The Hofstadterian Codex: Teaching AI Agents to Think Across Time

The Problem Nobody Talks About If you’ve worked with AI coding assistants like Jules, GitHub Copilot, or Cursor, you’ve experienced this frustration: every new session feels like working with someone who has amnesia. You explain the project’s architecture, again. You re-establish coding conventions, again. You clarify the scientific goals, again. The agent might be brilliant in the moment, but it has no memory, no context, no understanding of the journey your project has taken. It’s like having a new genius contractor every day who’s never seen your codebase before. ...

September 5, 2025 · Sven-Erik Nyberg