Orxvan developed an OpenAI-compatible interface for the MemoriLabs/Memori repository, enabling seamless integration of both local and third-party large language models. Using Python, they focused on AI integration and API development to expand vendor-agnostic LLM support, which reduced friction for downstream applications and improved deployment flexibility. Their technical approach consolidated all changes into a single feature branch, streamlining future extensions and simplifying maintenance. By optimizing the integration path for third-party OpenAI-compatible LLMs, Orxvan enhanced both performance and reliability. The work addressed interoperability challenges, providing a robust foundation for flexible LLM usage within the Memori platform over the project period.