Vibe coding with AI is gaining popularity, and while some people say it creates more problems than benefits, the real issue is how it is implemented. For internal tools, vibe coding makes complete sense because developers should not spend time fixing tiny UI changes when AI can handle them instantly and consistently.

But vibe coding only works with the right foundation. Developers must first set up the core architecture, coding patterns, and standards. After that, teams can safely use AI to make small updates without risking long-term issues or breaking existing flows.

Code review remains important. Developers should review AI-generated pull requests to ensure the output is clean, maintainable, and aligns with the overall design.

With proper structure, clarity, and oversight, vibe coding becomes a major productivity boost instead of a liability.