An effective-gradient and reference-preserving linear interface

The caller must clear ordinary gradients before scoring and restore mode and controls in a finally block. The scored loss must not be constructed from assessment data later claimed to be independent.

Normal optimization of fixed support should enforce the mask after each step or maintain the in-forward reparameterization. Optimizer moments and regrowth-state policy must be specified. The listing contains no permanently forbidden scar set.