Many factories find that AI does not reduce defect rates for certain products because AI can only propose conditions within past production history. When improvement stalls, adjusting long‑static parameters within expert‑defined textbook ranges creates new production data, strengthens the AI model, and reveals opportunities beyond the existing history.