https://www.rik-kisnah.ai/tags/burn-in/Recent content in Burn-In on Rik Kisnah - BlogHugoenTue, 08 Sep 2026 09:00:00 -0700https://www.rik-kisnah.ai/posts/gpu-burn-in-at-scale-reference-guide/Tue, 08 Sep 2026 09:00:00 -0700https://www.rik-kisnah.ai/posts/gpu-burn-in-at-scale-reference-guide/A plain-language operator guide to burn-in testing GPU clusters: the L10, L11 and L12 levels, east-west and north-south networks, the commands that find bad parts, and the 2026 NVIDIA and AMD hardware you will meet.https://www.rik-kisnah.ai/teach/gpu-ai/design-a-burn-in-pipeline/Tue, 09 Apr 2024 09:00:00 -0700https://www.rik-kisnah.ai/teach/gpu-ai/design-a-burn-in-pipeline/Brand new hardware fails. Find the bad parts on your time, not the customer’s. Test one GPU, then one server, then one rack, then the whole cluster, with a gate at every step. Fail fast, log everything, never let a stage run without a stop rule.