During September 2025, this developer contributed a focused documentation update to the pytorch/ao repository, clarifying the quantization workflow for Intel GPUs. They revised the Quantization Tutorial by replacing references to the x86 quantizer with the XPU quantizer, ensuring terminology aligned with current architecture naming conventions. Using reStructuredText and leveraging their technical writing skills, they improved the onboarding experience for Intel GPU users by reducing confusion and support requests. The work was delivered as a single, traceable commit, demonstrating disciplined documentation practices. While the contribution was targeted in scope, it addressed a concrete usability issue for the repository’s user base.