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Ethernet

AI Buildouts Have a Networking Manufacturing Problem

IntroductionAI factories’ growth continues at a pace of expansion that is pushing technology and the supply chain to its limits. Hyperscalers, neoclouds, and sovereign programs are committing hundreds of billions of dollars to GPUs and XPUs. Equipment spend is already moving through a trillion-dollar wave this decade. AI networking itself… Read More »AI Buildouts Have a Networking Manufacturing Problem

HPE Networking Investor Day: Raised Synergies, Segment Growth Targets, and a $1.2B AMD Helios Proof Point

by Chris DePuy, 650 Group / September 30, 2026 Today, we attended HPE’s Networking Investor Day, where the company put numbers on its post-Juniper networking strategy — and, the same morning, backed the story with its first AMD Helios AI Rack order, a $1.2B deal with Vultr. The through-line of… Read More »HPE Networking Investor Day: Raised Synergies, Segment Growth Targets, and a $1.2B AMD Helios Proof Point

The Widening Chasm: XPU Data Hunger Outpaces Network Infrastructure

Why Networking Scale Matters for AI’s Next Phase Introduction:The AI infrastructure boom shows no signs of slowing. Hyperscalers, neoclouds, sovereign clouds, and enterprises are pouring hundreds of billions into GPU and XPU clusters to fuel ever-larger models. Amazon’s CAPEX guide was $200B for 2026, and a slew of fresh capital… Read More »The Widening Chasm: XPU Data Hunger Outpaces Network Infrastructure

In the AI Era, Ethernet Set to Surge in Scale-Out and Ramp in Scale-Up

How Ethernet is Poised to Expand in the Entire AI Networking Landscape IntroductionIn the rapidly evolving world of AI infrastructure, the debate between scale-up and scale-out architectures has shaped market dynamics. As we enter 2026, Ethernet’s trajectory suggests it will surge in Scale-Out and move from proof-of-concept to production in… Read More »In the AI Era, Ethernet Set to Surge in Scale-Out and Ramp in Scale-Up

Capturing the AI Wave: New Revenue Models for Service Providers and Colocation Operators

Introduction Service Providers (SP) and Colocation (Colo) Providers play a pivotal role in enabling and scaling the AI economy. AI workloads, whether training, inference, agentic, consumer, or enterprise, have fundamentally different compute, storage, networking, and power requirements than traditional applications. Organizations must process massive volumes of sensitive, mission-critical data, redefining… Read More »Capturing the AI Wave: New Revenue Models for Service Providers and Colocation Operators

AI Fabrics for Neo and Sovereign Clouds: Why Non-Blocking Design Matters

Introduction AI Ethernet Switching provides the backbone for connecting GPUs. We discussed the different types of AI fabrics and the advantages Ethernet had in our previous blog. The fabrics are key to how Neoclouds and Sovereign Clouds build next-generation AI clusters. Idle GPUs and congestion costs are significant. This blog… Read More »AI Fabrics for Neo and Sovereign Clouds: Why Non-Blocking Design Matters