Manual review of AI-generated code often takes longer than writing the logic from scratch. Developers argue that the cognitive load of debugging LLM hallucinations outweighs the speed of initial generation. This friction makes fully vetted AI code difficult to justify in high-stakes production environments. Practitioners should prioritize small, testable snippets over large blocks.