orchestration
Cohere North 2 keeps agent memory and caps token spend
Cohere North 2 adds cross-session agent memory and North Admin flow control, with request and token-rate tiers for users and groups.
Do AI agent orchestrators charge for model tokens?
Most independent orchestrators charge for workspace features, while you bring the Claude, Codex, or other provider account that pays for inference.
Who reviews the work when the lead is also an agent?
Agent leads can delegate and review, but merges, delivery status, and budget gates stop at a human or an explicit automation rule.
Git worktrees keep agents apart until the merge
Git worktrees give agents separate files and indexes, but divergent branches can still conflict when they are merged.
Five ways a lead agent runs a crew
Multi-agent crews run as star liaisons, peer teams, issue-routed squads, corporate org trees, or leaderless swarms depending on state and communication rules.