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Few-shot example generator

Create diverse, high-quality input/output examples to embed in a prompt, including edge cases.

Any chat AIPrompt engineeringRuleStack original

Written for Any frontier chat model (GPT-6, Claude 5.5, Gemini 4 Argon, Grok 4.7) · Updated 2026-10-16

Note: Review and test before use. Provided as is, without warranty. See Terms.

I'm writing a prompt for this task: [task]. Create [number, e.g. 5] input/output example pairs to include in the prompt. Requirements: cover the typical case, two hard cases, one case where the right answer is "not enough information", and one case with messy input. Keep outputs in exactly this format: [format]. Make the examples varied so the model doesn't copy surface patterns.

Replace everything in [square brackets] with your own details.

Settings & parameters

• Any chat AI

Variations

• Ask for negative examples labeled "bad output" with why.

Tips

• Wrap examples in clear tags (e.g. <example>) so the model separates them from instructions.