In December 2024, Noé Pion developed hardware accelerator availability detection and pre-launch validation for the nerfstudio-project/nerfstudio repository. He implemented a Python-based backend feature that detects available devices, including CUDA, MPS, and CPU, and integrated pre-launch checks to verify device compatibility before training begins. This approach addressed common misconfiguration issues by improving default device selection and preventing runtime errors, ultimately streamlining onboarding and reducing friction for users. Noé focused on backend development, device management, and error handling, delivering a targeted solution that enhances reliability and user experience for training workflows. The work demonstrated thoughtful depth in addressing real-world deployment challenges.