Does this skill support RAG architecture?

Yes, it includes patterns for implementing and optimizing Retrieval-Augmented Generation (RAG) to ensure models receive relevant context without stuffing the context window.

How does it ensure AI output reliability?

The skill enforces structured output through function calling or JSON mode with schema validation, preventing common issues like unstructured parsing errors and hallucinations.

How does this skill help manage LLM costs?

It provides specific patterns for cost optimization, including token calculation, prompt versioning, and efficient context management to prevent unnecessary API expenses.

What is the AI Product Engineering skill for Claude Code?

It is a specialized capability designed to help developers build reliable, production-grade AI features using LLM integration best practices and robust architecture patterns.

AI Product Engineering

Name: AI Product Engineering
Author: claudiodearaujo

byclaudiodearaujo

0•

データサイエンスとML

Develops production-grade AI features using robust LLM integration patterns, RAG architecture, and cost-effective prompt engineering.

The AI Product Engineering skill transforms Claude into an expert architect for building scalable, reliable AI-powered applications. It moves beyond simple demos by implementing structured output validation, RAG (Retrieval-Augmented Generation) patterns, and streaming responses that improve user experience. This skill is essential for developers who need to manage LLM costs, prevent hallucinations, and ensure their AI features are production-ready through rigorous prompt versioning and safety layers.

主な機能

01Structured output implementation with JSON schema validation

02Optimized RAG architecture and context window management

03Streaming response patterns for reduced perceived latency

04Prompt versioning and regression testing workflows

050 GitHub stars

06Cost optimization strategies and token usage tracking

ユースケース

01Building reliable LLM-powered features for production environments

02Migrating unstable AI prototypes into scalable, validated systems

03Optimizing existing AI workflows to reduce API costs and latency

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add claudiodearaujo/sistema-de-narra-o-de-livro-front ai-product

For use in Claude.ai and ChatGPT

Download Skill