At the core of it is an often overlooked idea: using LLMs to build systems instead of as systems. AI-powered coding assistants have transformed the way we build software – and they can be even more impactful for AI development itself and bridge the experience gap that's often holding teams back and causing projects to fail. In the talk, I will show you a new way of using generative models for AI development, and some practical examples of how to make "Vibe NLP" work for real-world problems.