DREAM: Dynamic Red-Teaming across Environments for AI Models

Large Language Models LLMs are increasingly used in agentic systems, where their interactions with diverse tools and environments create complex, multi-stage safety challenges. However, existing benchmarks mostly rely on static, single-turn assessments that miss vulnerabilities from adaptive,...

The vulnerability of the ACL-policy search mechanism based on application prefixing by the Nomad orchestrator allows attackers to bypass existing security mechanisms.

The vulnerability of the ACL-policy-based search mechanism of the Nomad application lies in the improper assignment of access control rules. Exploiting this vulnerability allows a malicious actor to bypass existing security mechanisms by creating tasks with special prefix names...