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Use Cases
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Docs
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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
Crafting for Agents
Sandboxes and Templates
Managing Infra Costs
Node Pools
K8s Interception
Autonomous agents at enterprise scale.
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