One system. Governed as one.
AI infrastructure is a coordination problem before it is a hardware problem. We design the operating layer that treats power, cooling, network and compute as a single distributed system.
- Domain
- Cross-stack
- Telemetry
- Per-second
- Decisions
- Closed-loop
- Interface
- Open protocols
When the GPU, the chiller and the grid disagree, you lose throughput.
Most data centers are operated as four independent stacks — electrical, mechanical, network and IT — with humans bridging the seams. At frontier scale, that seams are where throughput dies, where availability drops and where energy is wasted.
Our coordination layer instruments each domain at per-second resolution and closes the control loop across them. Training jobs respect thermal envelopes. Cooling pre-empts ramp events. Power smooths to the grid. Network re-routes around fabric incidents before the scheduler notices.

- 01 · Cross-stack telemetryPer-second observability across electrical, mechanical, fabric and workload planes.
- 02 · Closed-loop controlPolicy-driven coordination of cooling, power-shaping and workload scheduling.
- 03 · Grid interactionBidirectional signaling with utilities and BESS for ramp smoothing and demand response.
- 04 · Incident pre-emptionPredictive thermal and fabric models that shift workload before degradation surfaces.
- 05 · Open protocolsBuilt on open telemetry and control standards — no vendor lock at the coordination layer.
Audit your AI roadmap with us.
A small number of engagements per quarter. We work with sovereign funds, frontier labs and hyperscale operators on infrastructure that lasts.