PicoLM, an open-source framework, streamlines language model training and analysis. 'Pico Train' simplifies training with a llama-style architecture and YAML configurations. 'Pico Analyze' offers tools to study learning dynamics using metrics like representation similarity and sparsity. It integrates with Hugging Face and Weights & Biases.