Until now, I’ve generally only used LLM tools with existing projects. Attempts to create detailed projects from scratch via agentic LLMs like Claude with “vibe coding” often fail, despite the earnest efforts of the LLM. It often forgets information or burns tokens running in a non-productive loop.
In this post, I’ll look at the popular Claude extension GSD, and how it works to defeat context rot.
It is important to differentiate between trends that are genuine improvements on a pattern and those that are just getting around current…
