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NVIDIA Agent Toolkit expands, grounding enterprise agents in company data

NVIDIA expands its open-source Agent Toolkit with the Agent Knowledge Foundation, the OpenShell secure runtime and NemoClaw blueprints, to ground AI agents in company data while controlling and monitoring them. Databricks, Snowflake, SAP and ServiceNow are using or building on it.

What the article says

In an October 21, 2026 post, NVIDIA announces an expansion of its open source Agent Toolkit, meant to help enterprises customize and control agents, ground them in company data, and monitor their behavior. The announcement accompanies GTC Berlin and Jensen Huang's October 21 keynote.

The toolkit includes the new NVIDIA Agent Knowledge Foundation, which combines CUDA-X libraries (cuDF, cuGraph, cuML, cuOpt, cuVS) with the Auto-Ontology library to map company data to business concepts, plus Nemotron Retriever and the Kumo open model family. OpenShell provides a secure agent runtime and NemoClaw secure agent blueprints. Palantir, Databricks, Snowflake, Amazon OpenSearch Service, SAP, ServiceNow and Zoom are cited; SAP reports a fine-tuned reranker running nearly 3x faster and ServiceNow reranking latency cut by nearly a quarter.

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