Artificial intelligence has been integrated into nearly every aspect of daily life, but often detached from individual users.ML Mule proposes a mobile-driven approach to address privacy concerns and provide real-time, personalized experiences.ML Mule utilizes individual mobile devices as 'mules' to train and transport model snapshots through physical spaces.ML Mule converges faster and achieves higher model accuracy compared to existing methods.