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Build agent memory with NVIDIA NeMo Agent Toolkit and Amazon S3 Vectors

This post shows how NAT's memory subsystem works and how to implement Amazon S3 Vectors as a custom memory provider, using a multi-agent investment…

By Dillip Chowdary • Oct 13, 2026 • Source: AWS Machine Learning Blog

Build agent memory with NVIDIA NeMo Agent Toolkit and Amazon S3 Vectors

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AWS Machine Learning Blog reports: Build agent memory with NVIDIA NeMo Agent Toolkit and Amazon S3 Vectors. 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 multi-agent investment…

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Dillip Chowdary

Author

Dillip Chowdary

Writes Tech Bytes coverage of AI, engineering, and the tools that actually ship. Editor of Tech Pulse Daily.

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