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The 'vibe coding spectrum' approach to AI-assisted software development ↗ source

June 18, 2026 NCSC Guidance

Summary

Different code deserves different levels of oversight, so calibrate your approach to ‘vibe coding’ accordingly. By now, most people are familiar with the term ‘vibe coding’; giving an AI agent a high-level prompt and letting it build your application with significant autonomy. You prompt, it codes, you review The NCSC have previously written about the effects this could have on cyber security. And if you care about security, vibe coding can feel uncomfortable. AI models are trained on vast amounts of existing code, and some of that has security issues. When you let an AI loose on your code base with minimal oversight, there's a real risk it produces code with security vulnerabilities, with a measurable security gap in AI generated code (pdf).

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