Notes
Occasional notes on modernization, frontend systems and where AI actually earns its place in a product.
November 4, 2026
I revisited a 2018 HTML/CSS learning project with AI. What mattered most wasn't generating code faster—it was the fundamentals, transferable design principles, and human judgment that helped steer the work.