The article discusses the development of an AI Programming Assistant called Sketch, highlighting the simplicity of its main operational loop when interacting with a language model (LLM). It emphasizes the effectiveness of using LLMs with specific tools for automating programming tasks, improving developer workflows, and handling complex operations like git merges and stack trace analysis. The author expresses optimism about the future of agent loops in automating tedious tasks that have historically been challenging to automate.
Building a coding agent in Ruby is straightforward, requiring only a few lines of code and minimal boilerplate compared to other languages like Go. By utilizing the RubyLLM gem and implementing three essential tools—reading files, listing files, and editing files—developers can create a functional AI chat agent that can assist in coding tasks. The author successfully demonstrates this by developing an agent capable of coding a simple game in Ruby.