SWIFT-AI is a system designed for fast gigapixel image processing in scientific research contexts. It leverages deep learning to enable rapid visual understanding across diverse scientific fields. The repository includes links to trained models and associated datasets, targeting researchers who need to analyze large-scale imagery efficiently.