7 min read
Defensive Techniques A June 2026 arxiv paper demonstrates that model extraction attacks have a detectable semantic signature in API traffic — and that simple statistical detection outperforms complex filtering approaches.
llm-security
12 min read
Defensive Techniques AI agents generate a new class of security event that existing SIEM infrastructure was not designed to process. DeepMind's June 2026 control roadmap, OWASP's Agentic Top 10, and the EU AI Act's August logging deadline all converge on the same problem: security teams cannot monitor what they are not capturing.
7 min read
Research Three papers published in 2026 confirm what practitioners suspected: LLM safety alignment is structurally shallow, and fine-tuning APIs are the widest open bypass.