Agent management
Launch background sessions, inject follow-ups, observe checkpoints, and retire runs cleanly — on cloud or self-hosted workers.
Launch & monitor
Pick models, scopes, and budgets up front. Streaming UIs surface tool calls, diffs, and gate states in real time.
Handoff & fleet
Serialize state to hand off between local and cloud. Fleet dashboards show worker saturation and failure budgets.
Stopping conditions
Judges and stamina monitors halt runaway loops. Checkpoints let you resume after infrastructure blips.