CONTRIBUTING

Human: write code you understand and can maintain.
AI: may assist; note attribution; review output; add tests when needed.
Quality: focused diff, clear intent, minimal complexity; tests for new behavior or fixes.
Licensing: avoid incompatible or unclear sources.
PR: focused diff; tests when needed; short, clear description; minimal commits.