VAULT v1.1 — Black-Box Classification Benchmark (Application-Layer Artifact)

This record provides a black-box classification benchmark derived under the unchanged VAULT v1.1 framework and backed by Atlas v1.0-R+++. The benchmark exposes inputs and categorical outputs only (regime labels, confidence bands, robustness flags). No internal methods, thresholds, metrics, intermediate values, equations, or executable components are provided. This artifact is intended solely for independent verification without reconstruction. It does not enable derivation, reverse-engineering, replication, or adaptation of the underlying system. VAULT v1.1 remains unchanged and undisclosed.Atlas v1.0-R+++ remains a protected application-layer extension.