
AI is accelerating code generation, but without structure, it increases risk. CodeRabbit’s latest research found that AI-generated code contains 1.7× more issues, including 75% more logic errors. This comprehensive guide outlines 10 proven techniques that reduce defects in AI-assisted development — from codifying context in configuration files to using tests as verifiable specifications and breaking work into reviewable chunks.