The 4-billion parameter CyberSecQwen-4B model optimizes cybersecurity tasks for local deployment. It outperforms larger general models on domain-specific benchmarks while reducing hardware overhead. This specialization allows security teams to process sensitive data without cloud exposure. Practitioners now have a lightweight, runnable option for automated threat analysis and defensive auditing.