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This skill equips Claude with the specific coding standards and patterns required for the FiftyOne ecosystem. It ensures that Python code follows FiftyOne's official module templates, complex import organization (categorizing standard, third-party, ETA, and FiftyOne packages), and specialized import aliases. By applying Google-style docstrings and FiftyOne-specific utility patterns like lazy imports and attribute guard checks, this skill is indispensable for developers contributing to the FiftyOne core repository, building custom plugins, or developing production-grade integrations with Voxel51 tools.