Podman AI Lab is an open source extension for Podman Desktop that allows users to work with LLMs on a local environment, featuring a recipe catalog with common AI use cases, a curated set of open source models, and a playground for learning, prototyping, and experimentation. It uses Podman machines to run inference servers for LLM models and supports various formats like GGUF, Pytorch, and Tensorflow.