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[CHORE] format Friedland Chapter 8 notebook with ruff #1341

Description

@priyam0k

Description

docs/friedland/chapter_8.ipynb currently has no lint errors, but has not yet been formatted using the project's ruff configuration.

Running ruff format will ensure consistent formatting across all Friedland notebooks and prevent formatting failures when the notebook is touched in future PRs.

Expected Outcome

  • Format docs/friedland/chapter_8.ipynb using ruff format.
  • Verify all notebook cells and assertions pass cleanly.

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