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AI Architecture › L2 · Data Fabric
L2 · Data Fabric

Breeder Equilibrium Telemetry

The telemetry that constrains the breeder's magnetic equilibrium — magnetics, profiles, shape — is the fabric's most safety-relevant feature set.

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.

Equilibrium is the breeder's control problem

The breeder (Hyperion) is a spherical tokamak, R0 1.2 m, aspect ratio 2.5, running a negative-triangularity shape (delta -0.30) at 9.66 MA and 16.84 T peak field. Its central control problems are maintaining that equilibrium, holding the ELM-free negative-triangularity shape, and avoiding disruptions. The equilibrium telemetry set is the data that makes those problems tractable.

What constrains the equilibrium

From telemetry to Grad-Shafranov

The magnetics and pressure constrain the Grad-Shafranov equation, whose solution is the equilibrium. The fabric provides a fast calibrated first fit; the L3 PINN refines it, solving the equilibrium natively (see flux-coordinate normalization). Because equilibrium underlies nearly every other feature, its telemetry is validated and cross-checked with extra rigor.

Shape and disruption

The negative-triangularity shape is what gives the ELM-free edge, so shape telemetry is control-critical. Disruption avoidance depends on the precursor features drawn from this same set — a locked mode in the Mirnov array, a pressure profile nearing a limit. The equilibrium telemetry is thus simultaneously the performance and the safety feed. Everything here is a design and simulation specification for the machine whose FOAK first tritium is expected near 2030.

Content reviewed August 2026 · design-and-simulation stage