Find the right environment for the task.
Explore technical considerations, representative use cases, and verifier design for 16 environment categories. Every category is a guide, not a claim that a ready-made product is sold here.
Coding RL Environments
Train and evaluate agents that edit, test, and repair real codebases.
Explore category →Browser RL Environments
Simulate web tasks, navigation, forms, and multi-step browser workflows.
Explore category →Computer-Use RL Environments
Test agents operating desktop applications and graphical interfaces.
Explore category →Customer Support RL Environments
Recreate customer conversations, policies, and service operations.
Explore category →Enterprise Workflow RL Environments
Model complex business processes across CRM, ERP, finance, and operations.
Explore category →CRM Agent RL Environments
Train agents to update opportunities, accounts, and sales workflows safely.
Explore category →Tool-Use RL Environments
Evaluate agents selecting APIs and chaining tools toward a goal.
Explore category →Multi-Agent RL Environments
Explore coordination, delegation, and competition across multiple agents.
Explore category →Finance RL Environments
Simulate financial operations with verifiable, auditable outcomes.
Explore category →Cybersecurity RL Environments
Safely evaluate security agents in contained, permissioned simulations.
Explore category →Robotics RL Environments
Build physics-based environments for embodied control and robotics.
Explore category →Reasoning RL Environments
Train models on checkable reasoning tasks and structured answers.
Explore category →Data Analysis RL Environments
Evaluate agents working with tables, SQL, and analytical workflows.
Explore category →Long-Horizon RL Environments
Test multi-step agents that plan, recover, and maintain state.
Explore category →Healthcare Admin RL Environments
Simulate non-clinical administrative workflows with privacy-safe data.
Explore category →Research Agent RL Environments
Evaluate evidence gathering, synthesis, citations, and research workflows.
Explore category →Have a specific environment in mind?
Share the objective, tool requirements, and desired success criteria. We can help identify an appropriate next step.