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This skill provides a comprehensive set of verified import patterns and file path conventions specifically tailored for the MaxFuse library. It facilitates the migration from legacy structures to the unified MaxFuse package, resolving common issues related to submodule access, outdated directory references, and working directory inconsistencies. By implementing these standards, users can ensure their data science notebooks remain reproducible and correctly integrated with core modules like Fusor and Mario, particularly when working within VS Code or Jupyter environments.