AWS Architecture: Deploying Generative AI at the Edge for Industrial Use
AWS has outlined a reference architecture for deploying generative AI applications at the edge, particularly for industrial environments with unreliable cloud connectivity. The architecture uses a hybrid approach combining fine-tuning and Retrieval Augmented Generation (RAG) to provide up-to-date knowledge retrieval. This setup is designed to help operators access equipment documentation and troubleshooting guidance instantly. The architecture involves multiple AWS services, including Amazon Bedrock and SageMaker AI, and emphasizes security measures like network segmentation and input validation.