Looped / recurrent-depth language models for local inference. Author of the `ouro` architecture for llama.cpp (first GGUF port of ByteDance's Ouro) and of open evaluations of looped models against their papers' own baselines. Code, results and write-ups: github.com/BrandeisPatrick/loop-transformer