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AI Edge

13 min read

Kubernetes for AI Workloads: When Perfect Scheduling Meets Imperfect Networks

Art Fewell: Jun 12, 2025 10:29:17 AM

Picture this: your organization just invested $100 million in the world's most sophisticated Kubernetes scheduler. It's running NVIDIA's latest KAI...

AI Network AI Edge AI Cloud AI Inference AI Training AI Fine-tuning

14 min read

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

Art Fewell: May 26, 2025 12:43:30 PM

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

AI Network AI Edge GPU network AI Cloud AI Inference AI Training Artificial Intelligence AI Fine-tuning

11 min read

Why Traditional Networks Fail AI Workloads

Art Fewell: Apr 2, 2025 12:07:29 PM

Why Traditional Networks Fail AI Workloads The billion-dollar bottleneck hiding in your artificial intelligence infrastructure

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8 min read

The Next AI Inflection Point: Jensen Huang's Epochal Vision at GTC 2025

Art Fewell: Mar 19, 2025 2:15:29 AM

The fog of skepticism that once surrounded AI's practical applications has fully lifted. As I sit here reflecting on Jensen Huang's GTC 2025 keynote,...

AI Edge AI Cloud AI Inference AI Fine-tuning

3 min read

Dell'Oro Data Center Switch Report: The Market Is Choosing Ethernet for AI

Marc Austin: Mar 10, 2025 4:21:39 PM

Dell'Oro Group just released their 4Q 2024 Ethernet Switch - Data Center Report showing record-breaking sales fueled by AI buildouts and a recovery...

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3 min read

Intelligent Industrial Automation with Hedgehog AI Networking

Marc Austin: Mar 10, 2025 4:21:25 PM

Intelligent Industrial Automation: Smarter, Faster, and More Cost-Effective Businesses in many different industries rely heavily on industrial...

AI Network AI Edge AI Inference Industrial Automation IoT Robotics Artificial Intelligence Machine Learning

Forbes Qualcomm Highlights AI Shift to the Edge featuring Hedgehog AI network

2 min read

Forbes: Qualcomm’s Boom Highlights AI Shift To The Edge

Marc Austin: May 30, 2024 3:05:12 PM

I encourage you to read industry observer Scott Raynovich's article about the AI Edge. This was a great read for me, and the article quotes my...

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