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AI Inference

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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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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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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