Introducing Ash AI: An LLM Toolbox for Seamless Integration with Ash Framework

The article discusses the Ash AI package, a toolkit designed for developers working with the Elixir-based Ash Framework to implement features utilizing large language models (LLMs). It emphasizes the importance of layering a secure application structure beneath LLM functionalities, ensuring that AI agents operate safely. The Ash AI package includes features like prompt-backed actions for structured outputs, vectorization for searchable descriptions, and a streamlined installation process. It also introduces the MCP (Model Context Protocol) servers for exposing application functionalities to AI agents. By leveraging Ash's core strengths, developers can rapidly create AI-enabled applications and manage complex workflows while maintaining security and efficiency. The article concludes with insights on Ash's future in the evolving AI landscape and the benefits of using Ash for developing AI products.