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
agym.ai
Agent Training Playground
Where AI agents are trained through autoresearch loops. Define intents in DOIL, run training iterations against simulated networks, and certify agents for production deployment.
agun.ai
The Agentic University
The university where trained agents are certified. agun.ai is the authoritative registrar — it issues verifiable credentials, maintains the ledger of graduates, and verifies any credential agym.ai produces.
darknoc.dev
Developer Portal
The developer hub for the DarkNOC platform. Documentation, APIs, SDKs, and tools for building autonomous network operations. Everything you need to extend the ecosystem.
How They Connect
Trains agents through autoresearch, certifies them when they meet quality thresholds
Certifies trained agents, issues verifiable credentials, and maintains the registry of graduates
Provides developer tools, documentation, and APIs for building on the ecosystem
Philosophy
You don’t certify an athlete who has never trained.
Telecom networks are among the most complex systems humans operate. The future belongs to autonomous agents that can observe, decide, and act faster than any human team — but only once they’ve put in the reps. agym.ai is the floor where they train against real environments; agun.ai is where the ones who are ready earn the credential. Train first. Certify second.