NVIDIA Launches Kumo Graph AI Models Inside Snowflake ML
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Global – October 29, 2026 -- NVIDIA has released Kumo, a family of open models, libraries and tools for predictive AI on structured data, and Snowflake customers can run it on GPU compute without moving data out of their accounts. The release is part of NVIDIA's new Agent Knowledge Foundation, a set of open models and libraries meant to help enterprise agents retrieve evidence, apply consistent business meaning, predict outcomes and optimize actions.
Kumo trains graph neural networks on full relational structure
The NVIDIA Kumo Relational model and NVIDIA Kumo Engine, an open-source package, train graph neural networks across an enterprise's relational graph. Kumo learns from tables, the keys connecting them and the timing of events. Teams do not need to flatten these links into a single wide table.