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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 of our time together building internet retail 1.0 and internet search 1.0 recently sent me a list of articles to read. Steve's a pretty smart guy. If he makes a suggestion, I usually listen. Here's the...

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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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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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modern banks split operations between private bunkers and hybrid cloud environments

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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