Rubick: an Open-Source Gateway Serving Chat, Embeddings and Calibrated Decisions from One Model

wFXx · reddit · 2026-10-19

Inspired by IBM's Granite Switch, the author open-sourced rubick, a proxy gateway that points at any llama-served endpoint and exposes regular LLM chat, jev-like systemone decision, and embeddings endpoints from the same model. It reuses kv-cache, requires no model swapping, supports plug-and-play aLoRAs, and ships a 1-hour end-user-hardware aLoRA training recipe, benchmarks, use cases and Docker setup under Apache 2.0. Built on numind's vLLM PR; the author hopes llama.cpp and other engines adopt the ideas.

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