Khuyen contributed to Nixtla’s open-source forecasting tools by enhancing documentation and educational resources across the nixtla and statsforecast repositories. She improved the TimeGPT documentation using Python and Markdown, clarifying forecasting concepts, cross-validation, and distributed computing with Dask and Ray, while optimizing content for SEO and onboarding. Khuyen also refactored the conformal prediction tutorial in statsforecast, adding visual aids and clearer explanations to support user adoption of time series forecasting techniques. Additionally, she resolved a critical documentation rendering bug by correcting image paths, ensuring reliability for users. Her work emphasized technical clarity, maintainability, and reduced support overhead for Nixtla’s products.