Where AI-assisted coding accelerates development — and where it doesn’t

AI coding tools like GitHub Copilot have revolutionized software development by enabling rapid prototyping and cross-language assistance, with features like agent mode allowing developers to describe features in natural language and generate multi-file code changes. However, these tools create significant challenges including outdated dependencies, architectural flaws, verbose code, and situations where engineers ship code they don't fully understand.