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AI Architecture › L2 · Data Fabric
L2 · Data Fabric

Magnet Strain Deltas

The change in REBCO magnet strain against the ICE-PISTON preload baseline is a first-class feature guarding the highest-field components of both machines.

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.

Strain as a health feature

The high-field REBCO magnets carry enormous electromagnetic loads — 16.84 T peak in the breeder, 26.49 T at the burner's plugs. Strain gauges bonded across the winding pack and structure report deformation; the engineered feature is the delta of that strain against the baseline set by the ICE-PISTON cryogenic preload cycle. A delta outside its envelope is an early warning of a mechanical or electromagnetic anomaly.

Baseline from the preload cycle

The ICE-PISTON preload establishes a known mechanical state before operation. The fabric records that state as the strain baseline. During a shot, the delta isolates the operational load from the static preload, so the feature responds to what the plasma and field are doing, not to the fixed clamp.

python
def strain_delta(strain_now, preload_baseline):
    # microstrain change attributable to operation
    return strain_now - preload_baseline

def within_envelope(delta, lo, hi):
    return lo <= delta <= hi   # per-gauge limits from structural model

From feature to failsafe

Both machines, same feature

Whether guarding the breeder's central column and toroidal set or the burner's 26.49 T plug coils, the strain-delta feature is defined identically; only the per-gauge envelopes, drawn from each machine's structural model, differ. These envelopes are versioned in the schema registry.

Content reviewed August 2026 · design-and-simulation stage