Insights on GPU infrastructure, AI, and data centers.
Dropbox reduced their GPU infrastructure costs by $42 million annually after discovering their bare-metal GPU clusters operated at only 31% average utilization, with individual teams hoarding
France emerges as Europe's AI infrastructure leader with Mistral Compute and sovereign cloud providers.
Modal Labs closed an $87 million Series B in September 2025, valuing the company at $1.1 billion.¹ Three months earlier, RunPod raised $20 million to expand its global data center presence across
The decision between leasing, buying, or reserving GPU capacity determines whether organizations pay $6.00 or $1.50 per hour for identical compute resources. With H100 GPUs now available at
The energy sector's AI transformation accelerated faster than utilities themselves predicted. According to Itron's 2025 Resourcefulness Report, 41% of North American utilities have fully integrated
Anthropic's prompt caching reduces costs by up to 90% and latency by up to 85% for long prompts.¹ OpenAI achieves 50% cost reduction with automatic caching enabled by default. Research shows 31% of
Starcloud trained the first LLM in space using an Nvidia H100. Google, SpaceX, and China race to build orbital data centers. Technical guide to space AI.
NVIDIA's DGX SuperPOD reference architecture specifies a three-tier fat-tree network topology connecting up to 32 DGX systems using Quantum-2 InfiniBand switches at 400 Gb/s per port. The
The sovereign cloud market will grow from $154 billion in 2025 to $823 billion by 2032, driven by governments and enterprises demanding AI infrastructure that keeps data within national borders.
Databricks extends MLflow's Model Registry by integrating with Unity Catalog, enabling centralized governance with fine-grained access control and cross-workspace collaboration. The integration
Arvind Krishna, IBM's chief executive, delivered a sobering assessment on The Verge's Decoder podcast: the trillion-dollar AI infrastructure buildout cannot generate returns under current economics.¹
Meta's $7 billion GPU procurement securing 350,000 H100 units, Tesla's vertical integration manufacturing Dojo chips, and CoreWeave's innovative financing structures raising $7.5 billion demonstrate
Tell us about your project and we'll respond within 72 hours.
Thank you for your inquiry. Our team will review your request and respond within 72 hours.