ReuseQualified operating point
DEFAULTLUMA · QUALIFIED AI INFRASTRUCTURE
Run the same accepted AI service on less machine.
LUMA turns cost, power, capacity and service boundaries into a machine requirement, qualifies the states that can satisfy it, then selects, applies, verifies and rolls back those states as operating conditions change.
Qualification SprintNamed model, workload and service target
Economic Control PilotLive value verification + rollback authority
Hardware Design-InEvidence-gated deeper intervention
LIVE SERVICE CONTRACTQUALIFIED CONTROL
MODELWeights + semantics
WORKLOADContext · concurrency
CONSTRAINTLatency · power · cost
LUMA CONTROLSmallest sufficient interventionEvidence + service + lifetime economics
SwitchBounded hardware persona
WHEN VALUE > COSTBuildNew hardware capability
EVIDENCE-GATED01Same accepted resultQuality and service remain hard constraints.
02Whole-system economicsProvision, accepted goodput, power and software burden counted.
03Physical qualificationMeasurement authorizes deployment.
04Automatic controlApply, verify, retain or roll back.
THE PRODUCT
From buying boundary to controlled machine action.
You provide the model, production workload, SLO, current infrastructure and economic target. LUMA identifies the binding physical deficit, qualifies the highest-value intervention and turns passing states into an operating library.
01Qualification SprintRequirement + binding deficit + Resource Boundary Report + deployment decision.Start order →
02Economic Control PilotQualified-state selection, apply/verify, savings telemetry and retain-or-rollback control.Start order →
03Hardware Design-InMeasured deficit translated into FPGA, accelerator, memory-side or semiconductor implementation.Start order →
04Partner executionBounded technical capabilities plugged into a named evidence chain.Execution interface →
ECONOMIC CONTROL PILOT
The savings stay alive after the benchmark ends.
Demand, context mix, concurrency, power availability and economics move. LUMA scores only qualified states, applies the strongest candidate, verifies accepted service and realized value, then retains or rolls back.
LIVE CONTROL CONTRACT
Optimize the customer value function continuously.
Targets: devices required · sessions/node · wall power · J/accepted output · cost/accepted output · rack/facility envelope.
Order an Economic Control Pilot01ObserveWorkload, service, power and current economics.
02SelectBest state inside the qualified envelope.
03ApplyBounded runtime or hardware actuation.
04VerifyAccepted service and realized effect.
05Retain / rollbackKeep the saving only while it remains real.