This can make for a great user experience, but can lead to a pretty bad developer experience. In prompt engineering, instructions are written in natural languages, which are a lot more flexible than programming languages. Ambiguity causes frustration and even passionate hatred in developers (think dynamic typing in Python or JavaScript). Programming languages are “mostly” exact. Challenges of productionizing prompt engineering The ambiguity of natural languagesįor most of the history of computers, engineers have written instructions in programming languages. ………… Control flows: sequential, parallel, if, for loop Applications that consist of multiple tasks ………… The impossibility of cost + latency analysis for LLMs Challenges of productionizing prompt engineering There has been so much written about LLMs, so feel free to skip any section you’re already familiar with.
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