Architecture Practice Methods

Apr 16, 2026 · R&D Management

AI Code Generation's Efficiency Paradox: Why Speed Creates Hidden Debt

This article explores how AI-accelerated code generation creates hidden cognitive, verification, and architectural debts that erode team understanding, ultimately slowing integration, maintenance, and refactoring despite faster initial output, arguing true efficiency requires deliberate comprehension over raw generation speed.