Simulation

Every response advances the answer.

Spend the budget on the solution, not setup.

10 / 10

fixed systems

six charged responses

9 / 10

changing systems

six charged responses

1

response per update

verification read separate

Integration

measure(x) is the response vector your simulator already returns.

Call once, pass the response to step(), then evaluate the returned configuration.

Open the five-line quickstart
QUALIFY THE INTERFACE

Does your simulator expose the response component by component, and is each call expensive enough that evaluation count dominates?

Run compatibility checks
Where it applies
01Response matching02Coupled model calibration03Digital-twin tracking04Hardware-in-the-loop control05Nonlinear least squares06Inverse response problems
Evidence

Every number keeps its boundary.

Controlled fixed and changing vector-response suite.