Beginner explanation
A prompt is the instruction and context you give an AI system. State the task, provide the facts it may use and describe the desired result. A clear prompt reduces guessing, but you still need to review the answer.
Intermediate explanation
Separate instructions from quoted source material. Specify audience, constraints and output format, and show a short example if the format is unusual. Ask the system to identify missing information rather than fill gaps with invented facts.
Advanced explanation
Prompting changes inference-time context, not model weights. Evaluate prompt revisions against held-out cases, since optimizing one example can overfit the prompt. Structured output may improve parsing but application-side validation is still required.
PUT IT IN CONTEXT
A worked example
Weak: “Write a notice.” Stronger: “Using only these fictional facts, draft an 80-word notice for residents: lobby closed Monday 9–11; use east entrance. Do not invent contact details. List missing facts separately.”
TRY IT YOURSELF
Practice the idea
Rewrite “Summarize this” for a three-point handover summary that must preserve uncertainties and avoid exposing names.
Reveal the answer guide
Example: “Summarize the supplied fictional notes in three bullets: completed work, unresolved issues and next steps. Replace names with roles. Label uncertain details and do not add facts not in the notes.”
Go further: advanced challenge
Construct a held-out prompt test containing contradictory source notes and a source paragraph that tries to change the output instructions.
An open-ended discussion task. Explain your assumptions and evidence; there may be more than one defensible answer.
Continue the conversation
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Original AstraCruz explanations and fictional exercises. These primary references provide broader technical context; linked materials may change.
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