During January 2025, Paiuto focused on improving the documentation for the huggingface/optimum-neuron repository, addressing issues that impacted user onboarding and reproducibility. By carefully reviewing and editing both Markdown and Jupyter Notebook files, Paiuto corrected directory names and paths in the fine-tuning tutorials, ensuring that users could navigate and follow instructions without confusion. The work involved technical writing and documentation skills, with precise updates to finetune_llm.mdx and llama2-7b-fine-tuning.ipynb. Although the scope was limited to a single bug fix, the changes enhanced the clarity and usability of the tutorials, supporting a smoother experience for new users.