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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Shivam Shukla

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Open access Jul 2026

From Human Oversight to Cognitive Sovereignty: A Process-Based Governance Standard for AI-Assisted Legal Reasoning

The article proposes two instruments: the Supervised Intelligence Methodology (SIM), a five-stage process standard for AI-assisted legal reasoning, and the AI Reliance Test (ART), an ex post accountability mechanism for courts, regulators and professional bodies.

Shivam Shukla · 2 citations

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