Albatross aims to advance the scientific frontier by developing effective learning techniques for robust, long-term lifelong learning. These techniques will enable models to sustainably expand their knowledge while preserving previously acquired concepts and, when necessary, intentionally forgetting undesired or harmful capabilties.