AI coding agents are becoming much more useful, but there is one problem I keep running into:

They forget project-specific lessons.

Not because the model is bad. Not because the prompt is missing one more paragraph. The problem is structural.

Most coding agents work inside a temporary conversation context. They can understand what you tell them during the session, but once that context is gone, the same mistakes can easily happen again.

For example: