Mandy J. Li contributed to both the red-hat-data-services/vllm-gaudi and neuralmagic/vllm repositories, focusing on targeted improvements in configuration management and logging using Python. In neuralmagic/vllm, Mandy enabled Intel HPU cache block size support by extending the cache configuration to include a 256-block size, enhancing hardware compatibility without altering existing behavior. For red-hat-data-services/vllm-gaudi, Mandy addressed observability by correcting a logging message typo related to dtype conversion, improving log clarity for debugging across HPU platforms. The work demonstrated careful attention to detail and a pragmatic approach, delivering incremental yet valuable enhancements rather than broad architectural changes.