Nvidia Expands Agent Toolkit With New Agent Knowledge Foundation
NVIDIA announced on October 21, 2026 that its open source NVIDIA Agent Toolkit has been expanded, with a new NVIDIA Agent Knowledge Foundation at the center of it. Everything below comes from that first-party post on NVIDIA's own blog.
Transcript
Nvidia says agents are only as useful as what they know. It has expanded its open agent toolkit.
The new Agent Knowledge Foundation turns company data into intelligence agents can use. Nvidia says it runs without moving data or rebuilding workflows.
It adds accelerated data libraries and a tool that maps raw records into familiar business concepts.
Palantir and Snowflake are building on it, and Nvidia reports SAP's reranker ran nearly three times faster.
Those speed figures are Nvidia's own, published on its blog with no benchmark or baseline, and one listed user is Nvidia's supply chain organization.
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Sources
Every claim in this video comes from the top ranking coverage of this topic. The claims and where each one came from:
- NVIDIA announced that the open source NVIDIA Agent Toolkit has been expanded with new tools that let enterprises customize and control agents, use company data to inform answers and actions, monitor what agents do and govern how they operate.(NVIDIA (blogs.nvidia.com), first party company blog post titled "NVIDIA Agent Toolkit Expands, Grounding Enterprise Agents in Company Data", October 21, 2026)
- The new NVIDIA Agent Knowledge Foundation helps enterprises turn data into company intelligence agents can use, so agents can find relevant information, understand what it means for the business, make predictions and help people decide what to do next.(NVIDIA (blogs.nvidia.com), first party company blog post titled "NVIDIA Agent Toolkit Expands, Grounding Enterprise Agents in Company Data", October 21, 2026)
- NVIDIA states that companies can use Agent Knowledge Foundation without moving data, rebuilding existing workflows or changing governance controls.(NVIDIA (blogs.nvidia.com), first party company blog post titled "NVIDIA Agent Toolkit Expands, Grounding Enterprise Agents in Company Data", October 21, 2026)
- Agent Knowledge Foundation features NVIDIA CUDA-X libraries including cuDF, cuGraph, cuML, cuOpt and cuVS, plus the new Auto-Ontology library, which translates raw company data into familiar business concepts such as customers, products and orders and maps how they relate.(NVIDIA (blogs.nvidia.com), first party company blog post titled "NVIDIA Agent Toolkit Expands, Grounding Enterprise Agents in Company Data", October 21, 2026)
- NVIDIA's supply chain organization is using Agent Knowledge Foundation through Palantir Foundry, Ontology and AIP to deploy specialized agents, create actionable intelligence from proprietary data, predict outcomes and optimize decision-making.(NVIDIA (blogs.nvidia.com), first party company blog post titled "NVIDIA Agent Toolkit Expands, Grounding Enterprise Agents in Company Data", October 21, 2026)
- Snowflake is enabling customers to use the NVIDIA Kumo Engine and Kumo Relational open models in Snowflake Notebook environments, and Databricks pairs NVIDIA Kumo Anomaly with Databricks Genie Ontology to power context-aware agents.(NVIDIA (blogs.nvidia.com), first party company blog post titled "NVIDIA Agent Toolkit Expands, Grounding Enterprise Agents in Company Data", October 21, 2026)
- NVIDIA writes that SAP's fine-tuned reranker ran nearly 3x faster and that ServiceNow improved reranking quality while cutting latency by nearly a quarter.(NVIDIA (blogs.nvidia.com), first party company blog post titled "NVIDIA Agent Toolkit Expands, Grounding Enterprise Agents in Company Data", October 21, 2026)
- Every performance figure in the post is reported by NVIDIA on its own blog, a conference-timed announcement post tagged GTC 2026, with no benchmark, no methodology and no baseline published, and one of the showcase users is NVIDIA's own supply chain organization.(NVIDIA (blogs.nvidia.com), first party company blog post titled "NVIDIA Agent Toolkit Expands, Grounding Enterprise Agents in Company Data", October 21, 2026)