Scientific results with explicit scope

Scientific models need numerical, mathematical, and application evidence. A fast operator is one component in that chain.

The documentation distinguishes closed-form formulas, automatic differentiation of represented operations, numerical approximations, and checked certificates. It does not promote one category into another based on a successful demo.

Read evaluation gates, reproducibility, and scope boundaries. Use the API contracts for the specific operation in your model.