Stop Treating Coding Agents Like Chatbots

This story was originally published on HackerNoon at: https://hackernoon.com/stop-treating-coding-agents-like-chatbots.
Learn how to orchestrate Claude, Codex, and Groq into a concurrent AI engineering team using Git worktrees, rapid QA loops, and a strict control plane
Check more stories related to programming at: https://hackernoon.com/c/programming. You can also check exclusive content about #software-engineering, #artificial-intelligence, #software-architecture, #code-review, #ci-cd, #ai-coding-agents, #ai-chatbots, #hackernoon-top-story, and more.

This story was written by: @faraa2m. Learn more about this writer by checking @faraa2m's about page, and for more stories, please visit hackernoon.com.

As AI code generation becomes table stakes, the real challenge is orchestration. Learn how to assign strict roles to Claude, Codex, and Groq, isolate their execution with Git worktrees, and leverage fast inference for an automated QA auto-fix loop that catches concurrency failures before human review