https://ure.us/pillars/platform-automation--fleet-operations/Recent content in Platform Automation & Fleet Operations on UREHugo -- 0.161.1en-usTue, 07 Apr 2026 00:00:00 +0000https://ure.us/articles/gpu-fleet-aiops-llm-backend-benchmark/Tue, 07 Apr 2026 00:00:00 +0000https://ure.us/articles/gpu-fleet-aiops-llm-backend-benchmark/Benchmarking seven LLM backends as autonomous operators for an 8,000-GPU cluster with six realistic failure scenarios and deterministic checklist scoring.https://ure.us/articles/gpu-fleet-aiops-the-augmented-operator/Tue, 07 Apr 2026 00:00:00 +0000https://ure.us/articles/gpu-fleet-aiops-the-augmented-operator/Seven LLM backends competed to run an 8,000-GPU cluster. The free local model matched frontier accuracy at one-fifth the latency. The $32 model scored worst.https://ure.us/articles/context-drift-kills-agents-before-latency/Wed, 11 Mar 2026 00:00:00 +0000https://ure.us/articles/context-drift-kills-agents-before-latency/LLM agents on remote hosts drown in unfiltered SSH output. Context drift -- not latency, not cost -- is what kills autonomous fleet operations at scale.https://ure.us/articles/cold-aisle-trenches-you-dont-chase-lights-out-you-earn-it/Thu, 29 Jan 2026 00:00:00 +0000https://ure.us/articles/cold-aisle-trenches-you-dont-chase-lights-out-you-earn-it/A real outage story showing why lights-out operations require guardrails: ticketed access, intent-based authorization, OOB management, and safe rebuild limits.https://ure.us/articles/from-security-to-resilience-defense-in-depth/Thu, 22 Jan 2026 00:00:00 +0000https://ure.us/articles/from-security-to-resilience-defense-in-depth/Multi-tenant cloud security is resilience: detect, contain, and recover faster than adversaries can escalate, without violating tenant privacy.https://ure.us/articles/why-gpu-fleet-control-starts-with-a-map/Wed, 07 Jan 2026 00:00:00 +0000https://ure.us/articles/why-gpu-fleet-control-starts-with-a-map/GPU operations starts with footprint truth: a living map of where compute really is, across sites, standards, and drift.https://ure.us/articles/telemetry-that-lies-gpu-thermal-monitoring/Sat, 27 Dec 2025 00:00:00 +0000https://ure.us/articles/telemetry-that-lies-gpu-thermal-monitoring/Your GPUs report 100% utilization while running slower. Temperatures look fine while racks drift hot. Thermal telemetry is easy to collect and hard to trust.