Mahima Raja contributed to both the fastapi/typer and livekit/agents repositories, focusing on practical improvements to developer tooling and AI integration. In fastapi/typer, she addressed a command-line interface issue by refining help text alignment and ensuring ANSI escape sequences rendered cleanly, which enhanced usability for developers working with Typer-styled options. For livekit/agents, she extended the OpenAI plugin to support SambaNova LLMs, introducing a new constructor and updating documentation to facilitate experimentation with diverse language model backends. Her work, primarily in Python, demonstrated solid skills in CLI development, API integration, and testing, resulting in clearer documentation and reduced user friction.