During November 2025, Noname integrated the Anthropic Messages API into the ggml-org/llama.cpp repository, enabling chat completions and token counting for broader interoperability with external LLM APIs. They refactored the backend using C++ and Python to improve performance and maintainability, simplifying error handling to a unified object and adding API key validation for enhanced robustness. Noname expanded the testing framework to cover new features and edge cases, ensuring reliable validation and reducing test runtime by removing unused or slow paths. This work strengthened runtime reliability and streamlined developer iteration, reflecting a thorough and thoughtful approach to backend API development.