Expanse
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Expanse
Expanse is a self-hosted intelligence layer for HPC and GPU clusters running SLURM, Kubernetes or Nomad. Its CLI's expanse analyse predicts a submitted job's CPU, GPU, memory and walltime requirements and gives a completion-probability distribution, while expanse diagnose traces a failed job's logs, hardware telemetry and source code to a root cause and a coding-agent prompt. The platform installs as a daemon inside the customer's own on-prem, cloud or hybrid cluster, collecting live DCGM, CUPTI and cgroup telemetry without requiring changes to job submission scripts; pricing is per cluster and begins with a two-week measurement window followed by a monthly paid pilot.