RL Environment
Custom Enterprise Environments
A custom environment-development capability based on a buyer’s workflows, tools, data, and success criteria.
Rise Data Labs · 100% completeCompany-reported
Cybersecurity
Capture-the-flag ranges, vulnerable network simulations, and secure-code review tasks where models learn to find, exploit, and patch vulnerabilities. Security environments serve a dual purpose: training more capable defensive agents and evaluating dangerous capabilities before deployment.
6 companies · 1 cataloged artifact · as of 2026-08-16
| Name | Domains | Type / catalog | Location | Team | Funding | Raising |
|---|---|---|---|---|---|---|
| ARIMLABS Security and long-horizon environments for agentic AI | Cybersecurity, Long Horizon | Pure-play commercial Catalog unknown | Warsaw | 11-25 | - | Unknown |
| Gray Swan AI Adversarial red-teaming arenas and safety evals for frontier models | Cybersecurity, Alignment | Pure-play commercial Catalog unknown | Pittsburgh | 11-25 | ~$40M (reported) | Unknown |
| Incalmo Offensive-security environments for AI agents | Cybersecurity | Pure-play commercial Catalog unknown | San Mateo | 11-25 | - | Unknown |
| Invariant Labs Security testing and analysis for AI agents; acquired by Snyk | Cybersecurity, Alignment | Acquired / inactive Catalog unknown | Zurich | 1-10 | Acquired by Snyk (June 2025) | Unknown |
| Quesma Security-domain RL environments and binary analysis evals | Cybersecurity, Coding | Pure-play commercial Catalog unknown | Warsaw | 11-25 | - | Unknown |
| Rise Data Labs RL environments and tasks across multiple domains, supported by a large expert network | Computer Use, Coding, Finance, Cybersecurity, Legal, Data Labeling, Enterprise, Multi-Domain, RLHF, Custom Environments | Data + environments 3 artifacts | New York, United States | 11-25 | - | Unknown |
Available environments, datasets & benchmarks
Source-backed catalog records connected to cybersecurity.
Custom capability