Conductor and the Agent Orchestration Environment
Managing five AI agents from one interface
I have five Claude Code instances running right now. Two are implementing features across different services. One is writing tests. One is doing deep research for an upcoming article. The fifth is investigating a bug report. None of them know about each other, and none of them are stepping on each other’s work.
A few months ago, for me, this would have been five terminal windows, five mental threads to track, and a constant low-grade anxiety about which session was doing what. The terminal-per-agent workflow works right up until the cognitive load of managing it doesn’t. What changed wasn’t discipline. It was tooling.
The tool making this possible is Conductor. I’ve been using it daily for about a month, and while the tool itself is worth examining, what it represents might matter more. Conductor is one of the first purpose-built applications for a workflow that didn’t exist two years ago: managing multiple AI coding agents simultaneously, reviewing their output, and merging results into your codebase.
It’s not an IDE. It’s not trying to be. It literally has a button to send you out to your preferred editor when you need to do IDE work. That distinction hints at a new kind of tool entirely, one built not for writing code but for managing the things that write code.
I want to be clear about my position here. I’m not being paid by Conductor. I don’t have a stake in their success. I’m a developer who’s been exploring AI coding tools full-time, and Conductor is the tool that stuck in my daily workflow. What follows is an honest assessment of what it does, what it doesn’t, and why I think it signals something bigger than itself.
What Conductor Actually Does
Conductor is a macOS desktop application that wraps Claude Code in a GUI designed for parallel AI-assisted development. At its core, it solves a specific problem: running multiple Claude Code instances in parallel without them colliding. It does this through workspaces, isolated copies of your Git repository, each on its own branch. You spin up a new workspace, give the agent a task, and it operates on its own copy of the codebase. Changes from one agent never interfere with another while they’re working.
Conductor uses the official Claude Code SDK, not a custom harness. As one of the team members confirmed publicly: it’s the same quality as native Claude Code, with an orchestration layer on top. Recently they added OpenAI Codex as a selectable model alongside Claude, which the team describes as useful for precise, surgical edits that complement Claude’s broader reasoning.
The application is currently free, funded by seed capital from Y Combinator, with future monetization planned around team collaboration features.
