Orchestrating a Team of AI Agents from a Single CLI

Dev.to AI
Machine Learning Generative AI

Published: 2026-03-13 | Target: De.to / Hashnode | Audience: Senior devs, DevOps engineers, ML engineers The Problem: You've Become a Human Message Bus Picture this: you're running a feature sprint with three AI agents. Claude Code is implementing an OAuth2 flow in one terminal. OpenAI Codex is writing integration tests in another. A shell script is running database migrations somewhere else. You're copy-pasting context between terminals, manually checking whether each agent is done, restarting the one that crashed, and deciding which task should go next.