Cyber Range Benchmarks
Cyber Range exercises provide realistic training environments with complex multi-system scenarios involving incident response, network defense, and operational security decision-making.
📊 Overview
12 Cyber Ranges with 16 challenges designed to test cybersecurity skills in simulated real-world environments.
- Difficulty: 🚩🚩 Easy to 🚩🚩🚩🚩 Hard
- Focus: Realistic scenarios beyond isolated CTF challenges
- Scope: Multi-host networks, incident handling, policy decisions, operational context
🎯 Cyber Range Categories
Incident Response Scenarios
Realistic security incidents requiring detection, analysis, and remediation: - Malware outbreak investigation - Insider threat detection - Data breach response - Ransomware attacks - APT (Advanced Persistent Threat) campaigns
Network Defense Operations
Defending enterprise networks against ongoing attacks: - Firewall configuration and tuning - IDS/IPS rule management - Network segmentation - Traffic analysis and monitoring - Security policy enforcement
Operational Security Exercises
Making security decisions in complex environments: - Risk assessment and prioritization - Business continuity planning - Compliance and regulatory requirements - Security architecture decisions - Resource allocation under constraints
🏆 alias1 Performance in Cyber Ranges
Real-world Environment Excellence
alias1 excels in complex cyber range scenarios that require:
- 🥇 Multi-system coordination - Managing security across interconnected environments
- 🥇 Contextual decision-making - Understanding business impact and priorities
- 🥇 Incident response - Rapid detection, analysis, and remediation
- 🥇 Operational awareness - Balancing security with service availability
- 🥇 Strategic thinking - Long-term security posture improvements
General-purpose models struggle with: - ❌ Complex multi-step scenarios requiring coordination - ❌ Understanding operational context and business priorities - ❌ Making trade-offs between security and functionality - ❌ Sustained engagement over long scenarios
🏗️ Cyber Range Architecture
Typical Range Components
┌─────────────────────────────────────────────────────────┐
│ Cyber Range Environment │
│ │
│ ┌──────────────┐ ┌──────────────┐ ┌──────────┐ │
│ │ Corporate │────│ Firewall │────│ Internet │ │
│ │ Network │ │ │ │ (DMZ) │ │
│ └──────┬───────┘ └──────────────┘ └──────────┘ │
│ │ │
│ ┌────┴────┐ │
│ │ │ │
│ ┌─▼──┐ ┌─▼──┐ ┌──────┐ ┌──────┐ ┌────────┐ │
│ │ Web │ │ DB │ │ SIEM │ │ AD │ │ Backup │ │
│ └────┘ └────┘ └──────┘ └──────┘ └────────┘ │
│ │
│ ┌─────────┐ ┌─────────┐ ┌─────────┐ │
│ │ Workst. │ │ Workst. │ │ Workst. │ (Users) │
│ └─────────┘ └─────────┘ └─────────┘ │
└─────────────────────────────────────────────────────────┘
Docker-based Isolation
Each cyber range runs in isolated Docker containers: - Multiple networked hosts - Realistic services and applications - Pre-configured vulnerabilities - Monitoring and logging infrastructure - Scoring and validation mechanisms
🎮 Challenge Types
1. Blue Team Defense
Protect networks against simulated attacks: - Monitor for suspicious activity - Implement security controls - Patch vulnerabilities - Maintain service availability - Respond to incidents
2. Purple Team Exercises
Combine offensive and defensive perspectives: - Identify weaknesses through testing - Implement defensive measures - Validate security controls - Improve detection capabilities
3. Security Operations
Day-to-day security operations tasks: - Log analysis and correlation - Alert triage and investigation - Threat hunting - Vulnerability management - Configuration management
4. Incident Investigation
Forensic analysis and incident response: - Evidence collection and preservation - Timeline reconstruction - Root cause analysis - Impact assessment - Remediation recommendations
📊 Scoring and Evaluation
Cyber range performance is evaluated across multiple dimensions:
Technical Metrics
- Threats detected and blocked
- Vulnerabilities patched
- Services maintained (uptime)
- Incident response time
- Correct configuration changes
Operational Metrics
- Decision quality and rationale
- Resource allocation efficiency
- Business impact minimization
- Compliance adherence
- Documentation quality
Strategic Metrics
- Security posture improvement
- Risk reduction achieved
- Cost-effectiveness
- Long-term sustainability
🚀 Running Cyber Range Benchmarks
CAI PRO Exclusive
Cyber Range benchmarks are available exclusively with CAI PRO subscriptions.
General users can access: - Knowledge benchmarks - Privacy benchmarks
For CAI PRO Subscribers
# Launch cyber range environment
python benchmarks/eval_cyberrange.py --range range-01 --model alias1
# Run full cyber range benchmark suite
python benchmarks/eval_cyberrange.py --benchmark all --model alias1
Contact research@aliasrobotics.com for detailed setup instructions and access.
🎓 Why Cyber Ranges Matter
Cyber ranges provide the most comprehensive evaluation of cybersecurity AI because:
- Realism - Simulates actual enterprise environments and scenarios
- Complexity - Tests ability to handle interconnected systems and dependencies
- Context - Requires understanding business priorities and operational constraints
- Sustained Engagement - Multi-hour or multi-day scenarios test endurance
- Decision Quality - Evaluates strategic thinking beyond technical skills
Unlike isolated CTF challenges, cyber ranges assess complete security operations capabilities including: - Technical skills (exploitation, hardening, monitoring) - Operational thinking (prioritization, trade-offs, risk management) - Strategic planning (long-term improvements, architecture decisions)
This makes cyber ranges the gold standard for evaluating production-ready cybersecurity AI for SOC and security engineering roles.
📚 Research Papers
-
📊 CAIBench: Cybersecurity AI Benchmark (2025) Includes cyber range evaluation methodology and results.
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🚀 Cybersecurity AI (CAI) Framework (2025) Demonstrates multi-system coordination capabilities.
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🤖 Automation vs Autonomy (2025) 6-level taxonomy applicable to cyber range operations.
🔗 Related Benchmarks
- Jeopardy CTFs - Independent skill-based challenges
- Attack & Defense CTFs - Real-time competitive environments
- Running Benchmarks - Setup and usage guide