The problem: your project disappears between sessions
Claude Code and Codex are fantastic tools, but they're fundamentally session-oriented.
That's perfect for answering questions or making focused code changes. But once you start using agents as collaborators on a real project, something starts to feel missing.
The project itself doesn't really exist.
There's no shared understanding that multiple agents can build on. Long-running goals don't have an owner. Scheduled work ends up living in cron jobs and shell scripts. Before long you've accumulated a collection of markdown notes, helper scripts, and conventions that only make sense to you.






