Research Explores Optimal Scheduling for AI-Powered QA Forums

Question-Answering (QA) forums currently rely heavily on volunteer contributions. This research envisions a future model where these forums employ paid knowledge workers, who are experts in specific topics, to answer user requests. The paper treats this system as a queuing network, where requests in various topics are assigned to experts based on their respective expertise levels. The study focuses on calculating the maximum capacity of such a system, ensuring it remains stable while handling incoming requests. It then proceeds to design optimal schedulers capable of achieving this calculated capacity. Furthermore, the research explores the potential benefits of collaboration among experts in answering requests, demonstrating how such collaboration could further enhance the system's overall capacity.