SagalNet is a robust end-to-end Machine Learning pipeline for converting spoken Afaan Oromoo digits into text. Features a custom DeeperCNN architecture, SpecAugment for noise resilience, MLflow experiment tracking, and an interactive Streamlit UI for live inference.