The Vibe Quality Model Five Levels for Shipping AI-Written Code You Can Trust, with Claude Code, Codex, Cursor and Copilot

From ad-hoc to professional vibe coding.AI coding agents let a developer build in an afternoon what used to take weeks. The code arrives faster than the evidence that it is correct, secure and maintainable, and research keeps finding the same gap: AI-written code that ships with security flaws, tests that agree with their own mistakes, and reviews that have become a glance.The Vibe Quality Model turns AI-assisted development into professional work: requirements first, tests that can fail, real peer reviews, security scans before every push, and a record of what was done and which model did it. Your agent does most of that work. You keep working much as you do now; the model's rules files, checks and prompts make sure the practice happens and leaves evidence your employer and your customers can trust.Five levels, from Unguided to Self-Improving, each defined by evidence anyone can open, show where a team stands and exactly what to fix next. As quality is proven, the model also states how much the AI may do on its own, and what stops it automatically when the evidence slips.Inside:The five levels, each with an evidence gate and a checklistRequirements, rules files, peer review, environments, agent permissions, security and provenance for AI-written codeSteps for the next working day, and a prompt your agent can follow, at the end of every chapterA free self-assessment tool, templates for every record, and the model at a glanceReal incidents, told only as far as their sources supportFor Claude Code, Codex, Cursor and GitHub Copilot, and the tools that come after themFor technical leads and teams, for developers working alone, and for those who assess them. By a programmer on a US Department of Defense contract who was certified as an internal CMMI auditor and an internal ISO 9001 auditor at a federal contractor.

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