Dots.ocr, a new 3B parameter OCR model from RedNote, enables competitive on-device optical character recognition, leveraging Apple's Neural Engine for efficiency. The article outlines the challenges and processes involved in converting the model from PyTorch to Core ML, detailing the steps taken to optimize its performance for on-device use. Future parts of the series will focus on further integration and optimization strategies.