Developers in offline or data-restricted environments hand local code and tasks to an offline agent and retrieve results.
The public material does not say what users previously used for the same task, so the alternative being replaced cannot be confirmed.
The public material only says it is offline, extensible and terminal-based; it does not say which manual step it replaces, and there are no user complaints or old-workflow descriptions, so the pain point cannot be confirmed.