The rapid adoption of artificial intelligence (AI) in educational institutions has reshaped the pedagogical, administrative, and research environments of higher education institutions worldwide. The ‘generative language models', ‘automated grading tools', ‘predictive analytics', and AI-based institutional ‘decision-support systems; have become inseparable parts of academic ecosystems. Although these technologies are potentially yielding unprecedented efficiency, personalization, and innovation b