Worked on improving documentation quality for the comet-ml/opik repository, focusing on enhancing user-facing clarity and reducing potential confusion for those evaluating multiple LLM applications. The primary contribution involved correcting the README header, updating it from a singular to a plural form to better reflect the repository’s intended use case. This change, implemented using Markdown, aimed to provide more accurate guidance and reduce support overhead. No new features were introduced during this period, and the work centered on documentation skills and attention to detail. The update addressed a specific bug, ensuring the documentation more accurately represented the project’s scope and purpose.