PR volume up 98%, delivery metrics flat. The Museum explains why vibe coding speed doesn’t become value — and what resolves it.
Complete 2026 vibe coding statistics: every major data point with sources, confidence ratings, and methodological context — not just the headline numbers.
63% of vibe coding users are non-developers. The Museum traces Grace Hopper’s 70-year vision to its fulfillment — who the new builders are and what they’re creating.
Seven major studies, six named incidents, one root cause, one governance framework. The Museum’s complete vibe coding security research record.
The Museum’s canonical definition: vibe coding is natural language intent, AI-generated implementation, and human direction — on a spectrum from casual to enterprise.
If AI writes the code, what do developers actually do? Map the complete transformation from programmer to creative director.