Bumblebee brings pre-trained models from Hugging Face to the Elixir ecosystem, enabling developers to run inference on models like GPT-2 and Stable Diffusion using the Axon framework and Nx numerical computing backend. It provides high-level APIs for common ML tasks through Smart Cells in Livebook, as well as examples for deployment in Phoenix applications. The library supports CPU and GPU execution via the EXLA backend.