Hi there! I have written this article as just a practical reflection on why coding agents lose the thread between sessions, and why the repository itself is the right place to preserve it. It doesn't pretend to be an absolute truth, it is just abou…

One night I hit the token limit with Codex and realized most of the cost was coming from context reloading, not actual work. So I started experimenting with a small context engine around it: – persistent memory – context planning – failure tracking – t…