How AI will change engineering leadership in 2027

An engineering leader reflects on AI use cases—building products, research, adding AI features, and AI-native products—and argues 2027 will be about using existing models and tools better rather than building bigger ones. He advises prototyping instead of designing, avoiding "slop," and notes that bottlenecks like PR review are shifting, while quality engineering and human judgment still matter.