3 min read
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AI Inference
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...
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...
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...
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...
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...
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...
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
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,...
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...