prompt-engineering-patterns

Advanced prompt engineering techniques for optimizing LLM performance, reliability, and structured outputs in production.

wshobson ↓ 18k
Claude Code
View source ↗

What it does

  • Designing complex prompts for production LLM applications
  • Optimizing prompt performance and consistency
  • Implementing structured reasoning patterns (chain-of-thought, tree-of-thought)
  • Building few-shot learning systems with dynamic example selection
  • Creating reusable prompt templates with variable interpolation
  • Debugging and refining prompts that produce inconsistent outputs
  • Implementing system prompts for specialized AI assistants

Requirements & configuration

  • Reducing token usage while maintaining quality
  • Context overflow: Exceeding token limits with excessive examples
  • Token Usage: Average tokens per request

Derived from the skill's own SKILL.md documentation · extracted 2026-07-23

Advanced prompt engineering techniques for optimizing LLM performance, reliability, and structured outputs in production.

Source

Repository: https://github.com/wshobson/agents

prompt-engineering-patterns FAQ

What does the prompt-engineering-patterns skill do?

>- This skill should be used when the user asks to "optimize a prompt", "improve prompt performance", "design a prompt template", "write better prompts", "debug prompt issues", "use chain-of-thought", "structured prompting", "few-shot prompting", or wants to apply advanced prompt engineering patterns for production LLM applications. Designing complex prompts for production LLM applications Optimizing prompt performance and consistency

What does prompt-engineering-patterns require?

Reducing token usage while maintaining quality Context overflow: Exceeding token limits with excessive examples Token Usage: Average tokens per request

How do I install prompt-engineering-patterns?

Run: npx -y skills add https://github.com/wshobson/agents --skill prompt-engineering-patterns --agent claude-code — the source lives at github.com/wshobson/agents.

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