Insights & Guides
Technical Notes
Deep dives on AI infrastructure, MLOps, GPU clusters, and building with agents.
AI Is a Five-Layer Cake: What AI Is, How It Works and Why Every Layer Matters
Jensen Huang's framework explained: energy, chips, infrastructure, models and applications, how each layer depends on the ones below, and what it mea…
8 min readRead more
Jensen Huang on Building the Dynamo of the Intelligence Age: AI Factories, Tokens and Jobs
Notes on NVIDIA founder Jensen Huang's Sequoia Capital interview: why computing is moving from retrieval to generation, why AI factories are this era…
6 min readRead more
Installing the NVIDIA Container Toolkit: Docker, containerd, CRI-O, Podman and Kubernetes
Install the toolkit with apt, dnf or zypper, configure every container engine, use CDI, test GPU access, and fix the errors you will meet, with advic…
14 min readRead more
NVIDIA RTX PRO 6000 Blackwell Server Edition in Practice: Memory Sizing, MIG, PCIe Topology, Networking, Power, Cooling and Deployment
Specifications, weights and KV-cache sizing with worked examples, MIG, PCIe topology without NVLink, networking between servers, UK power and cooling…
15 min readRead more
GTC Berlin: Jensen Huang on Productive AI and the Five Elements of an Agent
What the 21 October 2026 keynote said about OpenClaw, token demand, and the split between model, sandbox, harness, knowledge and tools
6 min readRead more
OpenShell and Sentry: The GTC Berlin Design for Safe Agents
Sandbox, supervisor, policy ceiling, and BlueField-4, as Huang described them on 21 October 2026
7 min readRead more
The Agent Knowledge Foundation from GTC Berlin
Nemotron Parse, Embed and Rerank, cuVS, Auto-Ontology, cuDF and Kumo, and what Huang said about post-training Nemotron
7 min readRead more
NVIDIA DSX and Europe's AI Economy at GTC Berlin
The factory reference design, the CUDA markets wheel, and the five bands on the Europe slide
6 min readRead more
NVIDIA Cybersecurity AI with OpenTelemetry and SIEM: BlueField, DOCA Argus, OpenShell and Guardrails into Elastic Security, Dynatrace, Prometheus and Grafana
AI data centre threats mapped to controls, NVIDIA's security portfolio layer by layer, a validated OpenTelemetry security pipeline, fourteen tested E…
58 min readRead more