Errors as Insights: Why AI Language Tutors Must Stop Erasing Learner Mistakes

Picture this: Maria, an enthusiastic Spanish learner, proudly shows her phone to her study group. "Look! My AI tutor says I'm 98% accurate!" But then she speaks, and within seconds, it's clear that something's terribly wrong. Her Spanish is technical...