How does this skill help with AI costs?

It implements token calculation before requests and focuses on prompt optimization strategies to reduce unnecessary API overhead by up to 80%.

Does it support streaming responses?

Yes, it provides specific patterns for streaming LLM responses to show progress and significantly reduce perceived latency for users.

How does it handle AI hallucinations?

The skill enforces structured output validation and fact-checking layers to ensure AI responses are consistent, accurate, and reliable.

Can it help with prompt injection security?

Yes, the skill includes architectural patterns for sanitizing user inputs and implementing defense layers to prevent prompt exploitation.

Is this skill limited to Gemini models?

No, while part of the gemini plugin, these engineering patterns are architectural best practices applicable to any LLM integration including Anthropic and OpenAI.

AI Product Engineering

Name: AI Product Engineering
Author: claudiodearaujo

byclaudiodearaujo

0•

データサイエンスとML

Integrates production-grade AI capabilities using optimized LLM patterns, structured outputs, and cost-efficient architectures.

This skill transforms Claude into an expert AI product engineer capable of architecting robust, scalable LLM features. It provides essential patterns for structured JSON validation, streaming responses to improve UX, and prompt versioning while avoiding common pitfalls like 'demo-ware' or context window stuffing. Whether you are building RAG systems or integrating complex AI workflows, this skill ensures your implementation is secure, cost-effective, and ready for high-volume production traffic.

主な機能

01Cost-optimized prompt engineering and token management

02Safety-first input sanitization and output verification

03RAG architecture implementation and context optimization

04Structured JSON output with schema validation

050 GitHub stars

06Real-time response streaming with progress indicators

ユースケース

01Implementing secure, validated AI workflows that prevent prompt injection

02Moving an AI prototype from a basic demo to a production-ready feature

03Optimizing LLM API costs and reducing latency in existing applications

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