cai/docs/benchmarking/cyber_ranges.md

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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

!!! success "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

Get alias1 with CAI PRO →


🏗️ 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

!!! warning "CAI PRO Exclusive" Cyber Range benchmarks are available exclusively with CAI PRO subscriptions.

General users can access:
- [Knowledge benchmarks](knowledge_benchmarks.md)
- [Privacy benchmarks](privacy_benchmarks.md)

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:

  1. Realism - Simulates actual enterprise environments and scenarios
  2. Complexity - Tests ability to handle interconnected systems and dependencies
  3. Context - Requires understanding business priorities and operational constraints
  4. Sustained Engagement - Multi-hour or multi-day scenarios test endurance
  5. 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

View all research →



🚀 Upgrade to CAI PRO for access to Cyber Range benchmarks →