Reinforcement Learning
Top cybersecurity RL environments*
We build reinforcement learning environments that reflect how attacks and defenses unfold in production — not in toy simulations. Our work is grounded in years of hands-on offensive engagements, shaped by Ukraine's ongoing cyber defense efforts, and strengthened through consulting for the world's largest enterprises.
*...supported by the world's biggest collections of cybersecurity benchmarks in the field.
Capabilities
Offense
Web, API & Application Exploitation
Cloud & Kubernetes Exploitation
Identity Attack Chains
Adversary Emulation
Exploit Research & Specialized Attacks
Defense
Detection Engineering (SIEM/EDR)
Incident Response & Digital Forensics
Threat Hunting & Exposure Validation
Security Architecture & Hardening
Vulnerability & Risk Management
ARIMLABS brings together experts across highly specialized security domains — covering niche threat classes that most teams rarely encounter until production.