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NVIDIA's GPU architecture generation succeeding Hopper, powering AI training and inference via chips like the B200 and systems such as GB200 NVL72.
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CoreWeave now rents Nvidia's Vera Rubin NVL72 racks, with first customer Cognition reporting up to 4.8x the token throughput on SWE-2 inference. That figure is a best case from a single inference workload, and it is the only customer result behind the launch.
Reality
China's tech ministry told some firms it intends to approve buying Nvidia's 84GB RTX Pro 5500, The Information reported, citing two unnamed sources. Reuters could not verify it, so China GPU planners have a signal to track until cards reach the mainland.
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Record data center revenue of $75.2 billion and a 25-fold dividend increase sit next to a second-quarter guide implying 11.5 percent sequential growth, against 20 percent just delivered.
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Operating cash flow of $2.3bn on $582m of quarterly revenue is what customer prepayment looks like from outside. That gap tells you more about 2027 compute prices than the auction Nebius says cleared 15% high.
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Nvidia's Grace-plus-Blackwell superchip now has two Yoga bodies, a 20-core CPU and up to 128GB of unified memory. The only Lenovo laptop from the same announcement with an October date and a price is the $700 IdeaPad Vibe.
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NVIDIA's open source Topograph discovers cluster topology from five named clouds or from ibnetdiscover on-premises, then republishes it as node labels, Slurm config or Slinky ConfigMaps whenever a watched part of the cluster changes.
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NVIDIA measured TensorRT LLM holding 96.1 to 98.2 percent of its non-confidential output throughput on Blackwell, and it got there by unpinning host memory on the affected paths, moving decode readback off the scheduler thread, and timing kernel tactics with the GPU's global timer instead of CUDA events.
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PyTorch says vLLM's frontier models now ship as hardware-specific flat definitions that torch.compile cannot trace, and the new HW agnostic layers are what users on other accelerators get instead. The overhead figure came from an H100.
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Amazon's concurrency sweeps push rising traffic at a SageMaker inference endpoint and report where throughput stops improving. Three vLLM settings in the sample deployment decide whether that curve transfers to your traffic.
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Firebird AI runs 6,144 Blackwell GPUs on 15 megawatts at Hrazdan and has committed $4 billion toward more than 70,000 chips and 300 megawatts by the end of 2027. A 2025 memorandum with Washington made the shipments legal.
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NVIDIA says multi-agent systems burn up to 15 times the tokens of a standard chat, and Nemotron 3 Super is its open-weight attempt to make each of those tokens cheaper to produce. The efficiency figures come with NVIDIA's own hardware and its own predecessor as the baselines.
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A C4ADS investigation maps three routes for restricted accelerators into China, and almost all of the value it counted sits with a single importer whose ownership is still unresolved.
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Geodesic Research has published what six months of buying GPU hours taught it about scaling an independent safety agenda, including the model size its frontier lab advisors say a persuasive result now needs.
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NVIDIA's submission runs the same Qwen3.6-27B as the llama.cpp reference on the same Jetson board and finishes 6.4x sooner. Most of the gap comes from prompt tokens the runtime never has to prefill.
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Meta has open-sourced an MXFP8 forward and backward pass for FlashAttention-4 that it already runs in production ads training. The reported 1.6x forward gain over BF16 sits well under the 2-4x the block-scaled MMA instruction advertises.
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Apple has not confirmed the plan and the M8 Ultra is years from release. Seven other companies have already licensed the same rack interconnect from Nvidia, and their dates are the ones a buyer can use.
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The one measured number behind NVIDIA's tokens-per-megawatt pitch comes from Lambda's Blackwell cluster, where power reclaimed from static provisioning ran three extra nodes. Amazon's Annapurna Labs and d-Matrix got a line each.
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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.
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One Japanese supplier reportedly holds 95% or more of the build-up film under high-end packaging, and demand per accelerator is climbing with footprint and layer count, which is a tighter story than the published figures can price.
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Nvidia's recommended defence against Rowhammer was a toggle. A University of Toronto team hammered straight through it, publishes exploit code on 15 November, and says only new hardware can close the hole.
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