“Researchers propose NuHF Claw, a risk-constrained cognitive agent framework designed to support human operators in digitized nuclear control rooms while managing cognitive overload and safety risks. This work demonstrates how LLMs and autonomous agents can be responsibly deployed in safety-critical environments, highlighting the importance of human-centered AI design beyond traditional human reliability analysis.”