Alibaba Cloud Developer

Aug 20, 2025 · Artificial Intelligence

Why AI Programming Needs Compiler Theory: From Prompt to Context Engineering

This article explores how formal language theory and compiler concepts provide a solid theoretical foundation for modern AI engineering practices such as Prompt Engineering, Context Engineering, and Anthropic's Think Tool, highlighting the trade‑offs between expressiveness and reliability and proposing a path toward more verifiable AI systems.