Educational Technologies for Multilingual Learners: A Systematic Review of AI-Based Human-Centered Design
The successful integration of AI in multilingual contexts depends on a shift from content generation to pedagogical scaffolding, and designers must prioritize "Human-in-the-loop" models that balance computational efficiency with human oversight to provide the emotional engagement and cultural authenticity that AI currently lacks.