Flavien Berwick enhanced the ovh/shai repository by delivering comprehensive documentation and model-guidance improvements for the Shai OVHCloud integration. Focusing on Markdown-based documentation, Flavien clarified which OVHCloud models are compatible with Shai, added support for a previously missing model, and updated endpoint instructions to reflect current capabilities. The work aimed to streamline developer onboarding and reduce integration effort by providing clear guidance on function calling and structured outputs. No bug fixes were required, as the focus remained on documentation quality and accuracy. The depth of the contribution lay in detailed, targeted updates that improved the integration experience for developers.