Yeah, we always try to automate as much as possible with generic language build tooling and scripts, so that ideally the call in the runner is just a single command, which can also be triggered locally.

Unfortunately, if you want to be able to re-run intermediate steps, then you do need to inform the runner of what you're doing and deal with the whole complexity of up-/downloading intermediate results.