulation, and a six-layer defence pipeline that actually addresses the right threat model.

Diving into Retrieval Augmented Generation, how it works, the main RAG pipeline variants, and how it compares to semantic search and Cache-Augmented Generation.

A deep dive into why AI agents can't remember you across sessions, and the five memory architectures researchers are building to fix that.

Why defensive cybersecurity is a natural fit for developers, and how engineering skills translate to detection, automation, and modern Blue Team work.