Style notes =========== * Follow ``black``'s formatting and use type hints for all public functions. * Keep imports explicit; relative imports inside packages are acceptable when referencing sibling modules. * Avoid reformatting archived reference files wholesale unless you are migrating them into the ``core/`` namespace. Targeted edits help reviewers track physics changes. * Matplotlib figures should use colourblind-friendly palettes and consistent labels. Prefer shared plotting helpers in maintained modules over copying notebook-specific styling. * Tests should prefer ``np.testing`` helpers for numerical comparisons and include explanatory comments when using loose tolerances.