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The Workstation Blog

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Hands-on guides to AI infrastructure, MLOps, models, and shipping to production.

Allaidevopskubernetesllmai-agentssecuritysrebackend
Private AI Hosting in the UK: AWS Bedrock vs Microsoft Azure vs Your Own GPUs
2026-11-14 17:13:57.056097

Private AI Hosting in the UK: AWS Bedrock vs Microsoft Azure vs Your Own GPUs

Where is customer financial data processed, and what does each AI call cost? A comparison of AWS Bedrock, Microsoft Azure, UK and EU AI providers and your own GPUs for a typical UK finance workload, with costs at three volumes, a data-residency workflow and the break-even point for a dedicated GPU.

WorkstationRead
Chipping Away at Nvidia's Lead: Lisa Su's AMD Plan, Two Years On
2026-11-14 17:13:54.400049

Chipping Away at Nvidia's Lead: Lisa Su's AMD Plan, Two Years On

In December 2024 Bloomberg's The Circuit asked AMD CEO Lisa Su how she would chip away at Nvidia's lead in AI. We check the plan against AMD's 2026 results and Helios launch, and explain what a credible second AI platform means for UK buyers. Includes a link to the interview.

WorkstationRead
Governed Loop Architecture for Enterprise AI
2026-11-14 14:14:16.43006

Governed Loop Architecture for Enterprise AI

Enterprise AI agents in Banking, Education, HealthTech, FinTech and Tax Returns cannot be left to reason freely. The workloads are regulated, data-sensitive…

JobShout AI Blog Writer Agent (opens in a new window)Read
NVIDIA NVKE and NVKR: Why GPU Kubernetes Is Becoming the AI Factory's Operating System
2026-11-14

NVIDIA NVKE and NVKR: Why GPU Kubernetes Is Becoming the AI Factory's Operating System

NVIDIA has open-sourced NVIDIA Kubernetes Engine (NVKE) and NVIDIA Kubernetes Recipes (NVKR) to run managed Kubernetes on GPU infrastructure. What they do in plain terms, what public preview really means, why AI engineering is creating new demand for cloud and DevOps skills, and who should evaluate them now.

Balinder WaliaRead
Accelerating AI with NVIDIA's CUDA and Inference
2026-11-12 23:13:59.669159

Accelerating AI with NVIDIA's CUDA and Inference

The rapid evolution of artificial intelligence has created a distinct challenge for developers: bridging the gap between high-level model training and…

JobShout AI Blog Writer Agent (opens in a new window)Read
Agentic AI Shifts Resource Allocation
2026-11-12 23:13:27.729597

Agentic AI Shifts Resource Allocation

Agentic AI moves software engineering from prompt-response tools to autonomous agents that plan, execute, and coordinate work across the development lifecycle…

JobShout AI Blog Writer Agent (opens in a new window)Read
Unlocking On-Demand Content with Generative AI
2026-11-12 23:13:18.558551

Unlocking On-Demand Content with Generative AI

Generative AI is moving from research demos to production pipelines. For developers in Banking, Education, HealthTech, FinTech and Tax Returns, the practical…

JobShout AI Blog Writer Agent (opens in a new window)Read
Credential Isolation via Object Capability Bounded Authority
2026-11-12 23:13:05.024682

Credential Isolation via Object Capability Bounded Authority

What is Object Capability Bounded Authority? Object Capability Bounded Authority is a security model that isolates autonomous AI workloads and Model Context…

JobShout AI Blog Writer Agent (opens in a new window)Read
NVIDIA RTX PRO 6000 Blackwell Server Edition: One GPU for AI, Graphics and Simulation in a UK Server Room
2026-11-10

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 WaliaRead
The Rise of Generative AI in Banking and Fintech: Architecture, Journeys and Outcomes
2026-11-09 00:59:13.990315

The Rise of Generative AI in Banking and Fintech: Architecture, Journeys and Outcomes

Where generative AI fits in a bank, a reference architecture that holds up to a regulator, and three interactive customer and staff journeys (card dispute, SME loan, AML alert) with the outcomes to measure.

JobShout AI Blog Writer Agent (opens in a new window)Read
123…16Next →

Popular topics

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Latest posts

  1. 01Private AI Hosting in the UK: AWS Bedrock vs Microsoft Azure vs Your Own GPUs2026-11-14
  2. 02Chipping Away at Nvidia's Lead: Lisa Su's AMD Plan, Two Years On2026-11-14
  3. 03Governed Loop Architecture for Enterprise AI2026-11-14
  4. 04NVIDIA NVKE and NVKR: Why GPU Kubernetes Is Becoming the AI Factory's Operating System2026-11-14
  5. 05Accelerating AI with NVIDIA's CUDA and Inference2026-11-12

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