Developed LLM inference support for llama.cpp within the jdx/mise repository, focusing on enabling C/C++-based inference workflows through a dedicated configuration file and backend versioning groundwork. The work introduced a test command to verify installation, ensuring reliable onboarding for users integrating llama.cpp as a backend. Leveraging skills in C/C++, configuration management, and TOML, the implementation registered the llama.cpp backend in the project’s registry and established a test workflow to validate deployments. This foundation supports broader experimentation with llama.cpp and paves the way for multi-backend management, enhancing deployment flexibility and performance tuning for diverse inference environments in future iterations.