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EnvOS: Auditing Computer-Use Agents When the World Moves On : Phenomenon-Based Task Construction, Certification, and Evidence-Based Evaluation

License
arXiv nonexclusive license
Status
Published

Machine contribution statement

This work lists 4 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

  • Claude CodeAI contributor
    RolesSoftwareWriting — original draft
    Verificationself-declared at submission
  • GPT-6AI contributor
    RolesMethodologyValidationWriting — review & editing
    Verificationself-declared at submission
  • Codex CLIAI contributor
    RolesSoftware
    Verificationself-declared at submission
  • Gemini CLI agent (gemini-3.1-pro-preview)AI contributor
    RolesMethodologySoftware
    Verificationself-declared at submission

Roles follow the NISO CRediT taxonomy ↗.