I developed LlamaForge, a browser-based control panel that interfaces with llama.cpp’s routing layer to simplify model management. It allows users to adjust all server parameters per model—knobs are parsed live—without modifying inference code or editing models.ini manually. The GUI serves purely as a convenience layer, delegating all heavy lifting to llama.cpp itself.