judge-semif

SemIf provider for the judge hub (judge-semif::evaluate, judge-semif::models::list, judge-semif::cancel) — a frozen open LLM (Qwen3.5-4B GGUF) downloaded from the Hugging Face Hub and run in-process through llama.cpp, answering from the next-token logits of the option letters; picks Metal (macOS), Vulkan (Linux, when a driver is present) or the CPU automatically; no API key or external service.