Description: Federated Architecture is an architectural model that supports the distribution of data and processing across multiple locations, allowing devices and systems to collaborate efficiently without the need to centralize all information in a single server. This approach is particularly relevant in the context of distributed computing, where data is generated and processed at various locations, close to the data source, rather than being sent to the cloud for processing. Federated architecture enables artificial intelligence algorithms to be trained and deployed on local devices, reducing latency and bandwidth usage while enhancing data privacy and security. Additionally, this architecture facilitates interoperability between different systems and devices, allowing them to work together cohesively. The main characteristics of federated architecture include decentralization, collaboration among nodes, resource efficiency, and the ability to adapt to different environments and requirements. In an increasingly connected world, federated architecture presents an innovative solution for managing the growing amount of data generated by distributed systems and artificial intelligence applications, optimizing processing and real-time decision-making.