AI Code Generation's Hidden Cost: Why Taste Matters More Than Speed

AI tools like Claude Code generate functional code at unprecedented speeds, creating 'AI slop debt'—technical debt that accumulates faster than teams can manage. Current maintenance processes designed for human-paced development are breaking under the volume, leaving teams without clear ownership or coherent design philosophy in their codebase. The real competitive advantage isn't generating code fastest; it's maintaining engineering 'taste'—consistent design standards—while sustaining development velocity.