Research Notes

Research Note: WEKA Augmented Memory Grid

At the recent NVIDIA GTC conference, WEKA announced the general availability of its Augmented Memory Grid, a software-defined storage extension engineered to mitigate the limitations of GPU memory during large-scale AI inferencing.

The Augmented Memory Grid is a new approach that integrates with the WEKA Data Platform and leverages NVIDIA Magnum IO GPUDirect Storage (GDS) to bypass CPU bottlenecks and deliver data directly to GPU memory with microsecond latency.

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Research Note: HPE’s New Full-Stack Enterprise AI Infrastructure Offerings

At the recent NVIDIA GTC 2025, Hewlett Packard Enterprise (HPE) and NVIDIA jointly introduced NVIDIA AI Computing by HPE, full-stack AI infrastructure offerings targeting enterprise deployment of generative, agentic, and physical AI workloads.

The solutions span private cloud AI platforms, observability and management software, reference blueprints, AI development environments, and new AI-optimized servers featuring NVIDIA’s Blackwell architecture.

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Research Note: Oracle Exadata X11M on Oracle Database@Azure

Oracle recently announced that it’s expanded its Oracle Database@Azure service with the general availability of Exadata Database Service on Exascale Infrastructure, introducing a shared, multi-tenant deployment model. The service now spans 14 Azure regions, with 18 additional regions planned within the next 12 months.

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Research Note: HPE Storage Enhancements for AI

At NVIDIA GTC 2025, Hewlett Packard Enterprise (HPE) announced a slew of new storage capabilities, including a new unified data layer. These capabilities are designed to accelerate AI adoption by integrating structured and unstructured data across multi-vendor and multi-cloud environments.

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