👉 Fluid, an open-source platform for machine learning and AI applications, involves fluid as a versatile and dynamic environment that supports continuous learning and adaptation. It enables models to seamlessly integrate new data and knowledge without forgetting previously learned information, a concept known as "catastrophic forgetting." Fluid's architecture allows for efficient handling of large, diverse datasets and supports various types of learning tasks, including incremental learning, transfer learning, and continual learning. This makes fluid particularly useful for applications where models need to evolve over time, such as in real-time data processing, autonomous systems, and personalized user experiences.