SOIL is the layer that turns facility telemetry into a live model of your infrastructure, explaining what's happening, why, and what to do about it.
Supercomputing Ontology & Intelligence Layer.
SOIL is the layer that turns facility telemetry into a live model of your infrastructure, explaining what's happening, why, and what to do about it.
What it is
STREAM gives you data. SOIL gives you understanding. It is the ontology and inference layer that takes the raw telemetry fabric and builds a continuously updated model of what is actually happening in your infrastructure. Not just what the sensors report, but what those readings mean.
SOIL maps relationships between physical assets, environmental conditions, workload patterns, and historical failure signatures. When a GPU begins to degrade, SOIL correlates the thermal reading with the power draw, the workload schedule, and the 90-day history of that specific unit to tell you what is failing, why, and what to do before it costs you.
It is the intelligence that makes the rest of the Oru'el stack actionable. Without SOIL, you have telemetry. With it, you have answers.
Capabilities
Inference
2–5 days early warning on GPU degradation, 19% more accurate than ByteDance under identical conditions.
Ontology
A structured, queryable knowledge graph of every asset and its relationships: physical, logical, and temporal.
Causality
SOIL traces signals back to their origin, separating symptoms from causes so your team acts on the right problem.
Context
Every inference is contextualized with the workload running on the affected hardware: tenant, job type, SLA tier.
Prescription
SOIL does not just explain. It prescribes. Each insight comes with a ranked set of remediation options and their trade-offs.
Learning
Every resolved incident feeds back into the model. SOIL gets more accurate with every deployment, on every fleet.