component AppRunner { goal { Pull and run containerized RIA applications, auto-configuring hardware access from image labels. Own the ria-app CLI over a container engine. } interface { CLI ria-app with subcommands: pull, run, list, stop, logs, and configure; a global --sudo flag. run auto-pulls the image if absent and derives container flags from the image's ria.* labels. } } expand AppRunner { logic { The engine is the first of docker or podman on PATH, optionally sudo-prefixed. Image references resolve against a configured registry and namespace; fully-qualified references pass through. 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. Config is AppConfig (registry, namespace, sudo) at ~/.ria/toolkit.json with environment-variable fallbacks. } }