
Amazon SageMaker JumpStart enables secure deployment of generative AI foundation models like Flan-T5 XXL within isolated VPCs with no internet connectivity, meeting compliance requirements for regulated industries.


<div><p>This article demonstrates how to deploy generative AI foundation models using Amazon SageMaker JumpStart in a VPC with no internet connectivity, addressing compliance requirements for regulated industries.</p><ul><li>Deploy Flan-T5 XXL model in isolated VPC using SageMaker JumpStart</li><li>Set up VPC with private subnets and gateway/interface endpoints via CloudFormation</li><li>Configure SageMaker Studio domain within the VPC for secure access</li><li>Model artifacts downloaded from SageMaker managed S3 bucket, not public APIs</li><li>VPC deployment improves security posture with subnet and security group controls</li><li>Alternative deployment methods: JumpStart APIs from any IDE or provided notebooks</li><li>Model container runs in network isolation mode for additional security</li></ul><p>The solution enables organizations in financial services and healthcare to leverage generative AI while maintaining strict security and compliance requirements in fully locked-down environments.</p></div>


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