Hyperscaler Strategy
Articles (15)
AWS quietly retired the fat tree. Fifty-year-old graph theory took its place.
By April 2026, Amazon's random-graph fabric had become the default for most new AWS datacenters. The efficiency claims behind it are still Amazon's own, with no independent benchmark yet.
The Electrician Bottleneck: Skilled Trades Increasingly Gate the AI Supercomputer Buildout
The GPU supply chain has the industry's attention. But the constraint that increasingly decides when an AI factory energizes is no longer the chip. It is power delivery, and the licensed electricians who commission it.
Co-Packaged Optics Has Two Front Doors. Only One Fixes the Scale-Up Bottleneck.
At Computex 2026, Wiwynn and eight ecosystem partners showed a full optical scale-up rack built around compute-side optics. It is a useful moment to separate two technologies the supercomputing industry keeps filing under one acronym.
Inside Meta's 83,000-GPU AI Supercomputer: Why It Runs the Silicon at 80% Power on Purpose
Meta's first end-to-end account of running a 150 MW, 83,000-GB200 cluster - when power is the ceiling, the cluster, not the chip, is what you optimize.
The 800V DC Rack Transition: How Rubin Ultra Is Rewiring the Supercomputing Industry's Last 50 Feet
NVIDIA has published the architecture. OCP and the supplier alliance have published the spec and the timeline. The colocation operators have published, so far, very little.
AI Training Power Demand Is Outrunning Grid Build Times. xAI Bet It Could Outrun Regulators Too.
xAI operates 46 unpermitted gas turbines at its Southaven power plant. A federal court ruling will determine if the turbine-first playbook is viable.
Nebius's $50 Billion Sells Out. Public Science Gets None of It.
Nebius's $50B backlog: 94% to Meta and Microsoft, zero to NAIRR, CloudBank, or DOE Genesis. The largest neocloud sells out before science can access it.
MRC Gives Open Ethernet Its First 75,000-GPU Production Proof Point
The 50-author MRC paper gives Ethernet its first multi-vendor, open-spec, production-trace answer to the one argument InfiniBand had left at frontier-training scale.
Apple's Mac Shortage Signals Memory Supply Chain Has Reorganized Around Data Center AI
Apple cut Mac memory ceilings and delayed M5 Ultra by four months as HBM production for data center AI consumes edge LPDDR5X allocation.
HBM Allocation, Not HBM Supply, Is the 2026 AI Infrastructure Story
HBM scarcity has moved beyond semiconductor supply into system planning. Accelerator availability, server bill-of-materials, cluster economics, and 2026 data center buildouts are all being rewritten around memory - not compute.
Anthropic Locks 3.5 GW of Google TPU Capacity as Commercial AI Pre-Purchases Infrastructure Scientific Computing Will Need
Broadcom will supply Anthropic with 3.5 GW of Google TPU capacity through 2031; ~23-35x the power of DOE's largest planned science supercomputer.
A Missile Can Take Down an Availability Zone. That's Enough.
Iranian drone strikes took down AWS availability zones in Dubai and Bahrain, forcing a global reassessment of data center siting.
The shadow TOP500: private AI superclusters are redefining supercomputing
xAI's Cortex 2, Meta's mega-clusters, and the $100B NVIDIA-OpenAI deal represent computing installations that dwarf anything on the official rankings. The supercomputing world hasn't reckoned with what that means.
100 Gigawatts: The Data Center Supercycle That's Rewriting Energy Policy
Power has replaced transistor density as the binding constraint on computing growth. The consequences are reshaping everything from real estate markets to geopolitics.
ORNL's Next-Generation Data Center Institute: National Lab Expertise Meets the AI Buildout
The people who built Frontier - the world's first exascale supercomputer - are now designing the next generation of AI data centers. The hyperscalers should be paying attention.