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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

Author

Pradeep Kumar Nalla

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Book Open access Sep 2026

CXL Memory for LLM Inference Staging via an On-Device DMA Controller

The design addresses this by using the device-side DMA controller to drive PCIe peer-to-peer (P2P) transfers directly against GPU HBM, while CXL is used only on the host side for capacity expansion and management.

Veerasenareddy Burru, Satananda Burla, Pradeep Kumar Nalla et al. · 0 citations
Book Open access Aug 2026

Replacing NVMe Staging in LLM Inference with a High-Bandwidth CXL Memory Expander with an On-Device DMA Controller

This work evaluates a CXL memory expander equipped with an on-device DMA controller as a high-performance staging tier in GDS-style data paths, sustaining high bandwidth for fine-grained LLM inference workloads such as KV cache updates.

Veerasenareddy Burru, Pradeep Kumar Nalla, Alok Prasad · 0 citations

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