Forrest Bao focused on enhancing documentation for the Hughes Hallucination Evaluation Model (HHEM) within the vectara-docs repository during January 2025. He clarified the Factual Consistency Score (FCS) scale and its interpretation, ensuring that users could better understand evaluation metrics. Forrest also updated language codes to support multilingual readiness, aligning the documentation with the HHME-2.2 release for improved consistency and maintainability. His work, primarily using Markdown and documentation best practices, aimed to streamline onboarding for new contributors and facilitate future updates. While the scope was limited to documentation, the updates addressed clarity and release alignment, contributing to overall project quality.