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Research & KnowledgeDone with Codex Oct 19, 2026

Tutor you through pen-and-paper math with a local agent

An open-sourced tutor app runs Codex locally with a TUTOR.md brief to teach math with pen and paper using the user's subscription credits.

Tutor you through pen-and-paper math with a local agent preview
What They Did
The author built a tutor app called ari and open-sourced it. It runs Codex locally, so it draws on the user's existing subscription credits instead of an API key. A TUTOR.md file, adapted from the SOUL.md idea in openclaw, holds the brief that sets up the agent as a math tutor for pen-and-paper work.
How It Went
The author calls it very fun and says a version of your own is trivial to make. The comment gives no results, numbers, or limitations.
Worth Knowing
Running Codex locally means it uses subscription credits rather than an API key, so no separate API billing is needed.
Try it yourself with Codex

Set up a local math tutor for me in this folder. Write a TUTOR.md brief telling you to teach [topic, e.g. algebra or calculus] at [my level] by giving me one problem at a time to work out on paper, then asking me to type or describe my answer and steps, and giving hints before solutions. The setup is done when I can start a session, receive a first problem, and get feedback on my attempt. Don't delete or overwrite any existing files without showing me first.

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