Platform Features

Everything your compute infrastructure needs.

From failure prediction to autonomous recovery - Expanse gives your team a complete intelligence layer across every cluster.

The Expanse Agent

Your infrastructure runs itself.

  • Uses every tool in the platform - monitoring, prediction, debugging, orchestration
  • Detects failing jobs and diagnoses root causes automatically
  • Corrects configurations and resubmits without human intervention
  • Every decision logged with full transparency

Failure Prediction

Know before you submit.

  • Predicts OOM risk, runtime estimates, and likely failure pre-submission
  • Gets sharper with every job across the network
  • Stop wasting hours on jobs that were never going to succeed

Cross-Cluster Orchestration

One workflow. Any cluster.

  • Submit once, Expanse intelligently schedules across your clsuters
  • Multi-step pipelines spanning SLURM, Kubernetes, and custom schedulers
  • Automatic dependency resolution and data movement

CLI & Abstraction

One command. Any scheduler.

  • Run workflows, stream logs, manage configs, and debug failures from one tool
  • Submit, check status, pull logs, and intervene - all from one command line

Cluster Observability

See everything, everywhere.

  • Real-time job status, queue depth, GPU utilisation, and memory pressure
  • Unified dashboard across your entire infrastructure

Resource Sizing

Stop guessing.

  • Optimal resource recommendations based on workload profile and historical data
  • Right-size GPUs, memory, and node counts before submission

Scheduling

Smarter than FIFO.

  • Considers queue state, resource availability, job priority, and predicted runtime
  • Intelligent routing, not just first-in-first-out

FinOps

Know where every pound goes.

  • Cost attribution per job, per user, per team, per project, per cluster
  • Track compute spend across clusters and projects
  • Forecast spend based on scheduled workloads

Node System

Reusable, composable compute.

  • Define jobs as nodes with inputs, outputs, dependencies, and resources in YAML
  • Chain them into reproducible workflows,

Node Registry

npm for HPC.

  • Users rewrite the same preprocessing pipelines and training configs from scratch
  • Push and pull nodes across your organisation so work is shared, not duplicated

Team Management

Control who runs what, where.

  • Create teams, assign permissions, set resource quotas, and track usage by team and project

Governance

Every decision tracked.

  • When something goes wrong, there's no record of what ran, who approved it, or what the agent changed
  • Full audit trail for every job submission, agent intervention, and resource allocation decision

Start focusing on research, not resources

Start a pilot in 2 weeks. If we don't deliver value, you've lost nothing.

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