Simulation-First Professional Training

Projection: Negotiators, clinicians, incident commanders, sellers, and leaders could practice difficult scenarios against responsive synthetic counterparts before facing real consequences. AI workbenches support scenario generation, not professional improvement. Transfer tests must show better performance in independently assessed live or high-fidelity situations, not just higher simulator scores.