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

AWS Machine Learning Blog · Oct 01, 2026 · Engineering Insights

NVIDIA NeMo Agent Toolkit now supports Amazon S3 Vectors as a custom persistent memory backend

AWS and NVIDIA published a joint implementation guide showing how to wire Amazon S3 Vectors into the NVIDIA NeMo Agent Toolkit as a production-grade persistent memory layer, deployed on EKS. The post matters because agent memory is becoming a core infrastructure concern, and this demonstrates a concrete, cloud-native pattern for storing conversation history and long-term knowledge across agent invocations at scale. It signals deepening AWS-NVIDIA collaboration on agentic AI infrastructure, but as a tutorial rather than a product launch, the immediate industry impact is moderate.

agent-memory multi-agent NVIDIA AWS NeMo infrastructure vector-storage

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