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AI Architecture › L2 · Data Fabric
L2 · Data Fabric

Flux Loops

Flux loops integrate the magnetic flux threading a closed path, giving the fabric the slow, absolute magnetics that anchor equilibrium reconstruction.

THE STACK · click to jumpL7Ecosystem & StrategyL6Experience & VisualizationL5Applications & CopilotsL4OrchestrationL3Twin Modeling & AIL2Data FabricL1Control PlaneL0Foundation▲tlmctl▼L2 · DATA FABRICTelemetry, validation, and the machine's memory.160+ Port Telemetrysensor bus2Signal Validationrange & sanity3Feature Engineeringderived signals4Time-Series Archivefull history5Feature Storetraining-ready6Vector DBembeddings for RAGMACHINE TIEIngests from diagnostics; serves the twin (L3) and copilots (L5).KRONOS FUSION ENERGYAI-NATIVE S.M.A.R.T. GENERATORDATA FABRICSHEET 04REV. 2026-08L2 · AI-NATIVE STACK
L2 · Data Fabric — its place in the stack (left, click any layer) and its internal components (right). Telemetry rises; control descends.

Slow and absolute

A flux loop is a conductor around a closed path; the voltage across it integrates to the magnetic flux enclosed. Where Mirnov coils give fast fluctuations, flux loops give the slow, absolute magnetic state. Together they span the frequency range the fabric needs: loops for equilibrium, coils for stability.

Feeding equilibrium

Equilibrium reconstruction — solving Grad-Shafranov for the breeder's flux surfaces — is constrained by the magnetics. Flux loops and pickup coils supply the boundary and internal magnetic measurements the PINN fits. The quality of the negative-triangularity shape estimate (delta -0.30) rests directly on well-calibrated loop signals.

The integrator drift problem

Both machines

On the breeder, flux loops anchor the equilibrium and the shape control that keeps the plasma ELM-free. On the burner, magnetic-flux measurements characterize the axial field profile between the 26.49 T plugs and 17 T throats. The loop geometry is versioned per machine, and their signals are normalized into the shared coordinate frame before use.

Content reviewed August 2026 · design-and-simulation stage