Right-sized intelligence
Simple work stays fast while difficult security analysis can be escalated to stronger reasoning when needed.
Approval gates
Teams can require a human decision before high-impact or sensitive actions continue.
Crash-safe progress
Meaningful progress is saved so long-running work can recover safely after a disconnect or worker restart.
Hard limits
Time, steps, tool use and cost can be capped to prevent runaway execution.