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+This repo implements an automatic differentiation package for the Julia language. 
+
+Please follow these guidelines when contributing:
+
+## Code Standards
+
+- Never commit changes to `Project.toml` to PRs.
+- Format modified files using `JuliaFormatter`, eg, `using JuliaFormatter; format(".")` from the root of the repo.
+
+## Key Guidelines
+- Follow Go best practices and idiomatic patterns
+- Maintain existing code structure and organisation
+- Write unit tests for new functionality.
+- Document public APIs and complex logic. Suggest changes to the `docs/` folder when appropriate