What are the common prompt engineering mistakes it helps avoid?

It identifies 'sharp edges' such as using imprecise language, omitting negative constraints, and providing irrelevant context that can confuse the model.

How does this skill improve AI responses?

By implementing structured patterns like few-shot examples and Chain-of-Thought reasoning, it ensures models follow instructions more reliably and produce higher-quality, logical outputs.

What is the LLM Prompt Architect skill?

It is a specialized capability for Claude Code that provides expert guidance on designing, testing, and optimizing prompts for Large Language Model applications.

Can this skill help with structured data like JSON?

Yes, the skill specializes in output format specification, providing patterns to ensure LLMs return data in the exact structure your application needs to parse.

LLM Prompt Architect

Name: LLM Prompt Architect
Author: claudiodearaujo

byclaudiodearaujo

•

データサイエンスとML

Architects high-performance prompts and structured system instructions to optimize Large Language Model accuracy and reliability.

The LLM Prompt Architect skill transforms vague intents into rigorous, programmatic instructions that ensure Large Language Models perform with precision. By implementing advanced patterns such as Chain-of-Thought reasoning, few-shot learning, and structured system architectures, this skill helps developers minimize hallucinations and enforce strict output formats. It is an essential tool for anyone building AI-powered applications who needs to systematically evaluate prompt quality and manage context windows effectively to achieve production-grade results.

主な機能

01Chain-of-Thought reasoning implementation

02Strict output format specification and validation

03Structured system prompt architecture and design

04Context window and token usage management

051 GitHub stars

06Few-shot example optimization and edge-case handling

ユースケース

01Standardizing LLM outputs into valid JSON or specific code formats

02Debugging and fixing inconsistent or hallucinated model responses

03Refining system prompts for complex autonomous AI agents

What are Skills?·How to Install

Install with 🐟 Skill.Fish

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

For use in Claude.ai and ChatGPT

Download Skill