Media crises triggered by AI-generated misinformation have a distinct character: they spread fast, they're difficult to retract because the AI content is everywhere simultaneously, and they require newsrooms to respond with both speed and accuracy. Students who've never practiced this type of crisis response are unprepared for the newsrooms they're entering.

Classroom simulations using Omniscient AI give students experience with the core skill: verifying claims under time pressure. In a crisis simulation, students receive a set of AI-generated claims spreading on social media and must verify as many as possible in a fixed time using the three-engine system. They then present their verification decisions and explain their prioritization logic.

These simulations build the specific cognitive habits that crisis verification requires: triage thinking (which claims matter most?), confidence calibration (how certain are we?), and speed-accuracy tradeoffs (when do we publish incomplete verification?). Students who practice these scenarios are measurably better prepared for real newsroom crises.