During October 2025, Chibox focused on enhancing the lemonade-sdk/lemonade repository by enabling compatibility with gpt-oss-20b through a targeted FLM tool upgrade. Leveraging Python and version control best practices, Chibox updated the minimum FLM version to 0.9.12, ensuring the SDK could support advanced model capabilities and future integrations. The work involved implementing and validating the integration path for gpt-oss-20b, preparing the codebase for downstream usage without introducing new bug fixes. This feature-driven effort demonstrated a methodical approach to technical preparation, emphasizing forward compatibility and maintainability within the software development lifecycle for the lemonade-sdk/lemonade project.