Learned stability certificates for the coupled twin-plus-controller loop.
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.
Category: C · mathematics · Plugs into: L3 / L4 · Horizon: NOAK · Status: on the roadmap — not yet built
What it is
Beyond per-step feasibility, prove the whole closed loop is stable — that disturbances decay — by learning a Lyapunov function jointly with the controller.
The method
Neural Lyapunov functions with formal verification; input-to-state-stability (ISS) certificates for the twin + MPC loop.
Why it matters
Stability is the property that says the plant returns to its setpoint after a kick — the mathematical backbone of "it bends, it does not trip." Plugs into L3/L4.