Deterministic controls are essential when AI agents can act. They also have a precise limit: they can enforce what we have specified and can observe. The rest of the safety problem does not disappear. The penetration-testing agent asks to run a command against a customer host. The policy engine checks whether the destination is in… Read More »Guardrails Are Not a Safety Architecture
25 red teaming tools for 2026, ranked by category, from autonomous AI pentest platforms to Metasploit, Burp Suite, and BloodHound.
Most teams map ATT&CK to their tools. Few prove the techniques actually get stopped. Here’s how to structure real validation in 2026.
A technical breakdown of how agentic AI platforms discover, exploit, and chain findings into multi-stage attack paths across web, API, and network.
Red team finds exploitable paths. Blue team defends. See where each falls short alone and why continuous, validated testing closes the gap in 2026.