El blog de Workstation
GPU
Publicaciones etiquetadas con GPU.
NVIDIA RTX PRO 6000 Blackwell Server Edition: One GPU for AI, Graphics and Simulation in a UK Server Room
96 GB of GDDR7, FP4 Tensor Cores and RT Cores in a standard PCIe card: what NVIDIA's RTX PRO 6000 Blackwell Server Edition does, why it suits companies running private AI in rooms they already have, the three system sizes from a four-GPU 2U server to a 32-GPU rack like AMAX's RackScale 32, and what to check before ordering.
Balinder WaliaLeer 
NVIDIA Minerva for AI Factories: Turning Alert Storms into Recovered GPU Hours
One degrading optic can raise thousands of alerts and stall a thousand GPUs. What NVIDIA Minerva does, what it is worth in GPU hours, goodput, MTBI, MTTR and tokens, which of its three consumption models fits, worked examples for a Vera Rubin NVL72 neocloud, a university Blackwell cluster and an enterprise with Grafana and ServiceNow, and how it relates to UFM.
Balinder WaliaLeer 
NVIDIA UFM for AI Clusters: Why InfiniBand Fabric Visibility Decides What Your GPUs Are Worth
One flapping InfiniBand link can stall a 256-GPU job. What NVIDIA Unified Fabric Manager does, when UFM Telemetry, Enterprise or Cyber-AI fits, worked examples for a 4-node DGX B300 cluster, a 32-node SuperPOD-style cluster and a university Slurm service, and what fabric visibility is worth in GPU hours.
Balinder WaliaLeer 
NVIDIA Blackwell Ultra B300 Has Landed in the UK: Configure Yours Today
NVIDIA Blackwell Ultra B300 systems have arrived with our UK distribution partners. Configure and price your eight-GPU B300 build in minutes with our AI Sales Engineer, save with Workstation Trade, and order today to be first in line as UK supply arrives.
Balinder WaliaLeer 
Private AI for Law Firms: Choosing an Offline-First Workstation Your Clients Can Trust
How a law firm chooses a private-AI workstation that runs with no internet connection: who uses it, which model, how much GPU memory, how isolated it must be and who sets it up. With real prices from a real quote, where it was over-specified, and the Starter, Workforce and Enterprise builds we would actually ship.
Balinder WaliaLeer 
What an AI Factory Actually Delivers: One Rack, 32 Blackwell Ultra GPUs and the Work It Does for You
An AI factory turns your own data into answers, agents, forecasts and trained models on hardware you control. Here is what goes in, what comes out, how the work flows every day, and what a rack of four Compal SGX30-2 servers with 32 NVIDIA Blackwell Ultra GPUs needs to run.
Balinder WaliaLeer 
Turbocompresor LLMs
Workstation con turbocompresor LLMs: paginación PagedAttention para caché KV, servicio vLLM, Self-Debugging para agentes, tasas de token PowerInfer y cortes de memoria EG-MLA, con compensaciones en la producción.
Balinder WaliaLeer 
Explicación de los modelos de lenguajes grandes: cómo funcionan los LLM y cómo ejecutar el suyo propio en Kubernetes
¿Qué son los modelos de lenguaje grande y cómo funcionan? Una explicación clara y no técnica para gerentes e ingenieros (tokens, incorporaciones, transformadores, capacitación e inferencia) además de producción Kubernetes YAML para implementar su propio LLM con Ollama y vLLM.
Balinder WaliaLeer