Bhavye Mathur enhanced the tracel-ai/burn repository by implementing KaTeX-powered math rendering within docstrings, focusing on improving the clarity of mathematical documentation. Using Rust and HTML, Bhavye updated the build process and dependency management by adding KaTeX assets to Cargo.toml, ensuring that mathematical expressions are properly rendered in the generated documentation. The work included revising activation function docstrings to display mathematical formulas, which helps reduce ambiguity and supports better onboarding for developers working with math-heavy components. This contribution demonstrates a targeted approach to documentation, leveraging web development and Rust skills to address the specific needs of technical clarity.