DictionaryInternet culture

Prompt Engineering

Definition

The practice of designing and refining instructions so an AI system produces a more useful, reliable, or controlled result.

Example
She used prompt engineering to make the model return consistent JSON.
How it is used

The term covers practical instruction design, testing, context selection, examples, and output constraints; it is more than simply writing a long request.

Origin and context

It became widely used with large language models and generative image systems in the early 2020s.

Common variations

prompt design

A simpler term for creating effective prompts.

prompt optimization

Iteratively improving prompt performance.

Frequently asked questions
Is prompt engineering a real skill?

Yes, though its depth varies by task and tool.

Does one perfect prompt work forever?

No. Models, goals, and context can change, so testing remains important.

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An attack or manipulation that places instructions in model input or retrieved content to make an AI ignore intended rules or reveal protected information.

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Building software by describing desired behavior to AI and iterating on generated code with limited attention to every implementation detail.

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