Local AI hardware: DGX Spark is $4,699, 128GB Strix Halo boxes sit near $3,500, and the new Mac Studio starts at $2,499. Who should buy, wait, or rent.
GPU electricity cost at 700 watts is $0.0684 an hour at the July 2026 U.S. industrial price and $0.1017 at the commercial price, before the building.
NVIDIA data center revenue was $89.0 billion in Q2 FY2027. Hyperscale grew 13.15% and the other line 25.21%. The mix, recomputed from the 8-K.
Server useful life in five 2025–2026 10-Ks runs from 2 to 6 years. Meta lengthened, Amazon shortened a subset, and the dollar gap is recomputed.
KV cache memory on one H200: Llama 3 70B at 16-bit weights leaves 1.0 GB, about 3,052 tokens. Byte formula, unit trap, and a worked example.
Per-GPU recomputation of MLPerf® Inference v6.1: the 5.7× headline is 3.04× for Available hardware, and software moved AMD 37.9%.
A construction-site monitoring system that ships raw video to the cloud for object detection is not primarily an engineering decision in Europe in 2026 — it is a GDPR liability, because video of a workplace is video of identifiable people, and every frame that leaves the site becomes a data-protection question a works council can … Read more
Google will tell you its seventh-generation Ironwood TPU delivers roughly 44% lower total cost of ownership than a comparable GB200 configuration. What Google will not tell you, three months after Ironwood’s general availability, is what it actually costs to rent one. That asymmetry — bold efficiency claims paired with no public price — is the … Read more
A platform engineer migrating a production chatbot from vLLM to TensorRT-LLM in early 2026 discovered the throughput gain everyone promised — roughly 13% more tokens per second — came bundled with a 28-minute engine compilation step that had to re-run on every model update, turning a five-minute deploy into a half-hour ritual multiplied across dozens … Read more
A mid-market AI company signed what its infrastructure lead described as a “capacity guarantee” for 200 GPUs with a growing neocloud in early 2026. Six months later, during a regional shortage, the provider invoked a clause defining that guarantee as “best commercially reasonable effort” — language buried in an appendix nobody on the buying side … Read more