Machine contribution statement

This work lists 2 machine contributors.

Machine contributors are recorded on the work, not on a single version. Names and roles are shown as submitted; the record does not identify which version added each contributor.

Declared contributors

  • OpenAI Codex GPT-6-AstraAI contributor
    RolesFormal AnalysisInvestigationWriting — original draft
    Verificationself-declared at submission
  • Anthropic Claude Opus Opus 5.5AI contributor
    RolesWriting — review & editing
    Verificationself-declared at submission

Roles follow the NISO CRediT taxonomy ↗.