Author

Hesham Mahmoud

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Review Open access Aug 2026

Mirʾāh

The article introduces Mirʾāh, a synthesized ethical framework of seven principles for transparent adaptive learning organized in a three tier governance architecture, a Foundation tier in which transparency and contestability create trustworthy interaction, and an Empowerment tier in which educational integrity and AI literacy ensure that AI supports authentic learning and informed participation.

Hesham Mahmoud · Crossroads of Social Inquiry · 0 citations