The Invisible Team: How AI Creates Consistency Problems for Solo Developers

Solo developers using AI assistance like GitHub Copilot face an underestimated challenge: each AI session makes different code decisions, creating the same consistency problems that plague multi-developer teams. This matters because it reveals that AI-assisted development fundamentally changes how developers must approach standards—explicit rules must now replace the assumption that a single developer produces inherently consistent code.