Start with small, fundamental functions:
Identify the core features or functionalities required for your task.
Break each feature down into the smallest, most basic functions that can be developed and tested independently.
Write and test in the REPL:
- Write the code for each small function directly in the REPL (Read-Eval-Print Loop).
- Test it thoroughly with a variety of inputs, including typical use cases and relevant edge cases, to ensure it behaves as expected.
Integrate into source code:
- Once a function works correctly in the REPL, move it from the REPL environment into your source code files (e.g., within appropriate namespaces).
Gradually increase complexity:
- Build upon tested, basic functions to create more complex functions or components.
- Compose smaller functions together, testing each new composition in the REPL to verify correctness step by step.
Ensure dependency testing:
- Make sure every function is fully tested in the REPL before it is depended upon by other functions.
- This ensures that each layer of your application is reliable before you build on it.
Use the REPL fully:
- Use the REPL as your primary tool to experiment with different approaches, iterate quickly, and get immediate feedback on your code.
Follow functional programming principles:
- Keep functions small, focused, and composable.
- Use Clojure's functional programming features—like immutability, higher-order functions, and the standard library—to write concise, effective code.

How to Evaluate Code

./bin/mage -repl --namespace metabase.app-db.connection

Call functions in the namespace with test inputs, and observe that the outputs are correct Feel free to copy these REPL session trials into actual test cases using deftest and is.
Once you know these functions are good, return to 1, and compose them into the task that you need to build.

Critical Rules for Editing