CONTRIBUTING.md

Contributing

Thank you for considering a contribution.

What is most useful

1. Instantiation contributions

   • toy environments
   • reference implementations of E1/E2/E3
   • evaluation harnesses

2. Specification contributions

   • clarifying interfaces
   • tightening definitions (especially (M), (R), and (\alpha_k))
   • adding falsifiable predictions

How to propose changes

• Open an issue using the templates in .github/ISSUE_TEMPLATE/.
• For larger changes, open a short design document in docs/ and link it in the issue.

Style

• Expand abbreviations on first use (example: VFE (Variational Free Energy)).
• Prefer plain language and explicit assumptions.
• Avoid overclaiming; separate specification from implementation.