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prompt-engineering-patterns

Developer Tools

Gives your agent the ability to master advanced prompt engineering techniques for maximum LLM performance and reliability.

When to use

  • When designing complex prompts for production AI applications

  • When you need to implement structured reasoning like chain-of-thought

  • When building few-shot learning systems with dynamic example selection

How to use

  1. 1

    Define the structured output schema using Pydantic for reliable parsing

  2. 2

    Implement chain-of-thought prompting to elicit step-by-step reasoning

  3. 3

    Select and balance few-shot examples to handle complex edge cases

  4. 4

    Optimize prompt performance through iterative A/B testing and refinement

Example conversation

case
You

You

Help me build a prompt that extracts sentiment and key phrases into JSON.

prompt-engineering-patterns

Agent

I will design a structured prompt using a Pydantic schema to ensure the model returns valid JSON with 'sentiment', 'confidence', and 'key_phrases' fields. I'll include few-shot examples to guide the extraction and add a reasoning step to improve accuracy. The result will be a type-safe prompt template ready for production use.

FAQ

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