# Methods

The release dataset is copied from the sanitized public package and augmented only with release-candidate metadata, cards, audit files, and manifests. It is provider-free and does not construct network transport.

For multimodel records, strict native and one-outer-fence-normalized policies are reported on identical response bytes. DeepSeek V4 Pro cells are infrastructure-unassessable privacy/data-policy route failures with empty final answers, not coding-performance failures.

Low-affinity calibration tasks are newly authored for calibration where supported by provenance. High-affinity calibration tasks are adapted or reconstructed from upstream issue/task patterns; upstream source bytes and evaluator bytes are withheld.