personal-development

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.