How does Chain-of-Thought (CoT) help in AI development?

CoT encourages the model to generate intermediate reasoning steps, which significantly improves performance on complex tasks involving logic, math, or multi-step processes.

Does this skill support Few-Shot learning?

Yes, it includes advanced strategies for example selection, semantic similarity retrieval, and balancing demonstration counts within context windows.

What are prompt engineering patterns?

They are structured methods and architectural templates used to guide an LLM's reasoning process and output format to ensure higher accuracy and reliability.

Can these patterns be integrated into production environments?

Absolutely. These patterns focus on maximizing controllability, reducing latency, and managing token efficiency for scalable, production-grade AI applications.

Prompt Engineering Patterns

Name: Prompt Engineering Patterns
Author: Tahir-yamin

byTahir-yamin

•

Data Science & ML

Implements advanced prompt engineering techniques to maximize LLM performance, reliability, and structured output quality.

This skill provides a comprehensive framework for mastering advanced prompt engineering within AI-driven applications. It enables developers to implement structured reasoning patterns like Chain-of-Thought, manage dynamic few-shot learning systems, and create robust template architectures. By applying these battle-tested patterns, users can minimize hallucinations, ensure consistent outputs, and optimize token efficiency for production-grade LLM integrations and complex AI workflows.

Key Features

01Modular prompt template systems

023 GitHub stars

03Chain-of-Thought reasoning elicitation

04Iterative prompt optimization workflows

05Dynamic few-shot learning strategies

06Automated error recovery patterns

Use Cases

01Building specialized AI assistants with custom system prompts

02Improving RAG performance through context-aware prompting

03Optimizing complex production LLM prompts for consistency

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add tahir-yamin/dev-engineering-playbook prompt-engineering-patterns

For use in Claude.ai and ChatGPT

Download Skill