Tool overview
Refresh is listed under AI Governance Safety & Evaluation AI tools.
What is Refresh?
Refresh builds simulated software worlds for evaluating and training coding and computer-use agents. Its environments include terminal-based engineering tasks, long-horizon MCP tool gyms, and high-fidelity replicas of connected enterprise applications.
Best for
AI labs and enterprises training or evaluating coding and computer-use agents
Who is it for?
Decision note
Suitable for evaluation after confirming final commercial terms, permissions, lifecycle, domain changes, and edit-screen aliases. Keep Needs Review enabled until a human verifies the published profile.
Key features
Terminal-style software-engineering environments
Long-horizon MCP tool gyms
High-fidelity computer-use software worlds
Deterministic and rubric-based verifiers
Tasks sourced from real frontier-model failures
Environments for evaluation, SFT, and reinforcement learning
Use cases
Training coding agents with verifiable rewards
Evaluating computer-use agents
Reproducing frontier-model failure cases
Turning enterprise workflows into measurable tasks
Building bespoke datasets and simulation gyms
Pros
- Focuses on objective verifiable rewards
- Covers terminal, MCP, GUI, and connected-app work
- Builds environments from real model failures
- Works with frontier labs and enterprises
Cons
- Commercial pricing is not public
- Custom environments require expert scoping
- Simulations may not capture every production condition
Limitations
Simulation results do not prove safe or reliable real-world agent performance. Customers should validate environment fidelity, verifier design, task coverage, data rights, reward hacking, and transfer to production workflows.
Pricing details
Billing options
Pricing note
Refresh provides custom environments, evaluations, and bespoke datasets through direct commercial engagements. No standard public amount, ongoing free plan, or self-service product trial is published.
Supported languages
- English
Integrations
Terminals
MCP tools
Enterprise applications
EHR software
Software development tools
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