Observability.
Every GPU, every NIC, every byte — one pane of glass. Lumengrid streams fine-grained telemetry from the silicon up, so you can spot a dying HBM stack before it takes down a checkpoint.
Signal from the silicon.
Per-GPU health
Utilization, clocks, thermals, power, and HBM error counters sampled at 1 Hz and streamed to your stack.
Fabric view
Interconnect topology, link errors, and congestion maps — see a slow rail before it becomes a slow epoch.
Cost attribution
Tag nodes and jobs, then trace spend down to the GPU-minute. Chargeback reports that actually reconcile.
Any destination
Native Prometheus endpoints, OpenTelemetry export, or webhook delivery into your existing dashboards.
Anomaly alerts
Baseline-aware alerts for drift, throttling, and pre-failure signatures — with alert fatigue kept low by design.
Job-level tracing
Correlate training steps with hardware telemetry to answer "was that slowdown the model or the machine?"
Plays well with your stack.
Observability data flows out over standard protocols — no proprietary agents required. Point Prometheus at our `/metrics` endpoint, ship traces through the OpenTelemetry collector, or receive webhooks straight into Slack, PagerDuty, or your own systems.
- Prometheus-compatible metrics on every node
- OpenTelemetry trace and log export
- Webhook alerting with HMAC signing
- REST API for fleet-wide inventory and health
Ready to push the frontier?
Provision bare-metal GPUs in minutes, scale capacity on demand, and get a real engineer on call — not a ticket queue.