This guide provides a minimalist approach to setting up a Python development environment on a MacBook for LLM projects. It advocates for using pyenv and venv over Conda for a lightweight and flexible setup, and walks through the steps of installing Python, managing virtual environments, and handling dependencies with requirements.txt.