Navigating AI Systems: Determinism vs. Non-Determinism

This chapter examines the distinctions between deterministic rule-based systems and probabilistic large language models (LLMs) in AI applications. It highlights the importance of managing output variability, feedback mechanisms, and fine-tuning practices to enhance system reliability and user interaction. The discussion also emphasizes the necessity of layered architectures and governance in building effective AI solutions that meet specific needs.