One objective
A Run Group holds the main execution and any delegated or parallel work for one request.
Agent execution
Follow agent work from request to result, including progress, outputs, approvals, traces, and usage.
Swarm separates the overall objective from each execution attempt, making parallel work and retries easier to follow.
A Run Group holds the main execution and any delegated or parallel work for one request.
A Run records one execution attempt with its own status, timeline, model usage, and outputs.
A subrun handles a focused piece of work when an agent delegates or works in parallel.
The result is not a black box. Swarm keeps progress, evidence, and available controls attached to the work that produced them.
See which steps are complete, active, waiting, or unsuccessful.
Open artifacts, action receipts, evaluations, token usage, and traces linked to the Run.
Pause, resume, cancel, approve, or retry when those actions are available.