Conductor: A Technical Guide to Parallel AI Agent Orchestration

Conductor is a specialized macOS application designed to manage multiple autonomous AI coding agents simultaneously, shifting the human developer's role from a writer of code to a high-level orchestrator.

By utilizing git worktrees, the platform creates isolated environments for each agent, preventing data conflicts and allowing for parallel task execution across different branches of a repository.

This architectural approach enables users to delegate various features or bug fixes to separate models like Claude and Codex while maintaining a localized trust model. The system features a diff-first interface that streamlines the review process, allowing developers to inspect changes and automate pull request generation efficiently.

While the tool significantly increases shipping velocity and experimental flexibility, it requires disciplined task decomposition and setup scripts to manage environmental dependencies like database ports.

Ultimately, the sources describe a transition toward agentic software engineering, where specialized AI swarms handle implementation under human supervision.