Privacy-Preserving Active Learning for heritage language revitalization programs with zero-trust governance guarantees

An AI researcher shares a personal journey into heritage language preservation, inspired by witnessing linguistic fragility in an Indigenous community. The experience highlighted the need for privacy-preserving data collection methods due to historical exploitation and lack of trust, leading to exploration of active learning.