Abstract: Prompt engineering/optimising manually is like writing assembly code; if you're a pro, you get the most amount of control and max performance with manually adapting Prompt, but DSPy provides the higher-level abstraction DSL for the functions the LLM-based system is supposed to carry out before getting onto the bare metal (the LLM). Get smaller, cleaner code with DSPy. (And auto-optimization as a bonus)