Build agent memory with NVIDIA NeMo Agent Toolkit and Amazon S3 Vectors
NVIDIA and AWS show how to wire persistent memory into production agents — a hands-on integration blueprint.
Why it matters
A technical tutorial on building agent memory with NVIDIA NeMo Agent Toolkit and Amazon S3 Vectors on EKS. Actionable for teams deploying multi-agent systems that need stateful memory layers, but the post is a vendor how-to with no independent validation or deployment outcomes.
The key facts
10 to knowNVIDIA NeMo Agent Toolkit (NAT) memory subsystem
Amazon S3 Vectors as custom memory provider
Amazon Elastic Kubernetes Service (EKS) deployment
Multi-agent investment research use case (example)
Published Oct 1, 2026
AWS machine learning blog — vendor tutorial, not third-party reporting
NVIDIA NeMo Agent Toolkit (NAT) memory subsystem integration
Deployment on Amazon Elastic Kubernetes Service (EKS)
Use case: multi-agent investment research
Published October 1, 2026
Go to the source
AWS Machine Learning Blogaws.amazon.com
Publisher excerpt: Learn how to use Amazon S3 Vectors as the persistent memory layer within the NVIDIA NeMo Agent Toolkit (NAT), deployed on Amazon Elastic Kubernetes Service (Amazon EKS). This post shows how NAT's memory subsystem works and how to implement Amazon S3 Vectors as a custom memory provider, using a…