First you have to agree that Claude Code might be useful for some non-repo task, like helping with your taxes or organizing your bookmarks.

Next, consider how you might deploy isolated Claude Code instances for these specific task areas, and manage/scale that - hooks, permissions, skills, commands, context, and the like - and wire them up to some non-terminal i/o so you can communicate with them more easily. This is the agent shape.

Now, give these agents access to long term memory, some notion of a personality/guiding principles, and some agency to find new skills and even self-improve. You could leave this last part out and still have something valuable.

That’s Openclaw in a nutshell. Yes you could just plug Discord into Claude Code, add a cron job for analyzing memory, a soul.md, update some system prompts, add some shell scripts to manage a bunch of these, and you’d be on the same journey that led Peter to Openclaw.