To add to this, allium is a weirdly effective tool for finding bugs and clarifying intent despite being nothing more than a prompt that you present to a frontier model.

I’ve started using allium spec files as a replacement for handoff documents. It records what you want your program to do without any of the implementation details that might pollute an LLM’s context window.

AGPL 3.0 is best to fight enshittification.