CCDV-F: Claude Certified Developer — Foundations

By Anthropic · Question Mode

QuestionQ6

VerifiedPrompt and Context Engineering

Your Claude application generates good responses for typical inputs but has difficulty with edge cases. You have several labeled examples of edge-case inputs and the desired response for each. You want to use these examples to improve the model’s treatment of edge cases. What is the best way to use these examples?

Explanation

Few-shot prompting places representative labeled input-output examples in the prompt so Claude can infer and apply the desired handling pattern. Anthropic recommends relevant, diverse examples that cover edge cases because they improve output accuracy and consistency.

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