What it takes to benefit from GenAI coding

GenAI coding tools are genuinely powerful. In the right hands, in the right environment, the stuff is remarkable. Experienced engineers with good practices around them are doing things in hours that used to take weeks. Ideas get tested that previously stayed as hypotheses. Long-standing technical debt is getting cleared. Work that wasn t worth the investment [ ]