Optimizing Nanbeige4.2-3B Looped Transformer Deployment on Apple Silicon

This work addresses deployment bugs and memory overhead for the 3B-parameter Nanbeige4.2 agentic model on Apple Silicon. By implementing a chunked-prefill strategy, the authors mitigate the peak attention memory penalty caused by the model's layer-reuse strategy, extending usable context width.