Developed comprehensive observability documentation for integrating Novita AI with Langfuse, focusing on enhancing developer experience and troubleshooting capabilities. The work, contributed to the langfuse/langfuse-docs repository, detailed environment variable setup, dependency installation, and the use of Langfuse’s OpenAI drop-in replacement to trace Novita API calls. Leveraging skills in API integration, documentation, and LLM observability, the developer used Python, Markdown, and JSON to create clear, actionable guidance. This documentation enables adopters to monitor and debug Novita AI interactions more effectively, aligning with Langfuse documentation standards to support consistent onboarding and improved performance monitoring for users integrating these technologies.