During Aveiro Tech Week 2025 which took place on October 7th in the city of Aveiro, Portugal, Ana Pereira and Sandra Barnabé presented “MLSysOps in action: Safer and more connected smart cities“, an interactive session where visitors had the opportunity to explore urban data in real time and understand the role of technologies such as the cloud-edge continuum in creating scalable and efficient solutions.