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The Workstation Blog

Prometheus

Posts tagged Prometheus.

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NVIDIA UFM for AI Clusters: Why InfiniBand Fabric Visibility Decides What Your GPUs Are Worth
2026-11-09

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 WaliaRead
Observability Is Not Optional: Make It a Business Standard
2026-10-08

Observability Is Not Optional: Make It a Business Standard

Why fragmented monitoring creates blind spots, duplicate spend, and slow incidents — and how to make centralised observability a non-negotiable company standard.

Balinder WaliaRead
Uncovering LLM Bottlenecks: Observability, OTEL & Cost Control
2026-09-04

Uncovering LLM Bottlenecks: Observability, OTEL & Cost Control

Workstation on uncovering LLM agent bottlenecks with observability: OpenTelemetry, Prometheus/Grafana/Thanos, Langfuse — with clear pros/cons, cost levers, and usage metrics that protect margins.

Balinder WaliaRead

Popular topics

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Latest posts

  1. 01NVIDIA UFM for AI Clusters: Why InfiniBand Fabric Visibility Decides What Your GPUs Are Worth2026-11-09
  2. 02Observability Is Not Optional: Make It a Business Standard2026-10-08
  3. 03Uncovering LLM Bottlenecks: Observability, OTEL & Cost Control2026-09-04

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