Security Insights
Deep dives, expert analysis, and practical guidance on exposure management, adversarial validation, and the future of AI-driven exposure management.

Introducing Red Loop: continuous, proven testing of your whole attack surface
Red Loop brings continuous offensive testing to Strobes Attack Surface Management. It discovers what you own, scans it the same way every time, and sends results to AI agents that attack and validate them. Only proven findings reach your queue.

Strobes AI: The Agent Stack Specialized for Offensive Security
A deep-dive into the multi-agent architecture behind Strobes AI — 12 purpose-built offensive security agents, the Skills system, Human in the Loop governance, and the architectural properties that make continuous exposure management viable at scale.

Building an AI Harness for Offensive Security: What It Takes to Turn LLMs Into Reliable Pentest and Validation Operators
The model is 20% of the problem. Here is the engineering story behind the orchestration, tooling, middleware, and infrastructure that turns a capable LLM into a reliable penetration testing operator.