ClubGPT: An Agentic Development Team Experiment

At the end of 2023, long before the buzz around AI agents and Agentic AI took off, I kicked off an experimental project: ClubGPT. The concept was straightforward: what if we could simulate an entire development team within a single AI, complete with various roles?

🎯 The Concept

One of the key advantages of AI systems is their ability to switch contexts without breaking a sweat. For humans, this can be a real time-suck, costing us precious minutes as we shift gears. But for machines, it’s a different story; they’re designed to take on various roles. This allows a single artificial intelligence model to embody multiple personas within a single conversation, acting as a frontend developer, backend developer, UX designer, or project manager. The role distribution can vary; in another experiment, the initial prompt focused specifically on assembling a winning team, which then tackled the task at hand. These roles can operate in parallel, communicate with each other, and collaborate towards a common goal.

🛠️ Why Is This Interesting?

ClubGPT allows a single AI model to engage in internal dialogues, considering different perspectives and creating more complex, thoughtful solutions. This is particularly advantageous in software development, where collaboration across various specialties is crucial. It’s somewhat akin to “think it through” prompts but perhaps a notch better.

🚀 Results

Throughout the project, I was able to demonstrate that an AI can effectively simulate the functioning of a development team, managing to tackle more complex tasks efficiently. This has been my most significant open-source success to date, and I hope it inspires others to embark on similar experiments.


ClubGPT represents a step forward in understanding how to integrate AI not just as a tool, but as an active team member in development processes. If you’re interested in the project or want to contribute, check out its GitHub page: https://github.com/matebenyovszky/ClubGPT or visit http://clubgpt.vip/.