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A demo creates one box and prints a result. A service creates thousands, handles their failures, cleans up after them, and runs somewhere other than your laptop. The mental model that carries through all of it: one agent session, one sandbox. Everything here follows from taking that seriously.

In this section

Error handling

Tell command failure, timeout, parse failure, and runtime errors apart. Start here.

Running at scale

What breaks with many long-lived sandboxes, and the four controls that fix it.

Deployment

Docker and Kubernetes, where each sandbox still needs virtualization.

Agent service endpoint

One REST endpoint over a fleet — your code needs a URL and a key.

Image registry

Pull agent images from a private or corporate registry.

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