Education

Artificial intelligence has fundamentally transformed the scientific landscape, reshaping not only research methodologies but also the epistemological foundations of knowledge creation. This comprehensive literature review examines how academic qualifications are being redefined in the AI era and what competencies researchers need to thrive in the 21st century.

The artificial intelligence industry operates on a five-layer architecture: energy, chips, infrastructure, models, and applications. This elegant framework captures how foundational resources enable increasingly sophisticated outputs. What if we applied this same logic to the PhD journey? The result is a remarkably clear model for understanding where doctoral students struggle—and why.