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AI Architecture › L3 · Twin Modeling & AI
L3 · Twin Modeling & AI

L3 for the Burner: Direct Energy Conversion

The burner extracts electricity directly from its end-loss plasma; L3 governs the multi-modal DEC train and its coupling back to confinement.

THE STACK · click to jumpL7Ecosystem & StrategyL6Experience & VisualizationL5Applications & CopilotsL4OrchestrationL3Twin Modeling & AIL2Data FabricL1Control PlaneL0Foundation▲tlmctl▼L3 · TWIN MODELING & AIThe KRONOS-CTRL digital twin and its predictive shadow.1KRONOS-CTRL Twinlive plant state2GNNscoupled subsystems3PINNsphysics-constrained4Anomaly Ensemblesdrift & fault detection5MPCreceding-horizon control6Predictive Shadowruns seconds aheadMACHINE TIEState estimate descends to L1 control; alerts rise to L4 / L5.KRONOS FUSION ENERGYAI-NATIVE S.M.A.R.T. GENERATORTWIN MODELING & AISHEET 05REV. 2026-08L3 · AI-NATIVE STACK
L3 · Twin Modeling & AI — its place in the stack (left, click any layer) and its internal components (right). Telemetry rises; control descends.

Converting streaming energy directly

The tandem-mirror burner does not rely on a thermal cycle for its primary conversion: energy leaving the ends as streaming charged particles is captured directly by a multi-modal DEC train, traveling-wave direct conversion (TWDEC), ultra-high-field MHD conversion, and thermionics. Each modality suits a different part of the end-loss energy spectrum, and L3 coordinates them and their collector potentials.

The control coupling

DEC control is a two-sided problem. On the extraction side, collector potentials and power-electronics setpoints are tuned for conversion efficiency across the end-loss spectrum. On the confinement side, the end-collector potentials are the boundary condition on the ambipolar potential, so a change made to extract more power perturbs the confinement the plug-density controller manages. L3 solves the two with shared state so they cooperate rather than fight over the same actuators.

Downstream of conversion, the Power Systems module handles grid synchronization: keeping the output phase- and frequency-locked to the interconnect and ramping within limits for a MetroVolt data-center load or an Aegis fixed installation. This is described purely as dispatch and timing, when and how much power is delivered, with no economic content, which has no place in the control stack.

DEC control operates inside a certified envelope (electrode, thermal, and interconnect limits) and above the hardware protection layer that guards against over-voltage and electrode faults. Pre-FOAK it is validated against DEC and end-loss models; the burner is a later program stage than the breeder, and no net electrical output is claimed before hardware.

Content reviewed August 2026 · design-and-simulation stage