Artificial Intelligence
Author: Robert Belson
Robert is a Senior Solutions Architect at AWS specializing in applied AI and hybrid cloud infrastructure. He works with enterprise customers to architect production AI workloads across hybrid and edge environments, from agentic systems to GPU-accelerated inference on Local Zones and Outposts. Robert is a regular host on AWS On Air, reaching millions of developers each year.
Implement RAG while meeting data residency requirements using AWS hybrid and edge services
In this post, we show how to extend Amazon Bedrock Agents to hybrid and edge services such as AWS Outposts and AWS Local Zones to build distributed Retrieval Augmented Generation (RAG) applications with on-premises data for improved model outcomes. With Outposts, we also cover a reference pattern for a fully local RAG application that requires both the foundation model (FM) and data sources to reside on premises.
Deploy pre-trained models on AWS Wavelength with 5G edge using Amazon SageMaker JumpStart
With the advent of high-speed 5G mobile networks, enterprises are more easily positioned than ever with the opportunity to harness the convergence of telecommunications networks and the cloud. As one of the most prominent use cases to date, machine learning (ML) at the edge has allowed enterprises to deploy ML models closer to their end-customers […]