scikit‑learn, and XGBoost. The platform provides seamless deployment from simulation to production, accommodating environments ranging from mobile and edge devices to cloud infrastructures. Through tools like decentralized model aggregation, on-device inference, and privacy-enhancing analytics, it facilitates collaborative AI development while maintaining data privacy and compliance. Recent additions include a hybrid platform, Flower Intelligence, that dynamically switches between local and cloud-based AI serving depending on computation needs.