Meta-Optimized Continual Adaptation for heritage language revitalization programs with zero-trust governance guarantees

Meta-Optimized Continual Adaptation for heritage language revitalization programs with zero-trust governance guarantees My journey into this niche intersection of AI began not with a grand vision, but with a frustrating bug. I was building a multilingual sentiment analysis model, and its performance on a dataset of Welsh tweets was abysmal. The model, trained on abundant English and Spanish data, treated Welsh as statistical noise. This wasn't just a technical failure; it felt like a cultural erasure encoded in a neural network.