Combine cheap and expensive simulations for calibrated, affordable accuracy.
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: L0 / L3 · Horizon: NOAK · Status: on the roadmap — not yet built
What it is
High-fidelity simulations are accurate but slow; low-fidelity are fast but biased. Multi-fidelity methods fuse them — and real data — into one calibrated predictor with quantified uncertainty.
The method
Multi-fidelity Gaussian processes and Bayesian model calibration (Kennedy–O'Hagan) with an explicit discrepancy term for model-form error.
Why it matters
It delivers high-fidelity accuracy at low-fidelity cost — and, crucially, quantifies how wrong the twin itself is. Plugs into L0/L3.