How to maintain code quality standards with AI code and vibe coding

This article examines how rapid AI-assisted code generation can increase technical debt and reduce code quality, argues for early and automated review (PR checks and repository scans), and describes using fine-tuned, per-rule LLM prompts and benchmarking to improve accuracy and developer experience; it positions a dedicated code-quality system (Aikido) and future agentic checks as solutions rather than describing any security incident.