Operations and contribution

Configuration

Keep secrets outside documentation and source control. Use .env.example as the public contract and store real values only in the designated local settings surface.

Testing

Run the repository checks listed in the quickstart. A passing narrow test does not prove unrelated interfaces or scientific claims.

Troubleshooting

  1. Confirm the repository and branch.

  2. Reproduce with the smallest supported input.

  3. Capture the exact command and error.

  4. Check the documented runtime and lockfile.

  5. Open an issue with secret-free evidence.

Security and privacy

Learning output is formative evidence. It is not a credential, assessment authority, or autonomous teaching decision.

Contributing

Read CONTRIBUTING.md, SECURITY.md, SAFETY.md, and the repository license when present. Keep changes bounded and include the checks that justify acceptance.

Releases

The current public documentation describes 0.0.0 with status public-preview. Consult the repository history and release notes for changes.

The Mage First-Proof mechanism is implemented and locally tested, but the public preview must not be described as a live Builder-to-Colab service until Auth0, the HTTPS broker, the unpacked extension, and a real Colab callback pass acceptance together.