- real CLI experience (with args & flags) rather than make shenanigans that arise at scale
- fully containerized for both dev & ci, works the same locally as in ci
- awesome CLI & Web UI logs / traces
- write in the language of your choice, growing ecosystem of modules (like GHA), real reusability in container based systems