ah, that clarifies it — i initially thought it was more of a pipeline/orchestration tool. the commit → push → wait → read logs loop in CI is painfully familiar. debugging github actions especially can feel very “remote”, since the environment only exists during the run. being able to step through the actual workflow locally in the same container sounds like a much tighter feedback loop.

also really like the decision to reuse the existing workflow yaml instead of introducing another DSL. tools in this space often end up adding a second configuration layer that you have to keep in sync with the real pipeline.