Beam provides a Pythonic interface to deploy AI applications as serverless containers with zero infrastructure overhead. It supports GPU workloads including LLMs and fine-tuning on hardware like H100s and 4090s, with features like sub-second container startup, scale-to-zero, parallelization to hundreds of containers, and distributed volume storage.