Blog

Jan 28, 2026

Physical Infrastructure for 1200W GPUs: Power, Cooling, and Rack Design Requirements

The jump from 700W to 1200W GPU power consumption represents more than a 70% increase—it fundamentally breaks every assumption that guided data center design for the past decade, requiring

Jan 27, 2026

InfiniBand Switches: NVIDIA Quantum-X800 and the XDR Generation Powering AI Supercomputers

InfiniBand switch sales surged in Q2 2025 as NVIDIA's Blackwell Ultra platform fueled demand for 800Gbps networking.¹ The InfiniBand market, valued at $25.74 billion in 2025, projects growth to

Jan 27, 2026

Time-Series and IoT Data for AI Training: Infrastructure for Sensor Data

Building scalable time-series data infrastructure for AI model training on IoT and sensor data.

Jan 26, 2026

DigitalOcean and AMD Prove Non-NVIDIA Inference Works at Scale: Character.ai's Billion-Query Breakthrough

Character.ai doubled inference throughput and halved cost per token by migrating to DigitalOcean's AMD-powered platform. The billion-query-per-day deployment validates AMD as a viable alternative for ...

Jan 26, 2026

API Management for AI Services: Rate Limiting and Monetizing GPU Resources

OpenAI's ChatGPT API generating $2 billion annually through sophisticated rate limiting, Anthropic's Claude API preventing abuse while maintaining 99.99% availability for paying customers, and

Jan 26, 2026

Infrastructure as Code for GPU Clusters: Terraform and Ansible Automation Playbook

Manually configuring a 100-GPU cluster requires 2,400 individual commands, takes 3 weeks, and produces different results every time someone attempts it.¹ XCube Labs demonstrated that the same

Jan 25, 2026

Jensen Huang's warning: China builds data centers while America debates permits

NVIDIA CEO Jensen Huang delivered a stark message at the Center for Strategic and International Studies in December 2025: the United States faces a three-year timeline to build AI data centers, while

Jan 25, 2026

4-Hour vs 24-Hour SLA: Remote Hands Service Tier Optimization for AI Operations

Anthropic's production cluster suffered a 14-hour outage costing $3.2 million in lost compute time because their colocation provider's 24-hour SLA meant waiting until the next business day to replace

Jan 25, 2026

Test-Time Training Breakthrough: How TTT-E2E Enables AI Learning After Deployment Without Exploding Costs

Stanford and NVIDIA's TTT-E2E method achieves 35x faster inference than full attention at 2M context while matching accuracy. The approach treats long-context modeling as continual learning, compressi...

Jan 24, 2026

Spot Instances and Preemptible GPUs: Cutting AI Costs by 70%

Spotify cut ML costs from $8.2M to $2.4M using AWS Spot. Get 70-91% GPU discounts with 2-minute warnings. Complete interruption handling playbook.

Jan 24, 2026

API-Driven Infrastructure: Building Self-Service Portals for GPU Resources

Uber's Michelangelo platform serving 10,000 engineers with one-click GPU provisioning, OpenAI's API managing 100 billion tokens daily, and NVIDIA's Base Command Platform democratizing supercomputing

Jan 23, 2026

BIS Reverses Course: H200 and MI325X Exports to China Now Face Case-by-Case Review

The Bureau of Industry and Security replaced its presumption of denial with case-by-case licensing for NVIDIA H200 and AMD MI325X chips destined for China. The policy permits up to 900,000 H200-equiva...