Each task runs in an isolated disposable sandbox. Publishing stays on the trusted side. And the system is API-first, so tasks can come from cli, bots, or your own internal tools.
What makes it different from cloud-first agent runtimes is that it is designed for your infrastructure: it can run against self-hosted gitlab and other non-cloud setups, it is agent-agnostic, so you are not locked into a single provider or model, and it can give agents enough isolated runtime to bring up the dependencies they need for real work — for example, a Docker Compose stack with postgres for tests.