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AI Architecture › The Master Blueprint
The Master Blueprint

The KRONOS-CTRL Digital Twin

A modular predictive twin — Power, Neutronics, Thermomechanics, MHD — running a 50-100 ms shadow of the machine for state estimation and control.

STRATEGY / SLOW ▲ ▼ MICROSECOND REAL-TIMEL7Ecosystem & Strategytelemetry ▲ control ▼open ▸L6Experience & Visualizationtelemetry ▲ control ▼open ▸L5Applications & Copilotstelemetry ▲ control ▼open ▸L4Orchestrationtelemetry ▲ control ▼open ▸L3Twin Modeling & AItelemetry ▲ control ▼open ▸L2Data Fabrictelemetry ▲ control ▼open ▸L1Control Planetelemetry ▲ control ▼open ▸L0Foundationtelemetry ▲ control ▼open ▸PHYSICAL S.M.A.R.T. GENERATOR PLANTBREEDER · HYPERION1R0 1.2 m · A 2.5 · 16.84 T · δ −0.30BURNER · TANDEM MIRROR2317 T throat · 26.49 T plug · fₙ 5.44% · DEC1 center stack + plasma · 2 high-field plug · 3 expander → direct converterCOLOR GRAMMAR strategy AI-workflow infra/data models reactor/DECLINE SEMANTICStelemetry (µs)controlKRONOS FUSION ENERGYAI-NATIVE S.M.A.R.T. GENERATORMASTER BLUEPRINTSHEET 01REV. 2026-08L0-L7 · 2 MACHINES
The AI-Native S.M.A.R.T. Generator Master Blueprint — eight layers (L0→L7), one control stack, wired to both machines. Telemetry rises in microseconds; control descends the same path.

A machine that runs ahead of the machine

KRONOS-CTRL is the digital twin at the heart of L3. It maintains a live, physics-based state estimate of the reactor and projects it forward, running a predictive shadow 50-100 ms ahead of the present. Control reasons over that shadow, so the plant acts on where the machine is going, not only where it is.

The four modules

How it stays faithful

The twin is continuously reconciled with L2 telemetry. GNNs fuse the diagnostics constellation and impute dropped channels; PINNs enforce the governing equations so the state estimate honors physics rather than merely fitting data. The gap between prediction and observation is itself a monitored signal, feeding anomaly detection and the retraining loop.

Both machines

On the breeder the twin tracks the negative-triangularity equilibrium and disruption margin; on the burner it tracks end-plug density, the ambipolar potential, and the charged-particle flux into the DEC train. The module structure is shared; the physics inside MHD and Neutronics differs per machine, which is exactly the one-architecture-two-machines pattern in action.

The twin's source truth is the source-of-truth principle from the design philosophy, and its inputs come from the diagnostics constellation.

Content reviewed August 2026 · design-and-simulation stage