Hardware flags are derived from ria.profile and ria.hardware labels: GPU access when an NVIDIA profile and runtime are present, USB device passthrough for USB SDRs, and host networking for USRP, ThinkRF, and Pluto; flags can be overridden or dry-run.
}
constraints {
There is no Python SDK; it is a subprocess wrapper and exits with an error if no container engine is found.
Decision: ria-app shells out to a container engine (the first of docker or podman on PATH) rather than exposing a Python SDK or using an engine client library.
Scope: Governs how the runner controls containers.
Consequences: A container engine must be present on PATH and the tool exits with an error when none is found; there is no in-process programmatic API for callers.
Trade-offs: Reuses the installed engine and its existing auth and configuration directly at the cost of no library-level integration point.