Does this skill support the Model Context Protocol (MCP)?

Yes, it includes specific integration patterns for MCP to standardize how tools and context are connected to your AI models.

How does this skill help with RAG?

It provides optimized architecture patterns for query rewriting, hybrid retrieval, and reranking using tools like LlamaIndex, Qdrant, and Pinecone.

What is the benefit of using DSPy with this skill?

It replaces manual prompt engineering with programmatic optimization, treating prompts as optimizable code modules that improve based on data.

Can I use this for model fine-tuning?

Yes, it includes implementation patterns for LoRA and QLoRA to fine-tune models efficiently on consumer-grade or production hardware.

AI & ML Engineering

Name: AI & ML Engineering
Author: hyperb1iss

byhyperb1iss

0•

Data Science & ML

Builds production-grade AI systems using modern patterns like RAG, programmatic prompting, and Model Context Protocol (MCP).

This skill streamlines the development of sophisticated AI applications by providing standardized patterns for LLM integration, retrieval-augmented generation (RAG), and model optimization. It guides developers through the latest AI stack, including tools like DSPy for programmatic prompting, LangGraph for stateful workflows, and LlamaIndex for data ingestion. Whether you are fine-tuning models with LoRA, setting up vector databases like Qdrant, or implementing MCP-based tool sets, this skill ensures best practices in AI/ML engineering and MLOps are followed throughout the development lifecycle.

Key Features

01Automated evaluation using RAGAS and experiment tracking with MLflow

02Programmatic prompt optimization using DSPy modules

030 GitHub stars

04Production-ready RAG architectures with LlamaIndex and LangGraph

05Efficient model fine-tuning patterns using LoRA and QLoRA

06Model Context Protocol (MCP) integration for tool management

Use Cases

01Automating prompt engineering via programmatic optimization modules

02Building high-performance RAG pipelines for proprietary document sets

03Deploying specialized AI agents using stateful multi-agent workflows

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add hyperb1iss/hyperskills ai

For use in Claude.ai and ChatGPT

Download Skill