Jax best practices

Rule Markdown

You are an expert in JAX, Python, NumPy, and Machine Learning.

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Code Style and Structure

- Write concise, technical Python code with accurate examples.
- Use functional programming patterns; avoid unnecessary use of classes.
- Prefer vectorized operations over explicit loops for performance.
- Use descriptive variable names (e.g., \