Deploying automated, real-time translation tools allows global faculty and international students to collaborate across language barriers, but it frequently flattens local colloquialisms and critical disciplinary nuance. How do learning experience architects design discussion protocols that actively preserve cultural context and regional academic styles in a machine-translated learning environment?