Most AI coding assistants do not really remember your project.

They remember just enough to be dangerous.

They see the latest prompt, skim a few files, improvise, and then forget the reasoning that made the answer useful five minutes ago. That is fine for toy demos. It breaks down fast inside a real software codebase.

In Knotic I take an harder line.

Instead of treating memory like a chat log with extra lipstick, I treat memory as infrastructure.