InstructLab is an open-source command-line interface tool designed for creating, training, and interacting with large language models. It's geared towards allowing users to add new knowledge, generate synthetic training data, and re-train models to enhance performance. The project incorporates alignment tuning methods, and supports customization and community contributions.