This repository is a portfolio-quality research artifact. Contributions should keep the same standard:
- prefer small, inspectable examples over hidden magic
- keep mock mode runnable without API keys
- include a test for every behavior change
- document any benchmark limitation clearly
Do not add private data, private model outputs, or internal company material.