During Imagine Innovators 2025 — The conference focused on edge AI development, hosted by Edge Impulse (a Qualcomm company), our Principal Engineer Andy Doan discussed several methods for updating models and their respective advantages and disadvantages, as well as sharing Foundries.io's approach.