Summary: Nondevelopers are building complex agentic AI systems on intuition developed through many hours of experimentation, YouTube videos, and Reddit threads.
Generative AI lets people's technical capability outpace their technical knowledge in ways that no previous technology has. We've seen this in vibe coding for some time.
Now, however, vibe coding is expanding into something broader, messier, and more impactful. This shift is tied to the rise of agentic AI and Claude Cowork, a flexible agentic system targeted at general information workers rather than engineers.
In our recent study, we learned how people manage to architect systems and transform workflows for themselves and their teams — without knowing much about exactly how they’re doing it. We call these people “vibe architects.”
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