Meta-Optimized Continual Adaptation for heritage language revitalization programs under multi-jurisdictional compliance

The author realized the critical need for AI in endangered language preservation, encountering challenges like catastrophic forgetting in neural machine translation systems and complex multi-jurisdictional data sovereignty laws. The work focuses on meta-optimized continual adaptation for heritage language revitalization programs.