Ai Prompting

---
name: ai-prompting
version: 1.0.0
category: ai
description: LLM application patterns, prompt optimization techniques, and AI-powered
  data analysis workflows.
type: reference
tags: []
scripts_exempt: true
---

# Ai Prompting

## Overview

This library contains 5 production-ready skills for building LLM-powered applications, optimizing prompts, and integrating AI into data workflows. Each skill covers a specific aspect of AI application development with patterns for reliability, evaluation, and scaling. Skills follow the Anthropic Skills format with practical examples from real-world AI implementations.

## Quick Start

```bash
# Browse available skills
ls skills/ai-prompting/

# Read a skill
cat skills/ai-prompting/langchain/SKILL.md

# Skills are documentation - implement patterns in your AI applications
```

## Version History

- **1.0.0** (2026-01-17): Initial release with 5 AI prompting skills

---

*These skills represent patterns refined across production LLM applications processing millions of queries with optimized cost and quality.*

## Sub-Skills

- [1. Version Control Prompts (+3)](1-version-control-prompts/SKILL.md)

## Sub-Skills

- [Available Skills](available-skills/SKILL.md)
- [Application Frameworks (+2)](application-frameworks/SKILL.md)
- [Choose langchain when: (+4)](choose-langchain-when/SKILL.md)
- [LangChain RAG Pipeline (+4)](langchain-rag-pipeline/SKILL.md)
- [RAG Architecture (+2)](rag-architecture/SKILL.md)
- [Structured Output (+2)](structured-output/SKILL.md)
- [Integration with Workspace-Hub](integration-with-workspace-hub/SKILL.md)
- [Testing AI Applications](testing-ai-applications/SKILL.md)
- [Related Resources](related-resources/SKILL.md)