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Networking Is the Control Plane for AI

Networking Is the Control Plane for AI

· By Mansa Muhammad

HPE is repositioning its entire infrastructure strategy to treat networking as the foundational layer of the AI era. During his keynote at Discover 2026, CEO Antonio Neri introduced the "agentic enterprise" vision, signaling that HPE intends to move beyond simple compute and storage to dominate the connectivity layer.

This shift follows HPE's $14 billion acquisition of Juniper Networks. The scale of this deal reflects a fundamental change in how HPE views the AI stack. While much of the industry focus remains on GPUs, Neri argues that networking has not advanced at the same pace as compute, creating a critical bottleneck and a massive opportunity for innovation.

The strategy centers on the idea that every byte, token, and decision in an AI workflow crosses the network. By integrating Juniper's capabilities, HPE is building AI fabrics and data center interconnects designed to act as the control plane for AI infrastructure. This includes specific hardware updates like the QFX5220 switch for large-scale AI clusters and the QFX5130 platform for distributed inference deployments.

The implications are clear: the value in AI infrastructure is migrating from the raw processing power of the chip to the efficiency of the fabric that connects those chips. If HPE can successfully integrate Juniper's engineering teams and unify their product roadmaps, they will control the layer where AI workloads actually execute. For enterprises, this means the network is no longer just a utility; it is the central nervous system of the agentic enterprise.

Watch for how the integration of these networking products affects the deployment speed of large-scale AI training clusters in the coming years.

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