This article chronicles the development and impact of the Ralph Wiggum Technique created by Geoff Huntley, detailing key events from its inception in June 2025 to early 2026. It discusses the tool's unique approach to coding, the challenges faced, and lessons learned from various experiments with the technique.

This article explains how to create a basic AI coding assistant using Python. It outlines the core functionalities needed, such as reading, listing, and editing files, and provides a step-by-step guide to implementing these features. The author emphasizes that the underlying architecture is straightforward and can be adapted for various LLM providers.