DarkNOC Ecosystem

About agym.ai

Agent Gym is the training platform where AI agents learn to operate telecom networks autonomously. Part of the DarkNOC ecosystem for next-generation network intelligence.

What is agym.ai?

agym.ai (Agent Gym) is a training playground for AI agents that automate telecom network operations. Instead of manually coding RPA scripts, we define operational intents using DOIL and let agents train themselves through structured autoresearch loops.

Each agent goes through hundreds or thousands of training iterations, running against simulated network environments. The 4-layer evaluation system scores every iteration across correctness, simulation fidelity, real-world KPI performance, and robustness under stress. Agents that consistently exceed targets achieve certified status and are ready for production deployment.

The platform currently trains agents for mobility optimization, energy efficiency, coverage analysis, cell configuration, and security monitoring — with more domains planned as the ecosystem grows.

The DarkNOC Ecosystem

Three platforms working together to bring autonomous intelligence to telecom networks

How They Connect

agym.aiTrain & Certifyagun.aiDeploy & Executedarknoc.devBuild & ExtendCertified agentsAPIs & SDKsProduction feedback
agym.ai

Trains agents through autoresearch, certifies them when they meet quality thresholds

agun.ai

Deploys certified agents to live networks, manages execution and monitors performance

darknoc.dev

Provides developer tools, documentation, and APIs for building on the ecosystem

Vision

Telecom networks are among the most complex systems humans operate. The future belongs to autonomous agents that can observe, learn, and act faster than any human team. DarkNOC is building the platform that makes this possible — starting with how agents are trained.