AI in Engineering8 min read
What actually changes the week your team adopts an AI coding tool
Generation rate climbs. Review time climbs harder. Three specific patterns emerge in week one that decide whether the adoption ages well or becomes a tax.
How AI tools change the way teams write, review, and ship code. Productivity studies, workflow shifts, and language-by-language realities. It cross-cuts every other category.
Generation rate climbs. Review time climbs harder. Three specific patterns emerge in week one that decide whether the adoption ages well or becomes a tax.