I build open-source tools to run large models on smaller machines: Loggetta, experts4bit-qlora, and grouped-nf4-gemm. Single-GPU fine-tuning, 4-bit GPU kernels, and public benchmarks. Merged fixes in Transformers, bitsandbytes, Axolotl, Unsloth Zoo, and OpenVINO. Start with the research Space below.