Why it matters
NDC AI talk with practical advice for getting more value from AI-assisted coding. The useful angle for this site is workflow discipline: scoping tasks, reviewing generated changes, making assumptions explicit, and keeping human judgment in the loop as coding agents become routine engineering tools.
My takeaway: AI-assisted coding is safer and more useful when teams treat it as an engineering workflow with review, tests, and context management, not as a shortcut around software fundamentals.