AI Network Blog

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3 min read

TechArena Take: Hedgehog Brings Hyperscaler Agility to Enterprise AI

As organizations build private AI clouds to control costs and protect their data, they face a familiar dilemma: the trade-off between performance and operational simplicity. Hyperscalers (like AWS or Google) have both, but only because they have...

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Hedgehog AI Network outperforms NVIDIA Spectrum-X and untuned RoCEv2 in Semi Analysis NCCL testing

1 min read

Industry Leading AI Network Performance with Hedgehog

SemiAnalysis recently completed ClusterMAX testing on NVIDIA B200 GPU services offered by FarmGPU and RunPod. NCCL testing of their Hedgehog AI...

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6 min read

Enterprise AI Models: How Hardware Advances Are Reshaping the Self-Hosting Calculus

Cohere's recent $6.8 billion valuation signals something interesting about enterprise AI preferences, but not quite what you might expect. While...

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8 min read

The Optics Bottleneck: Why AI Clusters Are Stalling on Network Connectivity

Bottom Line Up Front: The supply chain crisis in high-speed ethernet transceivers has forced organizations building AI clusters into technical...

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9 min read

Collective Communications Explained: The Hidden Coordination Behind Distributed AI Training

If you work with AI infrastructure, build applications with large language models, or fine-tune models for your organization, you've probably heard...

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wrappers on openAI will die when fall into the infrastructure fault line

3 min read

Srinivas Rao: 99% of AI Startups Will Be Dead by 2026 — Here’s Why

A good friend of mine from the way, way back - during our time building internet retail 1.0 and internet search 1.0 together - recently sent me a...

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9 min read

Kubernetes for AI Workloads: When Perfect Scheduling Meets Imperfect Networks

Why Your Advanced Kubernetes AI Scheduler Might Be Fighting a Losing Battle If you work with AI infrastructure, manage Kubernetes clusters for...

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nanog 94 data center operations ai network security

1 min read

Automate Data Center Network Operations with Kubernetes at NANOG 94

NANOG is the North American Network Operator's Group. It's a non-profit association where network operations professionals meet to share knowledge....

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14 min read

The Anatomy of a Training Job: Where Your Billion-Dollar GPUs Actually Spend Their Time

When a CFO approves a $50 million GPU cluster purchase, they're essentially buying the world's most expensive waiting rooms. The uncomfortable truth...

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