During November 2024, Kateryna Artynnyk enhanced the google-ai-edge/model-explorer repository by focusing on robustness and usability improvements. She implemented safe import handling in Python to make PyTorch an optional dependency, allowing the tool to function even when PyTorch is not installed. Kateryna also expanded the command-line interface to support multiple model path inputs, including argument separation and glob patterns, streamlining experimentation and deployment. Her work emphasized backend development and argument parsing, improving startup reliability and input validation. Updated documentation ensured users could easily adopt the new features, reflecting a thoughtful approach to reducing setup friction and broadening accessibility.