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Vera Rubin NVL72

Nvidia's rack-scale AI computing system built around Vera Rubin GPUs, the successor to Blackwell NVL72 for large-scale AI training and inference.

Known aliases

  • NVL72
  • Rubin rack-scale systems
  • VR NVL72

Current stories

buildConfirmed2 publishers

Cognition reports 4.8x token throughput on Nvidia Vera Rubin in its own coding-agent test

Cognition says its SWE-2 model produced up to 4.8 times more total token throughput on Nvidia's Vera Rubin NVL72 than on GB200, in a test on CoreWeave. The company-run result points to more agent capacity per system, but whether long coding tasks get cheaper depends on what the new systems cost per hour.

Reality

Evidence40
Adoption30
Hype gap+35
Incentives85
Confidence60
buildOne report1 publisher

NVIDIA's 3.7x Vera Rubin figure comes from Qwen3-VL on vLLM and Dynamo

MLPerf Inference v6.1 preview submissions put Vera Rubin NVL72 at up to 3.7x GB300 on Qwen3-VL and up to 2.5x on DeepSeek-R1, on two different inference frameworks. The four-rack 99% scaling result is an offline number.

Reality

Evidence45
Adoption30
Hype gap+35
Incentives85
Confidence55
productOne report1 publisher

Google Cloud booked $460 billion of backlog against a $20 billion quarter

On Alphabet's Q1 2026 call Sundar Pichai put cloud backlog above $460 billion, close to six years of cloud revenue at the current rate, while giving Gemini Enterprise's paid user base as a growth rate alone.

Publishers:blog.google

Reality

Evidence55
Adoption70
Hype gap+25
Incentives88
Confidence62
investOne report1 publisher

Rubin shows 7x tokens per megawatt and over 2x profit per gigawatt versus Blackwell, SemiAnalysis says

SemiAnalysis says its AgentX benchmark clocked Nvidia's Vera Rubin NVL72 at up to seven times Blackwell's token throughput per megawatt on pre-release software, and puts the profit gain at over two times per gigawatt.

Reality

Evidence46
Adoption29
Hype gap+16
Incentives67
Confidence41
buildConfirmed2 publishers

NVIDIA takes the memory controller off your custom chip and puts it in the DRAM

NVHBM offers NVLink Fusion partners 30 percent more bandwidth and 15 percent less power, in exchange for NVIDIA owning the interface between their compute and their memory.

Perspective Coverage

3 publishers
Builder
Builder 45%
Operator
Operator 29%
Investor
Investor 26%

Reality

Evidence34
Adoption14
Hype gap+38
Incentives88
Confidence66
buildOne report1 publisher

Nvidia's power pitch: 40,000 Rubin GPUs in 100MW, or 2.5kW a GPU at the meter

The zettaFLOPS figure is an estimate. The measured one, sitting in a GB300 example, is a 25 percent density gain, and it is paid for out of the safety margin.

Publishers:tomshardware.com

Reality

Evidence42
Adoption15
Hype gap+34
Incentives78
Confidence55
buildOne report1 publisher

Nvidia's Groq-derived LPX rack posts 3,431 tokens/sec on 128GB of SRAM

The first third-party benchmark of the LP30 rack came in at roughly four times the next-fastest public endpoint, measured one request at a time on a model small enough to fit.

Publishers:tomshardware.com

Reality

Evidence58
Adoption20
Hype gap+32
Incentives74
Confidence55
buildOne report1 publisher

A benchmark that replays real agent sessions gives back less of the generational win

SemiAnalysis has pushed fixed-length serving into maintenance mode. On replayed Claude Code traffic, NVIDIA's GB300 is credited with 15x Hopper, against 40x over H200 on the retired static test.

Reality

Evidence34
Adoption18
Hype gap+42
Incentives88
Confidence61