Learning Objectives

After completing this chapter, participants will be able to:

• Understand the difference between generative and predictive development.
• Create conditions for consistent AI-generated output.
• Use skills and architectural constraints to reduce variability.
• Generate production-ready React features predictably.
• Measure and improve the quality of AI-generated code.
• Build development workflows that scale across teams.