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Contribution guidelines

How to contribute code, docs, and experiments.

Process

  1. Open an issue for large proposals.
  2. Keep pull requests focused.
  3. Follow experiment conventions.
  4. Include tests for non-trivial logic.
  5. Update docs when behavior changes.

Code of conduct

Be respectful and constructive. Harassment and bad-faith contributions are not welcome.

Security reports

Email security concerns privately to the maintainers listed in SECURITY.md. Provide reproduction steps and impact. Do not open public issues for exploitable vulnerabilities.

Experiment conventions

Standards every published experiment should meet.

A/B Landing Copy Lab

AI generates two headlines, sticky cookie buckets assign A/B, and Redis/memory tracks impressions and conversions.

On this page

ProcessCode of conductSecurity reports