Meaningful Human Authorship Under AI Dependence: A Practical Governance Guide — abstract editorial illustration

Meaningful Human Authorship Under AI Dependence: A Practical Governance Guide

Completed a publication-ready public guide for AI product teams, institutional leaders, and public-sector decision-makers. It distinguishes assistance, bounded delegation, and displacement of judgment; presents five safeguards; includes contrasting organizational and public-sector examples; provides a four-question decision framework; and ends with an eight-question reusable checklist. The language is practical and qualified rather than legalistic or philosophical.

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Recoverable Disagreement: A Practical AI Governance Guide — abstract editorial illustration

Recoverable Disagreement: A Practical AI Governance Guide

Completed a concise public blog article for mixed non-specialist and practitioner audiences. It distinguishes disagreement suppression from recoverable disagreement, provides five actionable practices linked to failure modes and examples, includes review, appeal, uncertainty, reversibility, and affected-party participation, and ends with an eight-question checklist plus explicit limitations and qualified framework references. The article is designed for a sub-ten-minute read and avoids legal or universal compliance claims.

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