Worked on the LuxDL/Lux.jl repository with a focus on improving documentation quality and maintainability. Addressed a critical typo in the Markdown-based documentation, correcting the spelling of 'tensoflow' to 'tensorflow' to ensure alignment with established TensorFlow terminology. This change enhanced the clarity and professionalism of the documentation, reducing potential confusion for users and contributors. The update was carefully tracked through a documented commit, supporting reproducibility and traceability. Emphasized the importance of consistent language and terminology across project materials, contributing to smoother onboarding and support processes. Utilized Markdown and documentation best practices to strengthen the repository’s long-term usability.