Escaping the AI Productivity Trap: Beyond Plausible Code

AI assistants initially boost output, but long-term productivity suffers due to subtle, plausible hallucinations that are difficult to debug and review. To maintain gains, developers must shift from manual verification to a test-first workflow that forces automated validation of AI-generated logic.