A Ureka AI Platform

OMNIFERENCE

The operating system for autonomous AI infrastructure.

Observe every signal. Understand every dependency. Optimize every decision. Operate models, systems, facilities and energy as one continuously learning infrastructure.

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AI infrastructure is too large, too dynamic and too interconnected to operate as separate systems.

The next infrastructure layer will not be another dashboard. It will be a live intelligence system that understands the entire stack and acts across it.

Global Control Plane

From planet-scale capacity to one physical campus.

Workloads, networks, power, cooling and energy markets become one navigable operating model.

AI Load312 MW
Effective Utilization84.7%
Cooling Reserve18.3%
Grid Carbon211 g/kWh
Physical to Computational

Descend into the machine.

Omniference follows every relationship from facility constraints to racks, GPUs, memory systems, networks and the workload executing at that moment.

Customer RequestSLA · geography · priority
Model & Runtimebatch · context · kernels
GPU Clustercompute · HBM · fabric
Rack & PDUpower envelope · placement
Cooling SystemCDU · chiller · reserve
Utility & Gridavailability · constraints
Energy Marketprice · carbon · PPA
Business Objectivecost · latency · reliability
Optimization Policyrisk · approval · rollback
Living Infrastructure Graph

Every dependency. One digital twin.

Omniference represents the system as a living graph rather than disconnected telemetry. A single inference request can be traced through software, hardware, physical infrastructure, energy and business impact.

Request → Model → Runtime → Kernel
Kernel → GPU → HBM → Fabric
GPU → Rack → PDU → Transformer
Transformer → Utility → Energy Market
Energy Market → Cost → Carbon → Business Objective
LATENCY SPIKESystem state diverging
HBM congestion rising
NVLink backpressure
Rack power near limit
Cooling reserve falling
Energy price peak
Premium SLA at risk

Then the system changes.

A local metric becomes a cross-layer operating problem. Omniference sees the full causal chain before the response begins.

Infrastructure Intelligence

Observe. Understand. Decide. Act.

Three intelligence engines converge into one continuously learning control system.

OMNIFERENCEInfrastructure Operating System
Drshym

Live system state, observability and cross-layer dependencies.

Observe
Oorza

Energy, power, cooling, capacity and infrastructure economics.

Understand
Voertx

Simulation, optimization, policy-controlled execution and learning.

Decide & Act
Coordinated IntelligenceOne plan across every domain
Runtime AgentBatching · routing · replicas
Memory AgentKV cache · residency · pressure
Network AgentFabric · locality · congestion
Kernel AgentFusion · layout · quantization
Power AgentDVFS · caps · headroom
Cooling AgentReserve · thermal margin
Scheduler AgentNodes · racks · regions
Reliability AgentRisk · canary · rollback
The Road to Autonomous Infrastructure

Infrastructure that learns how to run itself.

LEVEL 0

Observe

Unify signals and dependencies across the full infrastructure stack.

LEVEL 1

Recommend

Surface explainable optimization opportunities and predicted impact.

LEVEL 2

Simulate

Evaluate candidate actions in shadow mode before production.

LEVEL 3

Execute

Apply human-approved or policy-controlled actions with rollback.

LEVEL 4

Self-Improve

Continuously verify outcomes and improve the next operating decision.

THE FUTURE
IS AUTONOMOUS.

Omniference unifies observability, energy intelligence, optimization and controlled execution into one continuously improving operating system for AI infrastructure.