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Scale Gymnasium offers two distinct ways to work with environments. Choose the path that matches your use case.

Decision Tree

What's your primary goal?

├─► Explore environments, prototype agents, or demo capabilities
│   └─► Use the Gymnasium Web UI

└─► Run large-scale evaluations, integrate into CI/CD, or custom training
    └─► Use Docker Images

Comparison

AspectGymnasium Web UIDocker Images
Agent LoopBuilt-in — Scale provides executionBring your own — you implement
Setup TimeInstantRequires Docker setup
Best ForExploration, prototyping, demosProduction, evaluation, training
ScalingSingle sessionsParallel containers
Verifier AccessAll environmentsWebsite Environments only
CustomizationUse provided interfaceFull API control

Path 1: Gymnasium Web UI

Best for: Researchers who want to explore environments, test agent behaviors, or demonstrate capabilities without infrastructure setup.
Access the Web UI at gym.scale.com. The Web UI provides:
  • Visual environment browser — See all available environments and their capabilities
  • Built-in agent loop executor — Run agent models against tasks without writing code
  • Real-time state inspection — Watch database and application state change
  • Integrated verifier — Check task completion with one click
  • Sample tasks — Pre-built prompts and verification criteria

Get Started

Web UI Guide

Complete your first task in 5 minutes using the Gymnasium interface

Path 2: Docker Images

Best for: Researchers running large-scale evaluations, integrating into training pipelines, or needing full programmatic control.
Docker images provide:
  • Self-hosted environments — Run on your own infrastructure
  • Full API access — Programmatic control over all environment features
  • Parallel execution — Spin up multiple containers for scale
  • CI/CD integration — Automate evaluation in your pipelines
  • Custom agent loops — Use your own execution framework

What You’ll Need

  • Docker installed (version 20.10+)
  • Docker images from Scale (contact Scale to receive)
  • Your own agent loop implementation

Get Started

Docker Quick Start

Load and run environment containers with your agent loop

Environment Availability

All three environment types are available through both paths:
EnvironmentWeb UIDocker
Website Environments✅ Full access✅ Full access
Desktop Environments✅ Full access✅ Full access
MCP Environment✅ Full access✅ Full access
Verifier Access Differs:
  • Website Environments expose /verifier in Docker containers

Still Unsure?

If you want to…Use…
Try an environment right nowWeb UI
See what tasks look likeWeb UI
Explore without writing codeWeb UI
Demo to stakeholdersWeb UI
Run 1000 parallel evaluationsDocker
Train agents on your own hardwareDocker
Integrate with existing ML pipelineDocker
Customize everythingDocker

Next Steps