340,000 Empty Desks: The Workforce Crisis That Could Stall the AI Infrastructure Boom
340,000 data center positions remain unfilled and only 15% of applicants qualify. Explore the workforce crisis stalling the AI infrastructure buildout.
Blog
Insights on GPU infrastructure, AI, and data centers.
Documentation Best Practices for AI Infrastructure: Knowledge Management Systems
Netflix's infrastructure documentation enabling 2,500 engineers to manage 100,000 servers autonomously, GitLab's public handbook with 3,000 pages driving $500 million revenue, and Google's internal
CPUs for AI infrastructure: AMD EPYC, Intel Xeon, and NVIDIA Grace
AMD's server CPU market share reached 27.8% in Q3 2025, projected to exceed 40% by year-end and potentially reach 50% in 2026.¹ Intel's share fell to 72.2%—the lowest server CPU share the company has
The $64 Billion Backlash: How Community Opposition Became Data Center's Biggest Financial Risk
Community opposition blocked $18B and delayed $46B in data center projects. Track the moratorium wave, electoral fallout, and financial risk.
IBM's $11 billion Confluent acquisition signals the real AI infrastructure bottleneck
IBM just made its largest acquisition in years, and the target reveals where enterprise AI actually struggles. The company will pay $11 billion for Confluent, the data streaming platform built on
Troubleshooting GPU Clusters: Common Issues and Resolution Playbook
GPU clusters fail differently than traditional compute infrastructure. A single degraded GPU in a 512-node training cluster can reduce overall throughput by 40%. Memory errors that would be tolerable
Fuel Cells: AI Data Center Power's $7.65B Dark Horse
Fuel cells captured $7.65B in data center deals in 90 days. Solid oxide technology solves power bottlenecks with faster deployment and lower emissions.
Embedding Infrastructure at Scale: Vector Generation for Production AI
A single NVIDIA L4 GPU processes approximately 2,000 text tokens per second through a 7-billion parameter embedding model. At that rate, generating embeddings for a billion-item collection requires
NVMe-oF Implementation: Disaggregating Storage for 100,000 GPU Deployments
ByteDance's recommendation engine spans 100,000 GPUs across 12 data centers, yet achieves 94% storage utilization through NVMe over Fabric technology that pools 85 petabytes of flash storage into a
The Custom Silicon Inflection Point: Hyperscaler ASICs Challenge NVIDIA's GPU Dominance in 2026
Google TPU v7, Microsoft Maia 200, Amazon Trainium 3, and Meta MTIA represent a $604B market shift. Custom ASICs grow at 44.6% CAGR while NVIDIA defends with Vera Rubin.
Compliance Frameworks for AI Infrastructure: SOC 2, ISO 27001, GDPR Guide
€20M GDPR fine for AI training data crossing borders. Startup lost $50M deal over SOC 2 failure. Complete compliance implementation for GPU infrastructure.
Kubernetes for GPU Orchestration: Managing Multi-Thousand GPU Clusters
OpenAI orchestrates 25,000 GPUs on Kubernetes with 97% utilization. Master GPU scheduling, topology awareness, and scaling beyond 5,000 nodes.