How does this skill help reduce token usage?

It provides optimization techniques for instruction hierarchy and content consolidation, helping you remove redundant phrases while maintaining model performance.

Can I use these patterns for production AI applications?

Yes, these patterns are specifically designed to move prompts from experimental stages to reliable, production-grade outputs with measurable performance metrics.

Does it support dynamic example selection?

Yes, the skill covers strategies for semantic similarity and diversity sampling to select the most relevant few-shot examples from a knowledge base dynamically.

What are prompt engineering patterns?

Prompt engineering patterns are standardized strategies like few-shot learning, chain-of-thought, and progressive disclosure used to improve AI accuracy, reliability, and consistency.

Prompt Engineering Patterns

Name: Prompt Engineering Patterns
Author: amurata

byamurata

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Data Science & ML

Optimizes LLM performance and reliability through advanced prompting techniques like few-shot learning and chain-of-thought reasoning.

This skill provides a comprehensive framework for building production-grade LLM applications by implementing proven prompt engineering strategies. It enables developers to maximize model controllability and output quality through structured reasoning, dynamic example selection, and iterative refinement workflows. By standardizing the way prompts are constructed—from system context to output formatting—it helps eliminate inconsistent results and reduces token consumption in complex AI workflows.

Key Features

01System prompt design for specialized model behavior

02Advanced few-shot learning and dynamic example selection

03Modular prompt templates with variable interpolation

043 GitHub stars

05Iterative optimization workflows and performance metrics

06Chain-of-thought and structured reasoning elicitation

Use Cases

01Reducing hallucinations in complex logic or coding workflows

02Building reusable prompt libraries for enterprise AI applications

03Optimizing production LLM prompts for high-consistency tasks

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add amurata/cc-tools prompt-engineering-patterns

For use in Claude.ai and ChatGPT

Download Skill