AI Observability : AI Data Center Observability + DLC + Niagara
- Stellar Forge Compute
- Dec 8
- 1 min read
AI infrastructure is only as strong as the visibility behind it. As clusters scale from megawatts to supercluster-class footprints, observability becomes a mission-critical discipline — not an afterthought.
At Stellar Forge Compute, we’re pushing that discipline further by integrating Direct Liquid Cooling (DLC) telemetry, facility-level SCADA, and Honeywell’s Niagara Framework into a unified observability layer.
Real-time insight is no longer optional — it’s foundational.
With Niagara, we can normalize data from pumps, VFDs, heat exchangers, glycol loops, DLC manifolds, power trains, and rack-level sensors into one intelligent ecosystem.
Paired with our own monitoring stack, this gives operators:
🔹 Deterministic cooling performance at full AI load
🔹 Automated alerting for flow, delta-T, and pressure deviations
🔹 Predictive maintenance windows informed by live data
🔹 Reduced downtime and increased thermal headroom for GB/B300 systems
🔹 A single pane of glass connecting facilities, IT, and AI workloads
As the AI era accelerates, the winners will be those who build infrastructure that is not only powerful, but aware.
Observability isn’t just monitoring —it’s the nervous system of the modern AI data center.
If you're building the next generation of compute, let's connect. We're always excited to collaborate with teams pushing the boundaries of AI hosting, thermal engineering, and scalable infrastructure.
About us:
Stellar Forge Compute builds next-generation AI data centers—specializing in rapid-deploy, zero-water, direct-liquid-cooled infrastructure engineered for GB/B300-class superclusters.