Cyber-AutoAgent is an experimental autonomous agent system designed for offensive cybersecurity operations. It performs black-box penetration testing and security assessments through multi-step reasoning and tool use. The agent achieved 85% on the XBOW validation benchmark and supports integration with various security tooling while operating autonomously in sandboxed environments.