Laurie Luo focused on enhancing the reliability of web search citation extraction in the moltbot/moltbot repository during March 2026. She addressed a critical issue where citation data could be incomplete if top-level sources were missing by implementing a fallback mechanism that leverages annotation sources. Laurie introduced a dual-source extraction function in TypeScript, ensuring accurate and complete citation information even when the primary source was unavailable. Her work involved full stack development and API integration, with thorough testing and collaborative code review. This targeted fix improved data completeness, user trust, and the quality of downstream analytics for web search results.