During November 2024, Malo Denoual enhanced the MarieEtienne/2024_MODE_OCR repository by developing a robust HTML output path for R Markdown reports, focusing on streamlining the report generation pipeline. Leveraging R, R Markdown, and data visualization skills, Malo improved chunk rendering readability and introduced configuration options for data loading and processing, which simplified analysis preparation. Targeted YAML corrections were implemented to ensure reproducible builds and reduce manual intervention. The work standardized report outputs and accelerated the delivery of analysis-ready documents for OCR modeling workflows, demonstrating a thoughtful approach to documentation, reproducibility, and workflow efficiency within a data analysis context.