How do I handle inconsistent model outputs?

The skill provides an instruction hierarchy and error recovery patterns to build robust prompts that handle failures and ambiguous inputs gracefully.

Can I use this for complex data extraction?

Yes, the Few-Shot learning and template system patterns are specifically designed to ensure consistent formatting and accurate handling of edge cases during extraction.

How does this skill improve Claude's reasoning?

It implements Chain-of-Thought patterns that guide the model through step-by-step logic before providing a final answer, increasing accuracy on analytical tasks.

Does this skill help reduce token usage?

The optimization strategies included help you balance example complexity with token efficiency, ensuring high performance without unnecessary costs.

Prompt Engineering Patterns

Name: Prompt Engineering Patterns
Author: claudiodearaujo

byclaudiodearaujo

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数据科学与机器学习

Optimizes LLM performance and reliability using advanced prompting strategies, reasoning patterns, and systematic optimization techniques.

This skill provides a comprehensive framework for mastering prompt engineering within the Claude Code environment, focusing on maximizing model accuracy and controllability. It equips developers with advanced techniques such as Few-Shot learning, Chain-of-Thought reasoning, and systematic prompt optimization to ensure predictable AI behavior. Whether you are debugging agent logic, building reusable template systems, or designing complex system prompts, this skill offers practical patterns and best practices to refine AI-driven workflows and improve the quality of generated outputs.

主要功能

01Few-Shot learning implementation for consistent formatting

021 GitHub stars

03Chain-of-Thought reasoning for complex analytical tasks

04Structured instruction hierarchy for system prompt design

05Modular template systems with variables and components

06Systematic prompt optimization and A/B testing workflows

使用场景

01Debugging and refining inconsistent agent or model behavior

02Standardizing AI output formats for production-grade applications

03Improving accuracy for multi-step mathematical or logical reasoning

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add claudiodearaujo/sistema-de-narra-o-de-livro prompt-engineering

For use in Claude.ai and ChatGPT

Download Skill