During October 2025, Melanie Almeida focused on improving documentation clarity and branding consistency for the PrunaAI/pruna repository. She systematically removed all references to Pruna Pro from the core documentation, including the README.md and related algorithm tables, to streamline onboarding and reduce confusion between product lines. Using Markdown and leveraging her documentation skills, Melanie established explicit guidelines to maintain branding alignment in future updates. Her work addressed long-term maintainability by ensuring that contributors have clear, unambiguous reference material. While the scope was limited to a single feature, the changes provided foundational improvements in documentation hygiene and process for the Pruna framework.