{"data":{"slug":"slurm","etype":"software","name":"Slurm","cat":"Orchestration","subtitle":"The HPC batch scheduler most big training runs still queue through.","summary":"Slurm has scheduled supercomputers for two decades — gang scheduling, topology-aware placement, fair-share queues — which is exactly what a 10,000-GPU training job needs. Most frontier labs run Slurm (sometimes atop Kubernetes) for training while serving lives cloud-native.","attrs":null,"kf":{"maker":"SchedMD","license":"GPL"},"aliases":["SLURM"],"ticker":null,"exchange":null,"hq":null,"founded":null,"website":null,"status":"Active","region":null,"asof":"2026-01-15","sources":[{"url":"https://slurm.schedmd.com/","label":"Slurm"}]},"meta":{"found":true,"count":1,"served_from":"site cache (no live upstream calls)","as_of":"2026-10-14T09:47:03+00:00","disclaimer":"Research and information only — not investment advice. Structured records carry basis labels (vendor spec / reported / estimate); market quotes are delayed/indicative.","attribution":"Records compiled from vendor documentation, official filings and reputable public reporting; market quotes via financial data providers. See /data-sources."}}