Tokenization: The Hidden Performance Lever for Mobile AI

Tokenization is the critical bridge between human language and AI models, but on resource-constrained mobile devices, it becomes a performance bottleneck that can outweigh NPU speed. The article explores how subword tokenization algorithms like SentencePiece and Kotlin implementations can unlock efficient on-device LLM inference, with Google's AICore fundamentally changing how developers deploy models on Android.