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

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.

Social Engineering Penetration Testing Guide
A social engineering penetration testing field guide: building an OSINT pretext, running an authorized GoPhish campaign, mapping to MITRE ATT&CK T1566, and the metrics that prove resilience.

Introducing Strobes VI
One of the Strobes VM use cases is to provide a way for customers to prioritize vulnerabilities in their organization using vulnerability intelligence. Our research and engineering teams created an advanced aggregation tool that syncs data from more than 100+ sources and in real time. Our goal is to