# Licenses and attribution

GERO report, observations and commentary: Creative Commons Attribution 4.0 International, https://creativecommons.org/licenses/by/4.0/ , by Xamit Kadirbekov (2026). Original GERO reproducer/oracle code and new patch contribution: MIT.

Upstream MLX source: Apple Inc. and contributors, MIT; original source archive retains LICENSE and copyright notices. fmt source: fmt contributors, MIT with its retained notices. nlohmann/json source: Niels Lohmann and contributors, MIT; original LICENSE files remain in its source archive. mpmath 1.3.0: mpmath developers, BSD license retained in the official wheel. Other bundled upstream files retain their individual notices and licenses; the GERO report license does not replace them.

No affiliation, endorsement or upstream acceptance is implied. AI assisted the research, code and archival preparation. All reported numerical observations come from actual native CPU execution, with synthetic inputs.