Research questionHow can human–machine interfaces account for operator expertise and changing decisions in dynamic, high-stakes environments?Operators’ decisions and behavior change as they acquire skills and respond to evolving conditions. Interfaces therefore need models that represent cognition and human factors together rather than treating interaction as static.