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AI Architecture › Mathematical Foundations
Mathematical Foundations

Stability-Problem Map Across Both Machines

The same variational stability question specializes to different operators on the breeder and the burner; this map pairs each mode with its equation and its AI treatment.

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.

One principle, machine-specific operators

Every stability limit in the stack descends from the ideal-MHD energy principle: an equilibrium is stable when no allowed displacement lowers the potential energy. What changes between machines is the geometry and therefore the operator, the dominant modes, and the honesty caveats attached. This page is the cross-reference the twin uses to route a stability query to the right module.

Breeder (Hyperion) modes

Burner (Aegis / MetroVolt) modes

Which math, which caveat

The table below is the decision the twin encodes: given a machine and a mode, which mathematical object is solved and which honesty gate travels with the answer. The burner rows always carry an extrapolation or feasibility caveat because no comparable device exists.

Machine / ModeCore objectHonesty caveat
Breeder vertical n=0rigid-shift eigenproblemcontrollable; margin monitored
Breeder kink/RWM n=1delta-W with wallslow growth; feedback needed
Breeder balloonings-alpha ODEdesign constraint, sim-based
Burner interchangeminimum-B well integralcoil overstress 3-3.9x
Burner confinementPastukhov / ambipolarregime 166-830x beyond devices

Nothing in this map claims hardware net gain; all breeder limits are simulation-validated pending FOAK ~2030, and all burner limits carry the four gates. The map exists so no query is answered by the wrong operator or without its caveat.

Content reviewed August 2026 · design-and-simulation stage