Sergiy Korolov writes about the practical realities of building and shipping products in an era where AI is suddenly everywhere but rarely well understood. His work focuses on how product teams can move beyond hype and develop real AI fluency: the ability to judge when AI-generated output truly fits into a system and when it only appears plausible on the surface.

By reading stories under this tag, you’ll learn how to spot the hidden risks of integrating AI into product workflows, where teams are most likely to waste cycles, and how to protect quality as automation creeps into everyday decisions. Sergiy’s perspective is especially valuable if you’re responsible for product strategy, delivery, or design and need clear thinking on when to trust AI, when to challenge it, and how to keep human judgment at the center of your work.