Agency17 June 20263 min read
Orchestrating AI coding-agent fleets: making many agents act like a team
One agent needs no coordination. Five do. Run them in parallel without it and you get collisions, duplicated work, and a handoff loop where nobody owns the task. Orchestration is the discipline that turns a pile of agents into a team.
The short answer
Orchestrating a fleet of AI coding agents means giving them what a human team needs to work together: a shared source of truth so they see each other's decisions, one goal broken into subtasks with a single clear owner each, and scoped handoffs so context passes without getting lost. Skip it and parallel agents collide on the same files, redo each other's work, and fall into a handoff loop where nobody owns the task. With one agent orchestration doesn't exist; with five it's the whole job.
one agent is a script you supervise. Five agents running at once are a team, and a team without coordination is just a faster way to make a mess. Run agents in parallel with no orchestration and you get three things fast: collisions on the same files, two agents doing the same task, and a handoff loop where work bounces between agents and nobody owns it. Orchestration is the discipline that fixes this. It's also the part that doesn't exist with one agent and becomes the whole job with several.