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Instruction

As explained in The Art of AI Product Development

A prompt instruction is the task specification that tells a model what operation to perform.

An instruction is the task specification that tells a language model what operation to perform. It forms one component of a larger prompt, alongside context, input variables, and examples. Simple zero-shot prompts may contain only an instruction, while more valuable tasks often require additional information and careful wording. section 6.1.2

Compliance article instruction

“Generate a detailed blog article on the topic provided, focusing on compliance with the EU AI Act. Make it informative, actionable, and easy to understand for business professionals.” The instruction specifies the operation, subject, audience, and quality expectations. section 6.1.2

Strengthen an instruction by clarifying:

  • The operation the model must perform. section 6.1.2
  • The topic, audience, desired qualities, and adaptable variables. section 6.1.2
  • Supporting context and demonstrations when the task exceeds a simple zero-shot request. section 6.1.2

How The Art of AI Product Development covers it

How deep it goes
Defines instructions and places them among prompt components, stopping short of implementation details.
Examples
Uses an EU AI Act article request and reusable topic, content-type, context, and demonstration patterns.
What you can do after
Apply via reusable prompt templates to specify tasks, audiences, topics, qualities, and supporting information.
How it connects
Connects instruction with prompt engineering, zero-shot prompting, few-shot prompting, context, and prompt templates.

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This explainer was generated by Manning's knowledge graph from the text of The Art of AI Product Development. The section links point to the parts of the book it draws on.