Use Cases
For Engineers
- Give your favorite IDE access to cloud dependencies without changing how you work.
- Build and test against real data and dependencies to move safer and faster.
- Leverage shared resources for hundreds of engineers building in parallel.
- Skip endless CI / CD queues with traffic interception and better testing.
- Ship to production with confidence.
For Agents
- Launch agents from your terminal, GitHub, JIRA, Linear, Slack, and more.
- Give agents access to real infrastructure, credentials, and dependencies.
- Use existing coding agents like Codex, Claude, or any other provider.
- Build loops that iterate with real data to ship with confidence.
- Share infrastructure to cut hosting costs by over 70%.
Use Case Library
Curious how enterprises validate AI-generated code before it ships? Read our guide to secure agent testing.
