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.






