Research
Original data on coding with AI.
AI writes more code than ever. We run surveys to measure what that means for understanding: how often people ship code they can't explain, how they check it, and what it does to their skills.
Results are published openly under CC BY 4.0, so anyone can cite and reuse them with attribution. Press questions go to contact@contral.ai.
Research projects
Survey openCC BY 4.0
State of Vibecoding 2026
A developer survey on how often people ship AI-written code they can't explain, how they check it, and what it does to their fundamentals.