CyberArena: Benchmarking AI Agents in Live Symmetric Attack-and-Defense Combat.

arXiv:2610.19005v2 Announce Type: replace-cross Abstract: AI agents are demonstrating increasingly strong offensive and defensive cybersecurity capabilities in the real world. Current benchmarks mostly evaluate agents in isolation against static targets. Real