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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 about AI training is that these cutting-edge NVIDIA Blackwell B200 and AMD MI350X accelerators each...

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hedgehog hyrbid ai cloud infrastructure for an oil and gas company with inference at oil rigs in west texas networks to private cloud in houston with backup on aws in ohio and azure in washington

16 min read

Hedgehog AI Cloud Infrastructure for Energy and Utility Companies

I was talking with a partner this week, and I of course asked him about the deals he is working where Hedgehog may be a fit. He mentioned an energy...

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9 min read

Hybrid AI Cloud Infrastructure for Banks and Financial Services

When I look back in my personal database of training data, I realize that I had some interesting OG exposure to artificial intelligence way back in...

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9 min read

AI Training vs. Inference: Designing Networks for Real-World AI Workloads

The same AI model can require significant differences in infrastructure depending on whether you're training it or running it. Here's why your...

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11 min read

Why Traditional Networks Fail AI Workloads

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

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Hedgehog at NVIDIA GTC 2025

8 min read

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

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,...

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9 min read

The AI Networking Revolution: Dawn of a New Epoch

When we look back at the history of networking, it's clear that the industry moves in distinct epochs. These technological eras aren't merely defined...

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3 min read

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

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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hedgehog-ai-network-connects-iot-sensors-robots-edgecomputing-ai-for-intelligent-industrial-automation

3 min read

Intelligent Industrial Automation with Hedgehog AI Networking

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

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hedgehog-ai-network-speeds-up-ai-response-time

6 min read

Speed Matters: What DeepSeek Means for Enterprise AI Inference

DeepSeek AI drives lower-cost AI inference for enterprise customers DeepSeek AI proved that optimized reinforcement learning and mixture-of-experts...

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