Can this skill help with AI evaluation?

Yes, it includes patterns for setting up evaluation frameworks using LangSmith and custom scoring for faithfulness and relevance.

Which libraries does this skill support?

It provides implementation patterns for LangChain, LlamaIndex, OpenAI, Anthropic, and various vector databases like Chroma and Pinecone.

Is this suitable for beginners?

This is an advanced skill that assumes prior knowledge of Python programming and basic machine learning concepts.

What is the primary focus of this skill?

It focuses on building production-grade AI applications, specifically covering RAG architectures, prompt engineering, and agentic workflows.

Generative AI & LLM Engineering

Name: Generative AI & LLM Engineering
Author: pluginagentmarketplace

bypluginagentmarketplace

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データサイエンスとML

Builds production-grade AI applications using advanced RAG patterns, prompt engineering, and LLM orchestration frameworks.

This skill equips Claude with the technical expertise to design and implement complex generative AI systems, focusing on production-grade Retrieval-Augmented Generation (RAG), agentic workflows, and sophisticated prompt engineering. It provides deep implementation patterns for frameworks like LangChain and LlamaIndex, integration guidance for vector databases such as Chroma and Pinecone, and strategies for implementing robust monitoring and evaluation to ensure AI application reliability and performance in real-world environments.

主な機能

01Sophisticated prompt engineering patterns including Few-Shot and Chain of Thought

021 GitHub stars

03Evaluation and observability setup using LangSmith and custom metrics

04Structured output parsing for reliable data extraction and analysis

05Advanced RAG implementation with hybrid search and contextual compression

06Development of autonomous agents with structured tool use and Pydantic validation

ユースケース

01Building a specialized knowledge base assistant using private document repositories

02Developing autonomous data analysis agents that can execute SQL and perform calculations

03Implementing automated evaluation pipelines to benchmark LLM response quality

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add pluginagentmarketplace/custom-plugin-data-engineer llms-generative-ai

For use in Claude.ai and ChatGPT

Download Skill