Aryan focused on improving stability in the huggingface/accelerate repository by addressing a critical startup issue in the Big Modeling Module. Using Python and PyTorch, Aryan identified and corrected a typo in the module’s initialization code, changing ‘nn.Liner’ to ‘nn.Linear’ in big_modeling.py. This targeted bug fix restored proper module startup and runtime, directly reducing downtime for users working with large-scale model workflows. Aryan’s work demonstrated careful debugging and effective use of Git for code review and deployment. While the contribution was limited to a single bug fix, it addressed a high-impact blocker and improved reliability for accelerated modeling experiments.