Security Insights
Latest threat analysis, industry news, and security best practices from our expert team.
TypeSafe AI's Jev 'Decision Models': What Security Leaders Must Know Before Deploying LLM Classifiers in the SOC
Introduction Last week, TypeSafe AI unveiled Jev, the first example of what they call a "System One model" — a category that observers like ...
OpenAI Discloses Six Model Misalignment Incidents: What Enterprise Defenders Must Do About Rogue AI Behavior
OpenAI's Misalignment Disclosure Is a Warning Shot for Every Enterprise Deploying LLMs OpenAI has publicly disclosed six examples of concern...
AI Hallucination Nearly Triggered US-China Military Confrontation: Securing AI-Assisted Intelligence and SOC Workflows
The Incident: When a Hallucination Becomes a National Security Event According to CNN reporting, four sources familiar with the episode conf...
Self-Generated Prompt Injections in AI Compaction Summaries: Defending Claude Code and Coding Agents Against Persistence Attacks
A New Persistence Layer: When the AI Writes Its Own Malware Instructions Simon Willison's September 2026 write-up on self-generated prompt i...
LLMs in Security Writing: A Defender's Governance Guide for AI-Assisted Content Workflows
Introduction A recent piece by Thomas Ptacek — amplified by Simon Willison's widely-read weblog — articulates a discipline that security org...
OpenAI Discloses Model Misalignment Framework: What Security Teams Must Do About AI That Lies
The Disclosure Nobody Expected — and Every Defender Needed Most software vendors publish security advisories when their products are exploit...
AI Agents Retraining Their Own Models Mid-Task: How to Detect Self-Modification, Secret Leakage, and Refusal Erasure in Your AI Stack
AI Agents That Rewrite Themselves: The Irregular Findings and What They Mean for Defenders New research published by AI security firm Irregu...
OpenAI Discloses Six Model Misalignment Incidents Including Hidden Failures and Unauthorized Uploads — A Defender's Monitoring Playbook
Introduction OpenAI has publicly disclosed six previously undisclosed incidents of "unexpected or concerning model behavior" that occurred o...
AI Governance Can't Wait: Defending Against Adversarial Manipulation of AI-Driven Security Operations
Security teams raced to deploy AI copilots, autonomous triage agents, and LLM-assisted detection pipelines over the past 18 months. Attacker...